tensorflow / tensorflow/java

Debug in .cc file. org.tensorflow.exceptions.TFInvalidArgumentException: indices = 1 is not in [0, 1)

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My tfserver project throw error when it perform an inference.
Something wrong when program get feature raw data and make feature to embedding tensor.
How can I debug into .cc file.
image

org.tensorflow.exceptions.TFInvalidArgumentException: indices = 1 is not in [0, 1)
	 [[{{node dense_features_5/cate_ord_start_hash_embedding_1/cate_ord_start_hash_embedding_weights/GatherV2}}]]

featue "cate_ord_start_hash" is created by

'cate_ord_start_hash': tf.feature_column.embedding_column( tf.feature_column.categorical_column_with_vocabulary_file('cate_ord_start_hash', "cate_ord_start_hash_dict.txt", dtype=tf.string, default_value=0), dimension=8)

full error stack is

16:06:19.623 [main] INFO com.sankuai.qcs.model.common.core.loader.AbstractModelLoader - Unzip model cancel(v1, 1.0) tar file succeed, get [/Users/yu/proj/qcs.dispatch.algo/model-cancelBlameCancelRate/target/test-classes/._pbModel]
Warning: Could not load Loader: java.lang.UnsatisfiedLinkError: no jnijavacpp in java.library.path
Warning: Could not load Pointer: java.lang.UnsatisfiedLinkError: no jnijavacpp in java.library.path
Warning: Could not load BytePointer: java.lang.UnsatisfiedLinkError: no jnijavacpp in java.library.path
Warning: Could not load PointerPointer: java.lang.UnsatisfiedLinkError: no jnijavacpp in java.library.path
2021-01-14 16:06:21.898193: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:31] Reading SavedModel from: /Users/yu/proj/qcs.dispatch.algo/model-cancelBlameCancelRate/target/test-classes//pbModel
2021-01-14 16:06:21.913997: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:54] Reading meta graph with tags { serve }
2021-01-14 16:06:21.914019: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:250] Reading SavedModel debug info (if present) from: /Users/yu/proj/qcs.dispatch.algo/model-cancelBlameCancelRate/target/test-classes//pbModel
2021-01-14 16:06:21.914108: I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations:  AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2021-01-14 16:06:22.037598: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:215] Restoring SavedModel bundle.
2021-01-14 16:06:22.168687: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:199] Running initialization op on SavedModel bundle at path: /Users/yu/proj/qcs.dispatch.algo/model-cancelBlameCancelRate/target/test-classes//pbModel
2021-01-14 16:06:22.261870: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:319] SavedModel load for tags { serve }; Status: success: OK. Took 363683 microseconds.
16:06:22.872 [main] DEBUG com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameCancelRateModel - #GroupRespRateModel.loadConfig# 配置文件解析成功. featureConfig:{cate_ord_start_hash=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@11c9af63, cate_ord_hour=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@757acd7b, cate_ord_end_hash=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@36b4fe2a, str_im_message=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@574b560f, num_hold_time=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@ba54932, order_id_view=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@28975c28, num_trail_total_moving_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@3943a2be, num_navi_interval_duration=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@343570b7, num_trail_interval_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@157853da, cate_ord_hexhash16=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@71c3b41, num_user_total_moving_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@236e3f4e, cate_feature_call_type=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@3cc1435c, num_navi_offline_cnt=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@6bf0219d, num_navi_max_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@dd0c991, num_user_max_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@5f16132a, num_trail_max_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@69fb6037, num_navi_interval_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@36d585c, num_user_avg_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@87a85e1, num_trail_avg_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@671a5887, num_user_interval_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@5552768b, num_navi_avg_duration=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@3c947bc5, num_ord_cancel_time=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@609db43b, cate_feature_call_result=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@55f616cf, num_navi_max_duration=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@1356d4d4, num_navi_avg_distance=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@c03cf28, cate_ord_status=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@1329eff, num_user_avg_speed=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@6497b078, cate_ord_driver_type=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@41c2284a, num_trail_driver_speed=com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameFeatureDesc@53aad5d5}
16:06:22.873 [main] INFO com.sankuai.qcs.model.common.core.loader.AbstractModelLoader - Build model cancel(v1, 1.0) finished
16:06:22.902 [main] INFO com.sankuai.qcs.model.common.core.loader.AbstractModelLoader - Model cancel(v1, 1.0) get attributeVectorDef: [AttributeDef[name=num_ord_cancel_time,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=cate_ord_hour,attributeType=STRING,defaultValue=0,allowNone=false],AttributeDef[name=cate_ord_hexhash16,attributeType=STRING,defaultValue=0,allowNone=false],AttributeDef[name=cate_ord_start_hash,attributeType=STRING,defaultValue=0,allowNone=false],AttributeDef[name=cate_ord_end_hash,attributeType=STRING,defaultValue=0,allowNone=false],AttributeDef[name=cate_ord_driver_type,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=cate_ord_status,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_max_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_interval_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_avg_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_max_duration,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_interval_duration,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_avg_duration,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_navi_offline_cnt,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_trail_max_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_trail_avg_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_trail_interval_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_trail_total_moving_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_trail_driver_speed,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=cate_feature_call_type,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=cate_feature_call_result,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_hold_time,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_user_max_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_user_interval_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_user_avg_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_user_total_moving_distance,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=num_user_avg_speed,attributeType=INT,defaultValue=-1,allowNone=false],AttributeDef[name=str_im_message,attributeType=STRING,defaultValue=N,allowNone=false],AttributeDef[name=order_id_view,attributeType=STRING,defaultValue=0,allowNone=false]]
16:06:22.939 [main] INFO com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameCancelRateModelChecker - CancelBlameRateFeatures: cate_ord_hexhash16 = p0d221h0408
2021-01-14 16:06:24.111474: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111486: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111530: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111539: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111548: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111539: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111576: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111600: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111606: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111625: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111628: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111631: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111641: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111651: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111646: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111668: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111674: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111678: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111688: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
2021-01-14 16:06:24.111767: W external/org_tensorflow/tensorflow/core/framework/op_kernel.cc:1767] OP_REQUIRES failed at strided_slice_op.cc:108 : Invalid argument: slice index 1 of dimension 0 out of bounds.
16:06:24.112 [main] ERROR com.sankuai.qcs.model.common.core.model.inner.AbstractTFDispatchModel - Compute tf model failed, modelName = cancel: 
org.tensorflow.exceptions.TFInvalidArgumentException: indices = 1 is not in [0, 1)
	 [[{{node dense_features_5/cate_ord_start_hash_embedding_1/cate_ord_start_hash_embedding_weights/GatherV2}}]]
	at org.tensorflow.internal.c_api.AbstractTF_Status.throwExceptionIfNotOK(AbstractTF_Status.java:87)
	at org.tensorflow.Session.run(Session.java:666)
	at org.tensorflow.Session.access$100(Session.java:72)
	at org.tensorflow.Session$Runner.runHelper(Session.java:381)
	at org.tensorflow.Session$Runner.run(Session.java:329)
	at com.sankuai.qcs.model.common.core.model.inner.AbstractTFDispatchModel.compute(AbstractTFDispatchModel.java:47)
	at com.sankuai.qcs.model.common.core.model.outer.AbstractTFModel.compute(AbstractTFModel.java:27)
	at com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameCancelRateModelChecker.check(cancelBlameCancelRateModelChecker.java:49)
	at com.sankuai.qcs.model.common.core.loader.AbstractModelLoader.loadFromFile(AbstractModelLoader.java:58)
	at com.sankuai.qcs.model.impl.cancelBlameCancelRate.cancelBlameCancelRateModelTest.test(cancelBlameCancelRateModelTest.java:41)
	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
	at java.lang.reflect.Method.invoke(Method.java:498)
	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:50)
	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:47)
	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:325)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:78)
	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:57)
	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:290)
	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:71)
	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:288)
	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:58)
	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:268)
	at org.junit.runners.ParentRunner.run(ParentRunner.java:363)
	at org.junit.runner.JUnitCore.run(JUnitCore.java:137)
	at com.intellij.junit4.JUnit4IdeaTestRunner.startRunnerWithArgs(JUnit4IdeaTestRunner.java:69)
	at com.intellij.rt.junit.IdeaTestRunner$Repeater.startRunnerWithArgs(IdeaTestRunner.java:33)
	at com.intellij.rt.junit.JUnitStarter.prepareStreamsAndStart(JUnitStarter.java:220)
	at com.intellij.rt.junit.JUnitStarter.main(JUnitStarter.java:53)

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  4. Mở pull request có tham chiếu số hiệu của issue.

Hướng nghiên cứu

Bắt đầu bằng cách tái hiện lần suy luận được báo cáo và lần theo nút GatherV2 được nêu trong ngoại lệ. Đọc external/org_tensorflow/tensorflow/core/framework/op_kernel.cc xung quanh dòng 1767, cùng với đường dẫn tải SavedModel được ghi lại trong log; để hoàn tất, cần xác định một thay đổi trong dự án hoặc một hướng chẩn đoán cho lỗi tensor do truy cập ngoài giới hạn.

Do mô hình lập chỉ mục viết ra từ nội dung của issue.

Đánh giá

Công nghệ
cpp, java
Lĩnh vực
backend
Loại issue
Lỗi
Độ khó
5/5
Thời gian dự kiến
Hơn một tuần
Mức độ hoạt động
Đình trệ
Độ rõ ràng
Cần làm rõ
Mức phù hợp với người mới
20/100

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