tensorflow / tensorflow/java

Custom gradient registration is broken in Windows

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Lingua principale
Java
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Descrizione

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

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Direzione di ricerca

Inizia con CustomGradientTest.testCustomGradient e il punto di ingresso NameMap.erase mostrato nel crash, quindi esamina la gestione speciale dei binding in tensorflow-core-api/src/main/java/org/tensorflow/internal/c_api/presets/tensorflow.java intorno alla riga 391. Riproduci il test unitario del gradiente personalizzato su Windows e verifica che la registrazione venga completata senza un crash della JVM.

Scritto dal modello di indicizzazione a partire dal testo della issue.

Valutazione

Stack tecnologico
cpp, java
Ambito
api, operating-systems
Tipo di issue
Bug
Difficoltà
4/5
Tempo stimato
3-5 giorni
Stato di attività
Ferma
Chiarezza
Abbastanza chiara
Idoneità per principianti
35/100

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