Custom gradient registration is broken in Windows
まだ誰も着手していません。
- 主要言語
- Java
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説明
Since we've upgrade to TF 2.10.1, the JVM crashes on Windows when attempting to register custom gradients. This has been observed when running the unit tests. Right now, custom gradient registration in Windows has been disabled until this issue is fixed. Seems to be related to a wrong pointer returned by TF_OperationName.
Here's some traces:
--------------- T H R E A D ---------------
Current thread (0x000002382b662000): JavaThread "main" [_thread_in_native, id=5220, stack(0x00000045fcd00000,0x00000045fce00000)]
Stack: [0x00000045fcd00000,0x00000045fce00000], sp=0x00000045fcdfac90, free space=1003k
Native frames: (J=compiled Java code, j=interpreted, Vv=VM code, C=native code)
C [jnitensorflow.dll+0x4c030]
Java frames: (J=compiled Java code, j=interpreted, Vv=VM code)
j org.tensorflow.internal.c_api.NameMap.erase(Lorg/bytedeco/javacpp/BytePointer;)J+0
j org.tensorflow.GraphOperationBuilder.finishDangerousGradient(Lorg/tensorflow/internal/c_api/TF_Graph;Lorg/tensorflow/internal/c_api/TF_OperationDescription;)Lorg/tensorflow/internal/c_api/TF_Operation;+36
j org.tensorflow.GraphOperationBuilder.build()Lorg/tensorflow/GraphOperation;+34
j org.tensorflow.GraphOperationBuilder.build()Lorg/tensorflow/Operation;+1
j org.tensorflow.op.core.Constant.create(Lorg/tensorflow/op/Scope;Lorg/tensorflow/types/family/TType;)Lorg/tensorflow/op/core/Constant;+37
j org.tensorflow.op.core.Constant.scalarOf(Lorg/tensorflow/op/Scope;F)Lorg/tensorflow/op/core/Constant;+7
j org.tensorflow.op.Ops.constant(F)Lorg/tensorflow/op/core/Constant;+5
j org.tensorflow.CustomGradientTest.lambda$testCustomGradient$1(Lorg/tensorflow/op/Ops;Lorg/tensorflow/op/nn/NthElement$Inputs;Ljava/util/List;)Ljava/util/List;+13
j org.tensorflow.CustomGradientTest$$Lambda$394.call(Lorg/tensorflow/op/Ops;Lorg/tensorflow/op/RawOpInputs;Ljava/util/List;)Ljava/util/List;+6
j org.tensorflow.op.TypedGradientAdapter.call(Lorg/tensorflow/internal/c_api/TF_Scope;Lorg/tensorflow/internal/c_api/NativeOperation;Lorg/tensorflow/internal/c_api/NativeOutputVector;Lorg/tensorflow/internal/c_api/NativeOutputVector;)Lorg/tensorflow/internal/c_api/NativeStatus;+125
v ~StubRoutines::call_stub
j org.tensorflow.internal.c_api.global.tensorflow.TF_AddGradientsWithPrefix(Lorg/tensorflow/internal/c_api/TF_Graph;Ljava/lang/String;Lorg/tensorflow/internal/c_api/TF_Output;ILorg/tensorflow/internal/c_api/TF_Output;ILorg/tensorflow/internal/c_api/TF_Output;Lorg/tensorflow/internal/c_api/TF_Status;Lorg/tensorflow/internal/c_api/TF_Output;)V+0
j org.tensorflow.Graph.addGradients(Lorg/tensorflow/internal/c_api/TF_Graph;Ljava/lang/String;[Lorg/tensorflow/internal/c_api/TF_Operation;[I[Lorg/tensorflow/internal/c_api/TF_Operation;[I[Lorg/tensorflow/internal/c_api/TF_Operation;[I)[Ljava/lang/Object;+162
j org.tensorflow.Graph.addGradients(Ljava/lang/String;[Lorg/tensorflow/Output;[Lorg/tensorflow/Output;[Lorg/tensorflow/Output;)[Lorg/tensorflow/Output;+221
j org.tensorflow.Graph.addGradients(Lorg/tensorflow/Output;[Lorg/tensorflow/Output;)[Lorg/tensorflow/Output;+12
j org.tensorflow.CustomGradientTest.testCustomGradient()V+101
The generated JNI code:
JNIEXPORT jlong JNICALL Java_org_tensorflow_internal_c_1api_NameMap_erase__Lorg_bytedeco_javacpp_BytePointer_2(JNIEnv* env, jobject obj, jobject arg0) {
std::unordered_map<tensorflow::string,tensorflow::Node*>* ptr = (std::unordered_map<tensorflow::string,tensorflow::Node*>*)jlong_to_ptr(env->GetLongField(obj, JavaCPP_addressFID));
if (ptr == NULL) {
env->ThrowNew(JavaCPP_getClass(env, 7), "This pointer address is NULL.");
return 0;
}
jlong position = env->GetLongField(obj, JavaCPP_positionFID);
ptr += position;
signed char* ptr0 = arg0 == NULL ? NULL : (signed char*)jlong_to_ptr(env->GetLongField(arg0, JavaCPP_addressFID));
jlong size0 = arg0 == NULL ? 0 : env->GetLongField(arg0, JavaCPP_limitFID);
void* owner0 = JavaCPP_getPointerOwner(env, arg0);
jlong position0 = arg0 == NULL ? 0 : env->GetLongField(arg0, JavaCPP_positionFID);
ptr0 += position0;
size0 -= position0;
StringAdapter< char > adapter0(ptr0, size0, owner0);
jlong rarg = 0;
jlong rval = ptr->erase((std::basic_string< char >&)adapter0);
rarg = (jlong)rval;
signed char* rptr0 = adapter0;
jlong rsize0 = (jlong)adapter0.size;
void* rowner0 = adapter0.owner;
if (rptr0 != ptr0) {
JavaCPP_initPointer(env, arg0, rptr0, rsize0, rowner0, &StringAdapter< char >::deallocate);
} else {
env->SetLongField(arg0, JavaCPP_limitFID, rsize0 + position0);
}
return rarg;
}
Also, this binding seems to receive a special treatment from our end: https://github.com/tensorflow/java/blob/455fc731ece7aba751e7ec7ee1cd06dff3a1bfe0/tensorflow-core/tensorflow-core-api/src/main/java/org/tensorflow/internal/c_api/presets/tensorflow.java#L391
Originally posted by @karllessard in https://github.com/tensorflow/java/issues/484#issuecomment-1378232331
コントリビューションガイド
はじめの一歩
- issue を最後まで読み、次にプロジェクトのコントリビューションガイドを読みます。
- 着手することを issue にコメントします — 二人が同じ作業をするのを防げます。
- リポジトリをフォークし、ブランチを切って変更します。
- issue 番号を参照したプルリクエストを送ります。
調査の方向性
CustomGradientTest.testCustomGradient とクラッシュに示された NameMap.erase のエントリポイントから始め、次に tensorflow-core-api/src/main/java/org/tensorflow/internal/c_api/presets/tensorflow.java の 391 行目付近にある特殊なバインディング処理を調べます。Windows でカスタム勾配のユニットテストを再現し、JVM のクラッシュなしに登録が完了することを確認します。
索引モデルが issue の本文から書いたものです。
評価
- 技術スタック
- cpp, java
- 領域
- api, operating-systems
- issue の種類
- バグ
- 難易度
- 4/5
- 見積もり時間
- 3〜5日
- 活発さ
- 停滞
- 明瞭さ
- おおむね明確
- 初心者へのやさしさ
- 35/100