Custom gradient registration is broken in Windows
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Descripción
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
Guía de contribución
Primeros pasos
- Lee el issue completo y luego la guía de contribución del proyecto.
- Comenta en el issue que vas a ocuparte — evita que dos personas hagan lo mismo.
- Haz un fork del repositorio y trabaja en una rama.
- Abre un pull request que haga referencia al número del issue.
Línea de trabajo
Comienza con CustomGradientTest.testCustomGradient y el punto de entrada NameMap.erase mostrado en el fallo; después, inspecciona el tratamiento especial de los bindings en tensorflow-core-api/src/main/java/org/tensorflow/internal/c_api/presets/tensorflow.java alrededor de la línea 391. Reproduce la prueba unitaria de gradiente personalizado en Windows y verifica que el registro se complete sin un fallo de la JVM.
Escrito por el modelo de indexación a partir del texto del issue.
Evaluación
- Stack tecnológico
- cpp, java
- Área
- api, operating-systems
- Tipo de issue
- Error
- Dificultad
- 4/5
- Tiempo estimado
- 3-5 días
- Estado de actividad
- Estancado
- Claridad
- Bastante claro
- Aptitud para principiantes
- 35/100