diff --git a/.idea/medicine.iml b/.idea/medicine.iml new file mode 100644 index 00000000..1bef2497 --- /dev/null +++ b/.idea/medicine.iml @@ -0,0 +1,12 @@ + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/compiler.xml b/src/medicine/.idea/compiler.xml index a89ee903..12b36f50 100644 --- a/src/medicine/.idea/compiler.xml +++ b/src/medicine/.idea/compiler.xml @@ -12,6 +12,7 @@ + diff --git a/src/medicine/.idea/dbnavigator.xml b/src/medicine/.idea/dbnavigator.xml index f0bf29ec..0f70c694 100644 --- a/src/medicine/.idea/dbnavigator.xml +++ b/src/medicine/.idea/dbnavigator.xml @@ -17,6 +17,9 @@ + + + diff --git a/src/medicine/.idea/encodings.xml b/src/medicine/.idea/encodings.xml index 6390bb1a..1419fcfe 100644 --- a/src/medicine/.idea/encodings.xml +++ b/src/medicine/.idea/encodings.xml @@ -2,5 +2,7 @@ + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_fasterxml_jackson_dataformat_jackson_dataformat_yaml_2_15_2.xml b/src/medicine/.idea/libraries/Maven__com_fasterxml_jackson_dataformat_jackson_dataformat_yaml_2_15_2.xml new file mode 100644 index 00000000..05deea40 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_fasterxml_jackson_dataformat_jackson_dataformat_yaml_2_15_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_code_findbugs_jsr305_3_0_2.xml b/src/medicine/.idea/libraries/Maven__com_google_code_findbugs_jsr305_3_0_2.xml new file mode 100644 index 00000000..810eb863 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_code_findbugs_jsr305_3_0_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_code_gson_gson_2_10_1.xml b/src/medicine/.idea/libraries/Maven__com_google_code_gson_gson_2_10_1.xml new file mode 100644 index 00000000..cf0824c7 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_code_gson_gson_2_10_1.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_errorprone_error_prone_annotations_2_3_4.xml b/src/medicine/.idea/libraries/Maven__com_google_errorprone_error_prone_annotations_2_3_4.xml new file mode 100644 index 00000000..fdcc3a4e --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_errorprone_error_prone_annotations_2_3_4.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_guava_failureaccess_1_0_1.xml b/src/medicine/.idea/libraries/Maven__com_google_guava_failureaccess_1_0_1.xml new file mode 100644 index 00000000..e462b823 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_guava_failureaccess_1_0_1.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_guava_guava_29_0_jre.xml b/src/medicine/.idea/libraries/Maven__com_google_guava_guava_29_0_jre.xml new file mode 100644 index 00000000..413df057 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_guava_guava_29_0_jre.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_guava_listenablefuture_9999_0_empty_to_avoid_conflict_with_guava.xml b/src/medicine/.idea/libraries/Maven__com_google_guava_listenablefuture_9999_0_empty_to_avoid_conflict_with_guava.xml new file mode 100644 index 00000000..1bc1dd5e --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_guava_listenablefuture_9999_0_empty_to_avoid_conflict_with_guava.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__com_google_j2objc_j2objc_annotations_1_3.xml b/src/medicine/.idea/libraries/Maven__com_google_j2objc_j2objc_annotations_1_3.xml new file mode 100644 index 00000000..b46e2f91 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__com_google_j2objc_j2objc_annotations_1_3.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_lettuce_lettuce_core_6_2_5_RELEASE.xml b/src/medicine/.idea/libraries/Maven__io_lettuce_lettuce_core_6_2_5_RELEASE.xml new file mode 100644 index 00000000..40b2d450 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_lettuce_lettuce_core_6_2_5_RELEASE.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_buffer_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_buffer_4_1_94_Final.xml new file mode 100644 index 00000000..0eb52864 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_buffer_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_codec_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_codec_4_1_94_Final.xml new file mode 100644 index 00000000..75f57a59 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_codec_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_codec_dns_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_codec_dns_4_1_94_Final.xml new file mode 100644 index 00000000..f030f38e --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_codec_dns_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_common_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_common_4_1_94_Final.xml new file mode 100644 index 00000000..811f2d4c --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_common_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_handler_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_handler_4_1_94_Final.xml new file mode 100644 index 00000000..37152525 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_handler_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_resolver_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_resolver_4_1_94_Final.xml new file mode 100644 index 00000000..730b46ec --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_resolver_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_resolver_dns_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_resolver_dns_4_1_94_Final.xml new file mode 100644 index 00000000..fb3b9df2 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_resolver_dns_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_transport_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_transport_4_1_94_Final.xml new file mode 100644 index 00000000..a90bcd65 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_transport_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_netty_netty_transport_native_unix_common_4_1_94_Final.xml b/src/medicine/.idea/libraries/Maven__io_netty_netty_transport_native_unix_common_4_1_94_Final.xml new file mode 100644 index 00000000..5a544980 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_netty_netty_transport_native_unix_common_4_1_94_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_projectreactor_reactor_core_3_5_8.xml b/src/medicine/.idea/libraries/Maven__io_projectreactor_reactor_core_3_5_8.xml new file mode 100644 index 00000000..8b42a9db --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_projectreactor_reactor_core_3_5_8.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__io_reactivex_rxjava3_rxjava_3_1_6.xml b/src/medicine/.idea/libraries/Maven__io_reactivex_rxjava3_rxjava_3_1_6.xml new file mode 100644 index 00000000..cf2e3307 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__io_reactivex_rxjava3_rxjava_3_1_6.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__javax_cache_cache_api_1_1_1.xml b/src/medicine/.idea/libraries/Maven__javax_cache_cache_api_1_1_1.xml new file mode 100644 index 00000000..0dcbbc78 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__javax_cache_cache_api_1_1_1.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_apache_commons_commons_pool2_2_11_1.xml b/src/medicine/.idea/libraries/Maven__org_apache_commons_commons_pool2_2_11_1.xml new file mode 100644 index 00000000..fe353d05 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_apache_commons_commons_pool2_2_11_1.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_aspectj_aspectjweaver_1_9_19.xml b/src/medicine/.idea/libraries/Maven__org_aspectj_aspectjweaver_1_9_19.xml new file mode 100644 index 00000000..0b626ce4 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_aspectj_aspectjweaver_1_9_19.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_checkerframework_checker_qual_2_11_1.xml b/src/medicine/.idea/libraries/Maven__org_checkerframework_checker_qual_2_11_1.xml new file mode 100644 index 00000000..1a9d90c9 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_checkerframework_checker_qual_2_11_1.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_jboss_marshalling_jboss_marshalling_2_0_10_Final.xml b/src/medicine/.idea/libraries/Maven__org_jboss_marshalling_jboss_marshalling_2_0_10_Final.xml new file mode 100644 index 00000000..6308bf9c --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_jboss_marshalling_jboss_marshalling_2_0_10_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_jboss_marshalling_jboss_marshalling_river_2_0_10_Final.xml b/src/medicine/.idea/libraries/Maven__org_jboss_marshalling_jboss_marshalling_river_2_0_10_Final.xml new file mode 100644 index 00000000..2c782f26 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_jboss_marshalling_jboss_marshalling_river_2_0_10_Final.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_jodd_jodd_bean_5_1_6.xml b/src/medicine/.idea/libraries/Maven__org_jodd_jodd_bean_5_1_6.xml new file mode 100644 index 00000000..50332125 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_jodd_jodd_bean_5_1_6.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_jodd_jodd_core_5_1_6.xml b/src/medicine/.idea/libraries/Maven__org_jodd_jodd_core_5_1_6.xml new file mode 100644 index 00000000..da853ad1 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_jodd_jodd_core_5_1_6.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_json_json_20220320.xml b/src/medicine/.idea/libraries/Maven__org_json_json_20220320.xml new file mode 100644 index 00000000..e37f7fda --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_json_json_20220320.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_reactivestreams_reactive_streams_1_0_4.xml b/src/medicine/.idea/libraries/Maven__org_reactivestreams_reactive_streams_1_0_4.xml new file mode 100644 index 00000000..949f0210 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_reactivestreams_reactive_streams_1_0_4.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_redisson_redisson_3_14_1.xml b/src/medicine/.idea/libraries/Maven__org_redisson_redisson_3_14_1.xml new file mode 100644 index 00000000..38bbc428 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_redisson_redisson_3_14_1.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_configuration_processor_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_configuration_processor_3_1_2.xml new file mode 100644 index 00000000..acaa3fe1 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_configuration_processor_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_aop_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_aop_3_1_2.xml new file mode 100644 index 00000000..57ce2083 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_aop_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_cache_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_cache_3_1_2.xml new file mode 100644 index 00000000..c7b20a80 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_cache_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_data_redis_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_data_redis_3_1_2.xml new file mode 100644 index 00000000..aea1e789 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_data_redis_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_redis_1_4_7_RELEASE.xml b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_redis_1_4_7_RELEASE.xml new file mode 100644 index 00000000..735af693 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_boot_spring_boot_starter_redis_1_4_7_RELEASE.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_commons_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_commons_3_1_2.xml new file mode 100644 index 00000000..c044eb4c --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_commons_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_keyvalue_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_keyvalue_3_1_2.xml new file mode 100644 index 00000000..c6ad9fc9 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_keyvalue_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_redis_3_1_2.xml b/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_redis_3_1_2.xml new file mode 100644 index 00000000..23226fe6 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_data_spring_data_redis_3_1_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_spring_context_support_6_0_11.xml b/src/medicine/.idea/libraries/Maven__org_springframework_spring_context_support_6_0_11.xml new file mode 100644 index 00000000..048f057d --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_spring_context_support_6_0_11.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__org_springframework_spring_oxm_6_0_11.xml b/src/medicine/.idea/libraries/Maven__org_springframework_spring_oxm_6_0_11.xml new file mode 100644 index 00000000..5b17fcec --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__org_springframework_spring_oxm_6_0_11.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/libraries/Maven__redis_clients_jedis_4_3_2.xml b/src/medicine/.idea/libraries/Maven__redis_clients_jedis_4_3_2.xml new file mode 100644 index 00000000..0512bf76 --- /dev/null +++ b/src/medicine/.idea/libraries/Maven__redis_clients_jedis_4_3_2.xml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/0/5/051eaf551b928a8ccf651611c070ebb2b8155264 b/src/medicine/.idea/sonarlint/issuestore/0/5/051eaf551b928a8ccf651611c070ebb2b8155264 index d0f8ba3c..e69de29b 100644 --- a/src/medicine/.idea/sonarlint/issuestore/0/5/051eaf551b928a8ccf651611c070ebb2b8155264 +++ b/src/medicine/.idea/sonarlint/issuestore/0/5/051eaf551b928a8ccf651611c070ebb2b8155264 @@ -1,2 +0,0 @@ - -t java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.( \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/0/b/0bf6f777ae20a7657065bc4a2b2a9f1f3b4876b1 b/src/medicine/.idea/sonarlint/issuestore/0/b/0bf6f777ae20a7657065bc4a2b2a9f1f3b4876b1 index 9dca1267..e69de29b 100644 --- a/src/medicine/.idea/sonarlint/issuestore/0/b/0bf6f777ae20a7657065bc4a2b2a9f1f3b4876b1 +++ b/src/medicine/.idea/sonarlint/issuestore/0/b/0bf6f777ae20a7657065bc4a2b2a9f1f3b4876b1 @@ -1,4 +0,0 @@ - -{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(81 -M -java:S1128 "+Remove this unused import 'java.util.List'.(81 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/1/3/139a0da36daad8c438a5607ee212d1f38a505779 b/src/medicine/.idea/sonarlint/issuestore/1/3/139a0da36daad8c438a5607ee212d1f38a505779 index d215fe77..e69de29b 100644 --- a/src/medicine/.idea/sonarlint/issuestore/1/3/139a0da36daad8c438a5607ee212d1f38a505779 +++ b/src/medicine/.idea/sonarlint/issuestore/1/3/139a0da36daad8c438a5607ee212d1f38a505779 @@ -1,4 +0,0 @@ - -{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(8Х1 -V -java:S1128"9Remove this unused import 'org.apache.ibatis.type.Alias'.(8ͻХ1 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/e/4/e46aee6c7c512a7b48980a296fca0acf004a1907 b/src/medicine/.idea/sonarlint/issuestore/2/a/2ad2a1260dac6c01c8b352bb0e2ca62f513676a9 similarity index 100% rename from src/medicine/.idea/sonarlint/issuestore/e/4/e46aee6c7c512a7b48980a296fca0acf004a1907 rename to src/medicine/.idea/sonarlint/issuestore/2/a/2ad2a1260dac6c01c8b352bb0e2ca62f513676a9 diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/6/4/6455addaf8475c1ee66ddf019aba9934cde58b33 b/src/medicine/.idea/sonarlint/issuestore/4/0/40a2343a36c9747fa26c52f19f82c0a493b5c2e0 similarity index 100% rename from src/medicine/.idea/sonarlint/securityhotspotstore/6/4/6455addaf8475c1ee66ddf019aba9934cde58b33 rename to src/medicine/.idea/sonarlint/issuestore/4/0/40a2343a36c9747fa26c52f19f82c0a493b5c2e0 diff --git a/src/medicine/.idea/sonarlint/issuestore/5/a/5aa79857db1807fe40f0941af9e17d8a19d8bc97 b/src/medicine/.idea/sonarlint/issuestore/5/a/5aa79857db1807fe40f0941af9e17d8a19d8bc97 new file mode 100644 index 00000000..f9c7c6d4 --- /dev/null +++ b/src/medicine/.idea/sonarlint/issuestore/5/a/5aa79857db1807fe40f0941af9e17d8a19d8bc97 @@ -0,0 +1,10 @@ + +{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(8؅ӵ1 +Z java:S106"9Replace this use of System.out or System.err by a logger.(8ӵ1 +H +java:S1075"&Remove this hard-coded path-delimiter.(8ӵ1 +P +java:S1128"3Remove this unused import 'java.io.BufferedReader'.(8ӵ1 +S +java:S1128 +"6Remove this unused import 'java.io.InputStreamReader'.(8ӵ1 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/6/4/6455addaf8475c1ee66ddf019aba9934cde58b33 b/src/medicine/.idea/sonarlint/issuestore/6/4/6455addaf8475c1ee66ddf019aba9934cde58b33 deleted file mode 100644 index 11cc87e8..00000000 --- a/src/medicine/.idea/sonarlint/issuestore/6/4/6455addaf8475c1ee66ddf019aba9934cde58b33 +++ /dev/null @@ -1,6 +0,0 @@ - -{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(8ϥ1 -^ -java:S1128"ARemove this unused import 'org.apache.ibatis.annotations.Select'.(ߘ8ڠХ1 -g -java:S1128"ERemove this unused import 'org.springframework.stereotype.Component'.(Ѹ8ѷХ1 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/6/a/6ae8bd6e0b13a9d9272e5cd44460d2d0a72091d9 b/src/medicine/.idea/sonarlint/issuestore/6/a/6ae8bd6e0b13a9d9272e5cd44460d2d0a72091d9 deleted file mode 100644 index 20b018d9..00000000 --- a/src/medicine/.idea/sonarlint/issuestore/6/a/6ae8bd6e0b13a9d9272e5cd44460d2d0a72091d9 +++ /dev/null @@ -1,2 +0,0 @@ - -{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(8פ1 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/7/6/762bc359bc75ba7b3073e784c826f31f6c989305 b/src/medicine/.idea/sonarlint/issuestore/7/6/762bc359bc75ba7b3073e784c826f31f6c989305 deleted file mode 100644 index 4a81afc1..00000000 --- a/src/medicine/.idea/sonarlint/issuestore/7/6/762bc359bc75ba7b3073e784c826f31f6c989305 +++ /dev/null @@ -1,2 +0,0 @@ - -{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(81 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/8/2/82d065e13dbb46b69838db763af0105eec47337f b/src/medicine/.idea/sonarlint/issuestore/8/2/82d065e13dbb46b69838db763af0105eec47337f deleted file mode 100644 index 022143ef..00000000 --- a/src/medicine/.idea/sonarlint/issuestore/8/2/82d065e13dbb46b69838db763af0105eec47337f +++ /dev/null @@ -1,17 +0,0 @@ - -` java:S112"FDefine and throw a dedicated exception instead of using a generic one.(҂ - -java:S1319 "pThe return type of this method should be an interface such as "List" rather than the implementation "ArrayList".( -f java:S117"QRename this local variable to match the regular expression '^[a-z][a-zA-Z0-9]*$'.(Ո -e -java:S2095"OUse try-with-resources or close this "PythonInterpreter" in a "finally" clause.(Ո -U -java:S1118 -":Add a private constructor to hide the implicit public one.( -c java:S100 "NRename this method name to match the regular expression '^[a-z][a-zA-Z0-9]*$'.( -N -java:S1854"8Remove this useless assignment to local variable "Pyit".(Ո -? -java:S1481")Remove this unused "Pyit" local variable.(Ո -t -java:S2142"^Either re-interrupt this method or rethrow the "InterruptedException" that can be caught here.(䠹 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/8/a/8ac776bbbb6e77f29694ccc4476b533f9f4573da b/src/medicine/.idea/sonarlint/issuestore/8/a/8ac776bbbb6e77f29694ccc4476b533f9f4573da deleted file mode 100644 index 2fe3898d..00000000 --- a/src/medicine/.idea/sonarlint/issuestore/8/a/8ac776bbbb6e77f29694ccc4476b533f9f4573da +++ /dev/null @@ -1,16 +0,0 @@ - -t -java:S1104 "RMake status a static final constant or non-public and provide accessors if needed.(߮81 -k -java:S1104 "NMake OK a static final constant or non-public and provide accessors if needed.(8Ҧ1 -l -java:S1104 "PMake FAIL a static final constant or non-public and provide accessors if needed.(㑬V8Ҧ1 -E -java:S1444 "(Make this "public static OK" field final(8Ҧ1 -F -java:S1444 "*Make this "public static FAIL" field final(㑬V8Ҧ1 -u java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(騦$81 -j -java:S3008 "MRename this field "OK" to match the regular expression '^[a-z][a-zA-Z0-9]*$'.(8Ҧ1 -k -java:S3008 "ORename this field "FAIL" to match the regular expression '^[a-z][a-zA-Z0-9]*$'.(㑬V8Ҧ1 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/8/e/8ea61bcc473345da7a8363076b3ae562bc76fedc b/src/medicine/.idea/sonarlint/issuestore/8/e/8ea61bcc473345da7a8363076b3ae562bc76fedc index ecdc35b5..e69de29b 100644 --- a/src/medicine/.idea/sonarlint/issuestore/8/e/8ea61bcc473345da7a8363076b3ae562bc76fedc +++ b/src/medicine/.idea/sonarlint/issuestore/8/e/8ea61bcc473345da7a8363076b3ae562bc76fedc @@ -1,2 +0,0 @@ - -{ java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.(81 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/9/3/932ae6b8f9f42f924c25e69e48dc30fddd63ec28 b/src/medicine/.idea/sonarlint/issuestore/9/3/932ae6b8f9f42f924c25e69e48dc30fddd63ec28 index 4d8c457a..e69de29b 100644 --- a/src/medicine/.idea/sonarlint/issuestore/9/3/932ae6b8f9f42f924c25e69e48dc30fddd63ec28 +++ b/src/medicine/.idea/sonarlint/issuestore/9/3/932ae6b8f9f42f924c25e69e48dc30fddd63ec28 @@ -1,4 +0,0 @@ - -t java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.( -M -java:S1128"+Remove this unused import 'java.util.List'.(8䂦1 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/6/a/6ae8bd6e0b13a9d9272e5cd44460d2d0a72091d9 b/src/medicine/.idea/sonarlint/issuestore/a/0/a027316d6320e979eb2d643acc8d7431b5899762 similarity index 100% rename from src/medicine/.idea/sonarlint/securityhotspotstore/6/a/6ae8bd6e0b13a9d9272e5cd44460d2d0a72091d9 rename to src/medicine/.idea/sonarlint/issuestore/a/0/a027316d6320e979eb2d643acc8d7431b5899762 diff --git a/src/medicine/.idea/sonarlint/issuestore/b/e/be5bf7d32cedc052850e2cc0c99f2cf7357cac12 b/src/medicine/.idea/sonarlint/issuestore/b/e/be5bf7d32cedc052850e2cc0c99f2cf7357cac12 deleted file mode 100644 index 25a5fa64..00000000 --- a/src/medicine/.idea/sonarlint/issuestore/b/e/be5bf7d32cedc052850e2cc0c99f2cf7357cac12 +++ /dev/null @@ -1,2 +0,0 @@ - -t java:S120"ZRename this package name to match the regular expression '^[a-z_]+(\.[a-z_][a-z0-9_]*)*$'.( \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/issuestore/index.pb b/src/medicine/.idea/sonarlint/issuestore/index.pb index 438f0684..b32b4177 100644 --- a/src/medicine/.idea/sonarlint/issuestore/index.pb +++ b/src/medicine/.idea/sonarlint/issuestore/index.pb @@ -1,47 +1,83 @@ -} -Mspringboot/src/main/java/com/xht/springboot/Control/GetSpiderInformation.java,6\a\6ae8bd6e0b13a9d9272e5cd44460d2d0a72091d9 +B +springboot/pom.xml,e\4\e46aee6c7c512a7b48980a296fca0acf004a1907 +{ +Kspringboot/src/test/java/com/xht/springboot/SpringbootApplicationTests.java,3\b\3b2df34c425c25ecc13e5e6f866bd6d388aaaf50 +` +0springboot/.mvn/wrapper/maven-wrapper.properties,e\d\ed8f4c800d81f8a64f7cb76ea964f2420d820df6 +w +Gspringboot/src/main/java/com/xht/springboot/Config/RedissionConfig.java,e\7\e7fb8e0140bfaca4a8371f31a806802c8dad2ee2 +w +Gspringboot/src/main/java/com/xht/springboot/Utils/BloomFilterUtils.java,6\6\661af37e1535a382309f94140434b4de4d42f13f +y 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+Lspringboot/src/main/java/com/xht/springboot/Service/CancerDetectService.java,5\a\5aa79857db1807fe40f0941af9e17d8a19d8bc97 + +Rspringboot/src/main/java/com/xht/springboot/Entity/CancerInformationProcessed.java,2\e\2e789a45bab29b515d553bcbc6fb93843b27bd70 +v +Fspringboot/src/main/java/com/xht/springboot/SpringbootApplication.java,4\0\40324953a2003c0d6c6b3ceece38a620d48a0df7 + +Pspringboot/src/main/java/com/xht/springboot/Service/InformationQueryService.java,3\e\3e8390fc18f553cd8e40f74084a3622827076137 \ No newline at end of file diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/7/6/762bc359bc75ba7b3073e784c826f31f6c989305 b/src/medicine/.idea/sonarlint/securityhotspotstore/2/a/2ad2a1260dac6c01c8b352bb0e2ca62f513676a9 similarity index 100% rename from src/medicine/.idea/sonarlint/securityhotspotstore/7/6/762bc359bc75ba7b3073e784c826f31f6c989305 rename to src/medicine/.idea/sonarlint/securityhotspotstore/2/a/2ad2a1260dac6c01c8b352bb0e2ca62f513676a9 diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/8/2/82d065e13dbb46b69838db763af0105eec47337f b/src/medicine/.idea/sonarlint/securityhotspotstore/4/0/40a2343a36c9747fa26c52f19f82c0a493b5c2e0 similarity index 100% rename from src/medicine/.idea/sonarlint/securityhotspotstore/8/2/82d065e13dbb46b69838db763af0105eec47337f rename to src/medicine/.idea/sonarlint/securityhotspotstore/4/0/40a2343a36c9747fa26c52f19f82c0a493b5c2e0 diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/8/a/8ac776bbbb6e77f29694ccc4476b533f9f4573da b/src/medicine/.idea/sonarlint/securityhotspotstore/5/a/5aa79857db1807fe40f0941af9e17d8a19d8bc97 similarity index 100% rename from src/medicine/.idea/sonarlint/securityhotspotstore/8/a/8ac776bbbb6e77f29694ccc4476b533f9f4573da rename to src/medicine/.idea/sonarlint/securityhotspotstore/5/a/5aa79857db1807fe40f0941af9e17d8a19d8bc97 diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/b/e/be5bf7d32cedc052850e2cc0c99f2cf7357cac12 b/src/medicine/.idea/sonarlint/securityhotspotstore/a/0/a027316d6320e979eb2d643acc8d7431b5899762 similarity index 100% rename from src/medicine/.idea/sonarlint/securityhotspotstore/b/e/be5bf7d32cedc052850e2cc0c99f2cf7357cac12 rename to src/medicine/.idea/sonarlint/securityhotspotstore/a/0/a027316d6320e979eb2d643acc8d7431b5899762 diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/e/4/e46aee6c7c512a7b48980a296fca0acf004a1907 b/src/medicine/.idea/sonarlint/securityhotspotstore/e/4/e46aee6c7c512a7b48980a296fca0acf004a1907 deleted file mode 100644 index e69de29b..00000000 diff --git a/src/medicine/.idea/sonarlint/securityhotspotstore/index.pb b/src/medicine/.idea/sonarlint/securityhotspotstore/index.pb index 2d229e2a..b32b4177 100644 --- a/src/medicine/.idea/sonarlint/securityhotspotstore/index.pb +++ b/src/medicine/.idea/sonarlint/securityhotspotstore/index.pb @@ -1,47 +1,83 @@ -} 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-Aspringboot/src/main/java/com/xht/springboot/Entity/UserReply.java,0\5\051eaf551b928a8ccf651611c070ebb2b8155264 -| -Lspringboot/src/main/java/com/xht/springboot/Service/PersonalHomeService.java,7\6\762bc359bc75ba7b3073e784c826f31f6c989305 -m -=train_cancer/test_information/train_model_and_load_picture.py,b\c\bc14878c6e46b0ed0df34c90b21fc25660f0e1f1 -W -'train_cancer/train_model/train/train.py,1\9\197bfd3ed06240b421d21990e0f9a694f132bfac -X -(train_cancer/train_model/test/predict.py,d\a\da7c5892671567272f27695c433f21af25c378a9 -] --train_cancer/train_model/gpu_cpu/check_cpu.py,f\6\f61ac2808b4dc885ec9d8e0a2e3a842098bfb484 +Kspringboot/src/test/java/com/xht/springboot/SpringbootApplicationTests.java,3\b\3b2df34c425c25ecc13e5e6f866bd6d388aaaf50 ` -0train_cancer/train_model/data_gen/data_output.py,6\9\69a341fae4073fedbb8b01a3b078c3012c70ce5f -v -Fspringboot/src/main/java/com/xht/springboot/SpringbootApplication.java,4\0\40324953a2003c0d6c6b3ceece38a620d48a0df7 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+Yspringboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/UpdateFunctionForDB.java,a\2\a208e939918d2caeb2c9b38f01b7b2b9a9c1c423 r Bspringboot/src/main/java/com/xht/springboot/Dao/WebHomeMapper.java,2\a\2ad2a1260dac6c01c8b352bb0e2ca62f513676a9 +w +Gspringboot/src/main/java/com/xht/springboot/Dao/PersonalHomeMapper.java,8\e\8ea61bcc473345da7a8363076b3ae562bc76fedc + +Xspringboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/QueryFunctionForDB.java,5\b\5be6cb1ac1481aa1480b23c960b9102ff121b2c3  Ospringboot/src/main/java/com/xht/springboot/Control/PersonalHomeController.java,b\e\be5bf7d32cedc052850e2cc0c99f2cf7357cac12 - -Sspringboot/src/main/java/com/xht/springboot/Control/LoginAndRegisterController.java,4\2\42d62ad23989879b1e669e84287f32b9ec3b7df5 +| +Lspringboot/src/main/java/com/xht/springboot/Service/PersonalHomeService.java,7\6\762bc359bc75ba7b3073e784c826f31f6c989305 +z +Jspringboot/src/main/java/com/xht/springboot/Control/WebHomeController.java,e\d\edeacc9d294f3b307d4238fb3f381c6838218bb6 s Cspringboot/src/main/java/com/xht/springboot/Entity/UserComment.java,9\3\932ae6b8f9f42f924c25e69e48dc30fddd63ec28 +q +Aspringboot/src/main/java/com/xht/springboot/Entity/UserLogin.java,1\3\139a0da36daad8c438a5607ee212d1f38a505779 +p +@springboot/src/main/java/com/xht/springboot/Entity/UserHome.java,0\b\0bf6f777ae20a7657065bc4a2b2a9f1f3b4876b1 +q +Aspringboot/src/main/java/com/xht/springboot/Entity/UserReply.java,0\5\051eaf551b928a8ccf651611c070ebb2b8155264 p @springboot/src/main/java/com/xht/springboot/Entity/UserText.java,4\0\40a2343a36c9747fa26c52f19f82c0a493b5c2e0 +{ +Kspringboot/src/main/java/com/xht/springboot/Dao/InformationQueryMapper.java,0\f\0fcaad315f4a551d84b6b331d3458cf4bcdc6276 +{ +Kspringboot/src/main/java/com/xht/springboot/Dao/LoginAndRegisterMapper.java,6\4\6455addaf8475c1ee66ddf019aba9934cde58b33 + +Sspringboot/src/main/java/com/xht/springboot/Control/LoginAndRegisterController.java,4\2\42d62ad23989879b1e669e84287f32b9ec3b7df5 + +Pspringboot/src/main/java/com/xht/springboot/Service/LoginAndRegisterService.java,1\2\12a535cbad8593fe8b50774140fecabf852efa9a +r +Bspringboot/src/main/java/com/xht/springboot/Tip/RequestResult.java,8\a\8ac776bbbb6e77f29694ccc4476b533f9f4573da +y +Ispringboot/src/main/java/com/xht/springboot/Config/InterceptorConfig.java,1\2\129776adc8407ad9ef1e9ad82d91867dfe647d40 +} +Mspringboot/src/main/java/com/xht/springboot/Interceptor/LoginInterceptor.java,0\d\0dbe3bf0a12d53f67d34580170641b79ed8ca216 +y +Ispringboot/src/main/java/com/xht/springboot/Entity/CancerInformation.java,b\5\b5e9edd6a873e8f600b989138d8c3c025f1b2893 + +Ospringboot/src/main/java/com/xht/springboot/Control/CancerDetectController.java,b\7\b7cd5493e06e5fd9d49343a72ed251284cff7045 +y +Ispringboot/src/main/java/com/xht/springboot/Utils/RedisAndDbOpsUtils.java,2\e\2e88797485b4a9bb730c7a3ee47a6bf0fd5d7447 + +Sspringboot/src/main/java/com/xht/springboot/Control/InformationQueryController.java,2\b\2b64f726d758544a03ab9287b407bfd77c4179b3 +? +springboot/mvnw,0\9\09333a471984b28a4cd4526d1125b33c56b2495d +E +springboot/.gitignore,2\c\2c05bdd0aef78b83c2e6c20e1fe9e9d57e8a7f63 +C +springboot/mvnw.cmd,a\0\a027316d6320e979eb2d643acc8d7431b5899762 w Gspringboot/src/main/java/com/xht/springboot/Service/WebHomeService.java,5\f\5feb9f75e1bc678660918562fd0ce2745899be29 -z -Jspringboot/src/main/java/com/xht/springboot/Control/WebHomeController.java,e\d\edeacc9d294f3b307d4238fb3f381c6838218bb6 \ No newline at end of file +| +Lspringboot/src/main/java/com/xht/springboot/Service/CancerDetectService.java,5\a\5aa79857db1807fe40f0941af9e17d8a19d8bc97 + +Rspringboot/src/main/java/com/xht/springboot/Entity/CancerInformationProcessed.java,2\e\2e789a45bab29b515d553bcbc6fb93843b27bd70 +v +Fspringboot/src/main/java/com/xht/springboot/SpringbootApplication.java,4\0\40324953a2003c0d6c6b3ceece38a620d48a0df7 + +Pspringboot/src/main/java/com/xht/springboot/Service/InformationQueryService.java,3\e\3e8390fc18f553cd8e40f74084a3622827076137 \ No newline at end of file diff --git a/src/medicine/springboot/pom.xml b/src/medicine/springboot/pom.xml index 10cddd05..4bc2f2eb 100644 --- a/src/medicine/springboot/pom.xml +++ b/src/medicine/springboot/pom.xml @@ -35,6 +35,49 @@ 8.0.31 + + org.springframework.boot + spring-boot-starter-data-redis + + + + org.springframework.boot + spring-boot-starter-redis + 1.4.7.RELEASE + + + + org.apache.commons + commons-pool2 + + + + org.springframework.boot + spring-boot-starter-cache + + + + com.google.guava + guava + 29.0-jre + + + + org.redisson + redisson + 3.14.1 + + + + org.springframework.boot + spring-boot-starter-aop + + + + org.springframework.boot + spring-boot-configuration-processor + + org.projectlombok lombok diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Config/CrossOriginConfig.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/CrossOriginConfig.java new file mode 100644 index 00000000..a0784ed3 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/CrossOriginConfig.java @@ -0,0 +1,16 @@ +package com.xht.springboot.Config; + + +import org.springframework.context.annotation.Configuration; +import org.springframework.web.servlet.config.annotation.CorsRegistry; +import org.springframework.web.servlet.config.annotation.WebMvcConfigurer; + +@Configuration +public class CrossOriginConfig implements WebMvcConfigurer { + @Override + public void addCorsMappings(CorsRegistry registry) { + registry.addMapping("/**") + .allowedOrigins("*") + .allowedMethods("*"); + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Config/InterceptorConfig.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/InterceptorConfig.java new file mode 100644 index 00000000..dc3cb406 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/InterceptorConfig.java @@ -0,0 +1,24 @@ +package com.xht.springboot.Config; + + +import com.xht.springboot.Interceptor.LoginInterceptor; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.boot.autoconfigure.web.servlet.WebMvcAutoConfiguration; +import org.springframework.context.annotation.Configuration; +import org.springframework.web.servlet.config.annotation.InterceptorRegistry; +import org.springframework.web.servlet.config.annotation.WebMvcConfigurer; + +@Configuration +public class InterceptorConfig implements WebMvcConfigurer { + @Autowired + private LoginInterceptor loginInterceptor; + + @Override + public void addInterceptors(InterceptorRegistry registry) { + registry + .addInterceptor(loginInterceptor) + .addPathPatterns("/**") + .excludePathPatterns("/user/login"); + + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Config/RedisConfig.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/RedisConfig.java new file mode 100644 index 00000000..86f8bc7d --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/RedisConfig.java @@ -0,0 +1,40 @@ +package com.xht.springboot.Config; + + +import org.springframework.boot.autoconfigure.cache.CacheProperties; +import org.springframework.context.annotation.Bean; +import org.springframework.context.annotation.Configuration; +import org.springframework.data.redis.cache.RedisCacheConfiguration; +import org.springframework.data.redis.connection.lettuce.LettuceConnectionFactory; +import org.springframework.data.redis.core.RedisTemplate; +import org.springframework.data.redis.serializer.*; + +import java.util.Collection; + +@Configuration +public class RedisConfig { + + @Bean + public RedisCacheConfiguration redisCacheConfiguration(){ + RedisCacheConfiguration config = RedisCacheConfiguration.defaultCacheConfig(); + config = config.serializeKeysWith(RedisSerializationContext.SerializationPair.fromSerializer(new StringRedisSerializer())); + config = config.serializeValuesWith(RedisSerializationContext.SerializationPair.fromSerializer(new GenericJackson2JsonRedisSerializer())); + + return config; + } + + @Bean + public RedisTemplate redisTemplate(LettuceConnectionFactory lettuceConnectionFactory){ + RedisTemplate redisTemplate = new RedisTemplate(); + redisTemplate.setConnectionFactory(lettuceConnectionFactory); + + redisTemplate.setKeySerializer(RedisSerializer.string()); + redisTemplate.setValueSerializer(RedisSerializer.json()); + redisTemplate.setHashKeySerializer(RedisSerializer.string()); + redisTemplate.setHashValueSerializer(RedisSerializer.json()); + + redisTemplate.afterPropertiesSet(); + return redisTemplate; + } + +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Config/RedissionConfig.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/RedissionConfig.java new file mode 100644 index 00000000..4609151a --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Config/RedissionConfig.java @@ -0,0 +1,31 @@ +package com.xht.springboot.Config; + +import org.redisson.Redisson; +import org.redisson.api.RedissonClient; +import org.redisson.config.Config; +import org.redisson.config.SingleServerConfig; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.context.annotation.Bean; +import org.springframework.context.annotation.Configuration; + +@Configuration +public class RedissionConfig { + /*@Value("#{spring.data.redis.host}") + String address; + @Value("#{spring.data.redis.port}") + String port; + @Value("#{spring.data.redis.password}") + String pwd;*/ + @Bean + public RedissonClient redissonClient(){ + Config config = new Config(); + + SingleServerConfig singleServerConfig = config.useSingleServer(); + singleServerConfig.setAddress("redis://192.168.225.128:6390") + .setPassword("molong") + .setDatabase(0); + + RedissonClient redissonClient = Redisson.create(config); + return redissonClient; + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/CancerDetectController.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/CancerDetectController.java new file mode 100644 index 00000000..8fbcbcb6 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/CancerDetectController.java @@ -0,0 +1,44 @@ +package com.xht.springboot.Control; + +import com.xht.springboot.Service.CancerDetectService; +import com.xht.springboot.Tip.RequestResult; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Controller; +import org.springframework.web.bind.annotation.PostMapping; +import org.springframework.web.bind.annotation.RequestBody; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.ResponseBody; +import org.springframework.web.multipart.MultipartFile; + +import java.io.File; +import java.io.IOException; + +@Controller +@RequestMapping("/picture") +public class CancerDetectController { + @Autowired + CancerDetectService cancerDetectService; + + @PostMapping("/upload") + @ResponseBody + public RequestResult upload(MultipartFile cancerPicture) throws IOException { + RequestResult requestResult = new RequestResult(); + if(cancerPicture.isEmpty()){ + requestResult.status = RequestResult.FAIL; + }else{ + if(cancerDetectService.upload(cancerPicture)) + { + requestResult.status = RequestResult.OK; + }else{ + requestResult.status = RequestResult.FAIL; + } + } + return requestResult; + } + + @RequestMapping("/") + public String s1(){ + return "test"; + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/GetSpiderInformation.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/GetSpiderInformation.java deleted file mode 100644 index 6d0c6338..00000000 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/GetSpiderInformation.java +++ /dev/null @@ -1,14 +0,0 @@ -package com.xht.springboot.Control; - -import org.springframework.stereotype.Controller; -import org.springframework.web.bind.annotation.RequestMapping; - -@Controller -public class GetSpiderInformation -{ - @RequestMapping("/index") - public String pagespider() - { - return "index"; - } -} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/InformationQueryController.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/InformationQueryController.java new file mode 100644 index 00000000..2fc12b1b --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/InformationQueryController.java @@ -0,0 +1,28 @@ +package com.xht.springboot.Control; + + +import com.xht.springboot.Entity.CancerInformation; +import com.xht.springboot.Entity.CancerInformationProcessed; +import com.xht.springboot.Service.InformationQueryService; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.stereotype.Controller; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.RequestParam; +import org.springframework.web.bind.annotation.ResponseBody; + +import java.util.List; + +@Controller +@RequestMapping("/information") +public class InformationQueryController { + @Autowired + InformationQueryService informationQueryService; + + @RequestMapping("/cancer") + @ResponseBody + public List getCancerInformation(String token){ + return informationQueryService.queryCancerInformation(token); + } + + +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/LoginAndRegisterController.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/LoginAndRegisterController.java index 9e455965..e601603d 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/LoginAndRegisterController.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/LoginAndRegisterController.java @@ -3,6 +3,7 @@ package com.xht.springboot.Control; import com.xht.springboot.Dao.LoginAndRegisterMapper; import com.xht.springboot.Entity.UserLogin; +import com.xht.springboot.Service.LoginAndRegisterService; import com.xht.springboot.Tip.RequestResult; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Controller; @@ -17,39 +18,30 @@ import java.util.List; @Controller public class LoginAndRegisterController { @Autowired - LoginAndRegisterMapper loginAndRegisterMapper; - - @Autowired - RequestResult requestResult; + LoginAndRegisterService loginAndRegisterService; @RequestMapping(value = "/findisrepeat",method = RequestMethod.POST) @ResponseBody - public List findIsRepeat(@RequestBody UserLogin userLogin){ - return loginAndRegisterMapper.findIsRepeat(userLogin); + public RequestResult findIsRepeat(@RequestBody UserLogin userLogin){ + return loginAndRegisterService.findIsRepeat(userLogin); } @RequestMapping(value = "/register",method = RequestMethod.POST) @ResponseBody public RequestResult register(@RequestBody UserLogin userLogin){ - if(loginAndRegisterMapper.register(userLogin) >= 1){ - requestResult.status = RequestResult.OK; - return requestResult; - }else { - requestResult.status = RequestResult.FAIL; - return requestResult; - } + return loginAndRegisterService.register(userLogin); } @RequestMapping(value = "/login",method = RequestMethod.POST) @ResponseBody - public UserLogin login(@RequestBody UserLogin userLogin){ - return loginAndRegisterMapper.find(userLogin); + public RequestResult login(@RequestBody UserLogin userLogin){ + return loginAndRegisterService.login(userLogin); } @RequestMapping(value = "/forgetpassword",method = RequestMethod.POST) @ResponseBody public UserLogin getPassword(@RequestBody UserLogin userLogin){ - return loginAndRegisterMapper.find(userLogin); + return loginAndRegisterService.getPwd(userLogin); } } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/PersonalHomeController.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/PersonalHomeController.java index 98317a5d..ce109ec7 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/PersonalHomeController.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/PersonalHomeController.java @@ -7,12 +7,15 @@ import com.xht.springboot.Service.PersonalHomeService; import com.xht.springboot.Tip.RequestResult; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Controller; +import org.springframework.web.bind.annotation.PostMapping; +import org.springframework.web.bind.annotation.RequestBody; import org.springframework.web.bind.annotation.RequestMapping; import org.springframework.web.bind.annotation.ResponseBody; import java.util.List; @Controller +@RequestMapping("user") public class PersonalHomeController { @Autowired PersonalHomeService personalHomeService; @@ -20,12 +23,34 @@ public class PersonalHomeController { @Autowired RequestResult requestResult; - @RequestMapping("/getpersonahomedata") + @RequestMapping("/getuserhomedata") @ResponseBody - public UserHome getPersonalHomeData(int uid){ + public UserHome getUserHomeData(int uid){ return personalHomeService.getUserHomeData(uid); } + @PostMapping("/postuserhomedata") + @ResponseBody + public RequestResult postUserHomeData(@RequestBody UserHome userHome){ + RequestResult result = new RequestResult(); + if(personalHomeService.postUserHomeData(userHome)) + result.status = RequestResult.OK; + else + result.status = RequestResult.FAIL; + return result; + } + + @PostMapping("/updateuserhomedata") + @ResponseBody + public RequestResult updateUserHomeData(@RequestBody UserHome userHome){ + RequestResult result = new RequestResult(); + if(personalHomeService.updateUserHomeData(userHome)) + result.status = RequestResult.OK; + else + result.status = RequestResult.FAIL; + return result; + } + @RequestMapping("/getusertexts") @ResponseBody public List getUserTexts(int uid){ diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/WebHomeController.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/WebHomeController.java index baa93604..277c038a 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Control/WebHomeController.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Control/WebHomeController.java @@ -6,6 +6,8 @@ import com.xht.springboot.Entity.UserText; import com.xht.springboot.Service.WebHomeService; import com.xht.springboot.Tip.RequestResult; import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.cache.annotation.Cacheable; +import org.springframework.data.redis.core.RedisTemplate; import org.springframework.stereotype.Controller; import org.springframework.web.bind.annotation.*; @@ -38,11 +40,10 @@ public class WebHomeController { public RequestResult postText(@RequestBody UserText userText){ if(webHomeService.postUserText(userText)){ requestResult.status = RequestResult.OK; - return requestResult; }else { requestResult.status = RequestResult.FAIL; - return requestResult; } + return requestResult; } @PostMapping("/deltext") @@ -149,7 +150,7 @@ public class WebHomeController { @PostMapping("/findreply") @ResponseBody - public List selectReply(@RequestBody UserReply userReply){ - return webHomeService.selectUserReply(userReply); + public UserReply selectReply(@RequestParam("id") int replyId){ + return webHomeService.selectUserReply(replyId); } } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/InformationQueryMapper.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/InformationQueryMapper.java new file mode 100644 index 00000000..b789ea7d --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/InformationQueryMapper.java @@ -0,0 +1,12 @@ +package com.xht.springboot.Dao; + + +import com.xht.springboot.Entity.CancerInformation; +import org.apache.ibatis.annotations.Mapper; + +import java.util.List; + +@Mapper +public interface InformationQueryMapper { + public List queryCancerInformation(String token); +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/PersonalHomeMapper.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/PersonalHomeMapper.java index 4060a8c1..b750a403 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/PersonalHomeMapper.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/PersonalHomeMapper.java @@ -12,5 +12,9 @@ public interface PersonalHomeMapper { //根据uid查询用户详情 public UserHome findById(int id); + public int postUserHomeData(UserHome userHome); + + public int updateUserHomeData(UserHome userHome); + public List findTexts(int id); } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/WebHomeMapper.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/WebHomeMapper.java index 1dc2afa5..5e29f46b 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/WebHomeMapper.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Dao/WebHomeMapper.java @@ -54,7 +54,7 @@ public interface WebHomeMapper { public int updateUserReply(UserReply userReply); - public List selectUserReply(UserReply userReply); + public UserReply selectUserReply(int id); diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/CancerInformation.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/CancerInformation.java new file mode 100644 index 00000000..019ef6ba --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/CancerInformation.java @@ -0,0 +1,19 @@ +package com.xht.springboot.Entity; + +import lombok.Data; +import lombok.ToString; +import org.springframework.stereotype.Component; + +@Component +@Data +@ToString +public class CancerInformation { + private int id; + private String name; + private String impact; + private String summary; + private String symptom; + private String factor; + private String judge; + private String heal; +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/CancerInformationProcessed.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/CancerInformationProcessed.java new file mode 100644 index 00000000..75c150da --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/CancerInformationProcessed.java @@ -0,0 +1,20 @@ +package com.xht.springboot.Entity; + +import lombok.Data; +import lombok.ToString; +import org.springframework.stereotype.Component; + +@Component +@Data +@ToString +public class CancerInformationProcessed { + private int id; + private String name; + private String[] impact; + private String[] summary; + private String[] symptom; + private String[] factor; + private String[] judge; + private String[] heal; + private String totalStr; +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserComment.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserComment.java index 5f77c796..e4d5652a 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserComment.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserComment.java @@ -5,11 +5,12 @@ import lombok.Data; import lombok.ToString; import org.springframework.stereotype.Component; +import java.io.Serializable; import java.util.List; @Data @ToString @Component -public class UserComment { +public class UserComment implements Serializable { private int commentid; private int textid; diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserHome.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserHome.java index 7ba32cdd..ce66b17f 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserHome.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserHome.java @@ -5,13 +5,14 @@ import lombok.Data; import lombok.ToString; import org.springframework.stereotype.Component; +import java.io.Serializable; import java.util.Date; import java.util.List; @Data @ToString @Component -public class UserHome { +public class UserHome implements Serializable { private int uid; //用户累计使用网站时间 diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserLogin.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserLogin.java index d79609e2..b392bf5a 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserLogin.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserLogin.java @@ -6,10 +6,12 @@ import lombok.ToString; import org.apache.ibatis.type.Alias; import org.springframework.stereotype.Component; +import java.io.Serializable; + @Component @Data @ToString -public class UserLogin { +public class UserLogin implements Serializable { private int uid; private String uname; private String upassword; diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserReply.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserReply.java index c4747249..394854e1 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserReply.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserReply.java @@ -5,10 +5,12 @@ import lombok.Data; import lombok.ToString; import org.springframework.stereotype.Component; +import java.io.Serializable; + @Component @Data @ToString -public class UserReply { +public class UserReply implements Serializable { private int replyid; private int commentid; diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserText.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserText.java index 3e839cd0..42ebaba3 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserText.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Entity/UserText.java @@ -5,13 +5,14 @@ import lombok.Data; import lombok.ToString; import org.springframework.stereotype.Component; +import java.io.Serializable; import java.util.Date; import java.util.List; @Data @ToString @Component -public class UserText { +public class UserText implements Serializable { private int textid; private int uid; diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Interceptor/LoginInterceptor.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Interceptor/LoginInterceptor.java new file mode 100644 index 00000000..319ac2c5 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Interceptor/LoginInterceptor.java @@ -0,0 +1,37 @@ +package com.xht.springboot.Interceptor; + +import jakarta.servlet.http.HttpServletRequest; +import jakarta.servlet.http.HttpServletResponse; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.data.redis.core.RedisTemplate; +import org.springframework.http.HttpMethod; +import org.springframework.stereotype.Component; +import org.springframework.web.servlet.HandlerInterceptor; + +@Component +public class LoginInterceptor implements HandlerInterceptor { + @Autowired + RedisTemplate redisTemplate; + + + @Override + public boolean preHandle(HttpServletRequest request, HttpServletResponse response, Object handler) throws Exception { + System.out.println("请求方式："+request.getMethod()); + System.out.println("URL："+request.getRequestURI()); + + if (HttpMethod.OPTIONS.toString().equals(request.getMethod())) { + System.out.println("放行"); + return true; + } + + System.out.println(request.getRequestURI()); + String token = request.getHeader("token"); + System.out.println(token); + String result = (String) redisTemplate.opsForValue().get(token); + System.out.println("redis token: "+result); + if(result==null) + return false; + else + return true; + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Service/CancerDetectService.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/CancerDetectService.java new file mode 100644 index 00000000..4e2497e6 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/CancerDetectService.java @@ -0,0 +1,33 @@ +package com.xht.springboot.Service; + +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Service; +import org.springframework.web.multipart.MultipartFile; + +import java.io.BufferedReader; +import java.io.File; +import java.io.IOException; +import java.io.InputStreamReader; + + +@Service +public class CancerDetectService { + @Value("${upload.dir}") + String dir; + + public boolean upload(MultipartFile cancerPicture) throws IOException { + File fileDir = new File("springboot/src/main/resources/"+dir); + if(!fileDir.exists()){ + fileDir.mkdirs(); + } + + String originalFilename = cancerPicture.getOriginalFilename(); + if(cancerPicture.isEmpty()) + return false; + else{ + System.out.println(fileDir.getAbsolutePath()); + cancerPicture.transferTo(new File(fileDir.getAbsolutePath() + "/" + originalFilename)); + return true; + } + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Service/InformationQueryService.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/InformationQueryService.java new file mode 100644 index 00000000..2d514256 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/InformationQueryService.java @@ -0,0 +1,69 @@ +package com.xht.springboot.Service; + + +import com.xht.springboot.Dao.InformationQueryMapper; +import com.xht.springboot.Entity.CancerInformation; +import com.xht.springboot.Entity.CancerInformationProcessed; +import com.xht.springboot.Utils.FuncInterFaces.QueryFunctionForDB; +import com.xht.springboot.Utils.RedisAndDbOpsUtils; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.stereotype.Service; + +import java.util.ArrayList; +import java.util.List; + +@Service +public class InformationQueryService { + @Autowired + InformationQueryMapper informationQueryMapper; + @Autowired + RedisAndDbOpsUtils redisAndDbOpsUtils; + String cancerInformationCacheName = "cancerInformationByToken::"; + String cancerInformationLockName = "cancerInformationByTokenLock"; + + + public List queryCancerInformation(String token){ + QueryFunctionForDB> queryFunctionForDB = new QueryFunctionForDB>() { + @Override + public List queryForDB(String token) { + List results = informationQueryMapper.queryCancerInformation(token); + if(results.size()==0) + return null; + else + return results; + } + }; + + List results = redisAndDbOpsUtils.queryNoFilter(cancerInformationCacheName, token, cancerInformationLockName, queryFunctionForDB, token); + List res = new ArrayList<>(); + StringBuilder totalStr = new StringBuilder(); + + for(int i=0;i result = loginAndRegisterMapper.findIsRepeat(userLogin); + RequestResult requestResult = new RequestResult(); + + if(result.size()==0){ + requestResult.status = RequestResult.OK; + requestResult.message = RequestResult.USER_NOT_REPEAT; + }else{ + requestResult.status = RequestResult.FAIL; + requestResult.message = RequestResult.USER_REPEAT; + } + + return requestResult; + } + + public RequestResult register(UserLogin userLogin){ + if(loginAndRegisterMapper.register(userLogin) >= 1){ + requestResult.status = RequestResult.OK; + requestResult.message = RequestResult.USER_REGISTER_SUCCESS; + }else { + requestResult.status = RequestResult.FAIL; + requestResult.message = RequestResult.USER_REGISTER_FAILED; + } + + return requestResult; + } + + public RequestResult login(UserLogin userLogin){ + UserLogin result = loginAndRegisterMapper.find(userLogin); + RequestResult requestResult = new RequestResult(); + + if(result==null){ + requestResult.status = RequestResult.FAIL; + requestResult.message = RequestResult.USER_LOGIN_FAILED; + } + else{ + String token = UUID.randomUUID().toString();//登录成功返回token + + redisTemplate.opsForValue().set(token,"user_token",30, TimeUnit.MINUTES);//存入用户token + + requestResult.status = RequestResult.OK; + requestResult.message = RequestResult.USER_LOGIN_SUCCESS; + requestResult.data = token; + } + + return requestResult; + } + + public UserLogin getPwd(UserLogin userLogin){ + return loginAndRegisterMapper.find(userLogin); + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Service/PersonalHomeService.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/PersonalHomeService.java index 77204a64..f5e35673 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Service/PersonalHomeService.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/PersonalHomeService.java @@ -4,22 +4,95 @@ package com.xht.springboot.Service; import com.xht.springboot.Dao.PersonalHomeMapper; import com.xht.springboot.Entity.UserHome; import com.xht.springboot.Entity.UserText; +import com.xht.springboot.Utils.BloomFilterUtils; +import com.xht.springboot.Utils.FuncInterFaces.InsertFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.QueryFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.UpdateFunctionForDB; +import com.xht.springboot.Utils.RedisAndDbOpsUtils; +import org.redisson.RedissonMultiLock; +import org.redisson.api.RLock; +import org.redisson.api.RedissonClient; import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.cache.annotation.Cacheable; +import org.springframework.data.redis.core.RedisTemplate; import org.springframework.stereotype.Service; import java.util.List; +import java.util.concurrent.TimeUnit; @Service public class PersonalHomeService { @Autowired PersonalHomeMapper personalHomeMapper; + @Autowired + RedisTemplate redisTemplate; + @Autowired + BloomFilterUtils bloomFilterUtils; + @Autowired + RedissonClient redissonClient; + @Autowired + RedisAndDbOpsUtils redisAndDbOpsUtils; + + + String userHomeDataCacheName = "userData::"; + String userTxtByUidCacheName = "userTxtByUid::"; + String userHomeDataLockHome = "userHomeDataLock"; + String userTxtByUidLockHome = "userTxtByUidLock"; + //获得用户主页数据 public UserHome getUserHomeData(int uid){ - return personalHomeMapper.findById(uid); + QueryFunctionForDB queryFunctionForDB = new QueryFunctionForDB() { + @Override + public UserHome queryForDB(String token) { + UserHome userHome = personalHomeMapper.findById(Integer.parseInt(token)); + return userHome; + } + }; + + return redisAndDbOpsUtils.queryHaveFilter(userHomeDataCacheName,uid+"",userHomeDataLockHome,queryFunctionForDB,uid+""); } + public boolean postUserHomeData(UserHome userHome){//先更新数据库后删除缓存 + InsertFunctionForDB insertFunctionForDB = new InsertFunctionForDB() { + @Override + public boolean insertForDB(UserHome data) { + int rows = personalHomeMapper.postUserHomeData(data); + System.out.println("insert userHomeData "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.insertHaveFilter(userHomeDataCacheName,userHome.getUid()+"",userHome,insertFunctionForDB); + } + + public boolean updateUserHomeData(UserHome userHome){ + UpdateFunctionForDB updateFunctionForDB = new UpdateFunctionForDB() { + @Override + public boolean updateForDB(UserHome data) { + int rows = personalHomeMapper.updateUserHomeData(data); + System.out.println("update userHomeData "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseUpdate(userHomeDataCacheName,userHome.getUid()+"",userHomeDataLockHome,userHome,updateFunctionForDB); + } + + + public List getUserTexts(int uid){ - return personalHomeMapper.findTexts(uid); + QueryFunctionForDB> queryFunctionForDB = new QueryFunctionForDB>() { + @Override + public List queryForDB(String token) { + List userTexts = personalHomeMapper.findTexts(Integer.parseInt(token)); + if(userTexts.size()==0) + return null; + else + return userTexts; + } + }; + + return redisAndDbOpsUtils.queryNoFilter(userTxtByUidCacheName,uid+"",userTxtByUidLockHome,queryFunctionForDB,uid+""); } } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Service/WebHomeService.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/WebHomeService.java index ab9f04e7..2e8a43a6 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Service/WebHomeService.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Service/WebHomeService.java @@ -5,7 +5,18 @@ import com.xht.springboot.Dao.WebHomeMapper; import com.xht.springboot.Entity.UserComment; import com.xht.springboot.Entity.UserReply; import com.xht.springboot.Entity.UserText; +import com.xht.springboot.Utils.BloomFilterUtils; +import com.xht.springboot.Utils.FuncInterFaces.DeleteFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.InsertFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.QueryFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.UpdateFunctionForDB; +import com.xht.springboot.Utils.RedisAndDbOpsUtils; +import org.redisson.RedissonMultiLock; +import org.redisson.api.RLock; +import org.redisson.api.RedissonClient; import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.cache.annotation.Cacheable; +import org.springframework.data.redis.core.RedisTemplate; import org.springframework.stereotype.Service; import org.springframework.transaction.annotation.Transactional; @@ -15,91 +26,165 @@ import java.util.List; public class WebHomeService { @Autowired WebHomeMapper webHomeMapper; + @Autowired + RedisAndDbOpsUtils redisAndDbOpsUtils; + @Autowired + RedissonClient redissonClient; + @Autowired + RedisTemplate redisTemplate; + @Autowired + BloomFilterUtils bloomFilterUtils; + + String webHomeDataCacheName = "userTxt&Cmt::"; + String webHomeDataKey = "all"; + String userRepliesOfCmtCacheName = "userRepliesOfCmt::"; + String userTxtCacheName = "userTxt::"; + String userCmtCacheName = "userCmt::"; + String userReplyCacheName = "userReply::"; + String userFindTxtCacheName = "userFindTxt::"; + String webHomeDataLockName = "webHomeDataLock"; + String userRepliesOfCmtLockName = "userRepliesOfCmtLock"; + String userTxtLockName = "userTxtLock"; + String userFindTxtLockName = "userFindTxtLock"; + String userCmtLockName = "userCmtLock"; + String userReplyLockName = "userReplyLock"; //获得所有文章除了评论的回复 public List getWebHomeData(){ - return webHomeMapper.findAllTextAndComments(); + QueryFunctionForDB> queryFunctionForDB = new QueryFunctionForDB>() { + @Override + public List queryForDB(String token) { + List userTexts = webHomeMapper.findAllTextAndComments();//没有返回空集合 + if(userTexts.size()==0) + return null; + else + return userTexts; + } + }; + + return redisAndDbOpsUtils.queryNoFilter(webHomeDataCacheName,webHomeDataKey,webHomeDataLockName,queryFunctionForDB,""); } + public List getUserReplies(int commentid){ - return webHomeMapper.findRepliesByCommentId(commentid); + QueryFunctionForDB> queryFunctionForDB = new QueryFunctionForDB>() { + @Override + public List queryForDB(String token) { + List userReplies = webHomeMapper.findRepliesByCommentId(Integer.parseInt(token)); + if(userReplies.size()==0) + return null; + else + return userReplies; + } + }; + + return redisAndDbOpsUtils.queryNoFilter(userRepliesOfCmtCacheName,commentid+"",userRepliesOfCmtLockName,queryFunctionForDB,commentid+""); } + public boolean postUserText(UserText userText){ - int rows=0; - rows = webHomeMapper.insertUserText(userText); - if(rows >= 1){ - System.out.println("insert text OK "+rows); - return true; - }else{ - return false; - } + InsertFunctionForDB insertFunctionForDB = new InsertFunctionForDB() { + @Override + public boolean insertForDB(UserText data) { + int rows = webHomeMapper.insertUserText(data); + System.out.println("insert userText "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.insertHaveFilter(userTxtCacheName,userText.getTextid()+"" ,userText,insertFunctionForDB); } + public boolean deleteUserText(UserText userText){ - int rows=0; - rows = webHomeMapper.deleteUserText(userText); - if(rows >= 1){ - System.out.println("delete text OK "+rows); - return true; - }else{ - return false; - } + DeleteFunctionForDB deleteFunctionForDB = new DeleteFunctionForDB() { + @Override + public boolean deleteForDB(UserText data) { + int rows = webHomeMapper.deleteUserText(data); + System.out.println("delete userText "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseDelete(userTxtCacheName,userText.getTextid()+"",userTxtLockName,userText,deleteFunctionForDB); } + public boolean updateUserText(UserText userText){ - int rows=0; - rows = webHomeMapper.updateUserText(userText); - if(rows >= 1){ - System.out.println("update text OK "+rows); - return true; - }else{ - return false; - } + UpdateFunctionForDB userTextUpdateFunctionForDB = new UpdateFunctionForDB() { + @Override + public boolean updateForDB(UserText data) { + int rows = webHomeMapper.updateUserText(data); + System.out.println("update userText "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseUpdate(userTxtCacheName,userText.getTextid()+"",userTxtLockName,userText,userTextUpdateFunctionForDB); } + @Transactional public List findUserText(String token){ - List results = null; - results = webHomeMapper.findOfTextContains(token);//查询文本中是否包含 - results.addAll(webHomeMapper.findOfTitleContains(token));//查询标题中是否包含 - return results; + QueryFunctionForDB> queryFunctionForDB = new QueryFunctionForDB>() { + @Override + public List queryForDB(String token) { + List userTexts = webHomeMapper.findOfTextContains(token);//查询文本中是否包含 + userTexts.addAll(webHomeMapper.findOfTitleContains(token));//查询标题中是否包含 + if(userTexts.size()==0) + return userTexts; + else + return userTexts; + } + }; + + return redisAndDbOpsUtils.queryNoFilter(userFindTxtCacheName,token,userFindTxtLockName,queryFunctionForDB,token); } + + + + public boolean postUserComment(UserComment userComment){ - int rows=0; - rows = webHomeMapper.insertUserComment(userComment); - if(rows >= 1){ - System.out.println("insert comment OK "+rows); - return true; - }else{ - return false; - } + InsertFunctionForDB insertFunctionForDB = new InsertFunctionForDB() { + @Override + public boolean insertForDB(UserComment data) { + int rows = webHomeMapper.insertUserComment(data); + System.out.println("insert userComment "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.insertHaveFilter(userCmtCacheName,userComment.getCommentid()+"",userComment,insertFunctionForDB); } public boolean deleteUserComment(UserComment userComment){ - int rows=0; - rows = webHomeMapper.deleteUserComment(userComment); - if(rows >= 1){ - System.out.println("delete comment OK "+rows); - return true; - }else{ - return false; - } + DeleteFunctionForDB deleteFunctionForDB = new DeleteFunctionForDB() { + @Override + public boolean deleteForDB(UserComment data) { + int rows = webHomeMapper.deleteUserComment(data); + System.out.println("delete userComment "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseDelete(userCmtCacheName,userComment.getCommentid()+"",userCmtLockName,userComment,deleteFunctionForDB); } public boolean updateUserComment(UserComment userComment){ - int rows=0; - rows = webHomeMapper.updateUserComment(userComment); - if(rows >= 1){ - System.out.println("update comment OK "+rows); - return true; - }else{ - return false; - } + UpdateFunctionForDB updateFunctionForDB = new UpdateFunctionForDB() { + @Override + public boolean updateForDB(UserComment data) { + int rows = webHomeMapper.updateUserComment(data); + System.out.println("update userComment "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseUpdate(userCmtCacheName,userComment.getCommentid()+"",userCmtLockName,userComment,updateFunctionForDB); } @@ -107,40 +192,50 @@ public class WebHomeService { + + public boolean postUserReply(UserReply userReply){ - int rows=0; - rows = webHomeMapper.insertUserReply(userReply); - if(rows >= 1){ - System.out.println("insert reply OK "+rows); - return true; - }else{ - return false; - } + InsertFunctionForDB insertFunctionForDB = new InsertFunctionForDB() { + @Override + public boolean insertForDB(UserReply data) { + int rows = webHomeMapper.insertUserReply(data); + System.out.println("insert userReply "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.insertHaveFilter(userReplyCacheName,userReply.getReplyid()+"",userReply,insertFunctionForDB); } public boolean deleteUserReply(UserReply userReply){ - int rows=0; - rows = webHomeMapper.deleteUserReply(userReply); - if(rows >= 1){ - System.out.println("delete reply OK "+rows); - return true; - }else{ - return false; - } + DeleteFunctionForDB userReplyDeleteFunctionForDB = new DeleteFunctionForDB() { + @Override + public boolean deleteForDB(UserReply data) { + int rows = webHomeMapper.deleteUserReply(data); + System.out.println("delete userReply "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseDelete(userReplyCacheName,userReply.getReplyid()+"",userReplyLockName,userReply,userReplyDeleteFunctionForDB); } public boolean updateUserReply(UserReply userReply){ - int rows=0; - rows = webHomeMapper.updateUserReply(userReply); - if(rows >= 1){ - System.out.println("update reply OK "+rows); - return true; - }else{ - return false; - } + UpdateFunctionForDB updateFunctionForDB = new UpdateFunctionForDB() { + @Override + public boolean updateForDB(UserReply data) { + int rows = webHomeMapper.updateUserReply(data); + System.out.println("update userReply "+rows); + return rows >= 1; + } + }; + + return redisAndDbOpsUtils.baseUpdate(userReplyCacheName,userReply.getReplyid()+"",userReplyLockName,userReply,updateFunctionForDB); } - public List selectUserReply(UserReply userReply){ - return webHomeMapper.selectUserReply(userReply); + + @Cacheable(cacheNames = "userReply",key = "#p0") + public UserReply selectUserReply(int id){ + return webHomeMapper.selectUserReply(id); } } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/SpringbootApplication.java b/src/medicine/springboot/src/main/java/com/xht/springboot/SpringbootApplication.java index 783d46ee..fa32a9da 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/SpringbootApplication.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/SpringbootApplication.java @@ -1,16 +1,29 @@ package com.xht.springboot; -import com.xht.springboot.pythonspider.PythonSpider; +import com.xht.springboot.Utils.BloomFilterUtils; import org.springframework.boot.SpringApplication; import org.springframework.boot.autoconfigure.SpringBootApplication; +import org.springframework.cache.annotation.EnableCaching; +import org.springframework.context.ConfigurableApplicationContext; +import org.springframework.data.redis.core.RedisTemplate; -import java.util.ArrayList; +import java.util.Set; @SpringBootApplication +@EnableCaching public class SpringbootApplication { public static void main(String[] args) { - SpringApplication.run(SpringbootApplication.class, args); + ConfigurableApplicationContext applicationContext = SpringApplication.run(SpringbootApplication.class, args); + + BloomFilterUtils bloomFilterUtils = applicationContext.getBean(BloomFilterUtils.class); + RedisTemplate redisTemplate = (RedisTemplate) applicationContext.getBean("redisTemplate"); + Set keys = redisTemplate.keys("*"); + System.out.println("BloomFilter: insert data"); + for(String key : keys){ + bloomFilterUtils.putIntoBloomFilter(key); + System.out.println(key); + } } } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Tip/RequestResult.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Tip/RequestResult.java index c0bb536f..e573d962 100644 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/Tip/RequestResult.java +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Tip/RequestResult.java @@ -9,6 +9,14 @@ import org.springframework.stereotype.Component; @ToString public class RequestResult { public int status; - public static int OK = 0; - public static int FAIL = 1; + public String message; + public String data; + public static int OK = 200; + public static int FAIL = 400; + public static String USER_LOGIN_FAILED = "user_login_failed"; + public static String USER_LOGIN_SUCCESS = "user_login_success"; + public static String USER_REGISTER_FAILED = "user_register_failed"; + public static String USER_REGISTER_SUCCESS = "user_register_success"; + public static String USER_REPEAT = "user_repeat"; + public static String USER_NOT_REPEAT = "user_not_repeat"; } diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/BloomFilterUtils.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/BloomFilterUtils.java new file mode 100644 index 00000000..1ce76416 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/BloomFilterUtils.java @@ -0,0 +1,22 @@ +package com.xht.springboot.Utils; + +import com.google.common.hash.BloomFilter; +import com.google.common.hash.Funnels; +import org.springframework.stereotype.Component; + +import java.nio.charset.StandardCharsets; + +@Component +public class BloomFilterUtils { + private int bloomFilterSize = 10000; + private double fpp = 0.3; + private BloomFilter bloomFilter = BloomFilter.create(Funnels.stringFunnel(StandardCharsets.UTF_8),bloomFilterSize,fpp); + + public boolean putIntoBloomFilter(String key){ + return bloomFilter.put(key); + } + + public boolean queryKey(String key){ + return bloomFilter.mightContain(key); + } +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/DeleteFunctionForDB.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/DeleteFunctionForDB.java new file mode 100644 index 00000000..a49b7b6d --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/DeleteFunctionForDB.java @@ -0,0 +1,5 @@ +package com.xht.springboot.Utils.FuncInterFaces; + +public interface DeleteFunctionForDB { + public boolean deleteForDB(T data); +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/InsertFunctionForDB.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/InsertFunctionForDB.java new file mode 100644 index 00000000..6b5cdefd --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/InsertFunctionForDB.java @@ -0,0 +1,5 @@ +package com.xht.springboot.Utils.FuncInterFaces; + +public interface InsertFunctionForDB { + public boolean insertForDB(T data); +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/QueryFunctionForDB.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/QueryFunctionForDB.java new file mode 100644 index 00000000..1dbad97d --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/QueryFunctionForDB.java @@ -0,0 +1,7 @@ +package com.xht.springboot.Utils.FuncInterFaces; + +@FunctionalInterface +public interface QueryFunctionForDB { + public T queryForDB(String token); + +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/UpdateFunctionForDB.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/UpdateFunctionForDB.java new file mode 100644 index 00000000..c5ce61b5 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/FuncInterFaces/UpdateFunctionForDB.java @@ -0,0 +1,5 @@ +package com.xht.springboot.Utils.FuncInterFaces; + +public interface UpdateFunctionForDB { + public boolean updateForDB(T data); +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/MyLock.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/MyLock.java new file mode 100644 index 00000000..d0c48648 --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/MyLock.java @@ -0,0 +1,4 @@ +package com.xht.springboot.Utils; + +public class MyLock { +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/RedisAndDbOpsUtils.java b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/RedisAndDbOpsUtils.java new file mode 100644 index 00000000..a220336c --- /dev/null +++ b/src/medicine/springboot/src/main/java/com/xht/springboot/Utils/RedisAndDbOpsUtils.java @@ -0,0 +1,121 @@ +package com.xht.springboot.Utils; + +import com.xht.springboot.Utils.FuncInterFaces.DeleteFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.InsertFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.QueryFunctionForDB; +import com.xht.springboot.Utils.FuncInterFaces.UpdateFunctionForDB; +import org.redisson.RedissonMultiLock; +import org.redisson.api.RLock; +import org.redisson.api.RedissonClient; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.data.redis.core.RedisTemplate; +import org.springframework.stereotype.Component; + +import java.util.concurrent.TimeUnit; + +@Component +public class RedisAndDbOpsUtils { + @Autowired + BloomFilterUtils bloomFilterUtils; + @Autowired + RedisTemplate redisTemplate; + @Autowired + RedissonClient redissonClient; + + public T queryNoFilter(String cacheName, String key, String lockName, QueryFunctionForDB queryFunctionsForDB, String token){ + return baseQuery(cacheName,key,lockName,queryFunctionsForDB,token); + } + + public T queryHaveFilter(String cacheName,String key,String lockName,QueryFunctionForDB queryFunctionsForDB,String token){ + if(!bloomFilterUtils.queryKey(cacheName+key)) + return null; + + return baseQuery(cacheName,key,lockName,queryFunctionsForDB,token); + } + + public T baseQuery(String cacheName,String key,String lockName,QueryFunctionForDB queryFunctionsForDB,String token){ + T result = (T) redisTemplate.opsForValue().get(cacheName+key); + if(result!=null) + return result; + else{ + synchronized (this){ + result = (T) redisTemplate.opsForValue().get(cacheName+key); + if(result!=null) + return (T) result; + else { + result = (T) queryFunctionsForDB.queryForDB(token); + + RLock lock = redissonClient.getLock(lockName); + RedissonMultiLock redissonMultiLock = new RedissonMultiLock(lock); + + redissonMultiLock.lock(); + try { + if(result!=null){ + System.out.println("have"); + redisTemplate.opsForValue().set(cacheName+key,result); + } + else{ + System.out.println("null"); + redisTemplate.opsForValue().set(cacheName+key,null,30,TimeUnit.SECONDS); + } + + }catch (Exception e){ + e.printStackTrace(); + }finally { + redissonMultiLock.unlock(); + } + + return result; + } + } + } + } + + public boolean insertHaveFilter(String cacheName, String key, T data,InsertFunctionForDB insertFunctionForDB){ + if(insertFunctionForDB.insertForDB(data)){ + bloomFilterUtils.putIntoBloomFilter(cacheName+key); + return true; + }else + return false; + } + + public boolean baseDelete(String cacheName, String key, String lockName, T data, DeleteFunctionForDB deleteFunctionForDB){ + if(deleteFunctionForDB.deleteForDB(data)){ + RLock lock = redissonClient.getLock(lockName); + RedissonMultiLock redissonMultiLock = new RedissonMultiLock(lock); + + redissonMultiLock.lock(); + try { + redisTemplate.delete(cacheName+key);//删除缓存中数据 + }catch (Exception e){ + e.printStackTrace(); + }finally { + redissonMultiLock.unlock(); + } + + return true; + }else + return false; + } + + public boolean baseUpdate(String cacheName, String key, String lockName, T data, UpdateFunctionForDB updateFunctionForDB){ + if(updateFunctionForDB.updateForDB(data)){ + RLock lock = redissonClient.getLock(lockName); + RedissonMultiLock redissonMultiLock = new RedissonMultiLock(lock); + + redissonMultiLock.lock(); + try { + redisTemplate.delete(cacheName+key);//删除缓存中数据 + + }catch (Exception e){ + e.printStackTrace(); + }finally { + redissonMultiLock.unlock(); + } + + return true; + }else + return false; + } + +} diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/pythonspider/CancerSpider/spider.py b/src/medicine/springboot/src/main/java/com/xht/springboot/pythonspider/CancerSpider/spider.py deleted file mode 100644 index 9b7ebc20..00000000 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/pythonspider/CancerSpider/spider.py +++ /dev/null @@ -1,89 +0,0 @@ -import requests -from PIL import Image -from selenium import webdriver -from selenium.webdriver import ActionChains -from selenium.webdriver.common.by import By -import time -from lxml import etree - - -def analyse(driver , input_imagexpath , input_anlxpath , imagepath): - # 图片按钮 - loc1 = driver.find_element(By.XPATH, input_imagexpath).send_keys(imagepath) - # 分析按钮 - loc2 = driver.find_element(By.XPATH, input_anlxpath) - - ActionChains(driver).click(loc1).perform() - time.sleep(2) - ActionChains(driver).click(loc2).perform() - time.sleep(2) - -def go_in(driver , input_user , input_password , input_upload): - # 用户名 - loc3 = driver.find_element(By.XPATH, input_user).send_keys("xht") - # 密码 - loc4 = driver.find_element(By.XPATH, input_password).send_keys("Xht@20021213") - # 点击进入 - loc5 = driver.find_element(By.XPATH, input_upload) - - ActionChains(driver).click(loc3).perform() - time.sleep(2) - ActionChains(driver).click(loc4).perform() - time.sleep(2) - - ActionChains(driver).click(loc5).perform() - time.sleep(2) - -def get_information(driver , url): - input_res = [] - for i in range(2 , 7): - if i == 5: - continue - else: - # / html / body / p[3] / text()[2] - t = "/html/body/p[" + str(i) + "]" - input_res.append(t) - loc_res = [] - for i in input_res: - temp = driver.find_element(By.XPATH , i).text - loc_res.append(temp) - - return loc_res - -def get_picture(driver , output_pic , imagename): - return driver.find_element(By.XPATH , output_pic).screenshot(imagename) - - - -if __name__ == "__main__": - # driver.get("http://mammo.neuralrad.com:5300/upload") - option = webdriver.EdgeOptions() - option.add_argument("--headless") - option.add_argument("--disable-gpu") - option.add_argument("--disable-software-rasterizer") - - url = "http://mammo.neuralrad.com:5300/" - driver = webdriver.Edge(options=option) - imagepath = "D:\\pro_of_program\\Java\\test\\SOB_B_A-14-22549AB-400-006.png" - imagename = "SOB_B_A-14-22549AB-400-006.png" - - driver.get(url) - - input_imagexpath = "/html/body/section[2]/form/p/input[1]" - input_anlxpath = "/html/body/section[2]/form/p/input[2]" - - input_user = "/html/body/section[1]/div/header/div/div[2]/a[1]/div/p/input" - input_password = "/html/body/section[1]/div/header/div/div[2]/a[2]/div/p/input" - - input_upload = "/html/body/section[2]/div/div/h1/a" - output_picture = "/html/body/img" - - go_in(driver , input_user , input_password , input_upload) - analyse(driver , input_imagexpath , input_anlxpath , imagepath) - # context 解析结果 - context = get_information(driver , url) - for i in context: - print(i) - # 获取图片 - picture = get_picture(driver , output_picture , imagename) - # print(picture) \ No newline at end of file diff --git a/src/medicine/springboot/src/main/java/com/xht/springboot/pythonspider/PythonSpider.java b/src/medicine/springboot/src/main/java/com/xht/springboot/pythonspider/PythonSpider.java deleted file mode 100644 index d75c8248..00000000 --- a/src/medicine/springboot/src/main/java/com/xht/springboot/pythonspider/PythonSpider.java +++ /dev/null @@ -1,35 +0,0 @@ -package com.xht.springboot.pythonspider; - -import org.python.util.PythonInterpreter; - -import java.io.BufferedReader; -import java.io.IOException; -import java.io.InputStreamReader; -import java.util.ArrayList; - -public class PythonSpider -{ - public static ArrayList Spider() - { - ArrayList res = new ArrayList<>(); - PythonInterpreter Pyit = new PythonInterpreter(); - Process proc; - String path = "src/main/java/com/xht/springboot/pythonspider/CancerSpider/spider.py"; - path = "python " + path; - try { - proc = Runtime.getRuntime().exec(path); - BufferedReader in = new BufferedReader(new InputStreamReader(proc.getInputStream())); - String line = null; - while((line = in.readLine()) != null) - res.add(line); - in.close(); - proc.waitFor(); - } - catch (IOException e) { - e.printStackTrace(); - } catch (InterruptedException e) { - throw new RuntimeException(e); - } - return res; - } -} diff --git a/src/medicine/springboot/src/main/resources/application.properties b/src/medicine/springboot/src/main/resources/application.properties index a3ac65ce..5ab95c45 100644 --- a/src/medicine/springboot/src/main/resources/application.properties +++ b/src/medicine/springboot/src/main/resources/application.properties @@ -1 +1,2 @@ -server.port=8080 \ No newline at end of file +server.port=8080 +upload.dir=upload\\cancerpictures \ No newline at end of file diff --git a/src/medicine/springboot/src/main/resources/application.yaml b/src/medicine/springboot/src/main/resources/application.yaml index 4f17caf5..bca3ad0e 100644 --- a/src/medicine/springboot/src/main/resources/application.yaml +++ b/src/medicine/springboot/src/main/resources/application.yaml @@ -1,12 +1,23 @@ -mybatis: - config-location: classpath:mybatis/db1/mybatis_config.xml - mapper-locations: - - classpath:mybatis/db1/*Mapper.xml - - spring: datasource: driver-class-name: com.mysql.cj.jdbc.Driver url: jdbc:mysql://localhost:3306/medicine_web username: root - password: molong \ No newline at end of file + password: molong + data: + redis: + password: molong + port: 6390 + host: 192.168.225.128 + lettuce: + pool: + max-wait: -1 + min-idle: 0 + max-active: 8 + max-idle: 8 + +mybatis: + config-location: classpath:mybatis/db1/mybatis_config.xml + mapper-locations: + - classpath:mybatis/db1/*Mapper.xml + diff --git a/src/medicine/springboot/src/main/resources/mybatis/db1/InformationQueryMapper.xml b/src/medicine/springboot/src/main/resources/mybatis/db1/InformationQueryMapper.xml new file mode 100644 index 00000000..8c9a2dcb --- /dev/null +++ b/src/medicine/springboot/src/main/resources/mybatis/db1/InformationQueryMapper.xml @@ -0,0 +1,11 @@ + + + + + + + \ No newline at end of file diff --git a/src/medicine/springboot/src/main/resources/mybatis/db1/PersonalHomeMapper.xml b/src/medicine/springboot/src/main/resources/mybatis/db1/PersonalHomeMapper.xml index bd7897c0..bae55e36 100644 --- a/src/medicine/springboot/src/main/resources/mybatis/db1/PersonalHomeMapper.xml +++ b/src/medicine/springboot/src/main/resources/mybatis/db1/PersonalHomeMapper.xml @@ -8,6 +8,23 @@ select * from userdetails where uid=#{uid} + + insert into userdetails(uid,registertime) values(#{uid},#{registertime}) + + + + update userdetails + + + textcounts=#{textcounts}, + + + diseases=#{diseases}, + + + where uid=#{uid} + + diff --git a/src/medicine/springboot/src/main/resources/mybatis/db1/WebHomeMapper.xml b/src/medicine/springboot/src/main/resources/mybatis/db1/WebHomeMapper.xml index 26e39461..7f5c5ed1 100644 --- a/src/medicine/springboot/src/main/resources/mybatis/db1/WebHomeMapper.xml +++ b/src/medicine/springboot/src/main/resources/mybatis/db1/WebHomeMapper.xml @@ -21,7 +21,7 @@ - select *,t.uid tuid,c.uid cuid from usertexts t,usercomments c where t.textid = c.textid @@ -33,7 +33,7 @@ - + insert into usertexts(uid,title,text,createtime) values(#{uid},#{title},#{text},#{createtime}) @@ -72,7 +72,7 @@ - + insert into usercomments(textid,uid,comment) values(#{textid},#{uid},#{comment}) @@ -97,7 +97,7 @@ - + insert into userreplies(commentid,text) values(#{commentid},#{text}) @@ -118,7 +118,7 @@ where replyid=#{replyid} - + select * from userreplies where replyid=#{int} \ No newline at end of file diff --git a/src/medicine/springboot/src/main/resources/templates/index.html b/src/medicine/springboot/src/main/resources/templates/index.html deleted file mode 100644 index c758426d..00000000 --- a/src/medicine/springboot/src/main/resources/templates/index.html +++ /dev/null @@ -1,27 +0,0 @@ - - - - - - - Document - - -

- web -

- - - - - - \ No newline at end of file diff --git a/src/medicine/third_model/fingerprint.pb b/src/medicine/third_model/fingerprint.pb deleted file mode 100644 index 4a5f940b..00000000 --- a/src/medicine/third_model/fingerprint.pb +++ /dev/null @@ -1 +0,0 @@ -ȥƛ<ʝb٫乖 ˬɧ(Ōϴ2 \ No newline at end of file diff --git a/src/medicine/third_model/keras_metadata.pb b/src/medicine/third_model/keras_metadata.pb deleted file mode 100644 index d2085790..00000000 --- a/src/medicine/third_model/keras_metadata.pb +++ /dev/null @@ -1,1270 +0,0 @@ - -+root"_tf_keras_sequential*+{"name": "sequential", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": false, "class_name": "Sequential", "config": {"name": "sequential", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 224, 224, 3]}, "dtype": "float32", 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"data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 277}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 278}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block8_0_relu", 0, 0, {}]]], "shared_object_id": 279, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 352}}, "shared_object_id": 1991}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 352]}}2 - -x/root.layer_with_weights-0.layer_with_weights-58"_tf_keras_layer* {"name": "conv3_block8_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block8_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 280}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 281}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 282}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 283}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block8_1_conv", 0, 0, {}]]], "shared_object_id": 284, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 1992}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -y#root.layer_with_weights-0.layer-106"_tf_keras_layer*{"name": "conv3_block8_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block8_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block8_1_bn", 0, 0, {}]]], "shared_object_id": 285, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 - -z/root.layer_with_weights-0.layer_with_weights-59"_tf_keras_layer* -{"name": "conv3_block8_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block8_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 286}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 287}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block8_1_relu", 0, 0, {}]]], "shared_object_id": 288, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 1993}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -{#root.layer_with_weights-0.layer-108"_tf_keras_layer*{"name": "conv3_block8_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv3_block8_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv3_block7_concat", 0, 0, {}], ["conv3_block8_2_conv", 0, 0, {}]]], "shared_object_id": 289, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 352]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}]}2 - -|/root.layer_with_weights-0.layer_with_weights-60"_tf_keras_layer* {"name": "conv3_block9_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block9_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 290}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 291}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 292}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 293}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block8_concat", 0, 0, {}]]], "shared_object_id": 294, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 384}}, "shared_object_id": 1994}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 384]}}2 -}#root.layer_with_weights-0.layer-110"_tf_keras_layer*{"name": "conv3_block9_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block9_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block9_0_bn", 0, 0, {}]]], "shared_object_id": 295, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 384]}}2 - -~/root.layer_with_weights-0.layer_with_weights-61"_tf_keras_layer* -{"name": "conv3_block9_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block9_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 296}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 297}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block9_0_relu", 0, 0, {}]]], "shared_object_id": 298, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 384}}, "shared_object_id": 1995}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 384]}}2 - -/root.layer_with_weights-0.layer_with_weights-62"_tf_keras_layer* {"name": "conv3_block9_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block9_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 299}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 300}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 301}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 302}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block9_1_conv", 0, 0, {}]]], "shared_object_id": 303, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 1996}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-113"_tf_keras_layer*{"name": "conv3_block9_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block9_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block9_1_bn", 0, 0, {}]]], "shared_object_id": 304, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-63"_tf_keras_layer* -{"name": "conv3_block9_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block9_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 305}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 306}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block9_1_relu", 0, 0, {}]]], "shared_object_id": 307, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 1997}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-115"_tf_keras_layer*{"name": "conv3_block9_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv3_block9_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv3_block8_concat", 0, 0, {}], ["conv3_block9_2_conv", 0, 0, {}]]], "shared_object_id": 308, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 384]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-64"_tf_keras_layer* {"name": "conv3_block10_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block10_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 309}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 310}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 311}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 312}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block9_concat", 0, 0, {}]]], "shared_object_id": 313, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 416}}, "shared_object_id": 1998}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 416]}}2 -#root.layer_with_weights-0.layer-117"_tf_keras_layer*{"name": "conv3_block10_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block10_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block10_0_bn", 0, 0, {}]]], "shared_object_id": 314, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 416]}}2 - -/root.layer_with_weights-0.layer_with_weights-65"_tf_keras_layer* -{"name": "conv3_block10_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block10_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 315}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 316}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block10_0_relu", 0, 0, {}]]], "shared_object_id": 317, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 416}}, "shared_object_id": 1999}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 416]}}2 - -/root.layer_with_weights-0.layer_with_weights-66"_tf_keras_layer* {"name": "conv3_block10_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block10_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 318}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 319}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 320}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 321}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block10_1_conv", 0, 0, {}]]], "shared_object_id": 322, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2000}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-120"_tf_keras_layer*{"name": "conv3_block10_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block10_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block10_1_bn", 0, 0, {}]]], "shared_object_id": 323, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-67"_tf_keras_layer* -{"name": "conv3_block10_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block10_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 324}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 325}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block10_1_relu", 0, 0, {}]]], "shared_object_id": 326, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2001}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-122"_tf_keras_layer*{"name": "conv3_block10_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv3_block10_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv3_block9_concat", 0, 0, {}], ["conv3_block10_2_conv", 0, 0, {}]]], "shared_object_id": 327, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 416]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-68"_tf_keras_layer* {"name": "conv3_block11_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block11_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 328}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 329}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 330}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 331}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block10_concat", 0, 0, {}]]], "shared_object_id": 332, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 448}}, "shared_object_id": 2002}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 448]}}2 -#root.layer_with_weights-0.layer-124"_tf_keras_layer*{"name": "conv3_block11_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block11_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block11_0_bn", 0, 0, {}]]], "shared_object_id": 333, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 448]}}2 - -/root.layer_with_weights-0.layer_with_weights-69"_tf_keras_layer* -{"name": "conv3_block11_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block11_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 334}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 335}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block11_0_relu", 0, 0, {}]]], "shared_object_id": 336, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 448}}, "shared_object_id": 2003}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 448]}}2 - -/root.layer_with_weights-0.layer_with_weights-70"_tf_keras_layer* {"name": "conv3_block11_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block11_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 337}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 338}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 339}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 340}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block11_1_conv", 0, 0, {}]]], "shared_object_id": 341, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2004}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-127"_tf_keras_layer*{"name": "conv3_block11_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block11_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block11_1_bn", 0, 0, {}]]], "shared_object_id": 342, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-71"_tf_keras_layer* -{"name": "conv3_block11_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block11_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 343}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 344}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block11_1_relu", 0, 0, {}]]], "shared_object_id": 345, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2005}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-129"_tf_keras_layer*{"name": "conv3_block11_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv3_block11_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv3_block10_concat", 0, 0, {}], ["conv3_block11_2_conv", 0, 0, {}]]], "shared_object_id": 346, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 448]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-72"_tf_keras_layer* {"name": "conv3_block12_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block12_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 347}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 348}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 349}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 350}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block11_concat", 0, 0, {}]]], "shared_object_id": 351, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 480}}, "shared_object_id": 2006}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 480]}}2 -#root.layer_with_weights-0.layer-131"_tf_keras_layer*{"name": "conv3_block12_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block12_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block12_0_bn", 0, 0, {}]]], "shared_object_id": 352, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 480]}}2 - -/root.layer_with_weights-0.layer_with_weights-73"_tf_keras_layer* -{"name": "conv3_block12_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block12_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 353}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 354}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block12_0_relu", 0, 0, {}]]], "shared_object_id": 355, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 480}}, "shared_object_id": 2007}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 480]}}2 - -/root.layer_with_weights-0.layer_with_weights-74"_tf_keras_layer* {"name": "conv3_block12_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv3_block12_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 356}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 357}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 358}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 359}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block12_1_conv", 0, 0, {}]]], "shared_object_id": 360, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2008}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-134"_tf_keras_layer*{"name": "conv3_block12_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv3_block12_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv3_block12_1_bn", 0, 0, {}]]], "shared_object_id": 361, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-75"_tf_keras_layer* -{"name": "conv3_block12_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv3_block12_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 362}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 363}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv3_block12_1_relu", 0, 0, {}]]], "shared_object_id": 364, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2009}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2 -#root.layer_with_weights-0.layer-136"_tf_keras_layer*{"name": "conv3_block12_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv3_block12_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv3_block11_concat", 0, 0, {}], ["conv3_block12_2_conv", 0, 0, {}]]], "shared_object_id": 365, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 480]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-76"_tf_keras_layer* {"name": "pool3_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "pool3_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 366}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 367}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 368}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 369}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv3_block12_concat", 0, 0, {}]]], "shared_object_id": 370, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 512}}, "shared_object_id": 2010}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 512]}}2 -#root.layer_with_weights-0.layer-138"_tf_keras_layer*{"name": "pool3_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "pool3_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["pool3_bn", 0, 0, {}]]], "shared_object_id": 371, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 512]}}2 - -/root.layer_with_weights-0.layer_with_weights-77"_tf_keras_layer* -{"name": "pool3_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "pool3_conv", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 372}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 373}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["pool3_relu", 0, 0, {}]]], "shared_object_id": 374, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 2011}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 512]}}2 -#root.layer_with_weights-0.layer-140"_tf_keras_layer*{"name": "pool3_pool", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "AveragePooling2D", "config": {"name": "pool3_pool", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["pool3_conv", 0, 0, {}]]], "shared_object_id": 375, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 2012}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 256]}}2 - -/root.layer_with_weights-0.layer_with_weights-78"_tf_keras_layer* {"name": "conv4_block1_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block1_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 376}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 377}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 378}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 379}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["pool3_pool", 0, 0, {}]]], "shared_object_id": 380, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 2013}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 256]}}2 -#root.layer_with_weights-0.layer-142"_tf_keras_layer*{"name": "conv4_block1_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block1_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block1_0_bn", 0, 0, {}]]], "shared_object_id": 381, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 256]}}2 - -/root.layer_with_weights-0.layer_with_weights-79"_tf_keras_layer* -{"name": "conv4_block1_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block1_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 382}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 383}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block1_0_relu", 0, 0, {}]]], "shared_object_id": 384, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 2014}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 256]}}2 - -/root.layer_with_weights-0.layer_with_weights-80"_tf_keras_layer* {"name": "conv4_block1_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block1_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 385}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 386}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 387}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 388}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block1_1_conv", 0, 0, {}]]], "shared_object_id": 389, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2015}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-145"_tf_keras_layer*{"name": "conv4_block1_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block1_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block1_1_bn", 0, 0, {}]]], "shared_object_id": 390, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-81"_tf_keras_layer* -{"name": "conv4_block1_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block1_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 391}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 392}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block1_1_relu", 0, 0, {}]]], "shared_object_id": 393, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2016}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-147"_tf_keras_layer*{"name": "conv4_block1_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block1_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["pool3_pool", 0, 0, {}], ["conv4_block1_2_conv", 0, 0, {}]]], "shared_object_id": 394, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 256]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-82"_tf_keras_layer* {"name": "conv4_block2_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block2_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 395}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 396}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 397}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 398}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block1_concat", 0, 0, {}]]], "shared_object_id": 399, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 288}}, "shared_object_id": 2017}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 288]}}2 -#root.layer_with_weights-0.layer-149"_tf_keras_layer*{"name": "conv4_block2_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block2_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block2_0_bn", 0, 0, {}]]], "shared_object_id": 400, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 288]}}2 - -/root.layer_with_weights-0.layer_with_weights-83"_tf_keras_layer* -{"name": "conv4_block2_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block2_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 401}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 402}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block2_0_relu", 0, 0, {}]]], "shared_object_id": 403, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 288}}, "shared_object_id": 2018}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 288]}}2 - -/root.layer_with_weights-0.layer_with_weights-84"_tf_keras_layer* {"name": "conv4_block2_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block2_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 404}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 405}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 406}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 407}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block2_1_conv", 0, 0, {}]]], "shared_object_id": 408, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2019}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-152"_tf_keras_layer*{"name": "conv4_block2_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block2_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block2_1_bn", 0, 0, {}]]], "shared_object_id": 409, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-85"_tf_keras_layer* -{"name": "conv4_block2_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block2_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 410}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 411}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block2_1_relu", 0, 0, {}]]], "shared_object_id": 412, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2020}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-154"_tf_keras_layer*{"name": "conv4_block2_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block2_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block1_concat", 0, 0, {}], ["conv4_block2_2_conv", 0, 0, {}]]], "shared_object_id": 413, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 288]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-86"_tf_keras_layer* {"name": "conv4_block3_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block3_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 414}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 415}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 416}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 417}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block2_concat", 0, 0, {}]]], "shared_object_id": 418, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 320}}, "shared_object_id": 2021}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 320]}}2 -#root.layer_with_weights-0.layer-156"_tf_keras_layer*{"name": "conv4_block3_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block3_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block3_0_bn", 0, 0, {}]]], "shared_object_id": 419, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 320]}}2 - -/root.layer_with_weights-0.layer_with_weights-87"_tf_keras_layer* -{"name": "conv4_block3_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block3_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 420}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 421}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block3_0_relu", 0, 0, {}]]], "shared_object_id": 422, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 320}}, "shared_object_id": 2022}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 320]}}2 - -/root.layer_with_weights-0.layer_with_weights-88"_tf_keras_layer* {"name": "conv4_block3_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block3_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 423}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 424}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 425}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 426}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block3_1_conv", 0, 0, {}]]], "shared_object_id": 427, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2023}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-159"_tf_keras_layer*{"name": "conv4_block3_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block3_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block3_1_bn", 0, 0, {}]]], "shared_object_id": 428, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-89"_tf_keras_layer* -{"name": "conv4_block3_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block3_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 429}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 430}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block3_1_relu", 0, 0, {}]]], "shared_object_id": 431, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2024}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-161"_tf_keras_layer*{"name": "conv4_block3_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block3_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block2_concat", 0, 0, {}], ["conv4_block3_2_conv", 0, 0, {}]]], "shared_object_id": 432, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 320]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-90"_tf_keras_layer* {"name": "conv4_block4_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block4_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 433}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 434}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 435}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 436}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block3_concat", 0, 0, {}]]], "shared_object_id": 437, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 352}}, "shared_object_id": 2025}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 352]}}2 -#root.layer_with_weights-0.layer-163"_tf_keras_layer*{"name": "conv4_block4_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block4_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block4_0_bn", 0, 0, {}]]], "shared_object_id": 438, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 352]}}2 - -/root.layer_with_weights-0.layer_with_weights-91"_tf_keras_layer* -{"name": "conv4_block4_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block4_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 439}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 440}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block4_0_relu", 0, 0, {}]]], "shared_object_id": 441, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 352}}, "shared_object_id": 2026}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 352]}}2 - -/root.layer_with_weights-0.layer_with_weights-92"_tf_keras_layer* {"name": "conv4_block4_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block4_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 442}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 443}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 444}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 445}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block4_1_conv", 0, 0, {}]]], "shared_object_id": 446, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2027}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-166"_tf_keras_layer*{"name": "conv4_block4_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block4_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block4_1_bn", 0, 0, {}]]], "shared_object_id": 447, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-93"_tf_keras_layer* -{"name": "conv4_block4_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block4_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 448}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 449}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block4_1_relu", 0, 0, {}]]], "shared_object_id": 450, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2028}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-168"_tf_keras_layer*{"name": "conv4_block4_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block4_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block3_concat", 0, 0, {}], ["conv4_block4_2_conv", 0, 0, {}]]], "shared_object_id": 451, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 352]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-94"_tf_keras_layer* {"name": "conv4_block5_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block5_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 452}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 453}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 454}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 455}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block4_concat", 0, 0, {}]]], "shared_object_id": 456, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 384}}, "shared_object_id": 2029}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 384]}}2 -#root.layer_with_weights-0.layer-170"_tf_keras_layer*{"name": "conv4_block5_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block5_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block5_0_bn", 0, 0, {}]]], "shared_object_id": 457, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 384]}}2 - -/root.layer_with_weights-0.layer_with_weights-95"_tf_keras_layer* -{"name": "conv4_block5_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block5_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 458}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 459}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block5_0_relu", 0, 0, {}]]], "shared_object_id": 460, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 384}}, "shared_object_id": 2030}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 384]}}2 - -/root.layer_with_weights-0.layer_with_weights-96"_tf_keras_layer* {"name": "conv4_block5_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block5_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 461}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 462}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 463}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 464}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block5_1_conv", 0, 0, {}]]], "shared_object_id": 465, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2031}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-173"_tf_keras_layer*{"name": "conv4_block5_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block5_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block5_1_bn", 0, 0, {}]]], "shared_object_id": 466, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -/root.layer_with_weights-0.layer_with_weights-97"_tf_keras_layer* -{"name": "conv4_block5_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block5_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 467}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 468}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block5_1_relu", 0, 0, {}]]], "shared_object_id": 469, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2032}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-175"_tf_keras_layer*{"name": "conv4_block5_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block5_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block4_concat", 0, 0, {}], ["conv4_block5_2_conv", 0, 0, {}]]], "shared_object_id": 470, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 384]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -/root.layer_with_weights-0.layer_with_weights-98"_tf_keras_layer* {"name": "conv4_block6_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block6_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 471}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 472}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 473}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 474}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block5_concat", 0, 0, {}]]], "shared_object_id": 475, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 416}}, "shared_object_id": 2033}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 416]}}2 -#root.layer_with_weights-0.layer-177"_tf_keras_layer*{"name": "conv4_block6_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block6_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block6_0_bn", 0, 0, {}]]], "shared_object_id": 476, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 416]}}2 - -/root.layer_with_weights-0.layer_with_weights-99"_tf_keras_layer* -{"name": "conv4_block6_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block6_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 477}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 478}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block6_0_relu", 0, 0, {}]]], "shared_object_id": 479, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 416}}, "shared_object_id": 2034}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 416]}}2 - -0root.layer_with_weights-0.layer_with_weights-100"_tf_keras_layer* {"name": "conv4_block6_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block6_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 480}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 481}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 482}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 483}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block6_1_conv", 0, 0, {}]]], "shared_object_id": 484, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2035}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-180"_tf_keras_layer*{"name": "conv4_block6_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block6_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block6_1_bn", 0, 0, {}]]], "shared_object_id": 485, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-101"_tf_keras_layer* -{"name": "conv4_block6_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block6_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 486}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 487}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block6_1_relu", 0, 0, {}]]], "shared_object_id": 488, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2036}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-182"_tf_keras_layer*{"name": "conv4_block6_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block6_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block5_concat", 0, 0, {}], ["conv4_block6_2_conv", 0, 0, {}]]], "shared_object_id": 489, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 416]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-102"_tf_keras_layer* {"name": "conv4_block7_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block7_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 490}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 491}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 492}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 493}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block6_concat", 0, 0, {}]]], "shared_object_id": 494, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 448}}, "shared_object_id": 2037}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 448]}}2 -#root.layer_with_weights-0.layer-184"_tf_keras_layer*{"name": "conv4_block7_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block7_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block7_0_bn", 0, 0, {}]]], "shared_object_id": 495, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 448]}}2 - -0root.layer_with_weights-0.layer_with_weights-103"_tf_keras_layer* -{"name": "conv4_block7_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block7_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 496}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 497}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block7_0_relu", 0, 0, {}]]], "shared_object_id": 498, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 448}}, "shared_object_id": 2038}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 448]}}2 - -0root.layer_with_weights-0.layer_with_weights-104"_tf_keras_layer* {"name": "conv4_block7_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block7_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 499}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 500}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 501}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 502}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block7_1_conv", 0, 0, {}]]], "shared_object_id": 503, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2039}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-187"_tf_keras_layer*{"name": "conv4_block7_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block7_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block7_1_bn", 0, 0, {}]]], "shared_object_id": 504, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-105"_tf_keras_layer* -{"name": "conv4_block7_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block7_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 505}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 506}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block7_1_relu", 0, 0, {}]]], "shared_object_id": 507, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2040}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-189"_tf_keras_layer*{"name": "conv4_block7_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block7_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block6_concat", 0, 0, {}], ["conv4_block7_2_conv", 0, 0, {}]]], "shared_object_id": 508, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 448]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-106"_tf_keras_layer* {"name": "conv4_block8_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block8_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 509}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 510}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 511}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 512}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block7_concat", 0, 0, {}]]], "shared_object_id": 513, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 480}}, "shared_object_id": 2041}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2 -#root.layer_with_weights-0.layer-191"_tf_keras_layer*{"name": "conv4_block8_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block8_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block8_0_bn", 0, 0, {}]]], "shared_object_id": 514, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2 - -0root.layer_with_weights-0.layer_with_weights-107"_tf_keras_layer* -{"name": "conv4_block8_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block8_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 515}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 516}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block8_0_relu", 0, 0, {}]]], "shared_object_id": 517, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 480}}, "shared_object_id": 2042}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2 - -0root.layer_with_weights-0.layer_with_weights-108"_tf_keras_layer* {"name": "conv4_block8_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block8_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 518}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 519}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 520}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 521}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block8_1_conv", 0, 0, {}]]], "shared_object_id": 522, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2043}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-194"_tf_keras_layer*{"name": "conv4_block8_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block8_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block8_1_bn", 0, 0, {}]]], "shared_object_id": 523, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-109"_tf_keras_layer* -{"name": "conv4_block8_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block8_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 524}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 525}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block8_1_relu", 0, 0, {}]]], "shared_object_id": 526, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2044}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-196"_tf_keras_layer*{"name": "conv4_block8_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block8_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block7_concat", 0, 0, {}], ["conv4_block8_2_conv", 0, 0, {}]]], "shared_object_id": 527, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 480]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-110"_tf_keras_layer* {"name": "conv4_block9_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block9_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 528}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 529}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 530}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 531}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block8_concat", 0, 0, {}]]], "shared_object_id": 532, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 512}}, "shared_object_id": 2045}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2 -#root.layer_with_weights-0.layer-198"_tf_keras_layer*{"name": "conv4_block9_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block9_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block9_0_bn", 0, 0, {}]]], "shared_object_id": 533, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2 - -0root.layer_with_weights-0.layer_with_weights-111"_tf_keras_layer* -{"name": "conv4_block9_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block9_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 534}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 535}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block9_0_relu", 0, 0, {}]]], "shared_object_id": 536, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 2046}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2 - -0root.layer_with_weights-0.layer_with_weights-112"_tf_keras_layer* {"name": "conv4_block9_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block9_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 537}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 538}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 539}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 540}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block9_1_conv", 0, 0, {}]]], "shared_object_id": 541, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2047}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-201"_tf_keras_layer*{"name": "conv4_block9_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block9_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block9_1_bn", 0, 0, {}]]], "shared_object_id": 542, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-113"_tf_keras_layer* -{"name": "conv4_block9_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block9_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 543}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 544}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block9_1_relu", 0, 0, {}]]], "shared_object_id": 545, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2048}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-203"_tf_keras_layer*{"name": "conv4_block9_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block9_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block8_concat", 0, 0, {}], ["conv4_block9_2_conv", 0, 0, {}]]], "shared_object_id": 546, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 512]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-114"_tf_keras_layer* {"name": "conv4_block10_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block10_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 547}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 548}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 549}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 550}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block9_concat", 0, 0, {}]]], "shared_object_id": 551, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 544}}, "shared_object_id": 2049}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 544]}}2 -#root.layer_with_weights-0.layer-205"_tf_keras_layer*{"name": "conv4_block10_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block10_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block10_0_bn", 0, 0, {}]]], "shared_object_id": 552, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 544]}}2 - -0root.layer_with_weights-0.layer_with_weights-115"_tf_keras_layer* -{"name": "conv4_block10_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block10_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 553}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 554}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block10_0_relu", 0, 0, {}]]], "shared_object_id": 555, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 544}}, "shared_object_id": 2050}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 544]}}2 - -0root.layer_with_weights-0.layer_with_weights-116"_tf_keras_layer* {"name": "conv4_block10_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block10_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 556}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 557}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 558}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 559}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block10_1_conv", 0, 0, {}]]], "shared_object_id": 560, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2051}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-208"_tf_keras_layer*{"name": "conv4_block10_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block10_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block10_1_bn", 0, 0, {}]]], "shared_object_id": 561, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-117"_tf_keras_layer* -{"name": "conv4_block10_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block10_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 562}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 563}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block10_1_relu", 0, 0, {}]]], "shared_object_id": 564, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2052}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-210"_tf_keras_layer*{"name": "conv4_block10_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block10_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block9_concat", 0, 0, {}], ["conv4_block10_2_conv", 0, 0, {}]]], "shared_object_id": 565, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 544]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-118"_tf_keras_layer* {"name": "conv4_block11_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block11_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 566}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 567}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 568}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 569}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block10_concat", 0, 0, {}]]], "shared_object_id": 570, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 576}}, "shared_object_id": 2053}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 576]}}2 -#root.layer_with_weights-0.layer-212"_tf_keras_layer*{"name": "conv4_block11_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block11_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block11_0_bn", 0, 0, {}]]], "shared_object_id": 571, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 576]}}2 - -0root.layer_with_weights-0.layer_with_weights-119"_tf_keras_layer* -{"name": "conv4_block11_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block11_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 572}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 573}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block11_0_relu", 0, 0, {}]]], "shared_object_id": 574, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 576}}, "shared_object_id": 2054}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 576]}}2 - -0root.layer_with_weights-0.layer_with_weights-120"_tf_keras_layer* {"name": "conv4_block11_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block11_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 575}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 576}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 577}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 578}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block11_1_conv", 0, 0, {}]]], "shared_object_id": 579, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2055}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-215"_tf_keras_layer*{"name": "conv4_block11_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block11_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block11_1_bn", 0, 0, {}]]], "shared_object_id": 580, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-121"_tf_keras_layer* -{"name": "conv4_block11_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block11_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 581}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 582}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block11_1_relu", 0, 0, {}]]], "shared_object_id": 583, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2056}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-217"_tf_keras_layer*{"name": "conv4_block11_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block11_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block10_concat", 0, 0, {}], ["conv4_block11_2_conv", 0, 0, {}]]], "shared_object_id": 584, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 576]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-122"_tf_keras_layer* {"name": "conv4_block12_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block12_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 585}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 586}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 587}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 588}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block11_concat", 0, 0, {}]]], "shared_object_id": 589, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 608}}, "shared_object_id": 2057}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 608]}}2 -#root.layer_with_weights-0.layer-219"_tf_keras_layer*{"name": "conv4_block12_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block12_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block12_0_bn", 0, 0, {}]]], "shared_object_id": 590, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 608]}}2 - -0root.layer_with_weights-0.layer_with_weights-123"_tf_keras_layer* -{"name": "conv4_block12_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block12_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 591}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 592}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block12_0_relu", 0, 0, {}]]], "shared_object_id": 593, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 608}}, "shared_object_id": 2058}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 608]}}2 - -0root.layer_with_weights-0.layer_with_weights-124"_tf_keras_layer* {"name": "conv4_block12_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block12_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 594}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 595}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 596}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 597}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block12_1_conv", 0, 0, {}]]], "shared_object_id": 598, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2059}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-222"_tf_keras_layer*{"name": "conv4_block12_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block12_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block12_1_bn", 0, 0, {}]]], "shared_object_id": 599, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-125"_tf_keras_layer* -{"name": "conv4_block12_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block12_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 600}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 601}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block12_1_relu", 0, 0, {}]]], "shared_object_id": 602, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2060}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-224"_tf_keras_layer*{"name": "conv4_block12_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block12_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block11_concat", 0, 0, {}], ["conv4_block12_2_conv", 0, 0, {}]]], "shared_object_id": 603, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 608]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-126"_tf_keras_layer* {"name": "conv4_block13_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block13_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 604}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 605}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 606}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 607}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block12_concat", 0, 0, {}]]], "shared_object_id": 608, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 640}}, "shared_object_id": 2061}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 640]}}2 -#root.layer_with_weights-0.layer-226"_tf_keras_layer*{"name": "conv4_block13_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block13_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block13_0_bn", 0, 0, {}]]], "shared_object_id": 609, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 640]}}2 - -0root.layer_with_weights-0.layer_with_weights-127"_tf_keras_layer* -{"name": "conv4_block13_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block13_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 610}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 611}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block13_0_relu", 0, 0, {}]]], "shared_object_id": 612, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 640}}, "shared_object_id": 2062}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 640]}}2 - -0root.layer_with_weights-0.layer_with_weights-128"_tf_keras_layer* {"name": "conv4_block13_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block13_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 613}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 614}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 615}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 616}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block13_1_conv", 0, 0, {}]]], "shared_object_id": 617, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2063}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-229"_tf_keras_layer*{"name": "conv4_block13_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block13_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block13_1_bn", 0, 0, {}]]], "shared_object_id": 618, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-129"_tf_keras_layer* -{"name": "conv4_block13_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block13_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 619}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 620}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block13_1_relu", 0, 0, {}]]], "shared_object_id": 621, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2064}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-231"_tf_keras_layer*{"name": "conv4_block13_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block13_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block12_concat", 0, 0, {}], ["conv4_block13_2_conv", 0, 0, {}]]], "shared_object_id": 622, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 640]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-130"_tf_keras_layer* {"name": "conv4_block14_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block14_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 623}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 624}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 625}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 626}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block13_concat", 0, 0, {}]]], "shared_object_id": 627, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 672}}, "shared_object_id": 2065}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 672]}}2 -#root.layer_with_weights-0.layer-233"_tf_keras_layer*{"name": "conv4_block14_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block14_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block14_0_bn", 0, 0, {}]]], "shared_object_id": 628, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 672]}}2 - -0root.layer_with_weights-0.layer_with_weights-131"_tf_keras_layer* -{"name": "conv4_block14_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block14_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 629}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 630}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block14_0_relu", 0, 0, {}]]], "shared_object_id": 631, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 672}}, "shared_object_id": 2066}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 672]}}2 - -0root.layer_with_weights-0.layer_with_weights-132"_tf_keras_layer* {"name": "conv4_block14_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block14_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 632}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 633}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 634}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 635}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block14_1_conv", 0, 0, {}]]], "shared_object_id": 636, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2067}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-236"_tf_keras_layer*{"name": "conv4_block14_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block14_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block14_1_bn", 0, 0, {}]]], "shared_object_id": 637, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-133"_tf_keras_layer* -{"name": "conv4_block14_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block14_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 638}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 639}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block14_1_relu", 0, 0, {}]]], "shared_object_id": 640, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2068}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-238"_tf_keras_layer*{"name": "conv4_block14_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block14_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block13_concat", 0, 0, {}], ["conv4_block14_2_conv", 0, 0, {}]]], "shared_object_id": 641, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 672]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-134"_tf_keras_layer* {"name": "conv4_block15_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block15_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 642}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 643}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 644}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 645}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block14_concat", 0, 0, {}]]], "shared_object_id": 646, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 704}}, "shared_object_id": 2069}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 704]}}2 -#root.layer_with_weights-0.layer-240"_tf_keras_layer*{"name": "conv4_block15_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block15_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block15_0_bn", 0, 0, {}]]], "shared_object_id": 647, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 704]}}2 - -0root.layer_with_weights-0.layer_with_weights-135"_tf_keras_layer* -{"name": "conv4_block15_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block15_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 648}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 649}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block15_0_relu", 0, 0, {}]]], "shared_object_id": 650, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 704}}, "shared_object_id": 2070}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 704]}}2 - -0root.layer_with_weights-0.layer_with_weights-136"_tf_keras_layer* {"name": "conv4_block15_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block15_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 651}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 652}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 653}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 654}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block15_1_conv", 0, 0, {}]]], "shared_object_id": 655, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2071}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-243"_tf_keras_layer*{"name": "conv4_block15_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block15_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block15_1_bn", 0, 0, {}]]], "shared_object_id": 656, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-137"_tf_keras_layer* -{"name": "conv4_block15_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block15_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 657}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 658}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block15_1_relu", 0, 0, {}]]], "shared_object_id": 659, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2072}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-245"_tf_keras_layer*{"name": "conv4_block15_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block15_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block14_concat", 0, 0, {}], ["conv4_block15_2_conv", 0, 0, {}]]], "shared_object_id": 660, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 704]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-138"_tf_keras_layer* {"name": "conv4_block16_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block16_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 661}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 662}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 663}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 664}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block15_concat", 0, 0, {}]]], "shared_object_id": 665, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 736}}, "shared_object_id": 2073}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 736]}}2 -#root.layer_with_weights-0.layer-247"_tf_keras_layer*{"name": "conv4_block16_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block16_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block16_0_bn", 0, 0, {}]]], "shared_object_id": 666, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 736]}}2 - -0root.layer_with_weights-0.layer_with_weights-139"_tf_keras_layer* -{"name": "conv4_block16_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block16_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 667}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 668}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block16_0_relu", 0, 0, {}]]], "shared_object_id": 669, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 736}}, "shared_object_id": 2074}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 736]}}2 - -0root.layer_with_weights-0.layer_with_weights-140"_tf_keras_layer* {"name": "conv4_block16_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block16_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 670}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 671}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 672}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 673}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block16_1_conv", 0, 0, {}]]], "shared_object_id": 674, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2075}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-250"_tf_keras_layer*{"name": "conv4_block16_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block16_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block16_1_bn", 0, 0, {}]]], "shared_object_id": 675, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-141"_tf_keras_layer* -{"name": "conv4_block16_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block16_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 676}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 677}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block16_1_relu", 0, 0, {}]]], "shared_object_id": 678, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2076}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-252"_tf_keras_layer*{"name": "conv4_block16_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block16_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block15_concat", 0, 0, {}], ["conv4_block16_2_conv", 0, 0, {}]]], "shared_object_id": 679, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 736]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-142"_tf_keras_layer* {"name": "conv4_block17_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block17_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 680}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 681}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 682}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 683}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block16_concat", 0, 0, {}]]], "shared_object_id": 684, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 768}}, "shared_object_id": 2077}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 768]}}2 -#root.layer_with_weights-0.layer-254"_tf_keras_layer*{"name": "conv4_block17_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block17_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block17_0_bn", 0, 0, {}]]], "shared_object_id": 685, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 768]}}2 - -0root.layer_with_weights-0.layer_with_weights-143"_tf_keras_layer* -{"name": "conv4_block17_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block17_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 686}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 687}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block17_0_relu", 0, 0, {}]]], "shared_object_id": 688, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 768}}, "shared_object_id": 2078}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 768]}}2 - -0root.layer_with_weights-0.layer_with_weights-144"_tf_keras_layer* {"name": "conv4_block17_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block17_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 689}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 690}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 691}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 692}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block17_1_conv", 0, 0, {}]]], "shared_object_id": 693, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2079}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-257"_tf_keras_layer*{"name": "conv4_block17_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block17_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block17_1_bn", 0, 0, {}]]], "shared_object_id": 694, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-145"_tf_keras_layer* -{"name": "conv4_block17_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block17_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 695}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 696}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block17_1_relu", 0, 0, {}]]], "shared_object_id": 697, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2080}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-259"_tf_keras_layer*{"name": "conv4_block17_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block17_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block16_concat", 0, 0, {}], ["conv4_block17_2_conv", 0, 0, {}]]], "shared_object_id": 698, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 768]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-146"_tf_keras_layer* {"name": "conv4_block18_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block18_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 699}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 700}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 701}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 702}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block17_concat", 0, 0, {}]]], "shared_object_id": 703, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 800}}, "shared_object_id": 2081}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 800]}}2 -#root.layer_with_weights-0.layer-261"_tf_keras_layer*{"name": "conv4_block18_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block18_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block18_0_bn", 0, 0, {}]]], "shared_object_id": 704, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 800]}}2 - -0root.layer_with_weights-0.layer_with_weights-147"_tf_keras_layer* -{"name": "conv4_block18_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block18_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 705}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 706}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block18_0_relu", 0, 0, {}]]], "shared_object_id": 707, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 800}}, "shared_object_id": 2082}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 800]}}2 - -0root.layer_with_weights-0.layer_with_weights-148"_tf_keras_layer* {"name": "conv4_block18_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block18_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 708}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 709}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 710}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 711}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block18_1_conv", 0, 0, {}]]], "shared_object_id": 712, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2083}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-264"_tf_keras_layer*{"name": "conv4_block18_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block18_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block18_1_bn", 0, 0, {}]]], "shared_object_id": 713, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-149"_tf_keras_layer* -{"name": "conv4_block18_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block18_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 714}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 715}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block18_1_relu", 0, 0, {}]]], "shared_object_id": 716, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2084}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-266"_tf_keras_layer*{"name": "conv4_block18_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block18_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block17_concat", 0, 0, {}], ["conv4_block18_2_conv", 0, 0, {}]]], "shared_object_id": 717, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 800]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-150"_tf_keras_layer* {"name": "conv4_block19_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block19_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 718}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 719}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 720}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 721}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block18_concat", 0, 0, {}]]], "shared_object_id": 722, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 832}}, "shared_object_id": 2085}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 832]}}2 -#root.layer_with_weights-0.layer-268"_tf_keras_layer*{"name": "conv4_block19_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block19_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block19_0_bn", 0, 0, {}]]], "shared_object_id": 723, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 832]}}2 - -0root.layer_with_weights-0.layer_with_weights-151"_tf_keras_layer* -{"name": "conv4_block19_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block19_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 724}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 725}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block19_0_relu", 0, 0, {}]]], "shared_object_id": 726, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 2086}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 832]}}2 - -0root.layer_with_weights-0.layer_with_weights-152"_tf_keras_layer* {"name": "conv4_block19_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block19_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 727}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 728}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 729}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 730}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block19_1_conv", 0, 0, {}]]], "shared_object_id": 731, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2087}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-271"_tf_keras_layer*{"name": "conv4_block19_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block19_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block19_1_bn", 0, 0, {}]]], "shared_object_id": 732, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-153"_tf_keras_layer* -{"name": "conv4_block19_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block19_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 733}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 734}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block19_1_relu", 0, 0, {}]]], "shared_object_id": 735, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2088}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-273"_tf_keras_layer*{"name": "conv4_block19_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block19_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block18_concat", 0, 0, {}], ["conv4_block19_2_conv", 0, 0, {}]]], "shared_object_id": 736, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 832]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-154"_tf_keras_layer* {"name": "conv4_block20_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block20_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 737}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 738}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 739}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 740}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block19_concat", 0, 0, {}]]], "shared_object_id": 741, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 864}}, "shared_object_id": 2089}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 864]}}2 -#root.layer_with_weights-0.layer-275"_tf_keras_layer*{"name": "conv4_block20_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block20_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block20_0_bn", 0, 0, {}]]], "shared_object_id": 742, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 864]}}2 - -0root.layer_with_weights-0.layer_with_weights-155"_tf_keras_layer* -{"name": "conv4_block20_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block20_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 743}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 744}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block20_0_relu", 0, 0, {}]]], "shared_object_id": 745, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 864}}, "shared_object_id": 2090}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 864]}}2 - -0root.layer_with_weights-0.layer_with_weights-156"_tf_keras_layer* {"name": "conv4_block20_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block20_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 746}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 747}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 748}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 749}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block20_1_conv", 0, 0, {}]]], "shared_object_id": 750, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2091}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-278"_tf_keras_layer*{"name": "conv4_block20_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block20_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block20_1_bn", 0, 0, {}]]], "shared_object_id": 751, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-157"_tf_keras_layer* -{"name": "conv4_block20_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block20_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 752}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 753}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block20_1_relu", 0, 0, {}]]], "shared_object_id": 754, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2092}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-280"_tf_keras_layer*{"name": "conv4_block20_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block20_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block19_concat", 0, 0, {}], ["conv4_block20_2_conv", 0, 0, {}]]], "shared_object_id": 755, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 864]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-158"_tf_keras_layer* {"name": "conv4_block21_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block21_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 756}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 757}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 758}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 759}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block20_concat", 0, 0, {}]]], "shared_object_id": 760, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 896}}, "shared_object_id": 2093}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 896]}}2 -#root.layer_with_weights-0.layer-282"_tf_keras_layer*{"name": "conv4_block21_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block21_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block21_0_bn", 0, 0, {}]]], "shared_object_id": 761, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 896]}}2 - -0root.layer_with_weights-0.layer_with_weights-159"_tf_keras_layer* -{"name": "conv4_block21_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block21_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 762}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 763}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block21_0_relu", 0, 0, {}]]], "shared_object_id": 764, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 896}}, "shared_object_id": 2094}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 896]}}2 - -0root.layer_with_weights-0.layer_with_weights-160"_tf_keras_layer* {"name": "conv4_block21_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block21_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 765}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 766}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 767}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 768}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block21_1_conv", 0, 0, {}]]], "shared_object_id": 769, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2095}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-285"_tf_keras_layer*{"name": "conv4_block21_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block21_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block21_1_bn", 0, 0, {}]]], "shared_object_id": 770, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-161"_tf_keras_layer* -{"name": "conv4_block21_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block21_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 771}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 772}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block21_1_relu", 0, 0, {}]]], "shared_object_id": 773, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2096}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-287"_tf_keras_layer*{"name": "conv4_block21_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block21_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block20_concat", 0, 0, {}], ["conv4_block21_2_conv", 0, 0, {}]]], "shared_object_id": 774, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 896]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-162"_tf_keras_layer* {"name": "conv4_block22_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block22_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 775}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 776}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 777}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 778}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block21_concat", 0, 0, {}]]], "shared_object_id": 779, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 928}}, "shared_object_id": 2097}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 928]}}2 -#root.layer_with_weights-0.layer-289"_tf_keras_layer*{"name": "conv4_block22_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block22_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block22_0_bn", 0, 0, {}]]], "shared_object_id": 780, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 928]}}2 - -0root.layer_with_weights-0.layer_with_weights-163"_tf_keras_layer* -{"name": "conv4_block22_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block22_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 781}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 782}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block22_0_relu", 0, 0, {}]]], "shared_object_id": 783, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 928}}, "shared_object_id": 2098}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 928]}}2 - -0root.layer_with_weights-0.layer_with_weights-164"_tf_keras_layer* {"name": "conv4_block22_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block22_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 784}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 785}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 786}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 787}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block22_1_conv", 0, 0, {}]]], "shared_object_id": 788, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2099}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-292"_tf_keras_layer*{"name": "conv4_block22_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block22_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block22_1_bn", 0, 0, {}]]], "shared_object_id": 789, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-165"_tf_keras_layer* -{"name": "conv4_block22_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block22_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 790}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 791}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block22_1_relu", 0, 0, {}]]], "shared_object_id": 792, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2100}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-294"_tf_keras_layer*{"name": "conv4_block22_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block22_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block21_concat", 0, 0, {}], ["conv4_block22_2_conv", 0, 0, {}]]], "shared_object_id": 793, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 928]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-166"_tf_keras_layer* {"name": "conv4_block23_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block23_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 794}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 795}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 796}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 797}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block22_concat", 0, 0, {}]]], "shared_object_id": 798, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 960}}, "shared_object_id": 2101}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 960]}}2 -#root.layer_with_weights-0.layer-296"_tf_keras_layer*{"name": "conv4_block23_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block23_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block23_0_bn", 0, 0, {}]]], "shared_object_id": 799, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 960]}}2 - -0root.layer_with_weights-0.layer_with_weights-167"_tf_keras_layer* -{"name": "conv4_block23_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block23_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 800}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 801}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block23_0_relu", 0, 0, {}]]], "shared_object_id": 802, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 960}}, "shared_object_id": 2102}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 960]}}2 - -0root.layer_with_weights-0.layer_with_weights-168"_tf_keras_layer* {"name": "conv4_block23_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block23_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 803}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 804}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 805}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 806}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block23_1_conv", 0, 0, {}]]], "shared_object_id": 807, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2103}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-299"_tf_keras_layer*{"name": "conv4_block23_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block23_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block23_1_bn", 0, 0, {}]]], "shared_object_id": 808, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-169"_tf_keras_layer* -{"name": "conv4_block23_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block23_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 809}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 810}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block23_1_relu", 0, 0, {}]]], "shared_object_id": 811, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2104}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-301"_tf_keras_layer*{"name": "conv4_block23_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block23_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block22_concat", 0, 0, {}], ["conv4_block23_2_conv", 0, 0, {}]]], "shared_object_id": 812, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 960]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-170"_tf_keras_layer* {"name": "conv4_block24_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block24_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 813}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 814}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 815}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 816}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block23_concat", 0, 0, {}]]], "shared_object_id": 817, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 992}}, "shared_object_id": 2105}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 992]}}2 -#root.layer_with_weights-0.layer-303"_tf_keras_layer*{"name": "conv4_block24_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block24_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block24_0_bn", 0, 0, {}]]], "shared_object_id": 818, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 992]}}2 - -0root.layer_with_weights-0.layer_with_weights-171"_tf_keras_layer* -{"name": "conv4_block24_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block24_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 819}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 820}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block24_0_relu", 0, 0, {}]]], "shared_object_id": 821, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 992}}, "shared_object_id": 2106}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 992]}}2 - -0root.layer_with_weights-0.layer_with_weights-172"_tf_keras_layer* {"name": "conv4_block24_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block24_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 822}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 823}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 824}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 825}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block24_1_conv", 0, 0, {}]]], "shared_object_id": 826, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2107}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-306"_tf_keras_layer*{"name": "conv4_block24_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block24_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block24_1_bn", 0, 0, {}]]], "shared_object_id": 827, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-173"_tf_keras_layer* -{"name": "conv4_block24_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block24_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 828}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 829}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block24_1_relu", 0, 0, {}]]], "shared_object_id": 830, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2108}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-308"_tf_keras_layer*{"name": "conv4_block24_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block24_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block23_concat", 0, 0, {}], ["conv4_block24_2_conv", 0, 0, {}]]], "shared_object_id": 831, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 992]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-174"_tf_keras_layer* {"name": "conv4_block25_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block25_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 832}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 833}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 834}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 835}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block24_concat", 0, 0, {}]]], "shared_object_id": 836, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 2109}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1024]}}2 -#root.layer_with_weights-0.layer-310"_tf_keras_layer*{"name": "conv4_block25_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block25_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block25_0_bn", 0, 0, {}]]], "shared_object_id": 837, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1024]}}2 - 0root.layer_with_weights-0.layer_with_weights-175"_tf_keras_layer* -{"name": "conv4_block25_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block25_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 838}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 839}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block25_0_relu", 0, 0, {}]]], "shared_object_id": 840, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 2110}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1024]}}2 - -0root.layer_with_weights-0.layer_with_weights-176"_tf_keras_layer* {"name": "conv4_block25_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block25_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 841}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 842}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 843}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 844}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block25_1_conv", 0, 0, {}]]], "shared_object_id": 845, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2111}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-313"_tf_keras_layer*{"name": "conv4_block25_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block25_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block25_1_bn", 0, 0, {}]]], "shared_object_id": 846, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-177"_tf_keras_layer* -{"name": "conv4_block25_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block25_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 847}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 848}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block25_1_relu", 0, 0, {}]]], "shared_object_id": 849, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2112}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-315"_tf_keras_layer*{"name": "conv4_block25_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block25_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block24_concat", 0, 0, {}], ["conv4_block25_2_conv", 0, 0, {}]]], "shared_object_id": 850, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1024]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-178"_tf_keras_layer* {"name": "conv4_block26_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block26_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 851}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 852}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 853}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 854}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block25_concat", 0, 0, {}]]], "shared_object_id": 855, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1056}}, "shared_object_id": 2113}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1056]}}2 -#root.layer_with_weights-0.layer-317"_tf_keras_layer*{"name": "conv4_block26_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block26_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block26_0_bn", 0, 0, {}]]], "shared_object_id": 856, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1056]}}2 - 0root.layer_with_weights-0.layer_with_weights-179"_tf_keras_layer* -{"name": "conv4_block26_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block26_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 857}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 858}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block26_0_relu", 0, 0, {}]]], "shared_object_id": 859, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1056}}, "shared_object_id": 2114}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1056]}}2 - -0root.layer_with_weights-0.layer_with_weights-180"_tf_keras_layer* {"name": "conv4_block26_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block26_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 860}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 861}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 862}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 863}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block26_1_conv", 0, 0, {}]]], "shared_object_id": 864, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2115}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-320"_tf_keras_layer*{"name": "conv4_block26_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block26_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block26_1_bn", 0, 0, {}]]], "shared_object_id": 865, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-181"_tf_keras_layer* -{"name": "conv4_block26_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block26_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 866}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 867}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block26_1_relu", 0, 0, {}]]], "shared_object_id": 868, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2116}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-322"_tf_keras_layer*{"name": "conv4_block26_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block26_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block25_concat", 0, 0, {}], ["conv4_block26_2_conv", 0, 0, {}]]], "shared_object_id": 869, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1056]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-182"_tf_keras_layer* {"name": "conv4_block27_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block27_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 870}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 871}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 872}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 873}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block26_concat", 0, 0, {}]]], "shared_object_id": 874, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1088}}, "shared_object_id": 2117}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1088]}}2 -#root.layer_with_weights-0.layer-324"_tf_keras_layer*{"name": "conv4_block27_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block27_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block27_0_bn", 0, 0, {}]]], "shared_object_id": 875, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1088]}}2 - 0root.layer_with_weights-0.layer_with_weights-183"_tf_keras_layer* -{"name": "conv4_block27_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block27_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 876}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 877}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block27_0_relu", 0, 0, {}]]], "shared_object_id": 878, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1088}}, "shared_object_id": 2118}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1088]}}2 - -0root.layer_with_weights-0.layer_with_weights-184"_tf_keras_layer* {"name": "conv4_block27_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block27_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 879}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 880}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 881}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 882}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block27_1_conv", 0, 0, {}]]], "shared_object_id": 883, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2119}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-327"_tf_keras_layer*{"name": "conv4_block27_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block27_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block27_1_bn", 0, 0, {}]]], "shared_object_id": 884, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-185"_tf_keras_layer* -{"name": "conv4_block27_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block27_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 885}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 886}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block27_1_relu", 0, 0, {}]]], "shared_object_id": 887, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2120}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-329"_tf_keras_layer*{"name": "conv4_block27_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block27_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block26_concat", 0, 0, {}], ["conv4_block27_2_conv", 0, 0, {}]]], "shared_object_id": 888, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1088]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-186"_tf_keras_layer* {"name": "conv4_block28_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block28_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 889}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 890}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 891}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 892}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block27_concat", 0, 0, {}]]], "shared_object_id": 893, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1120}}, "shared_object_id": 2121}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1120]}}2 -#root.layer_with_weights-0.layer-331"_tf_keras_layer*{"name": "conv4_block28_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block28_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block28_0_bn", 0, 0, {}]]], "shared_object_id": 894, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1120]}}2 - 0root.layer_with_weights-0.layer_with_weights-187"_tf_keras_layer* -{"name": "conv4_block28_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block28_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 895}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 896}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block28_0_relu", 0, 0, {}]]], "shared_object_id": 897, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1120}}, "shared_object_id": 2122}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1120]}}2 - -0root.layer_with_weights-0.layer_with_weights-188"_tf_keras_layer* {"name": "conv4_block28_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block28_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 898}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 899}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 900}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 901}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block28_1_conv", 0, 0, {}]]], "shared_object_id": 902, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2123}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-334"_tf_keras_layer*{"name": "conv4_block28_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block28_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block28_1_bn", 0, 0, {}]]], "shared_object_id": 903, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-189"_tf_keras_layer* -{"name": "conv4_block28_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block28_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 904}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 905}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block28_1_relu", 0, 0, {}]]], "shared_object_id": 906, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2124}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-336"_tf_keras_layer*{"name": "conv4_block28_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block28_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block27_concat", 0, 0, {}], ["conv4_block28_2_conv", 0, 0, {}]]], "shared_object_id": 907, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1120]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-190"_tf_keras_layer* {"name": "conv4_block29_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block29_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 908}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 909}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 910}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 911}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block28_concat", 0, 0, {}]]], "shared_object_id": 912, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1152}}, "shared_object_id": 2125}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1152]}}2 -#root.layer_with_weights-0.layer-338"_tf_keras_layer*{"name": "conv4_block29_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block29_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block29_0_bn", 0, 0, {}]]], "shared_object_id": 913, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1152]}}2 - 0root.layer_with_weights-0.layer_with_weights-191"_tf_keras_layer* -{"name": "conv4_block29_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block29_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 914}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 915}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block29_0_relu", 0, 0, {}]]], "shared_object_id": 916, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1152}}, "shared_object_id": 2126}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1152]}}2 - -0root.layer_with_weights-0.layer_with_weights-192"_tf_keras_layer* {"name": "conv4_block29_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block29_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 917}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 918}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 919}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 920}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block29_1_conv", 0, 0, {}]]], "shared_object_id": 921, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2127}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-341"_tf_keras_layer*{"name": "conv4_block29_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block29_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block29_1_bn", 0, 0, {}]]], "shared_object_id": 922, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-193"_tf_keras_layer* -{"name": "conv4_block29_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block29_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 923}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 924}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block29_1_relu", 0, 0, {}]]], "shared_object_id": 925, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2128}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-343"_tf_keras_layer*{"name": "conv4_block29_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block29_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block28_concat", 0, 0, {}], ["conv4_block29_2_conv", 0, 0, {}]]], "shared_object_id": 926, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1152]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-194"_tf_keras_layer* {"name": "conv4_block30_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block30_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 927}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 928}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 929}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 930}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block29_concat", 0, 0, {}]]], "shared_object_id": 931, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1184}}, "shared_object_id": 2129}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1184]}}2 -#root.layer_with_weights-0.layer-345"_tf_keras_layer*{"name": "conv4_block30_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block30_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block30_0_bn", 0, 0, {}]]], "shared_object_id": 932, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1184]}}2 - 0root.layer_with_weights-0.layer_with_weights-195"_tf_keras_layer* -{"name": "conv4_block30_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block30_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 933}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 934}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block30_0_relu", 0, 0, {}]]], "shared_object_id": 935, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1184}}, "shared_object_id": 2130}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1184]}}2 - -0root.layer_with_weights-0.layer_with_weights-196"_tf_keras_layer* {"name": "conv4_block30_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block30_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 936}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 937}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 938}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 939}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block30_1_conv", 0, 0, {}]]], "shared_object_id": 940, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2131}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-348"_tf_keras_layer*{"name": "conv4_block30_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block30_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block30_1_bn", 0, 0, {}]]], "shared_object_id": 941, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-197"_tf_keras_layer* -{"name": "conv4_block30_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block30_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 942}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 943}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block30_1_relu", 0, 0, {}]]], "shared_object_id": 944, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2132}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-350"_tf_keras_layer*{"name": "conv4_block30_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block30_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block29_concat", 0, 0, {}], ["conv4_block30_2_conv", 0, 0, {}]]], "shared_object_id": 945, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1184]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-198"_tf_keras_layer* {"name": "conv4_block31_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block31_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 946}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 947}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 948}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 949}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block30_concat", 0, 0, {}]]], "shared_object_id": 950, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1216}}, "shared_object_id": 2133}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1216]}}2 -#root.layer_with_weights-0.layer-352"_tf_keras_layer*{"name": "conv4_block31_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block31_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block31_0_bn", 0, 0, {}]]], "shared_object_id": 951, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1216]}}2 - 0root.layer_with_weights-0.layer_with_weights-199"_tf_keras_layer* -{"name": "conv4_block31_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block31_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 952}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 953}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block31_0_relu", 0, 0, {}]]], "shared_object_id": 954, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1216}}, "shared_object_id": 2134}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1216]}}2 - -0root.layer_with_weights-0.layer_with_weights-200"_tf_keras_layer* {"name": "conv4_block31_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block31_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 955}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 956}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 957}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 958}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block31_1_conv", 0, 0, {}]]], "shared_object_id": 959, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2135}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-355"_tf_keras_layer*{"name": "conv4_block31_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block31_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block31_1_bn", 0, 0, {}]]], "shared_object_id": 960, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-201"_tf_keras_layer* -{"name": "conv4_block31_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block31_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 961}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 962}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block31_1_relu", 0, 0, {}]]], "shared_object_id": 963, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2136}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-357"_tf_keras_layer*{"name": "conv4_block31_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block31_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block30_concat", 0, 0, {}], ["conv4_block31_2_conv", 0, 0, {}]]], "shared_object_id": 964, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1216]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-202"_tf_keras_layer* {"name": "conv4_block32_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block32_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 965}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 966}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 967}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 968}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block31_concat", 0, 0, {}]]], "shared_object_id": 969, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1248}}, "shared_object_id": 2137}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1248]}}2 -#root.layer_with_weights-0.layer-359"_tf_keras_layer*{"name": "conv4_block32_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block32_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block32_0_bn", 0, 0, {}]]], "shared_object_id": 970, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1248]}}2 - 0root.layer_with_weights-0.layer_with_weights-203"_tf_keras_layer* -{"name": "conv4_block32_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block32_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 971}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 972}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block32_0_relu", 0, 0, {}]]], "shared_object_id": 973, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1248}}, "shared_object_id": 2138}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1248]}}2 - -0root.layer_with_weights-0.layer_with_weights-204"_tf_keras_layer* {"name": "conv4_block32_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block32_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 974}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 975}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 976}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 977}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block32_1_conv", 0, 0, {}]]], "shared_object_id": 978, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2139}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-362"_tf_keras_layer*{"name": "conv4_block32_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block32_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block32_1_bn", 0, 0, {}]]], "shared_object_id": 979, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-205"_tf_keras_layer* -{"name": "conv4_block32_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block32_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 980}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 981}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block32_1_relu", 0, 0, {}]]], "shared_object_id": 982, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2140}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-364"_tf_keras_layer*{"name": "conv4_block32_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block32_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block31_concat", 0, 0, {}], ["conv4_block32_2_conv", 0, 0, {}]]], "shared_object_id": 983, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1248]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-206"_tf_keras_layer* {"name": "conv4_block33_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block33_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 984}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 985}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 986}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 987}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block32_concat", 0, 0, {}]]], "shared_object_id": 988, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1280}}, "shared_object_id": 2141}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1280]}}2 -#root.layer_with_weights-0.layer-366"_tf_keras_layer*{"name": "conv4_block33_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block33_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block33_0_bn", 0, 0, {}]]], "shared_object_id": 989, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1280]}}2 - 0root.layer_with_weights-0.layer_with_weights-207"_tf_keras_layer* -{"name": "conv4_block33_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block33_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 990}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 991}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block33_0_relu", 0, 0, {}]]], "shared_object_id": 992, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1280}}, "shared_object_id": 2142}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1280]}}2 - -0root.layer_with_weights-0.layer_with_weights-208"_tf_keras_layer* {"name": "conv4_block33_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block33_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 993}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 994}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 995}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 996}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block33_1_conv", 0, 0, {}]]], "shared_object_id": 997, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2143}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-369"_tf_keras_layer*{"name": "conv4_block33_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block33_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block33_1_bn", 0, 0, {}]]], "shared_object_id": 998, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-209"_tf_keras_layer* -{"name": "conv4_block33_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block33_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 999}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1000}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block33_1_relu", 0, 0, {}]]], "shared_object_id": 1001, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2144}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-371"_tf_keras_layer*{"name": "conv4_block33_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block33_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block32_concat", 0, 0, {}], ["conv4_block33_2_conv", 0, 0, {}]]], "shared_object_id": 1002, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1280]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-210"_tf_keras_layer* {"name": "conv4_block34_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block34_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1003}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1004}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1005}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1006}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block33_concat", 0, 0, {}]]], "shared_object_id": 1007, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1312}}, "shared_object_id": 2145}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1312]}}2 -#root.layer_with_weights-0.layer-373"_tf_keras_layer*{"name": "conv4_block34_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block34_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block34_0_bn", 0, 0, {}]]], "shared_object_id": 1008, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1312]}}2 - 0root.layer_with_weights-0.layer_with_weights-211"_tf_keras_layer* -{"name": "conv4_block34_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block34_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1009}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1010}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block34_0_relu", 0, 0, {}]]], "shared_object_id": 1011, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1312}}, "shared_object_id": 2146}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1312]}}2 - -0root.layer_with_weights-0.layer_with_weights-212"_tf_keras_layer* {"name": "conv4_block34_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block34_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1012}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1013}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1014}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1015}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block34_1_conv", 0, 0, {}]]], "shared_object_id": 1016, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2147}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-376"_tf_keras_layer*{"name": "conv4_block34_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block34_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block34_1_bn", 0, 0, {}]]], "shared_object_id": 1017, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-213"_tf_keras_layer* -{"name": "conv4_block34_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block34_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1018}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1019}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block34_1_relu", 0, 0, {}]]], "shared_object_id": 1020, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2148}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-378"_tf_keras_layer*{"name": "conv4_block34_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block34_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block33_concat", 0, 0, {}], ["conv4_block34_2_conv", 0, 0, {}]]], "shared_object_id": 1021, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1312]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-214"_tf_keras_layer* {"name": "conv4_block35_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block35_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1022}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1023}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1024}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1025}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block34_concat", 0, 0, {}]]], "shared_object_id": 1026, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1344}}, "shared_object_id": 2149}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1344]}}2 -#root.layer_with_weights-0.layer-380"_tf_keras_layer*{"name": "conv4_block35_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block35_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block35_0_bn", 0, 0, {}]]], "shared_object_id": 1027, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1344]}}2 - 0root.layer_with_weights-0.layer_with_weights-215"_tf_keras_layer* -{"name": "conv4_block35_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block35_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1028}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1029}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block35_0_relu", 0, 0, {}]]], "shared_object_id": 1030, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1344}}, "shared_object_id": 2150}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1344]}}2 - -0root.layer_with_weights-0.layer_with_weights-216"_tf_keras_layer* {"name": "conv4_block35_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block35_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1031}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1032}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1033}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1034}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block35_1_conv", 0, 0, {}]]], "shared_object_id": 1035, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2151}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-383"_tf_keras_layer*{"name": "conv4_block35_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block35_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block35_1_bn", 0, 0, {}]]], "shared_object_id": 1036, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-217"_tf_keras_layer* -{"name": "conv4_block35_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block35_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1037}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1038}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block35_1_relu", 0, 0, {}]]], "shared_object_id": 1039, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2152}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-385"_tf_keras_layer*{"name": "conv4_block35_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block35_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block34_concat", 0, 0, {}], ["conv4_block35_2_conv", 0, 0, {}]]], "shared_object_id": 1040, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1344]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-218"_tf_keras_layer* {"name": "conv4_block36_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block36_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1041}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1042}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1043}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1044}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block35_concat", 0, 0, {}]]], "shared_object_id": 1045, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1376}}, "shared_object_id": 2153}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1376]}}2 -#root.layer_with_weights-0.layer-387"_tf_keras_layer*{"name": "conv4_block36_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block36_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block36_0_bn", 0, 0, {}]]], "shared_object_id": 1046, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1376]}}2 - 0root.layer_with_weights-0.layer_with_weights-219"_tf_keras_layer* -{"name": "conv4_block36_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block36_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1047}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1048}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block36_0_relu", 0, 0, {}]]], "shared_object_id": 1049, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1376}}, "shared_object_id": 2154}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1376]}}2 - -0root.layer_with_weights-0.layer_with_weights-220"_tf_keras_layer* {"name": "conv4_block36_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block36_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1050}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1051}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1052}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1053}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block36_1_conv", 0, 0, {}]]], "shared_object_id": 1054, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2155}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-390"_tf_keras_layer*{"name": "conv4_block36_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block36_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block36_1_bn", 0, 0, {}]]], "shared_object_id": 1055, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-221"_tf_keras_layer* -{"name": "conv4_block36_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block36_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1056}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1057}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block36_1_relu", 0, 0, {}]]], "shared_object_id": 1058, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2156}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-392"_tf_keras_layer*{"name": "conv4_block36_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block36_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block35_concat", 0, 0, {}], ["conv4_block36_2_conv", 0, 0, {}]]], "shared_object_id": 1059, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1376]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-222"_tf_keras_layer* {"name": "conv4_block37_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block37_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1060}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1061}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1062}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1063}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block36_concat", 0, 0, {}]]], "shared_object_id": 1064, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1408}}, "shared_object_id": 2157}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1408]}}2 -#root.layer_with_weights-0.layer-394"_tf_keras_layer*{"name": "conv4_block37_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block37_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block37_0_bn", 0, 0, {}]]], "shared_object_id": 1065, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1408]}}2 - 0root.layer_with_weights-0.layer_with_weights-223"_tf_keras_layer* -{"name": "conv4_block37_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block37_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1066}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1067}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block37_0_relu", 0, 0, {}]]], "shared_object_id": 1068, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1408}}, "shared_object_id": 2158}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1408]}}2 - -0root.layer_with_weights-0.layer_with_weights-224"_tf_keras_layer* {"name": "conv4_block37_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block37_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1069}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1070}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1071}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1072}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block37_1_conv", 0, 0, {}]]], "shared_object_id": 1073, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2159}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-397"_tf_keras_layer*{"name": "conv4_block37_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block37_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block37_1_bn", 0, 0, {}]]], "shared_object_id": 1074, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-225"_tf_keras_layer* -{"name": "conv4_block37_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block37_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1075}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1076}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block37_1_relu", 0, 0, {}]]], "shared_object_id": 1077, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2160}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-399"_tf_keras_layer*{"name": "conv4_block37_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block37_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block36_concat", 0, 0, {}], ["conv4_block37_2_conv", 0, 0, {}]]], "shared_object_id": 1078, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1408]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-226"_tf_keras_layer* {"name": "conv4_block38_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block38_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1079}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1080}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1081}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1082}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block37_concat", 0, 0, {}]]], "shared_object_id": 1083, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1440}}, "shared_object_id": 2161}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1440]}}2 -#root.layer_with_weights-0.layer-401"_tf_keras_layer*{"name": "conv4_block38_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block38_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block38_0_bn", 0, 0, {}]]], "shared_object_id": 1084, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1440]}}2 - 0root.layer_with_weights-0.layer_with_weights-227"_tf_keras_layer* -{"name": "conv4_block38_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block38_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1085}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1086}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block38_0_relu", 0, 0, {}]]], "shared_object_id": 1087, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1440}}, "shared_object_id": 2162}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1440]}}2 - -0root.layer_with_weights-0.layer_with_weights-228"_tf_keras_layer* {"name": "conv4_block38_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block38_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1088}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1089}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1090}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1091}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block38_1_conv", 0, 0, {}]]], "shared_object_id": 1092, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2163}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-404"_tf_keras_layer*{"name": "conv4_block38_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block38_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block38_1_bn", 0, 0, {}]]], "shared_object_id": 1093, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-229"_tf_keras_layer* -{"name": "conv4_block38_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block38_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1094}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1095}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block38_1_relu", 0, 0, {}]]], "shared_object_id": 1096, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2164}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-406"_tf_keras_layer*{"name": "conv4_block38_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block38_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block37_concat", 0, 0, {}], ["conv4_block38_2_conv", 0, 0, {}]]], "shared_object_id": 1097, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1440]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-230"_tf_keras_layer* {"name": "conv4_block39_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block39_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1098}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1099}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1100}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1101}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block38_concat", 0, 0, {}]]], "shared_object_id": 1102, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1472}}, "shared_object_id": 2165}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1472]}}2 -#root.layer_with_weights-0.layer-408"_tf_keras_layer*{"name": "conv4_block39_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block39_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block39_0_bn", 0, 0, {}]]], "shared_object_id": 1103, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1472]}}2 - 0root.layer_with_weights-0.layer_with_weights-231"_tf_keras_layer* -{"name": "conv4_block39_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block39_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1104}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1105}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block39_0_relu", 0, 0, {}]]], "shared_object_id": 1106, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1472}}, "shared_object_id": 2166}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1472]}}2 - -0root.layer_with_weights-0.layer_with_weights-232"_tf_keras_layer* {"name": "conv4_block39_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block39_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1107}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1108}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1109}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1110}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block39_1_conv", 0, 0, {}]]], "shared_object_id": 1111, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2167}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-411"_tf_keras_layer*{"name": "conv4_block39_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block39_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block39_1_bn", 0, 0, {}]]], "shared_object_id": 1112, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-233"_tf_keras_layer* -{"name": "conv4_block39_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block39_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1113}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1114}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block39_1_relu", 0, 0, {}]]], "shared_object_id": 1115, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2168}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-413"_tf_keras_layer*{"name": "conv4_block39_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block39_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block38_concat", 0, 0, {}], ["conv4_block39_2_conv", 0, 0, {}]]], "shared_object_id": 1116, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1472]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-234"_tf_keras_layer* {"name": "conv4_block40_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block40_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1117}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1118}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1119}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1120}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block39_concat", 0, 0, {}]]], "shared_object_id": 1121, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1504}}, "shared_object_id": 2169}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1504]}}2 -#root.layer_with_weights-0.layer-415"_tf_keras_layer*{"name": "conv4_block40_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block40_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block40_0_bn", 0, 0, {}]]], "shared_object_id": 1122, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1504]}}2 - 0root.layer_with_weights-0.layer_with_weights-235"_tf_keras_layer* -{"name": "conv4_block40_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block40_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1123}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1124}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block40_0_relu", 0, 0, {}]]], "shared_object_id": 1125, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1504}}, "shared_object_id": 2170}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1504]}}2 - -0root.layer_with_weights-0.layer_with_weights-236"_tf_keras_layer* {"name": "conv4_block40_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block40_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1126}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1127}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1128}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1129}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block40_1_conv", 0, 0, {}]]], "shared_object_id": 1130, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2171}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-418"_tf_keras_layer*{"name": "conv4_block40_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block40_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block40_1_bn", 0, 0, {}]]], "shared_object_id": 1131, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-237"_tf_keras_layer* -{"name": "conv4_block40_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block40_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1132}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1133}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block40_1_relu", 0, 0, {}]]], "shared_object_id": 1134, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2172}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-420"_tf_keras_layer*{"name": "conv4_block40_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block40_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block39_concat", 0, 0, {}], ["conv4_block40_2_conv", 0, 0, {}]]], "shared_object_id": 1135, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1504]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-238"_tf_keras_layer* {"name": "conv4_block41_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block41_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1136}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1137}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1138}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1139}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block40_concat", 0, 0, {}]]], "shared_object_id": 1140, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1536}}, "shared_object_id": 2173}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1536]}}2 -#root.layer_with_weights-0.layer-422"_tf_keras_layer*{"name": "conv4_block41_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block41_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block41_0_bn", 0, 0, {}]]], "shared_object_id": 1141, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1536]}}2 - 0root.layer_with_weights-0.layer_with_weights-239"_tf_keras_layer* -{"name": "conv4_block41_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block41_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1142}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1143}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block41_0_relu", 0, 0, {}]]], "shared_object_id": 1144, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1536}}, "shared_object_id": 2174}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1536]}}2 - -0root.layer_with_weights-0.layer_with_weights-240"_tf_keras_layer* {"name": "conv4_block41_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block41_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1145}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1146}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1147}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1148}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block41_1_conv", 0, 0, {}]]], "shared_object_id": 1149, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2175}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-425"_tf_keras_layer*{"name": "conv4_block41_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block41_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block41_1_bn", 0, 0, {}]]], "shared_object_id": 1150, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-241"_tf_keras_layer* -{"name": "conv4_block41_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block41_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1151}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1152}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block41_1_relu", 0, 0, {}]]], "shared_object_id": 1153, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2176}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-427"_tf_keras_layer*{"name": "conv4_block41_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block41_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block40_concat", 0, 0, {}], ["conv4_block41_2_conv", 0, 0, {}]]], "shared_object_id": 1154, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1536]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-242"_tf_keras_layer* {"name": "conv4_block42_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block42_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1155}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1156}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1157}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1158}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block41_concat", 0, 0, {}]]], "shared_object_id": 1159, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1568}}, "shared_object_id": 2177}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1568]}}2 -#root.layer_with_weights-0.layer-429"_tf_keras_layer*{"name": "conv4_block42_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block42_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block42_0_bn", 0, 0, {}]]], "shared_object_id": 1160, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1568]}}2 - 0root.layer_with_weights-0.layer_with_weights-243"_tf_keras_layer* -{"name": "conv4_block42_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block42_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1161}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1162}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block42_0_relu", 0, 0, {}]]], "shared_object_id": 1163, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1568}}, "shared_object_id": 2178}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1568]}}2 - -0root.layer_with_weights-0.layer_with_weights-244"_tf_keras_layer* {"name": "conv4_block42_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block42_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1164}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1165}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1166}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1167}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block42_1_conv", 0, 0, {}]]], "shared_object_id": 1168, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2179}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-432"_tf_keras_layer*{"name": "conv4_block42_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block42_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block42_1_bn", 0, 0, {}]]], "shared_object_id": 1169, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-245"_tf_keras_layer* -{"name": "conv4_block42_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block42_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1170}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1171}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block42_1_relu", 0, 0, {}]]], "shared_object_id": 1172, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2180}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-434"_tf_keras_layer*{"name": "conv4_block42_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block42_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block41_concat", 0, 0, {}], ["conv4_block42_2_conv", 0, 0, {}]]], "shared_object_id": 1173, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1568]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-246"_tf_keras_layer* {"name": "conv4_block43_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block43_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1174}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1175}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1176}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1177}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block42_concat", 0, 0, {}]]], "shared_object_id": 1178, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1600}}, "shared_object_id": 2181}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1600]}}2 -#root.layer_with_weights-0.layer-436"_tf_keras_layer*{"name": "conv4_block43_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block43_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block43_0_bn", 0, 0, {}]]], "shared_object_id": 1179, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1600]}}2 - 0root.layer_with_weights-0.layer_with_weights-247"_tf_keras_layer* -{"name": "conv4_block43_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block43_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1180}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1181}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block43_0_relu", 0, 0, {}]]], "shared_object_id": 1182, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1600}}, "shared_object_id": 2182}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1600]}}2 - -0root.layer_with_weights-0.layer_with_weights-248"_tf_keras_layer* {"name": "conv4_block43_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block43_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1183}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1184}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1185}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1186}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block43_1_conv", 0, 0, {}]]], "shared_object_id": 1187, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2183}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-439"_tf_keras_layer*{"name": "conv4_block43_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block43_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block43_1_bn", 0, 0, {}]]], "shared_object_id": 1188, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-249"_tf_keras_layer* -{"name": "conv4_block43_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block43_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1189}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1190}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block43_1_relu", 0, 0, {}]]], "shared_object_id": 1191, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2184}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-441"_tf_keras_layer*{"name": "conv4_block43_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block43_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block42_concat", 0, 0, {}], ["conv4_block43_2_conv", 0, 0, {}]]], "shared_object_id": 1192, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1600]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-250"_tf_keras_layer* {"name": "conv4_block44_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block44_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1193}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1194}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1195}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1196}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block43_concat", 0, 0, {}]]], "shared_object_id": 1197, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1632}}, "shared_object_id": 2185}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1632]}}2 -#root.layer_with_weights-0.layer-443"_tf_keras_layer*{"name": "conv4_block44_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block44_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block44_0_bn", 0, 0, {}]]], "shared_object_id": 1198, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1632]}}2 - 0root.layer_with_weights-0.layer_with_weights-251"_tf_keras_layer* -{"name": "conv4_block44_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block44_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1199}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1200}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block44_0_relu", 0, 0, {}]]], "shared_object_id": 1201, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1632}}, "shared_object_id": 2186}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1632]}}2 - -0root.layer_with_weights-0.layer_with_weights-252"_tf_keras_layer* {"name": "conv4_block44_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block44_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1202}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1203}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1204}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1205}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block44_1_conv", 0, 0, {}]]], "shared_object_id": 1206, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2187}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-446"_tf_keras_layer*{"name": "conv4_block44_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block44_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block44_1_bn", 0, 0, {}]]], "shared_object_id": 1207, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-253"_tf_keras_layer* -{"name": "conv4_block44_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block44_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1208}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1209}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block44_1_relu", 0, 0, {}]]], "shared_object_id": 1210, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2188}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-448"_tf_keras_layer*{"name": "conv4_block44_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block44_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block43_concat", 0, 0, {}], ["conv4_block44_2_conv", 0, 0, {}]]], "shared_object_id": 1211, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1632]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-254"_tf_keras_layer* {"name": "conv4_block45_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block45_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1212}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1213}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1214}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1215}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block44_concat", 0, 0, {}]]], "shared_object_id": 1216, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1664}}, "shared_object_id": 2189}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1664]}}2 -#root.layer_with_weights-0.layer-450"_tf_keras_layer*{"name": "conv4_block45_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block45_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block45_0_bn", 0, 0, {}]]], "shared_object_id": 1217, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1664]}}2 - 0root.layer_with_weights-0.layer_with_weights-255"_tf_keras_layer* -{"name": "conv4_block45_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block45_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1218}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1219}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block45_0_relu", 0, 0, {}]]], "shared_object_id": 1220, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1664}}, "shared_object_id": 2190}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1664]}}2 - -0root.layer_with_weights-0.layer_with_weights-256"_tf_keras_layer* {"name": "conv4_block45_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block45_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1221}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1222}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1223}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1224}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block45_1_conv", 0, 0, {}]]], "shared_object_id": 1225, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2191}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-453"_tf_keras_layer*{"name": "conv4_block45_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block45_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block45_1_bn", 0, 0, {}]]], "shared_object_id": 1226, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-257"_tf_keras_layer* -{"name": "conv4_block45_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block45_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1227}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1228}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block45_1_relu", 0, 0, {}]]], "shared_object_id": 1229, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2192}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-455"_tf_keras_layer*{"name": "conv4_block45_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block45_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block44_concat", 0, 0, {}], ["conv4_block45_2_conv", 0, 0, {}]]], "shared_object_id": 1230, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1664]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-258"_tf_keras_layer* {"name": "conv4_block46_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block46_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1231}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1232}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1233}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1234}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block45_concat", 0, 0, {}]]], "shared_object_id": 1235, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1696}}, "shared_object_id": 2193}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1696]}}2 -#root.layer_with_weights-0.layer-457"_tf_keras_layer*{"name": "conv4_block46_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block46_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block46_0_bn", 0, 0, {}]]], "shared_object_id": 1236, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1696]}}2 - 0root.layer_with_weights-0.layer_with_weights-259"_tf_keras_layer* -{"name": "conv4_block46_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block46_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1237}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1238}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block46_0_relu", 0, 0, {}]]], "shared_object_id": 1239, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1696}}, "shared_object_id": 2194}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1696]}}2 - -0root.layer_with_weights-0.layer_with_weights-260"_tf_keras_layer* {"name": "conv4_block46_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block46_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1240}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1241}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1242}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1243}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block46_1_conv", 0, 0, {}]]], "shared_object_id": 1244, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2195}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-460"_tf_keras_layer*{"name": "conv4_block46_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block46_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block46_1_bn", 0, 0, {}]]], "shared_object_id": 1245, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-261"_tf_keras_layer* -{"name": "conv4_block46_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block46_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1246}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1247}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block46_1_relu", 0, 0, {}]]], "shared_object_id": 1248, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2196}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-462"_tf_keras_layer*{"name": "conv4_block46_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block46_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block45_concat", 0, 0, {}], ["conv4_block46_2_conv", 0, 0, {}]]], "shared_object_id": 1249, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1696]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-262"_tf_keras_layer* {"name": "conv4_block47_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block47_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1250}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1251}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1252}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1253}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block46_concat", 0, 0, {}]]], "shared_object_id": 1254, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1728}}, "shared_object_id": 2197}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1728]}}2 -#root.layer_with_weights-0.layer-464"_tf_keras_layer*{"name": "conv4_block47_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block47_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block47_0_bn", 0, 0, {}]]], "shared_object_id": 1255, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1728]}}2 - 0root.layer_with_weights-0.layer_with_weights-263"_tf_keras_layer* -{"name": "conv4_block47_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block47_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1256}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1257}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block47_0_relu", 0, 0, {}]]], "shared_object_id": 1258, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1728}}, "shared_object_id": 2198}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1728]}}2 - -0root.layer_with_weights-0.layer_with_weights-264"_tf_keras_layer* {"name": "conv4_block47_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block47_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1259}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1260}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1261}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1262}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block47_1_conv", 0, 0, {}]]], "shared_object_id": 1263, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2199}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-467"_tf_keras_layer*{"name": "conv4_block47_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block47_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block47_1_bn", 0, 0, {}]]], "shared_object_id": 1264, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-265"_tf_keras_layer* -{"name": "conv4_block47_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block47_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1265}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1266}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block47_1_relu", 0, 0, {}]]], "shared_object_id": 1267, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2200}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-469"_tf_keras_layer*{"name": "conv4_block47_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block47_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block46_concat", 0, 0, {}], ["conv4_block47_2_conv", 0, 0, {}]]], "shared_object_id": 1268, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1728]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-266"_tf_keras_layer* {"name": "conv4_block48_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block48_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1269}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1270}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1271}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1272}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block47_concat", 0, 0, {}]]], "shared_object_id": 1273, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1760}}, "shared_object_id": 2201}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1760]}}2 -#root.layer_with_weights-0.layer-471"_tf_keras_layer*{"name": "conv4_block48_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block48_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block48_0_bn", 0, 0, {}]]], "shared_object_id": 1274, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1760]}}2 - 0root.layer_with_weights-0.layer_with_weights-267"_tf_keras_layer* -{"name": "conv4_block48_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block48_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1275}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1276}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block48_0_relu", 0, 0, {}]]], "shared_object_id": 1277, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1760}}, "shared_object_id": 2202}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1760]}}2 - -0root.layer_with_weights-0.layer_with_weights-268"_tf_keras_layer* {"name": "conv4_block48_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv4_block48_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1278}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1279}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1280}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1281}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block48_1_conv", 0, 0, {}]]], "shared_object_id": 1282, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2203}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-474"_tf_keras_layer*{"name": "conv4_block48_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv4_block48_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv4_block48_1_bn", 0, 0, {}]]], "shared_object_id": 1283, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-269"_tf_keras_layer* -{"name": "conv4_block48_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv4_block48_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1284}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1285}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv4_block48_1_relu", 0, 0, {}]]], "shared_object_id": 1286, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2204}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2 -#root.layer_with_weights-0.layer-476"_tf_keras_layer*{"name": "conv4_block48_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv4_block48_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv4_block47_concat", 0, 0, {}], ["conv4_block48_2_conv", 0, 0, {}]]], "shared_object_id": 1287, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 1760]}, {"class_name": "TensorShape", "items": [null, 14, 14, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-270"_tf_keras_layer* {"name": "pool4_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "pool4_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1288}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1289}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1290}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1291}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv4_block48_concat", 0, 0, {}]]], "shared_object_id": 1292, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1792}}, "shared_object_id": 2205}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1792]}}2 -#root.layer_with_weights-0.layer-478"_tf_keras_layer*{"name": "pool4_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "pool4_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["pool4_bn", 0, 0, {}]]], "shared_object_id": 1293, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1792]}}2 - -0root.layer_with_weights-0.layer_with_weights-271"_tf_keras_layer* -{"name": "pool4_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "pool4_conv", "trainable": true, "dtype": "float32", "filters": 896, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1294}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1295}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["pool4_relu", 0, 0, {}]]], "shared_object_id": 1296, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1792}}, "shared_object_id": 2206}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 1792]}}2 -#root.layer_with_weights-0.layer-480"_tf_keras_layer*{"name": "pool4_pool", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "AveragePooling2D", "config": {"name": "pool4_pool", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["pool4_conv", 0, 0, {}]]], "shared_object_id": 1297, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 2207}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 896]}}2 - -0root.layer_with_weights-0.layer_with_weights-272"_tf_keras_layer* {"name": "conv5_block1_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block1_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1298}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1299}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1300}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1301}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["pool4_pool", 0, 0, {}]]], "shared_object_id": 1302, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 896}}, "shared_object_id": 2208}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 896]}}2 -#root.layer_with_weights-0.layer-482"_tf_keras_layer*{"name": "conv5_block1_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block1_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block1_0_bn", 0, 0, {}]]], "shared_object_id": 1303, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 896]}}2 - -0root.layer_with_weights-0.layer_with_weights-273"_tf_keras_layer* -{"name": "conv5_block1_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block1_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1304}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1305}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block1_0_relu", 0, 0, {}]]], "shared_object_id": 1306, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 896}}, "shared_object_id": 2209}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 896]}}2 - -0root.layer_with_weights-0.layer_with_weights-274"_tf_keras_layer* {"name": "conv5_block1_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block1_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1307}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1308}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1309}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1310}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block1_1_conv", 0, 0, {}]]], "shared_object_id": 1311, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2210}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-485"_tf_keras_layer*{"name": "conv5_block1_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block1_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block1_1_bn", 0, 0, {}]]], "shared_object_id": 1312, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-275"_tf_keras_layer* -{"name": "conv5_block1_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block1_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1313}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1314}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block1_1_relu", 0, 0, {}]]], "shared_object_id": 1315, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2211}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-487"_tf_keras_layer*{"name": "conv5_block1_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block1_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["pool4_pool", 0, 0, {}], ["conv5_block1_2_conv", 0, 0, {}]]], "shared_object_id": 1316, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 896]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-276"_tf_keras_layer* {"name": "conv5_block2_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block2_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1317}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1318}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1319}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1320}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block1_concat", 0, 0, {}]]], "shared_object_id": 1321, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 928}}, "shared_object_id": 2212}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 928]}}2 -#root.layer_with_weights-0.layer-489"_tf_keras_layer*{"name": "conv5_block2_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block2_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block2_0_bn", 0, 0, {}]]], "shared_object_id": 1322, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 928]}}2 - -0root.layer_with_weights-0.layer_with_weights-277"_tf_keras_layer* -{"name": "conv5_block2_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block2_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1323}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1324}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block2_0_relu", 0, 0, {}]]], "shared_object_id": 1325, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 928}}, "shared_object_id": 2213}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 928]}}2 - -0root.layer_with_weights-0.layer_with_weights-278"_tf_keras_layer* {"name": "conv5_block2_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block2_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1326}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1327}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1328}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1329}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block2_1_conv", 0, 0, {}]]], "shared_object_id": 1330, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2214}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-492"_tf_keras_layer*{"name": "conv5_block2_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block2_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block2_1_bn", 0, 0, {}]]], "shared_object_id": 1331, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-279"_tf_keras_layer* -{"name": "conv5_block2_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block2_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1332}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1333}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block2_1_relu", 0, 0, {}]]], "shared_object_id": 1334, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2215}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-494"_tf_keras_layer*{"name": "conv5_block2_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block2_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block1_concat", 0, 0, {}], ["conv5_block2_2_conv", 0, 0, {}]]], "shared_object_id": 1335, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 928]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-280"_tf_keras_layer* {"name": "conv5_block3_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block3_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1336}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1337}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1338}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1339}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block2_concat", 0, 0, {}]]], "shared_object_id": 1340, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 960}}, "shared_object_id": 2216}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 960]}}2 -#root.layer_with_weights-0.layer-496"_tf_keras_layer*{"name": "conv5_block3_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block3_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block3_0_bn", 0, 0, {}]]], "shared_object_id": 1341, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 960]}}2 - -0root.layer_with_weights-0.layer_with_weights-281"_tf_keras_layer* -{"name": "conv5_block3_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block3_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1342}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1343}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block3_0_relu", 0, 0, {}]]], "shared_object_id": 1344, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 960}}, "shared_object_id": 2217}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 960]}}2 - -0root.layer_with_weights-0.layer_with_weights-282"_tf_keras_layer* {"name": "conv5_block3_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block3_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1345}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1346}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1347}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1348}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block3_1_conv", 0, 0, {}]]], "shared_object_id": 1349, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2218}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-499"_tf_keras_layer*{"name": "conv5_block3_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block3_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block3_1_bn", 0, 0, {}]]], "shared_object_id": 1350, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-283"_tf_keras_layer* -{"name": "conv5_block3_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block3_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1351}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1352}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block3_1_relu", 0, 0, {}]]], "shared_object_id": 1353, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2219}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-501"_tf_keras_layer*{"name": "conv5_block3_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block3_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block2_concat", 0, 0, {}], ["conv5_block3_2_conv", 0, 0, {}]]], "shared_object_id": 1354, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 960]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-284"_tf_keras_layer* {"name": "conv5_block4_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block4_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1355}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1356}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1357}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1358}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block3_concat", 0, 0, {}]]], "shared_object_id": 1359, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 992}}, "shared_object_id": 2220}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 992]}}2 -#root.layer_with_weights-0.layer-503"_tf_keras_layer*{"name": "conv5_block4_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block4_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block4_0_bn", 0, 0, {}]]], "shared_object_id": 1360, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 992]}}2 - -0root.layer_with_weights-0.layer_with_weights-285"_tf_keras_layer* -{"name": "conv5_block4_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block4_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1361}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1362}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block4_0_relu", 0, 0, {}]]], "shared_object_id": 1363, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 992}}, "shared_object_id": 2221}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 992]}}2 - -0root.layer_with_weights-0.layer_with_weights-286"_tf_keras_layer* {"name": "conv5_block4_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block4_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1364}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1365}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1366}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1367}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block4_1_conv", 0, 0, {}]]], "shared_object_id": 1368, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2222}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-506"_tf_keras_layer*{"name": "conv5_block4_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block4_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block4_1_bn", 0, 0, {}]]], "shared_object_id": 1369, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-287"_tf_keras_layer* -{"name": "conv5_block4_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block4_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1370}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1371}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block4_1_relu", 0, 0, {}]]], "shared_object_id": 1372, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2223}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-508"_tf_keras_layer*{"name": "conv5_block4_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block4_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block3_concat", 0, 0, {}], ["conv5_block4_2_conv", 0, 0, {}]]], "shared_object_id": 1373, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 992]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-288"_tf_keras_layer* {"name": "conv5_block5_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block5_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1374}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1375}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1376}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1377}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block4_concat", 0, 0, {}]]], "shared_object_id": 1378, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 2224}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1024]}}2 -#root.layer_with_weights-0.layer-510"_tf_keras_layer*{"name": "conv5_block5_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block5_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block5_0_bn", 0, 0, {}]]], "shared_object_id": 1379, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1024]}}2 - -0root.layer_with_weights-0.layer_with_weights-289"_tf_keras_layer* -{"name": "conv5_block5_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block5_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1380}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1381}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block5_0_relu", 0, 0, {}]]], "shared_object_id": 1382, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 2225}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1024]}}2 - -0root.layer_with_weights-0.layer_with_weights-290"_tf_keras_layer* {"name": "conv5_block5_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block5_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1383}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1384}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1385}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1386}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block5_1_conv", 0, 0, {}]]], "shared_object_id": 1387, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2226}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-513"_tf_keras_layer*{"name": "conv5_block5_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block5_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block5_1_bn", 0, 0, {}]]], "shared_object_id": 1388, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-291"_tf_keras_layer* -{"name": "conv5_block5_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block5_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1389}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1390}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block5_1_relu", 0, 0, {}]]], "shared_object_id": 1391, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2227}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-515"_tf_keras_layer*{"name": "conv5_block5_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block5_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block4_concat", 0, 0, {}], ["conv5_block5_2_conv", 0, 0, {}]]], "shared_object_id": 1392, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1024]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-292"_tf_keras_layer* {"name": "conv5_block6_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block6_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1393}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1394}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1395}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1396}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block5_concat", 0, 0, {}]]], "shared_object_id": 1397, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1056}}, "shared_object_id": 2228}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1056]}}2 -#root.layer_with_weights-0.layer-517"_tf_keras_layer*{"name": "conv5_block6_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block6_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block6_0_bn", 0, 0, {}]]], "shared_object_id": 1398, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1056]}}2 - -0root.layer_with_weights-0.layer_with_weights-293"_tf_keras_layer* -{"name": "conv5_block6_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block6_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1399}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1400}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block6_0_relu", 0, 0, {}]]], "shared_object_id": 1401, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1056}}, "shared_object_id": 2229}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1056]}}2 - -0root.layer_with_weights-0.layer_with_weights-294"_tf_keras_layer* {"name": "conv5_block6_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block6_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1402}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1403}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1404}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1405}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block6_1_conv", 0, 0, {}]]], "shared_object_id": 1406, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2230}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-520"_tf_keras_layer*{"name": "conv5_block6_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block6_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block6_1_bn", 0, 0, {}]]], "shared_object_id": 1407, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-295"_tf_keras_layer* -{"name": "conv5_block6_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block6_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1408}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1409}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block6_1_relu", 0, 0, {}]]], "shared_object_id": 1410, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2231}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-522"_tf_keras_layer*{"name": "conv5_block6_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block6_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block5_concat", 0, 0, {}], ["conv5_block6_2_conv", 0, 0, {}]]], "shared_object_id": 1411, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1056]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-296"_tf_keras_layer* {"name": "conv5_block7_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block7_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1412}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1413}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1414}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1415}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block6_concat", 0, 0, {}]]], "shared_object_id": 1416, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1088}}, "shared_object_id": 2232}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1088]}}2 -#root.layer_with_weights-0.layer-524"_tf_keras_layer*{"name": "conv5_block7_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block7_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block7_0_bn", 0, 0, {}]]], "shared_object_id": 1417, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1088]}}2 - -0root.layer_with_weights-0.layer_with_weights-297"_tf_keras_layer* -{"name": "conv5_block7_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block7_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1418}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1419}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block7_0_relu", 0, 0, {}]]], "shared_object_id": 1420, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1088}}, "shared_object_id": 2233}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1088]}}2 - -0root.layer_with_weights-0.layer_with_weights-298"_tf_keras_layer* {"name": "conv5_block7_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block7_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1421}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1422}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1423}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1424}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block7_1_conv", 0, 0, {}]]], "shared_object_id": 1425, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2234}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-527"_tf_keras_layer*{"name": "conv5_block7_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block7_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block7_1_bn", 0, 0, {}]]], "shared_object_id": 1426, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-299"_tf_keras_layer* -{"name": "conv5_block7_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block7_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1427}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1428}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block7_1_relu", 0, 0, {}]]], "shared_object_id": 1429, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2235}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-529"_tf_keras_layer*{"name": "conv5_block7_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block7_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block6_concat", 0, 0, {}], ["conv5_block7_2_conv", 0, 0, {}]]], "shared_object_id": 1430, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1088]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-300"_tf_keras_layer* {"name": "conv5_block8_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block8_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1431}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1432}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1433}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1434}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block7_concat", 0, 0, {}]]], "shared_object_id": 1435, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1120}}, "shared_object_id": 2236}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1120]}}2 -#root.layer_with_weights-0.layer-531"_tf_keras_layer*{"name": "conv5_block8_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block8_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block8_0_bn", 0, 0, {}]]], "shared_object_id": 1436, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1120]}}2 - -0root.layer_with_weights-0.layer_with_weights-301"_tf_keras_layer* -{"name": "conv5_block8_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block8_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1437}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1438}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block8_0_relu", 0, 0, {}]]], "shared_object_id": 1439, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1120}}, "shared_object_id": 2237}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1120]}}2 - -0root.layer_with_weights-0.layer_with_weights-302"_tf_keras_layer* {"name": "conv5_block8_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block8_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1440}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1441}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1442}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1443}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block8_1_conv", 0, 0, {}]]], "shared_object_id": 1444, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2238}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-534"_tf_keras_layer*{"name": "conv5_block8_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block8_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block8_1_bn", 0, 0, {}]]], "shared_object_id": 1445, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-303"_tf_keras_layer* -{"name": "conv5_block8_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block8_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1446}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1447}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block8_1_relu", 0, 0, {}]]], "shared_object_id": 1448, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2239}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-536"_tf_keras_layer*{"name": "conv5_block8_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block8_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block7_concat", 0, 0, {}], ["conv5_block8_2_conv", 0, 0, {}]]], "shared_object_id": 1449, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1120]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-304"_tf_keras_layer* {"name": "conv5_block9_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block9_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1450}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1451}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1452}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1453}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block8_concat", 0, 0, {}]]], "shared_object_id": 1454, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1152}}, "shared_object_id": 2240}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1152]}}2 -#root.layer_with_weights-0.layer-538"_tf_keras_layer*{"name": "conv5_block9_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block9_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block9_0_bn", 0, 0, {}]]], "shared_object_id": 1455, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1152]}}2 - -0root.layer_with_weights-0.layer_with_weights-305"_tf_keras_layer* -{"name": "conv5_block9_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block9_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1456}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1457}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block9_0_relu", 0, 0, {}]]], "shared_object_id": 1458, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1152}}, "shared_object_id": 2241}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1152]}}2 - -0root.layer_with_weights-0.layer_with_weights-306"_tf_keras_layer* {"name": "conv5_block9_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block9_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1459}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1460}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1461}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1462}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block9_1_conv", 0, 0, {}]]], "shared_object_id": 1463, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2242}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-541"_tf_keras_layer*{"name": "conv5_block9_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block9_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block9_1_bn", 0, 0, {}]]], "shared_object_id": 1464, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-307"_tf_keras_layer* -{"name": "conv5_block9_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block9_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1465}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1466}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block9_1_relu", 0, 0, {}]]], "shared_object_id": 1467, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2243}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-543"_tf_keras_layer*{"name": "conv5_block9_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block9_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block8_concat", 0, 0, {}], ["conv5_block9_2_conv", 0, 0, {}]]], "shared_object_id": 1468, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1152]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-308"_tf_keras_layer* {"name": "conv5_block10_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block10_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1469}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1470}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1471}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1472}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block9_concat", 0, 0, {}]]], "shared_object_id": 1473, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1184}}, "shared_object_id": 2244}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1184]}}2 -#root.layer_with_weights-0.layer-545"_tf_keras_layer*{"name": "conv5_block10_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block10_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block10_0_bn", 0, 0, {}]]], "shared_object_id": 1474, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1184]}}2 - 0root.layer_with_weights-0.layer_with_weights-309"_tf_keras_layer* -{"name": "conv5_block10_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block10_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1475}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1476}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block10_0_relu", 0, 0, {}]]], "shared_object_id": 1477, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1184}}, "shared_object_id": 2245}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1184]}}2 - -0root.layer_with_weights-0.layer_with_weights-310"_tf_keras_layer* {"name": "conv5_block10_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block10_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1478}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1479}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1480}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1481}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block10_1_conv", 0, 0, {}]]], "shared_object_id": 1482, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2246}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-548"_tf_keras_layer*{"name": "conv5_block10_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block10_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block10_1_bn", 0, 0, {}]]], "shared_object_id": 1483, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-311"_tf_keras_layer* -{"name": "conv5_block10_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block10_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1484}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1485}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block10_1_relu", 0, 0, {}]]], "shared_object_id": 1486, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2247}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-550"_tf_keras_layer*{"name": "conv5_block10_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block10_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block9_concat", 0, 0, {}], ["conv5_block10_2_conv", 0, 0, {}]]], "shared_object_id": 1487, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1184]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-312"_tf_keras_layer* {"name": "conv5_block11_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block11_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1488}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1489}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1490}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1491}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block10_concat", 0, 0, {}]]], "shared_object_id": 1492, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1216}}, "shared_object_id": 2248}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1216]}}2 -#root.layer_with_weights-0.layer-552"_tf_keras_layer*{"name": "conv5_block11_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block11_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block11_0_bn", 0, 0, {}]]], "shared_object_id": 1493, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1216]}}2 - 0root.layer_with_weights-0.layer_with_weights-313"_tf_keras_layer* -{"name": "conv5_block11_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block11_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1494}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1495}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block11_0_relu", 0, 0, {}]]], "shared_object_id": 1496, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1216}}, "shared_object_id": 2249}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1216]}}2 - -0root.layer_with_weights-0.layer_with_weights-314"_tf_keras_layer* {"name": "conv5_block11_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block11_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1497}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1498}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1499}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1500}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block11_1_conv", 0, 0, {}]]], "shared_object_id": 1501, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2250}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-555"_tf_keras_layer*{"name": "conv5_block11_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block11_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block11_1_bn", 0, 0, {}]]], "shared_object_id": 1502, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-315"_tf_keras_layer* -{"name": "conv5_block11_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block11_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1503}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1504}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block11_1_relu", 0, 0, {}]]], "shared_object_id": 1505, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2251}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-557"_tf_keras_layer*{"name": "conv5_block11_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block11_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block10_concat", 0, 0, {}], ["conv5_block11_2_conv", 0, 0, {}]]], "shared_object_id": 1506, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1216]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-316"_tf_keras_layer* {"name": "conv5_block12_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block12_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1507}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1508}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1509}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1510}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block11_concat", 0, 0, {}]]], "shared_object_id": 1511, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1248}}, "shared_object_id": 2252}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1248]}}2 -#root.layer_with_weights-0.layer-559"_tf_keras_layer*{"name": "conv5_block12_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block12_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block12_0_bn", 0, 0, {}]]], "shared_object_id": 1512, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1248]}}2 - 0root.layer_with_weights-0.layer_with_weights-317"_tf_keras_layer* -{"name": "conv5_block12_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block12_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1513}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1514}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block12_0_relu", 0, 0, {}]]], "shared_object_id": 1515, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1248}}, "shared_object_id": 2253}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1248]}}2 - -0root.layer_with_weights-0.layer_with_weights-318"_tf_keras_layer* {"name": "conv5_block12_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block12_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1516}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1517}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1518}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1519}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block12_1_conv", 0, 0, {}]]], "shared_object_id": 1520, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2254}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-562"_tf_keras_layer*{"name": "conv5_block12_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block12_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block12_1_bn", 0, 0, {}]]], "shared_object_id": 1521, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-319"_tf_keras_layer* -{"name": "conv5_block12_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block12_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1522}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1523}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block12_1_relu", 0, 0, {}]]], "shared_object_id": 1524, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2255}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-564"_tf_keras_layer*{"name": "conv5_block12_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block12_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block11_concat", 0, 0, {}], ["conv5_block12_2_conv", 0, 0, {}]]], "shared_object_id": 1525, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1248]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-320"_tf_keras_layer* {"name": "conv5_block13_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block13_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1526}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1527}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1528}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1529}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block12_concat", 0, 0, {}]]], "shared_object_id": 1530, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1280}}, "shared_object_id": 2256}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1280]}}2 -#root.layer_with_weights-0.layer-566"_tf_keras_layer*{"name": "conv5_block13_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block13_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block13_0_bn", 0, 0, {}]]], "shared_object_id": 1531, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1280]}}2 - 0root.layer_with_weights-0.layer_with_weights-321"_tf_keras_layer* -{"name": "conv5_block13_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block13_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1532}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1533}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block13_0_relu", 0, 0, {}]]], "shared_object_id": 1534, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1280}}, "shared_object_id": 2257}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1280]}}2 - -0root.layer_with_weights-0.layer_with_weights-322"_tf_keras_layer* {"name": "conv5_block13_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block13_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1535}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1536}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1537}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1538}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block13_1_conv", 0, 0, {}]]], "shared_object_id": 1539, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2258}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-569"_tf_keras_layer*{"name": "conv5_block13_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block13_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block13_1_bn", 0, 0, {}]]], "shared_object_id": 1540, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-323"_tf_keras_layer* -{"name": "conv5_block13_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block13_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1541}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1542}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block13_1_relu", 0, 0, {}]]], "shared_object_id": 1543, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2259}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-571"_tf_keras_layer*{"name": "conv5_block13_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block13_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block12_concat", 0, 0, {}], ["conv5_block13_2_conv", 0, 0, {}]]], "shared_object_id": 1544, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1280]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-324"_tf_keras_layer* {"name": "conv5_block14_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block14_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1545}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1546}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1547}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1548}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block13_concat", 0, 0, {}]]], "shared_object_id": 1549, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1312}}, "shared_object_id": 2260}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1312]}}2 -#root.layer_with_weights-0.layer-573"_tf_keras_layer*{"name": "conv5_block14_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block14_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block14_0_bn", 0, 0, {}]]], "shared_object_id": 1550, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1312]}}2 - 0root.layer_with_weights-0.layer_with_weights-325"_tf_keras_layer* -{"name": "conv5_block14_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block14_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1551}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1552}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block14_0_relu", 0, 0, {}]]], "shared_object_id": 1553, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1312}}, "shared_object_id": 2261}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1312]}}2 - -0root.layer_with_weights-0.layer_with_weights-326"_tf_keras_layer* {"name": "conv5_block14_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block14_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1554}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1555}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1556}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1557}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block14_1_conv", 0, 0, {}]]], "shared_object_id": 1558, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2262}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-576"_tf_keras_layer*{"name": "conv5_block14_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block14_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block14_1_bn", 0, 0, {}]]], "shared_object_id": 1559, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-327"_tf_keras_layer* -{"name": "conv5_block14_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block14_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1560}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1561}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block14_1_relu", 0, 0, {}]]], "shared_object_id": 1562, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2263}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-578"_tf_keras_layer*{"name": "conv5_block14_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block14_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block13_concat", 0, 0, {}], ["conv5_block14_2_conv", 0, 0, {}]]], "shared_object_id": 1563, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1312]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-328"_tf_keras_layer* {"name": "conv5_block15_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block15_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1564}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1565}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1566}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1567}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block14_concat", 0, 0, {}]]], "shared_object_id": 1568, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1344}}, "shared_object_id": 2264}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1344]}}2 -#root.layer_with_weights-0.layer-580"_tf_keras_layer*{"name": "conv5_block15_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block15_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block15_0_bn", 0, 0, {}]]], "shared_object_id": 1569, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1344]}}2 - 0root.layer_with_weights-0.layer_with_weights-329"_tf_keras_layer* -{"name": "conv5_block15_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block15_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1570}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1571}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block15_0_relu", 0, 0, {}]]], "shared_object_id": 1572, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1344}}, "shared_object_id": 2265}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1344]}}2 - -0root.layer_with_weights-0.layer_with_weights-330"_tf_keras_layer* {"name": "conv5_block15_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block15_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1573}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1574}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1575}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1576}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block15_1_conv", 0, 0, {}]]], "shared_object_id": 1577, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2266}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-583"_tf_keras_layer*{"name": "conv5_block15_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block15_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block15_1_bn", 0, 0, {}]]], "shared_object_id": 1578, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-331"_tf_keras_layer* -{"name": "conv5_block15_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block15_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1579}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1580}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block15_1_relu", 0, 0, {}]]], "shared_object_id": 1581, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2267}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-585"_tf_keras_layer*{"name": "conv5_block15_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block15_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block14_concat", 0, 0, {}], ["conv5_block15_2_conv", 0, 0, {}]]], "shared_object_id": 1582, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1344]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-332"_tf_keras_layer* {"name": "conv5_block16_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block16_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1583}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1584}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1585}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1586}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block15_concat", 0, 0, {}]]], "shared_object_id": 1587, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1376}}, "shared_object_id": 2268}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1376]}}2 -#root.layer_with_weights-0.layer-587"_tf_keras_layer*{"name": "conv5_block16_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block16_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block16_0_bn", 0, 0, {}]]], "shared_object_id": 1588, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1376]}}2 - 0root.layer_with_weights-0.layer_with_weights-333"_tf_keras_layer* -{"name": "conv5_block16_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block16_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1589}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1590}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block16_0_relu", 0, 0, {}]]], "shared_object_id": 1591, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1376}}, "shared_object_id": 2269}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1376]}}2 - -0root.layer_with_weights-0.layer_with_weights-334"_tf_keras_layer* {"name": "conv5_block16_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block16_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1592}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1593}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1594}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1595}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block16_1_conv", 0, 0, {}]]], "shared_object_id": 1596, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2270}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-590"_tf_keras_layer*{"name": "conv5_block16_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block16_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block16_1_bn", 0, 0, {}]]], "shared_object_id": 1597, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-335"_tf_keras_layer* -{"name": "conv5_block16_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block16_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1598}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1599}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block16_1_relu", 0, 0, {}]]], "shared_object_id": 1600, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2271}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-592"_tf_keras_layer*{"name": "conv5_block16_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block16_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block15_concat", 0, 0, {}], ["conv5_block16_2_conv", 0, 0, {}]]], "shared_object_id": 1601, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1376]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-336"_tf_keras_layer* {"name": "conv5_block17_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block17_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1602}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1603}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1604}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1605}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block16_concat", 0, 0, {}]]], "shared_object_id": 1606, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1408}}, "shared_object_id": 2272}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1408]}}2 -#root.layer_with_weights-0.layer-594"_tf_keras_layer*{"name": "conv5_block17_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block17_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block17_0_bn", 0, 0, {}]]], "shared_object_id": 1607, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1408]}}2 - 0root.layer_with_weights-0.layer_with_weights-337"_tf_keras_layer* -{"name": "conv5_block17_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block17_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1608}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1609}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block17_0_relu", 0, 0, {}]]], "shared_object_id": 1610, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1408}}, "shared_object_id": 2273}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1408]}}2 - -0root.layer_with_weights-0.layer_with_weights-338"_tf_keras_layer* {"name": "conv5_block17_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block17_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1611}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1612}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1613}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1614}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block17_1_conv", 0, 0, {}]]], "shared_object_id": 1615, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2274}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-597"_tf_keras_layer*{"name": "conv5_block17_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block17_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block17_1_bn", 0, 0, {}]]], "shared_object_id": 1616, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-339"_tf_keras_layer* -{"name": "conv5_block17_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block17_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1617}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1618}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block17_1_relu", 0, 0, {}]]], "shared_object_id": 1619, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2275}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-599"_tf_keras_layer*{"name": "conv5_block17_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block17_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block16_concat", 0, 0, {}], ["conv5_block17_2_conv", 0, 0, {}]]], "shared_object_id": 1620, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1408]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-340"_tf_keras_layer* {"name": "conv5_block18_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block18_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1621}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1622}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1623}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1624}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block17_concat", 0, 0, {}]]], "shared_object_id": 1625, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1440}}, "shared_object_id": 2276}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1440]}}2 -#root.layer_with_weights-0.layer-601"_tf_keras_layer*{"name": "conv5_block18_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block18_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block18_0_bn", 0, 0, {}]]], "shared_object_id": 1626, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1440]}}2 - 0root.layer_with_weights-0.layer_with_weights-341"_tf_keras_layer* -{"name": "conv5_block18_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block18_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1627}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1628}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block18_0_relu", 0, 0, {}]]], "shared_object_id": 1629, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1440}}, "shared_object_id": 2277}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1440]}}2 - -0root.layer_with_weights-0.layer_with_weights-342"_tf_keras_layer* {"name": "conv5_block18_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block18_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1630}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1631}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1632}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1633}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block18_1_conv", 0, 0, {}]]], "shared_object_id": 1634, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2278}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-604"_tf_keras_layer*{"name": "conv5_block18_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block18_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block18_1_bn", 0, 0, {}]]], "shared_object_id": 1635, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-343"_tf_keras_layer* -{"name": "conv5_block18_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block18_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1636}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1637}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block18_1_relu", 0, 0, {}]]], "shared_object_id": 1638, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2279}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-606"_tf_keras_layer*{"name": "conv5_block18_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block18_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block17_concat", 0, 0, {}], ["conv5_block18_2_conv", 0, 0, {}]]], "shared_object_id": 1639, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1440]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-344"_tf_keras_layer* {"name": "conv5_block19_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block19_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1640}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1641}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1642}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1643}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block18_concat", 0, 0, {}]]], "shared_object_id": 1644, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1472}}, "shared_object_id": 2280}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1472]}}2 -#root.layer_with_weights-0.layer-608"_tf_keras_layer*{"name": "conv5_block19_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block19_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block19_0_bn", 0, 0, {}]]], "shared_object_id": 1645, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1472]}}2 - 0root.layer_with_weights-0.layer_with_weights-345"_tf_keras_layer* -{"name": "conv5_block19_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block19_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1646}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1647}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block19_0_relu", 0, 0, {}]]], "shared_object_id": 1648, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1472}}, "shared_object_id": 2281}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1472]}}2 - -0root.layer_with_weights-0.layer_with_weights-346"_tf_keras_layer* {"name": "conv5_block19_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block19_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1649}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1650}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1651}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1652}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block19_1_conv", 0, 0, {}]]], "shared_object_id": 1653, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2282}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-611"_tf_keras_layer*{"name": "conv5_block19_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block19_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block19_1_bn", 0, 0, {}]]], "shared_object_id": 1654, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-347"_tf_keras_layer* -{"name": "conv5_block19_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block19_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1655}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1656}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block19_1_relu", 0, 0, {}]]], "shared_object_id": 1657, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2283}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-613"_tf_keras_layer*{"name": "conv5_block19_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block19_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block18_concat", 0, 0, {}], ["conv5_block19_2_conv", 0, 0, {}]]], "shared_object_id": 1658, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1472]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-348"_tf_keras_layer* {"name": "conv5_block20_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block20_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1659}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1660}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1661}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1662}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block19_concat", 0, 0, {}]]], "shared_object_id": 1663, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1504}}, "shared_object_id": 2284}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1504]}}2 -#root.layer_with_weights-0.layer-615"_tf_keras_layer*{"name": "conv5_block20_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block20_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block20_0_bn", 0, 0, {}]]], "shared_object_id": 1664, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1504]}}2 - 0root.layer_with_weights-0.layer_with_weights-349"_tf_keras_layer* -{"name": "conv5_block20_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block20_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1665}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1666}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block20_0_relu", 0, 0, {}]]], "shared_object_id": 1667, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1504}}, "shared_object_id": 2285}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1504]}}2 - -0root.layer_with_weights-0.layer_with_weights-350"_tf_keras_layer* {"name": "conv5_block20_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block20_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1668}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1669}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1670}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1671}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block20_1_conv", 0, 0, {}]]], "shared_object_id": 1672, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2286}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-618"_tf_keras_layer*{"name": "conv5_block20_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block20_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block20_1_bn", 0, 0, {}]]], "shared_object_id": 1673, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-351"_tf_keras_layer* -{"name": "conv5_block20_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block20_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1674}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1675}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block20_1_relu", 0, 0, {}]]], "shared_object_id": 1676, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2287}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-620"_tf_keras_layer*{"name": "conv5_block20_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block20_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block19_concat", 0, 0, {}], ["conv5_block20_2_conv", 0, 0, {}]]], "shared_object_id": 1677, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1504]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-352"_tf_keras_layer* {"name": "conv5_block21_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block21_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1678}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1679}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1680}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1681}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block20_concat", 0, 0, {}]]], "shared_object_id": 1682, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1536}}, "shared_object_id": 2288}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1536]}}2 -#root.layer_with_weights-0.layer-622"_tf_keras_layer*{"name": "conv5_block21_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block21_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block21_0_bn", 0, 0, {}]]], "shared_object_id": 1683, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1536]}}2 - 0root.layer_with_weights-0.layer_with_weights-353"_tf_keras_layer* -{"name": "conv5_block21_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block21_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1684}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1685}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block21_0_relu", 0, 0, {}]]], "shared_object_id": 1686, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1536}}, "shared_object_id": 2289}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1536]}}2 - -0root.layer_with_weights-0.layer_with_weights-354"_tf_keras_layer* {"name": "conv5_block21_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block21_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1687}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1688}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1689}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1690}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block21_1_conv", 0, 0, {}]]], "shared_object_id": 1691, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2290}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-625"_tf_keras_layer*{"name": "conv5_block21_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block21_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block21_1_bn", 0, 0, {}]]], "shared_object_id": 1692, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-355"_tf_keras_layer* -{"name": "conv5_block21_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block21_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1693}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1694}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block21_1_relu", 0, 0, {}]]], "shared_object_id": 1695, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2291}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-627"_tf_keras_layer*{"name": "conv5_block21_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block21_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block20_concat", 0, 0, {}], ["conv5_block21_2_conv", 0, 0, {}]]], "shared_object_id": 1696, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1536]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-356"_tf_keras_layer* {"name": "conv5_block22_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block22_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1697}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1698}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1699}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1700}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block21_concat", 0, 0, {}]]], "shared_object_id": 1701, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1568}}, "shared_object_id": 2292}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1568]}}2 -#root.layer_with_weights-0.layer-629"_tf_keras_layer*{"name": "conv5_block22_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block22_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block22_0_bn", 0, 0, {}]]], "shared_object_id": 1702, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1568]}}2 - 0root.layer_with_weights-0.layer_with_weights-357"_tf_keras_layer* -{"name": "conv5_block22_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block22_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1703}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1704}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block22_0_relu", 0, 0, {}]]], "shared_object_id": 1705, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1568}}, "shared_object_id": 2293}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1568]}}2 - -0root.layer_with_weights-0.layer_with_weights-358"_tf_keras_layer* {"name": "conv5_block22_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block22_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1706}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1707}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1708}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1709}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block22_1_conv", 0, 0, {}]]], "shared_object_id": 1710, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2294}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-632"_tf_keras_layer*{"name": "conv5_block22_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block22_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block22_1_bn", 0, 0, {}]]], "shared_object_id": 1711, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-359"_tf_keras_layer* -{"name": "conv5_block22_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block22_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1712}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1713}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block22_1_relu", 0, 0, {}]]], "shared_object_id": 1714, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2295}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-634"_tf_keras_layer*{"name": "conv5_block22_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block22_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block21_concat", 0, 0, {}], ["conv5_block22_2_conv", 0, 0, {}]]], "shared_object_id": 1715, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1568]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-360"_tf_keras_layer* {"name": "conv5_block23_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block23_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1716}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1717}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1718}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1719}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block22_concat", 0, 0, {}]]], "shared_object_id": 1720, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1600}}, "shared_object_id": 2296}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1600]}}2 -#root.layer_with_weights-0.layer-636"_tf_keras_layer*{"name": "conv5_block23_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block23_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block23_0_bn", 0, 0, {}]]], "shared_object_id": 1721, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1600]}}2 - 0root.layer_with_weights-0.layer_with_weights-361"_tf_keras_layer* -{"name": "conv5_block23_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block23_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1722}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1723}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block23_0_relu", 0, 0, {}]]], "shared_object_id": 1724, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1600}}, "shared_object_id": 2297}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1600]}}2 - -0root.layer_with_weights-0.layer_with_weights-362"_tf_keras_layer* {"name": "conv5_block23_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block23_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1725}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1726}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1727}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1728}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block23_1_conv", 0, 0, {}]]], "shared_object_id": 1729, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2298}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-639"_tf_keras_layer*{"name": "conv5_block23_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block23_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block23_1_bn", 0, 0, {}]]], "shared_object_id": 1730, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-363"_tf_keras_layer* -{"name": "conv5_block23_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block23_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1731}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1732}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block23_1_relu", 0, 0, {}]]], "shared_object_id": 1733, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2299}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-641"_tf_keras_layer*{"name": "conv5_block23_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block23_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block22_concat", 0, 0, {}], ["conv5_block23_2_conv", 0, 0, {}]]], "shared_object_id": 1734, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1600]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-364"_tf_keras_layer* {"name": "conv5_block24_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block24_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1735}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1736}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1737}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1738}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block23_concat", 0, 0, {}]]], "shared_object_id": 1739, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1632}}, "shared_object_id": 2300}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1632]}}2 -#root.layer_with_weights-0.layer-643"_tf_keras_layer*{"name": "conv5_block24_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block24_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block24_0_bn", 0, 0, {}]]], "shared_object_id": 1740, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1632]}}2 - 0root.layer_with_weights-0.layer_with_weights-365"_tf_keras_layer* -{"name": "conv5_block24_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block24_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1741}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1742}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block24_0_relu", 0, 0, {}]]], "shared_object_id": 1743, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1632}}, "shared_object_id": 2301}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1632]}}2 - -0root.layer_with_weights-0.layer_with_weights-366"_tf_keras_layer* {"name": "conv5_block24_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block24_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1744}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1745}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1746}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1747}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block24_1_conv", 0, 0, {}]]], "shared_object_id": 1748, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2302}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-646"_tf_keras_layer*{"name": "conv5_block24_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block24_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block24_1_bn", 0, 0, {}]]], "shared_object_id": 1749, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-367"_tf_keras_layer* -{"name": "conv5_block24_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block24_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1750}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1751}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block24_1_relu", 0, 0, {}]]], "shared_object_id": 1752, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2303}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-648"_tf_keras_layer*{"name": "conv5_block24_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block24_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block23_concat", 0, 0, {}], ["conv5_block24_2_conv", 0, 0, {}]]], "shared_object_id": 1753, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1632]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-368"_tf_keras_layer* {"name": "conv5_block25_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block25_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1754}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1755}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1756}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1757}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block24_concat", 0, 0, {}]]], "shared_object_id": 1758, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1664}}, "shared_object_id": 2304}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1664]}}2 -#root.layer_with_weights-0.layer-650"_tf_keras_layer*{"name": "conv5_block25_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block25_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block25_0_bn", 0, 0, {}]]], "shared_object_id": 1759, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1664]}}2 - 0root.layer_with_weights-0.layer_with_weights-369"_tf_keras_layer* -{"name": "conv5_block25_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block25_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1760}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1761}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block25_0_relu", 0, 0, {}]]], "shared_object_id": 1762, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1664}}, "shared_object_id": 2305}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1664]}}2 - -0root.layer_with_weights-0.layer_with_weights-370"_tf_keras_layer* {"name": "conv5_block25_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block25_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1763}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1764}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1765}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1766}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block25_1_conv", 0, 0, {}]]], "shared_object_id": 1767, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2306}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-653"_tf_keras_layer*{"name": "conv5_block25_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block25_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block25_1_bn", 0, 0, {}]]], "shared_object_id": 1768, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-371"_tf_keras_layer* -{"name": "conv5_block25_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block25_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1769}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1770}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block25_1_relu", 0, 0, {}]]], "shared_object_id": 1771, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2307}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-655"_tf_keras_layer*{"name": "conv5_block25_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block25_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block24_concat", 0, 0, {}], ["conv5_block25_2_conv", 0, 0, {}]]], "shared_object_id": 1772, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1664]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-372"_tf_keras_layer* {"name": "conv5_block26_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block26_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1773}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1774}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1775}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1776}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block25_concat", 0, 0, {}]]], "shared_object_id": 1777, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1696}}, "shared_object_id": 2308}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1696]}}2 -#root.layer_with_weights-0.layer-657"_tf_keras_layer*{"name": "conv5_block26_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block26_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block26_0_bn", 0, 0, {}]]], "shared_object_id": 1778, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1696]}}2 - 0root.layer_with_weights-0.layer_with_weights-373"_tf_keras_layer* -{"name": "conv5_block26_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block26_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1779}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1780}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block26_0_relu", 0, 0, {}]]], "shared_object_id": 1781, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1696}}, "shared_object_id": 2309}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1696]}}2 - -0root.layer_with_weights-0.layer_with_weights-374"_tf_keras_layer* {"name": "conv5_block26_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block26_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1782}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1783}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1784}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1785}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block26_1_conv", 0, 0, {}]]], "shared_object_id": 1786, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2310}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-660"_tf_keras_layer*{"name": "conv5_block26_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block26_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block26_1_bn", 0, 0, {}]]], "shared_object_id": 1787, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-375"_tf_keras_layer* -{"name": "conv5_block26_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block26_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1788}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1789}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block26_1_relu", 0, 0, {}]]], "shared_object_id": 1790, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2311}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-662"_tf_keras_layer*{"name": "conv5_block26_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block26_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block25_concat", 0, 0, {}], ["conv5_block26_2_conv", 0, 0, {}]]], "shared_object_id": 1791, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1696]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-376"_tf_keras_layer* {"name": "conv5_block27_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block27_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1792}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1793}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1794}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1795}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block26_concat", 0, 0, {}]]], "shared_object_id": 1796, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1728}}, "shared_object_id": 2312}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1728]}}2 -#root.layer_with_weights-0.layer-664"_tf_keras_layer*{"name": "conv5_block27_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block27_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block27_0_bn", 0, 0, {}]]], "shared_object_id": 1797, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1728]}}2 - 0root.layer_with_weights-0.layer_with_weights-377"_tf_keras_layer* -{"name": "conv5_block27_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block27_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1798}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1799}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block27_0_relu", 0, 0, {}]]], "shared_object_id": 1800, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1728}}, "shared_object_id": 2313}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1728]}}2 - -0root.layer_with_weights-0.layer_with_weights-378"_tf_keras_layer* {"name": "conv5_block27_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block27_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1801}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1802}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1803}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1804}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block27_1_conv", 0, 0, {}]]], "shared_object_id": 1805, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2314}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-667"_tf_keras_layer*{"name": "conv5_block27_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block27_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block27_1_bn", 0, 0, {}]]], "shared_object_id": 1806, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-379"_tf_keras_layer* -{"name": "conv5_block27_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block27_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1807}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1808}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block27_1_relu", 0, 0, {}]]], "shared_object_id": 1809, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2315}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-669"_tf_keras_layer*{"name": "conv5_block27_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block27_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block26_concat", 0, 0, {}], ["conv5_block27_2_conv", 0, 0, {}]]], "shared_object_id": 1810, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1728]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-380"_tf_keras_layer* {"name": "conv5_block28_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block28_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1811}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1812}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1813}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1814}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block27_concat", 0, 0, {}]]], "shared_object_id": 1815, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1760}}, "shared_object_id": 2316}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1760]}}2 -#root.layer_with_weights-0.layer-671"_tf_keras_layer*{"name": "conv5_block28_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block28_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block28_0_bn", 0, 0, {}]]], "shared_object_id": 1816, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1760]}}2 - 0root.layer_with_weights-0.layer_with_weights-381"_tf_keras_layer* -{"name": "conv5_block28_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block28_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1817}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1818}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block28_0_relu", 0, 0, {}]]], "shared_object_id": 1819, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1760}}, "shared_object_id": 2317}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1760]}}2 - -0root.layer_with_weights-0.layer_with_weights-382"_tf_keras_layer* {"name": "conv5_block28_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block28_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1820}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1821}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1822}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1823}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block28_1_conv", 0, 0, {}]]], "shared_object_id": 1824, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2318}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-674"_tf_keras_layer*{"name": "conv5_block28_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block28_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block28_1_bn", 0, 0, {}]]], "shared_object_id": 1825, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-383"_tf_keras_layer* -{"name": "conv5_block28_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block28_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1826}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1827}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block28_1_relu", 0, 0, {}]]], "shared_object_id": 1828, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2319}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-676"_tf_keras_layer*{"name": "conv5_block28_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block28_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block27_concat", 0, 0, {}], ["conv5_block28_2_conv", 0, 0, {}]]], "shared_object_id": 1829, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1760]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-384"_tf_keras_layer* {"name": "conv5_block29_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block29_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1830}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1831}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1832}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1833}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block28_concat", 0, 0, {}]]], "shared_object_id": 1834, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1792}}, "shared_object_id": 2320}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1792]}}2 -#root.layer_with_weights-0.layer-678"_tf_keras_layer*{"name": "conv5_block29_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block29_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block29_0_bn", 0, 0, {}]]], "shared_object_id": 1835, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1792]}}2 - 0root.layer_with_weights-0.layer_with_weights-385"_tf_keras_layer* -{"name": "conv5_block29_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block29_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1836}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1837}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block29_0_relu", 0, 0, {}]]], "shared_object_id": 1838, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1792}}, "shared_object_id": 2321}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1792]}}2 - -0root.layer_with_weights-0.layer_with_weights-386"_tf_keras_layer* {"name": "conv5_block29_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block29_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1839}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1840}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1841}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1842}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block29_1_conv", 0, 0, {}]]], "shared_object_id": 1843, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2322}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-681"_tf_keras_layer*{"name": "conv5_block29_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block29_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block29_1_bn", 0, 0, {}]]], "shared_object_id": 1844, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-387"_tf_keras_layer* -{"name": "conv5_block29_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block29_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1845}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1846}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block29_1_relu", 0, 0, {}]]], "shared_object_id": 1847, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2323}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-683"_tf_keras_layer*{"name": "conv5_block29_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block29_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block28_concat", 0, 0, {}], ["conv5_block29_2_conv", 0, 0, {}]]], "shared_object_id": 1848, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1792]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-388"_tf_keras_layer* {"name": "conv5_block30_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block30_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1849}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1850}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1851}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1852}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block29_concat", 0, 0, {}]]], "shared_object_id": 1853, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1824}}, "shared_object_id": 2324}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1824]}}2 -#root.layer_with_weights-0.layer-685"_tf_keras_layer*{"name": "conv5_block30_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block30_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block30_0_bn", 0, 0, {}]]], "shared_object_id": 1854, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1824]}}2 - 0root.layer_with_weights-0.layer_with_weights-389"_tf_keras_layer* -{"name": "conv5_block30_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block30_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1855}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1856}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block30_0_relu", 0, 0, {}]]], "shared_object_id": 1857, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1824}}, "shared_object_id": 2325}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1824]}}2 - -0root.layer_with_weights-0.layer_with_weights-390"_tf_keras_layer* {"name": "conv5_block30_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block30_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1858}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1859}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1860}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1861}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block30_1_conv", 0, 0, {}]]], "shared_object_id": 1862, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2326}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-688"_tf_keras_layer*{"name": "conv5_block30_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block30_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block30_1_bn", 0, 0, {}]]], "shared_object_id": 1863, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-391"_tf_keras_layer* -{"name": "conv5_block30_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block30_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1864}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1865}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block30_1_relu", 0, 0, {}]]], "shared_object_id": 1866, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2327}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-690"_tf_keras_layer*{"name": "conv5_block30_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block30_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block29_concat", 0, 0, {}], ["conv5_block30_2_conv", 0, 0, {}]]], "shared_object_id": 1867, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1824]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-392"_tf_keras_layer* {"name": "conv5_block31_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block31_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1868}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1869}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1870}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1871}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block30_concat", 0, 0, {}]]], "shared_object_id": 1872, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1856}}, "shared_object_id": 2328}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1856]}}2 -#root.layer_with_weights-0.layer-692"_tf_keras_layer*{"name": "conv5_block31_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block31_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block31_0_bn", 0, 0, {}]]], "shared_object_id": 1873, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1856]}}2 - 0root.layer_with_weights-0.layer_with_weights-393"_tf_keras_layer* -{"name": "conv5_block31_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block31_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1874}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1875}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block31_0_relu", 0, 0, {}]]], "shared_object_id": 1876, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1856}}, "shared_object_id": 2329}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1856]}}2 - -0root.layer_with_weights-0.layer_with_weights-394"_tf_keras_layer* {"name": "conv5_block31_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block31_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1877}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1878}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1879}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1880}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block31_1_conv", 0, 0, {}]]], "shared_object_id": 1881, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2330}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-695"_tf_keras_layer*{"name": "conv5_block31_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block31_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block31_1_bn", 0, 0, {}]]], "shared_object_id": 1882, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-395"_tf_keras_layer* -{"name": "conv5_block31_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block31_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1883}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1884}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block31_1_relu", 0, 0, {}]]], "shared_object_id": 1885, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2331}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-697"_tf_keras_layer*{"name": "conv5_block31_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block31_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block30_concat", 0, 0, {}], ["conv5_block31_2_conv", 0, 0, {}]]], "shared_object_id": 1886, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1856]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-396"_tf_keras_layer* {"name": "conv5_block32_0_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block32_0_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1887}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1888}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1889}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1890}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block31_concat", 0, 0, {}]]], "shared_object_id": 1891, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1888}}, "shared_object_id": 2332}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1888]}}2 -#root.layer_with_weights-0.layer-699"_tf_keras_layer*{"name": "conv5_block32_0_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block32_0_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block32_0_bn", 0, 0, {}]]], "shared_object_id": 1892, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1888]}}2 - 0root.layer_with_weights-0.layer_with_weights-397"_tf_keras_layer* -{"name": "conv5_block32_1_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block32_1_conv", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1893}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1894}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block32_0_relu", 0, 0, {}]]], "shared_object_id": 1895, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1888}}, "shared_object_id": 2333}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1888]}}2 - -0root.layer_with_weights-0.layer_with_weights-398"_tf_keras_layer* {"name": "conv5_block32_1_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "conv5_block32_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1896}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1897}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1898}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1899}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block32_1_conv", 0, 0, {}]]], "shared_object_id": 1900, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 2334}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-702"_tf_keras_layer*{"name": "conv5_block32_1_relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "conv5_block32_1_relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["conv5_block32_1_bn", 0, 0, {}]]], "shared_object_id": 1901, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 - -0root.layer_with_weights-0.layer_with_weights-399"_tf_keras_layer* -{"name": "conv5_block32_2_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Conv2D", "config": {"name": "conv5_block32_2_conv", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1902}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1903}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv5_block32_1_relu", 0, 0, {}]]], "shared_object_id": 1904, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 2335}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 128]}}2 -#root.layer_with_weights-0.layer-704"_tf_keras_layer*{"name": "conv5_block32_concat", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Concatenate", "config": {"name": "conv5_block32_concat", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["conv5_block31_concat", 0, 0, {}], ["conv5_block32_2_conv", 0, 0, {}]]], "shared_object_id": 1905, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1888]}, {"class_name": "TensorShape", "items": [null, 7, 7, 32]}]}2 - -0root.layer_with_weights-0.layer_with_weights-400"_tf_keras_layer* {"name": "bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "BatchNormalization", "config": {"name": "bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 1.001e-05, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1906}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1907}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 1908}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 1909}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv5_block32_concat", 0, 0, {}]]], "shared_object_id": 1910, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1920}}, "shared_object_id": 2336}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1920]}}2 -#root.layer_with_weights-0.layer-706"_tf_keras_layer*{"name": "relu", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Activation", "config": {"name": "relu", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["bn", 0, 0, {}]]], "shared_object_id": 1911, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1920]}}2 -2root.keras_api.metrics.0"_tf_keras_metric*{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 2337}2 -2root.keras_api.metrics.1"_tf_keras_metric*{"class_name": "MeanMetricWrapper", "name": "accuracy", "dtype": "float32", "config": {"name": "accuracy", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 1925}2 \ No newline at end of file diff --git a/src/medicine/third_model/saved_model.pb b/src/medicine/third_model/saved_model.pb deleted file mode 100644 index c9d037c7..00000000 Binary files a/src/medicine/third_model/saved_model.pb and /dev/null differ diff --git a/src/medicine/third_model/variables/variables.data-00000-of-00001 b/src/medicine/third_model/variables/variables.data-00000-of-00001 deleted file mode 100644 index fa2bdaf4..00000000 Binary files a/src/medicine/third_model/variables/variables.data-00000-of-00001 and /dev/null differ diff --git a/src/medicine/third_model/variables/variables.index b/src/medicine/third_model/variables/variables.index deleted file mode 100644 index 292dbebc..00000000 Binary files a/src/medicine/third_model/variables/variables.index and /dev/null differ diff --git a/src/medicine/train_cancer/.idea/.gitignore b/src/medicine/train_cancer/.idea/.gitignore deleted file mode 100644 index 13566b81..00000000 --- a/src/medicine/train_cancer/.idea/.gitignore +++ /dev/null @@ -1,8 +0,0 @@ -# Default ignored files -/shelf/ -/workspace.xml -# Editor-based HTTP Client requests -/httpRequests/ -# Datasource local storage ignored files -/dataSources/ -/dataSources.local.xml diff --git a/src/medicine/train_cancer/.idea/inspectionProfiles/profiles_settings.xml b/src/medicine/train_cancer/.idea/inspectionProfiles/profiles_settings.xml deleted file mode 100644 index 105ce2da..00000000 --- a/src/medicine/train_cancer/.idea/inspectionProfiles/profiles_settings.xml +++ /dev/null @@ -1,6 +0,0 @@ - - - - \ No newline at end of file diff --git a/src/medicine/train_cancer/.idea/misc.xml b/src/medicine/train_cancer/.idea/misc.xml deleted file mode 100644 index d4b107a8..00000000 --- a/src/medicine/train_cancer/.idea/misc.xml +++ /dev/null @@ -1,4 +0,0 @@ - - - - \ No newline at end of file diff --git a/src/medicine/train_cancer/.idea/modules.xml b/src/medicine/train_cancer/.idea/modules.xml deleted file mode 100644 index 2d35dc8f..00000000 --- a/src/medicine/train_cancer/.idea/modules.xml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/src/medicine/train_cancer/.idea/train_cancer.iml b/src/medicine/train_cancer/.idea/train_cancer.iml deleted file mode 100644 index d0876a78..00000000 --- a/src/medicine/train_cancer/.idea/train_cancer.iml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/src/medicine/train_cancer/README.md b/src/medicine/train_cancer/README.md deleted file mode 100644 index e31614eb..00000000 --- a/src/medicine/train_cancer/README.md +++ /dev/null @@ -1,49 +0,0 @@ -#### *第一步、搜集数据集* - -- *文件保存在picture文件夹中* - - *benign 良性乳腺癌图片* - - *malignant 恶性乳腺癌图片* - - *normal 正常乳腺癌图片* -- *以70%作为训练集、30%作为测试集* - -#### *第二步、处理数据集* - -- *(1) 读取图片* -- *(2) 使用sklearn.model_selection中的train_test_split 分割数据集* -- *(3) 使用plt打印图片* - -#### *第三步训练* -- *训练模型选择* - - *使用Microsoft提出的DenseNet201框架进行训练* - - *DenseNet201包含201层卷积层和全连接层* - - *拥有池化操作，非常适合训练模型* - -- *激活函数选择* - - *使用softmax作为激活函数* - - - $$ - Softmax(z_{i} )=\frac{e^{z_{i}}}{ {\textstyle \sum_{c=1}^{c} e^{z_{c}}}} - 其中zi为第i个节点的输出值，c为输出节点的个数 - $$ - -- *损失函数选择* - - - *使用二元交叉熵给出* - - - $$ - Loss = \frac{1}{N} \sum_{i=1}^{N}[y_{i}log(p(y_{i})) + (1-y_{i})(1 - log(p(y_{i})))] - $$ - -- *优化器选择* - - - *Nadam优化器* - - *该优化器综合Adam将RMSprop和动量结合起来* - - *优于Adam优化器* - -#### *第四步*测试 - -- *导入图片* - - *使用PIL进行读取图片* - - *使用test pic进行测试* - - *tensorflow load_model进行模型的加载* - - *predict进行模型的预测* \ No newline at end of file diff --git a/src/medicine/train_cancer/loader_picture/__pycache__/data_loader.cpython-311.pyc b/src/medicine/train_cancer/loader_picture/__pycache__/data_loader.cpython-311.pyc deleted file mode 100644 index e5d57c69..00000000 Binary files a/src/medicine/train_cancer/loader_picture/__pycache__/data_loader.cpython-311.pyc and /dev/null differ diff --git a/src/medicine/train_cancer/loader_picture/__pycache__/data_single_loader.cpython-311.pyc b/src/medicine/train_cancer/loader_picture/__pycache__/data_single_loader.cpython-311.pyc deleted file mode 100644 index 4c8c3c0c..00000000 Binary files a/src/medicine/train_cancer/loader_picture/__pycache__/data_single_loader.cpython-311.pyc and /dev/null differ diff --git a/src/medicine/train_cancer/loader_picture/change_file.py b/src/medicine/train_cancer/loader_picture/change_file.py deleted file mode 100644 index 1b19480a..00000000 --- a/src/medicine/train_cancer/loader_picture/change_file.py +++ /dev/null @@ -1,10 +0,0 @@ -import os -path = '../picture/malignant' -dir = os.listdir(path) -x = 211 -y = 438 -for i in range(len(dir)): - if str(y) in dir[i]: - os.rename(path + '/' + dir[i] , path + '/' + "malignant (" + str(x) + ").png") - x += 1 - y += 1 diff --git a/src/medicine/train_cancer/loader_picture/data_loader.py b/src/medicine/train_cancer/loader_picture/data_loader.py deleted file mode 100644 index 8ea65c52..00000000 --- a/src/medicine/train_cancer/loader_picture/data_loader.py +++ /dev/null @@ -1,83 +0,0 @@ -''' -dir 图片路径 -size 图片尺寸 -''' -import os - -import cv2 -import tensorflow as tf -from PIL import Image -import numpy as np -from keras.utils import to_categorical -from sklearn.model_selection import train_test_split - - -class Loader: - def __init__(self): - # 相对路径老出问题 - self.benign_train = np.array(self.data_loader('D:\\pro_of_program\\Python\\train_cancer\\picture\\benign', 224)) - self.malignant_train = np.array(self.data_loader('D:\\pro_of_program\\Python\\train_cancer\\picture\\malignant', 224)) - self.malignant_test = np.array(self.data_loader('D:\\pro_of_program\\Python\\train_cancer\\picture\\malignant', 224)) - self.benign_test = np.array(self.data_loader('D:\\pro_of_program\\Python\\train_cancer\\picture\\benign', 224)) - - # 创造标签用于标记图像 0矩阵表示良性 1矩阵表示恶性 - self.benign_train_label = np.zeros(len(self.benign_train)) - self.benign_test_label = np.zeros(len(self.benign_test)) - self.malignant_train_label = np.ones(len(self.malignant_train)) - self.malignant_test_label = np.ones(len(self.malignant_test)) - - self.x_train = np.concatenate((self.benign_train , self.malignant_train)) - self.y_train = np.concatenate((self.benign_train_label , self.malignant_train_label)) - self.x_test = np.concatenate((self.benign_test , self.malignant_test)) - self.y_test = np.concatenate((self.benign_test_label , self.malignant_test_label)) - - - s = np.arange(self.x_train.shape[0]) - np.random.shuffle(s) - # 随机打乱train - self.x_train = self.x_train[s] - self.y_train = self.y_train[s] - - s = np.arange(self.x_train.shape[0]) - np.random.shuffle(s) - # 随机打乱test - self.x_test = self.x_test[s] - self.y_test = self.y_test[s] - - self.y_train = to_categorical(self.y_train , 2) - self.y_test = to_categorical(self.y_test , 2) - - ''' - 参数 - train_data => x_train - train_target => y_ train - test_size 样本占比：测试集占总体样本 测试集和训练集3/7分 85% - test_size 样本占比：测试集占总体样本 测试集和训练集2/8分 89% - random_state 随机种子 - ''' - self.train_of_x , self.val_of_x , self.train_of_y , self.val_of_y = train_test_split( - self.x_train , self.y_train, - # test_size=0.3, - test_size=0.2, - random_state=11 - ) - - def data_loader(self, dir, size): - IMG = [] # 图片 - # 打开该路径下的图像文件转换为RGB模式并返回numpy数组 - read = lambda i: np.asarray(Image.open(i).convert("RGB")) - home_dir = sorted(os.listdir(dir)) - n = len(home_dir) - for i in range(n): - # 获取图片路径 - path = os.path.join(dir, home_dir[i]) - l = os.path.split(path) - - if "_mask" not in l[1]: - # 正常png图片 - img = read(path) - # - # 需要resize缩放为224x224 - img = cv2.resize(img, (size, size)) - IMG.append(np.array(img)) - return IMG \ No newline at end of file diff --git a/src/medicine/train_cancer/loader_picture/data_single_loader.py b/src/medicine/train_cancer/loader_picture/data_single_loader.py deleted file mode 100644 index f2faf696..00000000 --- a/src/medicine/train_cancer/loader_picture/data_single_loader.py +++ /dev/null @@ -1,11 +0,0 @@ -import cv2 -from PIL import Image - -import numpy as np - - -def load_single(dir , size): - read = lambda i: np.asarray(Image.open(i).convert("RGB")) - path = dir - img = read(path) - return np.array(cv2.resize(img, (size, size))) \ No newline at end of file diff --git a/src/medicine/train_cancer/out.txt b/src/medicine/train_cancer/out.txt deleted file mode 100644 index 7c37571c..00000000 --- a/src/medicine/train_cancer/out.txt +++ /dev/null @@ -1,4 +0,0 @@ -node { - input: "root" - device: "_tf_keras_sequential" -} diff --git a/src/medicine/train_cancer/test.py b/src/medicine/train_cancer/test.py deleted file mode 100644 index 6e40faa3..00000000 --- a/src/medicine/train_cancer/test.py +++ /dev/null @@ -1,16 +0,0 @@ -def check(dir_pic , dir_model): - import numpy as np - from loader_picture import data_single_loader - import tensorflow as tf - - pic_test = dir_pic - # 转换为numpy格式 - img_test = data_single_loader.load_single(pic_test , 224) - # 需要（1，224，224，3）这种格式输入 - img_test = np.expand_dims(img_test , axis=0) - - # 载入模型 - x = tf.keras.models.load_model(dir_model) - res = x.predict(img_test) - np.set_printoptions(suppress=True) - return "良性：" + str(res[0][0]) + "恶性：" + str(res[0][1]) \ No newline at end of file diff --git a/src/medicine/train_cancer/test_information/train_model_and_load_picture.py b/src/medicine/train_cancer/test_information/train_model_and_load_picture.py deleted file mode 100644 index ffa53e32..00000000 --- a/src/medicine/train_cancer/test_information/train_model_and_load_picture.py +++ /dev/null @@ -1,30 +0,0 @@ -from loader_picture import data_loader -import numpy as np -from matplotlib import pyplot as plt - -from train_model.modeling import reduce_study_rate -from train_model.modeling import modeling -from train_model.data_gen import data_output - -# 载入图片 -load = data_loader.Loader() -# 获取模型 -models = modeling.breast_train_test() -# 展现模型 -models.model.summary() -# data -data = data_output.gen_data() - -# 降低学习率 -reduces = reduce_study_rate.reduce() -reduces.train() - -# 训练+评估 -history = models.model.fit( - data.tr_gen.flow(load.train_of_x , load.train_of_y , batch_size=data.batch), - steps_per_epoch = load.train_of_x.shape[0] / data.batch, - # 训练20次 - epochs=20, - validation_data=(load.val_of_x , load.val_of_y), - callbacks=[reduces.learn_control , reduces.checkpoint] -) \ No newline at end of file diff --git a/src/medicine/train_cancer/test_res.txt b/src/medicine/train_cancer/test_res.txt deleted file mode 100644 index cc45b1d9..00000000 --- a/src/medicine/train_cancer/test_res.txt +++ /dev/null @@ -1,647 +0,0 @@ -6.092087723175155e-09 1.0 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a/src/medicine/train_cancer/train_model/data_gen/data_output.py b/src/medicine/train_cancer/train_model/data_gen/data_output.py deleted file mode 100644 index 42534a77..00000000 --- a/src/medicine/train_cancer/train_model/data_gen/data_output.py +++ /dev/null @@ -1,23 +0,0 @@ -from keras.preprocessing.image import ImageDataGenerator - -class gen_data: - def __init__(self): - # batch 表示训练样本数 - # 这里推测20一组为好 - # 过大会过拟合 - # self.batch = 20 - # self.batch = 16 - self.batch = 32 - # keras 提供的数据生成器 - ''' - zoom_range 随机缩放的幅度 - rotation_range 数据提升时图片随机转动的角度 - horizontal_flip 图片随机水平翻转 - vertical_flip 图片竖直翻转 - ''' - self.tr_gen = ImageDataGenerator( - zoom_range=2, - rotation_range=90, - horizontal_flip=True, - vertical_flip=True - ) \ No newline at end of file diff --git a/src/medicine/train_cancer/train_model/gpu_cpu/check_cpu.py b/src/medicine/train_cancer/train_model/gpu_cpu/check_cpu.py deleted file mode 100644 index 5e79fdfc..00000000 --- a/src/medicine/train_cancer/train_model/gpu_cpu/check_cpu.py +++ /dev/null @@ -1,10 +0,0 @@ -import tensorflow as tf - -a = tf.test.is_built_with_cuda() # 判断CUDA是否可以用 -b = tf.test.is_gpu_available( - cuda_only=False, - min_cuda_compute_capability=None -) # 判断GPU是否可以用 - -print(a) # 显示True表示CUDA可用 -print(b) # 显示True表示GPU可用 \ No newline at end of file diff --git a/src/medicine/train_cancer/train_model/modeling/__pycache__/modeling.cpython-311.pyc b/src/medicine/train_cancer/train_model/modeling/__pycache__/modeling.cpython-311.pyc deleted file mode 100644 index 5671934a..00000000 Binary files a/src/medicine/train_cancer/train_model/modeling/__pycache__/modeling.cpython-311.pyc and /dev/null differ diff --git a/src/medicine/train_cancer/train_model/modeling/__pycache__/reduce_study_rate.cpython-311.pyc b/src/medicine/train_cancer/train_model/modeling/__pycache__/reduce_study_rate.cpython-311.pyc deleted file mode 100644 index b595f697..00000000 Binary files a/src/medicine/train_cancer/train_model/modeling/__pycache__/reduce_study_rate.cpython-311.pyc and /dev/null differ diff --git a/src/medicine/train_cancer/train_model/modeling/modeling.py b/src/medicine/train_cancer/train_model/modeling/modeling.py deleted file mode 100644 index 49dfc118..00000000 --- a/src/medicine/train_cancer/train_model/modeling/modeling.py +++ /dev/null @@ -1,45 +0,0 @@ -from keras.models import Sequential -from keras import layers -from keras.src.applications import DenseNet201 -from keras.src.optimizers import Nadam - -class breast_train_test: - def __init__(self): - # 构造模型序列 - self.model = Sequential() - # DenseNet201 201层的卷积神经网络 - net = DenseNet201( - # 使用处理图片神经网络 - weights='imagenet', - include_top=False, - # 224 * 224 的图片通道数为3 RGB - input_shape=(224, 224, 3) - ) - # 学习率 0.0001 - study_rate = 10**(-4) - - self.build(net , study_rate) - - - ''' - resnet：DenseNet201网络 - study_rate 学习率 - ''' - def build(self , resnet , study_rate): - self.model.add(resnet) - # GlobalAveragePooling2D每个通道值各自加起来再求平均,只剩下个数与平均值两个维度 - self.model.add(layers.GlobalAveragePooling2D()) - # dropout 减少中间神经元个数 保留概率为0.5 - self.model.add(layers.Dropout(0.5)) - # BatchNormalization 每一个批次的数据中标准化前一层的激活项 - self.model.add(layers.BatchNormalization()) - # dense 全连接层 输出维度为2 activation激活函数为softmax在思路整理中给出 - self.model.add(layers.Dense(2, activation='softmax')) - self.model.compile( - # 二元交叉熵在思路整理给出 - loss = "binary_crossentropy", - # nadam作为优化器在思路整理中给出 - optimizer=Nadam(learning_rate=study_rate), - # 评估函数 - metrics=['accuracy'] - ) \ No newline at end of file diff --git a/src/medicine/train_cancer/train_model/modeling/reduce_study_rate.py b/src/medicine/train_cancer/train_model/modeling/reduce_study_rate.py deleted file mode 100644 index ee284c22..00000000 --- a/src/medicine/train_cancer/train_model/modeling/reduce_study_rate.py +++ /dev/null @@ -1,24 +0,0 @@ -# 降低学习率 -from keras.src.callbacks import ReduceLROnPlateau -from tensorflow.python.keras.callbacks import ModelCheckpoint - -class reduce: - def train(self): - # 控制学习率 - self.learn_control = ReduceLROnPlateau( - monitor='val_accuracy', - patience=5, - verbose=1, - factor=0.2, - min_lr=1e-7 - ) - - path = "D:\\pro_of_program\\Python\\train_cancer\\train_model\\third_model" - # 保存模型只保存最优解 - self.checkpoint = ModelCheckpoint( - filepath=path, - monitor='val_accuracy', - verbose=1, - save_best_only=True, - mode='max' - ) \ No newline at end of file diff --git a/src/medicine/train_cancer/train_model/test/predict.py b/src/medicine/train_cancer/train_model/test/predict.py deleted file mode 100644 index 383b279c..00000000 --- a/src/medicine/train_cancer/train_model/test/predict.py +++ /dev/null @@ -1,24 +0,0 @@ -import numpy as np -import cv2 -from PIL import Image -import tensorflow as tf -import sys - -def load_single(dir , size): - read = lambda i: np.asarray(Image.open(i).convert("RGB")) - path = dir - img = read(path) - return np.array(cv2.resize(img, (size, size))) - -def check(dir_pic , dir_model): - pic_test = dir_pic - # 转换为numpy格式 - img_test = load_single(pic_test , 224) - # 需要（1，224，224，3）这种格式输入 - img_test = np.expand_dims(img_test , axis=0) - - # 载入模型 - x = tf.keras.models.load_model(dir_model) - res = x.predict(img_test) - np.set_printoptions(suppress=True) - return f'{res[0][0] * 100 : .4f}%,{res[0][1] * 100 : .4f}%' \ No newline at end of file diff --git a/src/medicine/train_cancer/train_model/train/train.py b/src/medicine/train_cancer/train_model/train/train.py deleted file mode 100644 index eba742ce..00000000 --- a/src/medicine/train_cancer/train_model/train/train.py +++ /dev/null @@ -1,30 +0,0 @@ -from loader_picture import data_loader -import numpy as np -from matplotlib import pyplot as plt - -from train_model.modeling import reduce_study_rate -from train_model.modeling import modeling -from train_model.data_gen import data_output - -# 载入图片 -load = data_loader.Loader() -# 获取模型 -models = modeling.breast_train_test() -# 展现模型 -models.model.summary() -# data -data = data_output.gen_data() - -# 降低学习率 -reduces = reduce_study_rate.reduce() -reduces.train() - -# 训练+评估 -history = models.model.fit( - data.tr_gen.flow(load.train_of_x , load.train_of_y , batch_size=data.batch), - steps_per_epoch = load.train_of_x.shape[0] / data.batch, - # 训练30次 - epochs=50, - validation_data=(load.val_of_x , load.val_of_y), - callbacks=[reduces.learn_control , reduces.checkpoint] -) \ No newline at end of file diff --git a/src/medicine/train_cancer/train_test.ipynb b/src/medicine/train_cancer/train_test.ipynb deleted file mode 100644 index c93f2dbe..00000000 --- a/src/medicine/train_cancer/train_test.ipynb +++ /dev/null @@ -1,981 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 95, - "outputs": [], - "source": [ - "path = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\train_model\\\\models\\\\fingerprint.pb'\n", - "path1 = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\train_model\\\\models\\\\saved_model.pb'\n", - "path2 = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\train_model\\\\models'" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 9, - "outputs": [], - "source": [ - "from PIL import Image" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 10, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "f = open('picture\\\\benign\\\\benign (1).png' , 'rb')\n", - "img = Image.open(f)\n", - "print(img)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [ - "from loader_picture import data_loader\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "load = data_loader.Loader()\n", - "w = 60\n", - "h = 40\n", - "fig = plt.figure(figsize=(15, 15))\n", - "columns = 4\n", - "rows = 3\n", - "\n", - "for i in range(1, columns*rows +1):\n", - " ax = fig.add_subplot(rows, columns, i)\n", - " if np.argmax(load.y_train[i]) == 0:\n", - " ax.title.set_text('Benign')\n", - " else:\n", - " ax.title.set_text('Malignant')\n", - " plt.imshow(load.train_of_x[i], interpolation='nearest')\n", - "plt.show()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "markdown", - "source": [ - " ### *展现图片*" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 1, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " densenet201 (Functional) (None, 7, 7, 1920) 18321984 \n", - " \n", - " global_average_pooling2d ( (None, 1920) 0 \n", - " GlobalAveragePooling2D) \n", - " \n", - " dropout (Dropout) (None, 1920) 0 \n", - " \n", - " batch_normalization (Batch (None, 1920) 7680 \n", - " Normalization) \n", - " \n", - " dense (Dense) (None, 2) 3842 \n", - " \n", - "=================================================================\n", - "Total params: 18333506 (69.94 MB)\n", - "Trainable params: 18100610 (69.05 MB)\n", - "Non-trainable params: 232896 (909.75 KB)\n", - "_________________________________________________________________\n", - "Epoch 1/20\n", - "23/22 [==============================] - ETA: -2s - loss: 0.7998 - accuracy: 0.4757\n", - "Epoch 00001: val_accuracy improved from -inf to 0.65641, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 255s 10s/step - loss: 0.7998 - accuracy: 0.4757 - val_loss: 0.6391 - val_accuracy: 0.6564 - lr: 1.0000e-04\n", - "Epoch 2/20\n", - "23/22 [==============================] - ETA: -3s - loss: 0.6808 - accuracy: 0.6261\n", - "Epoch 00002: val_accuracy improved from 0.65641 to 0.66154, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 254s 11s/step - loss: 0.6808 - accuracy: 0.6261 - val_loss: 0.6762 - val_accuracy: 0.6615 - lr: 1.0000e-04\n", - "Epoch 3/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.6415 - accuracy: 0.6704\n", - "Epoch 00003: val_accuracy improved from 0.66154 to 0.75385, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 311s 14s/step - loss: 0.6415 - accuracy: 0.6704 - val_loss: 0.4893 - val_accuracy: 0.7538 - lr: 1.0000e-04\n", - "Epoch 4/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.6047 - accuracy: 0.6925\n", - "Epoch 00004: val_accuracy did not improve from 0.75385\n", - "22/22 [==============================] - 320s 14s/step - loss: 0.6047 - accuracy: 0.6925 - val_loss: 0.6372 - val_accuracy: 0.7026 - lr: 1.0000e-04\n", - "Epoch 5/20\n", - "23/22 [==============================] - ETA: -5s - loss: 0.5482 - accuracy: 0.7389\n", - "Epoch 00005: val_accuracy improved from 0.75385 to 0.82564, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 377s 17s/step - loss: 0.5482 - accuracy: 0.7389 - val_loss: 0.4255 - val_accuracy: 0.8256 - lr: 1.0000e-04\n", - "Epoch 6/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.5924 - accuracy: 0.7235\n", - "Epoch 00006: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 319s 14s/step - loss: 0.5924 - accuracy: 0.7235 - val_loss: 0.4945 - val_accuracy: 0.8103 - lr: 1.0000e-04\n", - "Epoch 7/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.5449 - accuracy: 0.7544\n", - "Epoch 00007: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 309s 14s/step - loss: 0.5449 - accuracy: 0.7544 - val_loss: 0.4458 - val_accuracy: 0.8051 - lr: 1.0000e-04\n", - "Epoch 8/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.5249 - accuracy: 0.7522\n", - "Epoch 00008: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 305s 14s/step - loss: 0.5249 - accuracy: 0.7522 - val_loss: 0.5102 - val_accuracy: 0.8154 - lr: 1.0000e-04\n", - "Epoch 9/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4692 - accuracy: 0.7920\n", - "Epoch 00009: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 309s 14s/step - loss: 0.4692 - accuracy: 0.7920 - val_loss: 0.5340 - val_accuracy: 0.7744 - lr: 1.0000e-04\n", - "Epoch 10/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4845 - accuracy: 0.7743\n", - "Epoch 10: ReduceLROnPlateau reducing learning rate to 1.9999999494757503e-05.\n", - "\n", - "Epoch 00010: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 314s 14s/step - loss: 0.4845 - accuracy: 0.7743 - val_loss: 0.5581 - val_accuracy: 0.8051 - lr: 1.0000e-04\n", - "Epoch 11/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4945 - accuracy: 0.7677\n", - "Epoch 00011: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 305s 14s/step - loss: 0.4945 - accuracy: 0.7677 - val_loss: 0.4358 - val_accuracy: 0.8256 - lr: 2.0000e-05\n", - "Epoch 12/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4439 - accuracy: 0.8230\n", - "Epoch 00012: val_accuracy did not improve from 0.82564\n", - "22/22 [==============================] - 301s 14s/step - loss: 0.4439 - accuracy: 0.8230 - val_loss: 0.4098 - val_accuracy: 0.8205 - lr: 2.0000e-05\n", - "Epoch 13/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4728 - accuracy: 0.7965\n", - "Epoch 00013: val_accuracy improved from 0.82564 to 0.83077, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 350s 16s/step - loss: 0.4728 - accuracy: 0.7965 - val_loss: 0.3905 - val_accuracy: 0.8308 - lr: 2.0000e-05\n", - "Epoch 14/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4464 - accuracy: 0.8009\n", - "Epoch 00014: val_accuracy improved from 0.83077 to 0.84615, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 352s 16s/step - loss: 0.4464 - accuracy: 0.8009 - val_loss: 0.3514 - val_accuracy: 0.8462 - lr: 2.0000e-05\n", - "Epoch 15/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4297 - accuracy: 0.8053\n", - "Epoch 00015: val_accuracy did not improve from 0.84615\n", - "22/22 [==============================] - 290s 13s/step - loss: 0.4297 - accuracy: 0.8053 - val_loss: 0.3939 - val_accuracy: 0.8359 - lr: 2.0000e-05\n", - "Epoch 16/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4629 - accuracy: 0.7832\n", - "Epoch 00016: val_accuracy improved from 0.84615 to 0.85128, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 337s 15s/step - loss: 0.4629 - accuracy: 0.7832 - val_loss: 0.3266 - val_accuracy: 0.8513 - lr: 2.0000e-05\n", - "Epoch 17/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.3896 - accuracy: 0.8252\n", - "Epoch 00017: val_accuracy improved from 0.85128 to 0.86667, saving model to D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\n", - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: D:\\pro_of_program\\Python\\train_cancer\\train_model\\models\\assets\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "22/22 [==============================] - 357s 16s/step - loss: 0.3896 - accuracy: 0.8252 - val_loss: 0.3354 - val_accuracy: 0.8667 - lr: 2.0000e-05\n", - "Epoch 18/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4505 - accuracy: 0.8208\n", - "Epoch 00018: val_accuracy did not improve from 0.86667\n", - "22/22 [==============================] - 321s 14s/step - loss: 0.4505 - accuracy: 0.8208 - val_loss: 0.3403 - val_accuracy: 0.8667 - lr: 2.0000e-05\n", - "Epoch 19/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4229 - accuracy: 0.8142\n", - "Epoch 00019: val_accuracy did not improve from 0.86667\n", - "22/22 [==============================] - 320s 14s/step - loss: 0.4229 - accuracy: 0.8142 - val_loss: 0.3341 - val_accuracy: 0.8564 - lr: 2.0000e-05\n", - "Epoch 20/20\n", - "23/22 [==============================] - ETA: -4s - loss: 0.4193 - accuracy: 0.8142\n", - "Epoch 00020: val_accuracy did not improve from 0.86667\n", - "22/22 [==============================] - 323s 14s/step - loss: 0.4193 - accuracy: 0.8142 - val_loss: 0.3644 - val_accuracy: 0.8359 - lr: 2.0000e-05\n" - ] - } - ], - "source": [ - "from loader_picture import data_loader\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "from train_model.modeling import reduce_study_rate\n", - "from train_model.modeling import modeling\n", - "from train_model.data_gen import data_output\n", - "\n", - "# 载入图片\n", - "load = data_loader.Loader()\n", - "# 获取模型\n", - "models = modeling.breast_train_test()\n", - "# 展现模型\n", - "models.model.summary()\n", - "# data\n", - "data = data_output.gen_data()\n", - "\n", - "# 降低学习率\n", - "reduces = reduce_study_rate.reduce()\n", - "reduces.train()\n", - "\n", - "# 训练+评估\n", - "history = models.model.fit(\n", - " data.tr_gen.flow(load.train_of_x , load.train_of_y , batch_size=data.batch),\n", - " steps_per_epoch = load.train_of_x.shape[0] / data.batch,\n", - " # 训练20次\n", - " epochs=20,\n", - " validation_data=(load.val_of_x , load.val_of_y),\n", - " callbacks=[reduces.learn_control , reduces.checkpoint]\n", - ")" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "data": { - "text/plain": "" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "\n", - "history_df = pd.DataFrame(history.history)\n", - "history_df[['accuracy', 'val_accuracy']].plot()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 128, - "outputs": [], - "source": [ - "# import tensorflow as tf\n", - "# -*- coding: utf-8 -*-\n", - "import tensorflow.compat.v1 as tf\n", - "tf.disable_v2_behavior()\n", - "tf.disable_eager_execution()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 101, - "outputs": [], - "source": [ - "sess = tf.compat.v1.Session()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 74, - "outputs": [], - "source": [ - "def load_pb_model(sess, save_path):\n", - " with open(save_path) as f:\n", - " print(f.encoding)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 75, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cp936\n" - ] - } - ], - "source": [ - "load_pb_model(sess , 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\train_model\\\\models\\\\saved_model.pb')" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 116, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(647, 224, 224, 3)\n" - ] - } - ], - "source": [ - "tf.compat.v1.disable_eager_execution()\n", - "x = load.x_test.copy()\n", - "print(load.x_test.shape)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 132, - "outputs": [], - "source": [ - "path1 = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\train_model\\\\models'\n", - "path2 = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\train_model\\\\models\\\\keras_metadata.pb'" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 148, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:From D:\\Python 3.11\\Lib\\site-packages\\keras\\src\\layers\\normalization\\batch_normalization.py:883: _colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Colocations handled automatically by placer.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:From D:\\Python 3.11\\Lib\\site-packages\\keras\\src\\layers\\normalization\\batch_normalization.py:883: _colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Colocations handled automatically by placer.\n" - ] - } - ], - "source": [ - "x = tf.keras.models.load_model('train_model/models')" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 149, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "print(x)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 151, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " densenet201 (Functional) (None, 7, 7, 1920) 18321984 \n", - " \n", - " global_average_pooling2d ( (None, 1920) 0 \n", - " GlobalAveragePooling2D) \n", - " \n", - " dropout (Dropout) (None, 1920) 0 \n", - " \n", - " batch_normalization (Batch (None, 1920) 7680 \n", - " Normalization) \n", - " \n", - " dense (Dense) (None, 2) 3842 \n", - " \n", - "=================================================================\n", - "Total params: 18333506 (69.94 MB)\n", - "Trainable params: 18100610 (69.05 MB)\n", - "Non-trainable params: 232896 (909.75 KB)\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "x.summary()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 153, - "outputs": [], - "source": [ - "y = x.predict(load.x_test)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 154, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[6.0920877e-09 1.0000000e+00]\n", - " [9.9891126e-01 1.0887930e-03]\n", - " [9.9357092e-01 6.4291358e-03]\n", - " ...\n", - " [9.9998343e-01 1.6547259e-05]\n", - " [9.6453744e-01 3.5462592e-02]\n", - " [9.9991632e-01 8.3681123e-05]]\n" - ] - } - ], - "source": [ - "print(y)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 164, - "outputs": [], - "source": [ - "with open('test_res.txt' , 'w') as f:\n", - " for i in y:\n", - " f.write(str(float(i[0])))\n", - " f.write(' ')\n", - " f.write(str(float(i[1])))\n", - " f.write('\\n')" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 162, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0001\n" - ] - } - ], - "source": [ - "temp = 1e-4\n", - "print(temp)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 12, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 224, 224, 3)\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "from loader_picture import data_single_loader\n", - "pic = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\picture\\\\malignant\\\\malignant (209).png'\n", - "img = data_single_loader.load_single(pic , 224)\n", - "img = np.expand_dims(img , axis=0)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 15, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 2s 2s/step\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "x = tf.keras.models.load_model('train_model/models')\n", - "res = x.predict(img)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 18, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1.4167277e-06 9.9999857e-01]]\n" - ] - } - ], - "source": [ - "print(res)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 1, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'img' is not defined", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mNameError\u001B[0m Traceback (most recent call last)", - "Cell \u001B[1;32mIn[1], line 3\u001B[0m\n\u001B[0;32m 1\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01mtensorflow\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m \u001B[38;5;21;01mtf\u001B[39;00m\n\u001B[0;32m 2\u001B[0m x \u001B[38;5;241m=\u001B[39m tf\u001B[38;5;241m.\u001B[39mkeras\u001B[38;5;241m.\u001B[39mmodels\u001B[38;5;241m.\u001B[39mload_model(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mtrain_model/models\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[1;32m----> 3\u001B[0m res \u001B[38;5;241m=\u001B[39m x\u001B[38;5;241m.\u001B[39mpredict(\u001B[43mimg\u001B[49m)\n", - "\u001B[1;31mNameError\u001B[0m: name 'img' is not defined" - ] - } - ], - "source": [], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 2, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 2s 2s/step\n", - "[[0.91666824 0.08333173]]\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "from loader_picture import data_single_loader\n", - "import tensorflow as tf\n", - "\n", - "pic1 = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\picture\\\\normal\\\\normal (1).png'\n", - "img1 = data_single_loader.load_single(pic1 , 224)\n", - "img1 = np.expand_dims(img1 , axis=0)\n", - "\n", - "x = tf.keras.models.load_model('train_model/models')\n", - "res = x.predict(img1)\n", - "print(res)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 2, - "outputs": [ - { - "ename": "NotImplementedError", - "evalue": "in user code:\n\n File \"D:\\pro_of_program\\Python\\train_cancer\\loader_picture\\data_loader.py\", line 20, in __init__ *\n self.benign_train = np.array(self.data_loader('D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\picture\\\\benign', 224))\n\n NotImplementedError: Cannot convert a symbolic tf.Tensor (PartitionedCall:0) to a numpy array. This error may indicate that you're trying to pass a Tensor to a NumPy call, which is not supported.\n", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mNotImplementedError\u001B[0m Traceback (most recent call last)", - "Cell \u001B[1;32mIn[2], line 10\u001B[0m\n\u001B[0;32m 7\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mtrain_model\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mdata_gen\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m data_output\n\u001B[0;32m 9\u001B[0m \u001B[38;5;66;03m# 载入图片\u001B[39;00m\n\u001B[1;32m---> 10\u001B[0m load \u001B[38;5;241m=\u001B[39m \u001B[43mdata_loader\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mLoader\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 11\u001B[0m \u001B[38;5;66;03m# 获取模型\u001B[39;00m\n\u001B[0;32m 12\u001B[0m models \u001B[38;5;241m=\u001B[39m modeling\u001B[38;5;241m.\u001B[39mbreast_train_test()\n", - "File \u001B[1;32mD:\\Python 3.11\\Lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py:153\u001B[0m, in \u001B[0;36mfilter_traceback..error_handler\u001B[1;34m(*args, **kwargs)\u001B[0m\n\u001B[0;32m 151\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[0;32m 152\u001B[0m filtered_tb \u001B[38;5;241m=\u001B[39m _process_traceback_frames(e\u001B[38;5;241m.\u001B[39m__traceback__)\n\u001B[1;32m--> 153\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m e\u001B[38;5;241m.\u001B[39mwith_traceback(filtered_tb) \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m\n\u001B[0;32m 154\u001B[0m \u001B[38;5;28;01mfinally\u001B[39;00m:\n\u001B[0;32m 155\u001B[0m \u001B[38;5;28;01mdel\u001B[39;00m filtered_tb\n", - "File \u001B[1;32m~\\AppData\\Local\\Temp\\__autograph_generated_filevpn6c1g1.py:8\u001B[0m, in \u001B[0;36mouter_factory..inner_factory..tf____init__\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 6\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mtf____init__\u001B[39m(\u001B[38;5;28mself\u001B[39m):\n\u001B[0;32m 7\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m ag__\u001B[38;5;241m.\u001B[39mFunctionScope(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m__init__\u001B[39m\u001B[38;5;124m'\u001B[39m, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mfscope\u001B[39m\u001B[38;5;124m'\u001B[39m, ag__\u001B[38;5;241m.\u001B[39mConversionOptions(recursive\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m, user_requested\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m, optional_features\u001B[38;5;241m=\u001B[39m(), internal_convert_user_code\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m)) \u001B[38;5;28;01mas\u001B[39;00m fscope:\n\u001B[1;32m----> 8\u001B[0m ag__\u001B[38;5;241m.\u001B[39mld(\u001B[38;5;28mself\u001B[39m)\u001B[38;5;241m.\u001B[39mbenign_train \u001B[38;5;241m=\u001B[39m \u001B[43mag__\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mconverted_call\u001B[49m\u001B[43m(\u001B[49m\u001B[43mag__\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mld\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnp\u001B[49m\u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43marray\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m(\u001B[49m\u001B[43mag__\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mconverted_call\u001B[49m\u001B[43m(\u001B[49m\u001B[43mag__\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mld\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdata_loader\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mD:\u001B[39;49m\u001B[38;5;130;43;01m\\\\\u001B[39;49;00m\u001B[38;5;124;43mpro_of_program\u001B[39;49m\u001B[38;5;130;43;01m\\\\\u001B[39;49;00m\u001B[38;5;124;43mPython\u001B[39;49m\u001B[38;5;130;43;01m\\\\\u001B[39;49;00m\u001B[38;5;124;43mtrain_cancer\u001B[39;49m\u001B[38;5;130;43;01m\\\\\u001B[39;49;00m\u001B[38;5;124;43mpicture\u001B[39;49m\u001B[38;5;130;43;01m\\\\\u001B[39;49;00m\u001B[38;5;124;43mbenign\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m224\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mfscope\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mfscope\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 9\u001B[0m ag__\u001B[38;5;241m.\u001B[39mld(\u001B[38;5;28mself\u001B[39m)\u001B[38;5;241m.\u001B[39mmalignant_train \u001B[38;5;241m=\u001B[39m ag__\u001B[38;5;241m.\u001B[39mconverted_call(ag__\u001B[38;5;241m.\u001B[39mld(np)\u001B[38;5;241m.\u001B[39marray, (ag__\u001B[38;5;241m.\u001B[39mconverted_call(ag__\u001B[38;5;241m.\u001B[39mld(\u001B[38;5;28mself\u001B[39m)\u001B[38;5;241m.\u001B[39mdata_loader, (\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mD:\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mpro_of_program\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mPython\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mtrain_cancer\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mpicture\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mmalignant\u001B[39m\u001B[38;5;124m'\u001B[39m, \u001B[38;5;241m224\u001B[39m), \u001B[38;5;28;01mNone\u001B[39;00m, fscope),), \u001B[38;5;28;01mNone\u001B[39;00m, fscope)\n\u001B[0;32m 10\u001B[0m ag__\u001B[38;5;241m.\u001B[39mld(\u001B[38;5;28mself\u001B[39m)\u001B[38;5;241m.\u001B[39mmalignant_test \u001B[38;5;241m=\u001B[39m ag__\u001B[38;5;241m.\u001B[39mconverted_call(ag__\u001B[38;5;241m.\u001B[39mld(np)\u001B[38;5;241m.\u001B[39marray, (ag__\u001B[38;5;241m.\u001B[39mconverted_call(ag__\u001B[38;5;241m.\u001B[39mld(\u001B[38;5;28mself\u001B[39m)\u001B[38;5;241m.\u001B[39mdata_loader, (\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mD:\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mpro_of_program\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mPython\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mtrain_cancer\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mpicture\u001B[39m\u001B[38;5;130;01m\\\\\u001B[39;00m\u001B[38;5;124mmalignant\u001B[39m\u001B[38;5;124m'\u001B[39m, \u001B[38;5;241m224\u001B[39m), \u001B[38;5;28;01mNone\u001B[39;00m, fscope),), \u001B[38;5;28;01mNone\u001B[39;00m, fscope)\n", - "\u001B[1;31mNotImplementedError\u001B[0m: in user code:\n\n File \"D:\\pro_of_program\\Python\\train_cancer\\loader_picture\\data_loader.py\", line 20, in __init__ *\n self.benign_train = np.array(self.data_loader('D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\picture\\\\benign', 224))\n\n NotImplementedError: Cannot convert a symbolic tf.Tensor (PartitionedCall:0) to a numpy array. This error may indicate that you're trying to pass a Tensor to a NumPy call, which is not supported.\n" - ] - } - ], - "source": [ - "from loader_picture import data_loader\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "from train_model.modeling import reduce_study_rate\n", - "from train_model.modeling import modeling\n", - "from train_model.data_gen import data_output\n", - "\n", - "# 载入图片\n", - "load = data_loader.Loader()\n", - "# 获取模型\n", - "models = modeling.breast_train_test()\n", - "# 展现模型\n", - "models.model.summary()\n", - "# data\n", - "data = data_output.gen_data()\n", - "\n", - "# 降低学习率\n", - "reduces = reduce_study_rate.reduce()\n", - "reduces.train()\n", - "\n", - "# 训练+评估\n", - "history = models.model.fit(\n", - " generator=data.tr_gen.flow(load.train_of_x , load.train_of_y , batch_size=data.batch),\n", - " steps_per_epoch = 40,\n", - " # 训练20次\n", - " epochs=50,\n", - " validation_data=(load.val_of_x , load.val_of_y),\n", - " callbacks=[reduces.learn_control , reduces.checkpoint]\n", - ")" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 3, - "outputs": [], - "source": [ - "from loader_picture import data_loader" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 4, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(853, 224, 224, 3)\n" - ] - }, - { - "data": { - "text/plain": "" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_loader.Loader()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 1, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 3s 3s/step\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "from loader_picture import data_single_loader\n", - "import tensorflow as tf\n", - "\n", - "pic_test = 'D:\\\\pro_of_program\\\\Python\\\\train_cancer\\\\picture\\\\benign\\\\benign (331).png'\n", - "# 转换为numpy格式\n", - "img_test = data_single_loader.load_single(pic_test , 224)\n", - "# 需要（1，224，224，3）这种格式输入\n", - "img_test = np.expand_dims(img_test , axis=0)\n", - "\n", - "# 载入模型\n", - "x = tf.keras.models.load_model('train_model/third_model')\n", - "res = x.predict(img_test)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 3, - "outputs": [], - "source": [ - "np.set_printoptions(suppress=True)" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 4, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.99984765\n" - ] - } - ], - "source": [ - "print(res[0][0])" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 1, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unmatched ')' (1947326207.py, line 16)", - "output_type": "error", - "traceback": [ - "\u001B[1;36m Cell \u001B[1;32mIn[1], line 16\u001B[1;36m\u001B[0m\n\u001B[1;33m return \"良性：\" + str(res[0][0]) + \"恶性：\" + str(res[0][1]))\u001B[0m\n\u001B[1;37m ^\u001B[0m\n\u001B[1;31mSyntaxError\u001B[0m\u001B[1;31m:\u001B[0m unmatched ')'\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "from loader_picture import data_single_loader\n", - "import tensorflow as tf\n", - "\n", - "def check(dir_pic , dir_model):\n", - " pic_test = dir_pic\n", - " # 转换为numpy格式\n", - " img_test = data_single_loader.load_single(pic_test , 224)\n", - " # 需要（1，224，224，3）这种格式输入\n", - " img_test = np.expand_dims(img_test , axis=0)\n", - "\n", - " # 载入模型\n", - " x = tf.keras.models.load_model(dir_model)\n", - " res = x.predict(img_test)\n", - " np.set_printoptions(suppress=True)\n", - " return \"良性：\" + str(res[0][0]) + \"恶性：\" + str(res[0][1]))" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 2, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/src/medicine/train_cancer/思路整理.md b/src/medicine/train_cancer/思路整理.md deleted file mode 100644 index e31614eb..00000000 --- a/src/medicine/train_cancer/思路整理.md +++ /dev/null @@ -1,49 +0,0 @@ -#### *第一步、搜集数据集* - -- *文件保存在picture文件夹中* - - *benign 良性乳腺癌图片* - - *malignant 恶性乳腺癌图片* - - *normal 正常乳腺癌图片* -- *以70%作为训练集、30%作为测试集* - -#### *第二步、处理数据集* - -- *(1) 读取图片* -- *(2) 使用sklearn.model_selection中的train_test_split 分割数据集* -- *(3) 使用plt打印图片* - -#### *第三步训练* -- *训练模型选择* - - *使用Microsoft提出的DenseNet201框架进行训练* - - *DenseNet201包含201层卷积层和全连接层* - - *拥有池化操作，非常适合训练模型* - -- *激活函数选择* - - *使用softmax作为激活函数* - - - $$ - Softmax(z_{i} )=\frac{e^{z_{i}}}{ {\textstyle \sum_{c=1}^{c} e^{z_{c}}}} - 其中zi为第i个节点的输出值，c为输出节点的个数 - $$ - -- *损失函数选择* - - - *使用二元交叉熵给出* - - - $$ - Loss = \frac{1}{N} \sum_{i=1}^{N}[y_{i}log(p(y_{i})) + (1-y_{i})(1 - log(p(y_{i})))] - $$ - -- *优化器选择* - - - *Nadam优化器* - - *该优化器综合Adam将RMSprop和动量结合起来* - - *优于Adam优化器* - -#### *第四步*测试 - -- *导入图片* - - *使用PIL进行读取图片* - - *使用test pic进行测试* - - *tensorflow load_model进行模型的加载* - - *predict进行模型的预测* \ No newline at end of file