shawwn · November 2, 2021 06:41
diff --git a/libtpujesus.c b/libtpujesus.c
 /* libtpujesus.c
 Copyright 2021 Shawn Presser

 Permission is hereby granted, free of charge, to any person obtaining
 a copy of this software and associated documentation files (the
 "Software"), to deal in the Software without restriction, including
 without limitation the rights to use, copy, modify, merge, publish,
 distribute, sublicense, and/or sell copies of the Software, and to
 permit persons to whom the Software is furnished to do so, subject to
 the following conditions:

 The above copyright notice and this permission notice shall be
 included in all copies or substantial portions of the Software.

 THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
 EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
 MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
 IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
 CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
 TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
 SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
 */
 // ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 //
 // This is an example of building a custom "stub" libtpu.so library,
 // with the ultimate goal of implementing your own "TPU" device for
 // JAX.
 //
 // At a basic level, the overall goal is to do this:
 //
 //   gcc -shared -o libtpujesus.so libtpujesus.c
 //   TPU_LIBRARY_PATH=libtpujesus.so TF_CPP_MIN_LOG_LEVEL=0 python3 -c 'import jax; print(jax.devices());'
 //
 // That will trick JAX into loading our own libtpu.so library.
 //
 // Unfortunately, unless you're running that on a Cloud TPU VM, you'll
 // have to build your own jaxlib with TPU support. Luckily, that's
 // not too hard. James Bradbury (https://twitter.com/jekbradbury)
 // pointed out that we can simply pass --enable_tpu to build.py:
 //
 //   git clone https://github.com/google/jax ~/ml/jax-tpu
 //   cd ~/ml/jax-tpu/build
 //   python3 build.py --enable_tpu --bazel_options={--action_env=PATH,--remote_accept_cached=true,--spawn_strategy=standalone,--remote_local_fallback=false,--remote_timeout=600}
 //
 // (Those --bazel_options enable build caching, which is absolutely
 // essential if you intend to modify the jaxlib tensorflow C++.
 // Otherwise every code change will take 30 minutes instead of 20
 // seconds. If you want to make custom C++ changes, see the
 // section below for how to set that up.)
 // 
 // then `pip3 install --force-reinstall` the resulting .whl file, e.g.
 //
 //   pip3 install --force-reinstall ~/ml/jax-tpu/build/dist/jaxlib-0.1.74-cp39-none-macosx_11_0_arm64.whl
 //
 // I usually install it in a venv, which I create with:
 //
 //   python3 -m virtualenv ~/ml/jax-tpu/venv -p python3 --system-site-packages
 //   source ~/ml/jax-tpu/venv/bin/activate
 //
 // That way, your custom jaxlib doesn't override the system-installed one.
 //
 // ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 // How to make custom changes to tensorflow's C++ codebase (jaxlib):
 // ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 //
 // First, modify ~/ml/jax-tpu/WORKSPACE as follows:
 //
 /*
 # # To update TensorFlow to a new revision,
 # # a) update URL and strip_prefix to the new git commit hash
 # # b) get the sha256 hash of the commit by running:
 # #    curl -L https://github.com/tensorflow/tensorflow/archive/<git hash>.tar.gz | sha256sum
 # #    and update the sha256 with the result.
 # http_archive(
 #     name = "org_tensorflow",
 #     sha256 = "b2c8b912e7be71306ab6fee063fb4ec1dfbe7158e7e8469d674f8af6583434d4",
 #     strip_prefix = "tensorflow-e98b052c08e5d1e7906ac2f6caf95c51a1e04985",
 #     urls = [
 #         "https://github.com/tensorflow/tensorflow/archive/e98b052c08e5d1e7906ac2f6caf95c51a1e04985.tar.gz",
 #     ],
 # )

 # For development, one can use a local TF repository instead.
 local_repository(
   name = "org_tensorflow",
   path = "tensorflow",
 )
 */
 //
 // i.e. comment out the call to http_archive(), and add local_repository(name = "org_tensorflow", path="tensorflow").
 //
 // Then do:
 // 
 //   git clone --recursive https://github.com/tensorflow/tensorflow ~/ml/tensorflow-tpu
 //   ln -s $(HOME)/ml/tensorflow-tpu ~/ml/jax-tpu/tensorflow
 //
 // Finally, you can re-run the above build command.
 //
 // Putting it all together, here's what my process looks like:
 //   
 //   cd ~/ml/jax-tpu/build
 //   python3 build.py --enable_tpu --bazel_options={--action_env=PATH,--remote_accept_cached=true,--spawn_strategy=standalone,--remote_local_fallback=false,--remote_timeout=600}
 //   python3 -m virtualenv ~/ml/jax-tpu/venv -p python3 --system-site-packages
 //   source ~/ml/jax-tpu/venv/bin/activate
 //   pip3 install --force-reinstall ~/ml/jax-tpu/build/dist/jaxlib-*.whl
 //   gcc -shared -o ~/ml/libtpujesus/libtpujesus.{so,c}
 //   TPU_LIBRARY_PATH=~/ml/libtpujesus/libtpujesus.so TF_CPP_MIN_LOG_LEVEL=0 python3 -c 'import jax; print(jax.devices());'
 //   
 // And I end up getting output like this: https://gist.github.com/shawwn/2591c555ab918020d6be2ee121000c23

 // ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 // Questions? 
 // ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 // DM me on twitter! I'm happy to talk: https://twitter.com/theshawwn
 // 
 // Or you can roll the dice by emailing me at [email protected].
 // I occasionally check it.

 #include <stdio.h>
 #include <stdlib.h>

 #if 0
 // this is libtpu.h from tensorflow. Not strictly necessary yet.
 #include "libtpu.h"
 #else
 typedef int bool;
 #endif

 void TpuDriver_Initialize(struct TpuDriverFn* driver_fn, bool initialize) { printf("TpuDriver_Initialize\n"); }

 // tensorflow/core/tpu/tpu_api_dlsym_initializer.cc:64
 void TfTpu_Initialize(bool init_library, int num_args, const char** args) {
  printf("TfTpu_Initialize(init_library=%d, num_args=%d)\n", init_library, num_args);
  for (int i = 0; i < num_args; i++) {
    printf("  args[%d] = \"%s\"\n", i, args[i]);
  }
 }


 #define STUB(x) void x() { printf("libtpujesus.so: " #x " called\n"); }

 //STUB(ConfigureDistributedTpuOp_DoWork)

 #if 0
 tensorflow::Status SetTpuOpsStructFns(void* library_handle) {
  // Constant cast so that we can initialize the functions. The functions are
  // mutable here because this is the only place where they are initialized.
  auto* ops_api_fn = const_cast<TfTpu_OpsApiFn*>(tensorflow::tpu::OpsApiFn());
 #endif

 #define TFTPU_SET_FN(api_fn, name) STUB(name)
  TFTPU_SET_FN(ops_api_fn, ConfigureDistributedTpuOp_DoWork);
  TFTPU_SET_FN(ops_api_fn, WaitForDistributedTpuOp_DoWork);
  TFTPU_SET_FN(ops_api_fn, InitializeHostForDistributedTpuOp_DoWork);
  TFTPU_SET_FN(ops_api_fn, SetGlobalTPUArrayOp_DoWork);
  TFTPU_SET_FN(ops_api_fn, DisconnectDistributedTpuChipsOp_DoWork);
  TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_FreeCharArray);
  TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_FreeInt32Array);
  TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_HasTPUPodState);
  TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_TpusPerHost);
  TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_TpuMemoryLimit);
  TFTPU_SET_FN(ops_api_fn,
               TpuConfigurationApi_RemoteCompilationCacheSizeInBytes);
  TFTPU_SET_FN(ops_api_fn,
               TpuConfigurationApi_CompilationCacheServerAddressFromConfig);
  TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_GetServerAddressAndPort);

  TFTPU_SET_FN(ops_api_fn, TpuMeshState_Create);
  TFTPU_SET_FN(ops_api_fn, TpuMeshState_Free);
  TFTPU_SET_FN(ops_api_fn, TpuMeshState_MeshCommonState);

  TFTPU_SET_FN(ops_api_fn, TpuCompile_CompileAndBuild);
  TFTPU_SET_FN(ops_api_fn, TpuCompile_XrtCompileAndBuild);

  TFTPU_SET_FN(ops_api_fn, TpuExecutable_LoadProgramAndEnqueueToStream);
  TFTPU_SET_FN(ops_api_fn, HardwareLayout_HostShapeToDeviceShape);
  TFTPU_SET_FN(ops_api_fn, HardwareLayout_ShapeSize);
  TFTPU_SET_FN(ops_api_fn, HardwareLayout_ShapeSizeCompact);
  TFTPU_SET_FN(ops_api_fn, HardwareLayout_ShapeSizeCompactRaw);

  TFTPU_SET_FN(ops_api_fn, TpuExecute_RuntimeInputToPaddedData);

  TFTPU_SET_FN(ops_api_fn, TpuProgram_New);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_Free);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_NewArray);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_FreeArray);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_UnloadAndDestroy);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetProgramSize);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_LogProgramMemorySummary);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetExecutableInfo);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetHostTransferInfo);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetHloMetadata);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetMayModifyVariables);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_HasSharding);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetTpuProgram);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_SerializeTpuExecutable);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_SerializeCompilerMetadata);
  TFTPU_SET_FN(ops_api_fn,
               TpuProgram_DeserializeFromGetTpuProgramResponseProto);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_GetFingerprint);
  TFTPU_SET_FN(ops_api_fn, TpuProgram_DestroyFingerprint);

  TFTPU_SET_FN(ops_api_fn, TpuNodeContext_Create);
  TFTPU_SET_FN(ops_api_fn, TpuNodeContext_Free);
  TFTPU_SET_FN(ops_api_fn, TpuNodeContext_Initialize);
  TFTPU_SET_FN(ops_api_fn, TpuNodeContext_StopChipHeartbeats);
  TFTPU_SET_FN(ops_api_fn, TpuNodeContext_CloseTpuHost);
  TFTPU_SET_FN(ops_api_fn, TpuNodeContext_CompactionSupported);

  TFTPU_SET_FN(ops_api_fn, TpuTopology_AvailableCoreCount);
  TFTPU_SET_FN(ops_api_fn, TpuNetUtil_RecycleUnusedPort);
  TFTPU_SET_FN(ops_api_fn, TpuCompile_IsTpuCompilationEnabled);
  TFTPU_SET_FN(ops_api_fn, TpuCompile_ShouldTpuCompileOpIgnoreCancellation);
  TFTPU_SET_FN(ops_api_fn, TpuCompile_CreateCompilationCacheKey);
  TFTPU_SET_FN(ops_api_fn, TpuCompile_DestroyCompilationCacheKey);
  TFTPU_SET_FN(ops_api_fn, TpuCompile_CreateGuaranteedConstFingerprint);

  TFTPU_SET_FN(ops_api_fn, TpuProfiler_Create);
  TFTPU_SET_FN(ops_api_fn, TpuProfiler_Destroy);
  TFTPU_SET_FN(ops_api_fn, TpuProfiler_Start);
  TFTPU_SET_FN(ops_api_fn, TpuProfiler_Stop);
  TFTPU_SET_FN(ops_api_fn, TpuProfiler_CollectData);

  TFTPU_SET_FN(ops_api_fn, TfTpu_InitializeTpuModelServer);

  TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_Create);
  TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_Destroy);
  TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_GetOrdinal);
  TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_DequeueFromCoreSelector);
  TFTPU_SET_FN(ops_api_fn, TfTpu_GetTpuPartitionedCallParams);
 #undef TFTPU_SET_FN

 #if 0
  return tensorflow::Status::OK();
 }
 #endif


 #if 0
 tensorflow::Status SetExecutorStructFn(void* library_handle) {
  auto* executor_fn = tensorflow::tpu::ExecutorApiFn();
 #endif

 #define TFTPU_SET_FN(api_fn, name) STUB(name)
  TFTPU_SET_FN(executor_fn, TpuPlatform_New);
  TFTPU_SET_FN(executor_fn, TpuPlatform_Free);
  TFTPU_SET_FN(executor_fn, TpuPlatform_Initialize);
  TFTPU_SET_FN(executor_fn, TpuPlatform_Initialized);
  TFTPU_SET_FN(executor_fn, TpuPlatform_GetExecutor);
  TFTPU_SET_FN(executor_fn, TpuPlatform_Id);
  TFTPU_SET_FN(executor_fn, TpuPlatform_VisibleDeviceCount);
  TFTPU_SET_FN(executor_fn, TpuPlatform_TpuMemoryLimit);
  TFTPU_SET_FN(executor_fn, TpuPlatform_ShouldRegisterTpuDeviceToDeviceCopy);
  TFTPU_SET_FN(executor_fn, TpuPlatform_GetTopologyPtr);
  TFTPU_SET_FN(executor_fn, TpuPlatform_GetHostLocation);
  TFTPU_SET_FN(executor_fn, TpuPlatform_GetRuntimeVersion);

  TFTPU_SET_FN(executor_fn, TpuExecutor_Init);
  TFTPU_SET_FN(executor_fn, TpuExecutor_Free);
  TFTPU_SET_FN(executor_fn, TpuExecutor_PlatformDeviceCount);
  TFTPU_SET_FN(executor_fn, TpuExecutor_Allocate);
  TFTPU_SET_FN(executor_fn, TpuExecutor_Deallocate);
  TFTPU_SET_FN(executor_fn, TpuExecutor_GetAllocatorStats);
  TFTPU_SET_FN(executor_fn, TpuExecutor_DeviceMemoryUsage);
  TFTPU_SET_FN(executor_fn, TpuExecutor_AllocateStream);
  TFTPU_SET_FN(executor_fn, TpuExecutor_DeallocateStream);
  TFTPU_SET_FN(executor_fn, TpuExecutor_CreateStreamDependency);
  TFTPU_SET_FN(executor_fn, TpuExecutor_GetStatus);
  TFTPU_SET_FN(executor_fn, TpuExecutor_GetCoreLocation);
  TFTPU_SET_FN(executor_fn, TpuExecutor_AllocateEvent);
  TFTPU_SET_FN(executor_fn, TpuExecutor_DeallocateEvent);
  TFTPU_SET_FN(executor_fn, TpuExecutor_PollForEventStatus);
  TFTPU_SET_FN(executor_fn, TpuExecutor_RecordEvent);
  TFTPU_SET_FN(executor_fn, TpuExecutor_WaitForEvent);
  TFTPU_SET_FN(executor_fn, TpuExecutor_AllocateTimer);
  TFTPU_SET_FN(executor_fn, TpuExecutor_DeallocateTimer);
  TFTPU_SET_FN(executor_fn, TpuExecutor_StartTimer);
  TFTPU_SET_FN(executor_fn, TpuExecutor_StopTimer);
  TFTPU_SET_FN(executor_fn, TpuExecutor_SynchronousMemcpyToHost);
  TFTPU_SET_FN(executor_fn, TpuExecutor_SynchronousMemcpyFromHost);
  TFTPU_SET_FN(executor_fn, TpuExecutor_MemcpyToHost);
  TFTPU_SET_FN(executor_fn, TpuExecutor_MemcpyFromHost);
  TFTPU_SET_FN(executor_fn, TpuExecutor_EnqueueInfeed);
  TFTPU_SET_FN(executor_fn, TpuExecutor_DequeueOutfeed);
  TFTPU_SET_FN(executor_fn, TpuExecutor_WaitForInfeedReady);
  TFTPU_SET_FN(executor_fn, TpuExecutor_WaitForOutfeedReady);
  TFTPU_SET_FN(executor_fn, TpuExecutor_BlockHostUntilDone);
  TFTPU_SET_FN(executor_fn, TpuExecutor_BlockUntilDoneOrFailed);
  TFTPU_SET_FN(executor_fn, TpuExecutor_SyncAndForgetFailedStreams);
  TFTPU_SET_FN(executor_fn, TpuExecutor_SynchronizeAllActivity);
  TFTPU_SET_FN(executor_fn, TpuExecutor_UnloadAllPrograms);
  TFTPU_SET_FN(executor_fn, TpuExecutor_EnqueueCompactionOnStreamForHbm);

  TFTPU_SET_FN(executor_fn, TpuStream_New);
  TFTPU_SET_FN(executor_fn, TpuStream_Free);
  TFTPU_SET_FN(executor_fn, TpuStream_Stream);
  TFTPU_SET_FN(executor_fn, TpuStream_Status);
  TFTPU_SET_FN(executor_fn, TpuStream_IsSameSharedMemoryLocation);
  TFTPU_SET_FN(executor_fn, TpuStream_EnqueueTransferHostToDevice);
  TFTPU_SET_FN(executor_fn, TpuStream_EnqueueTransferDeviceToHost);
  TFTPU_SET_FN(executor_fn, TpuStream_TpuEnqueueOnDeviceSendRecvLocal);

  TFTPU_SET_FN(executor_fn, TpuEvent_New);
  TFTPU_SET_FN(executor_fn, TpuEvent_Free);

  TFTPU_SET_FN(executor_fn, TpuTimer_New);
  TFTPU_SET_FN(executor_fn, TpuTimer_Free);
  TFTPU_SET_FN(executor_fn, TpuTimer_Nanoseconds);
  TFTPU_SET_FN(executor_fn, TpuTimer_Microseconds);

  TFTPU_SET_FN(executor_fn, TpuStatus_New);
  TFTPU_SET_FN(executor_fn, TpuStatus_Create);
  TFTPU_SET_FN(executor_fn, TpuStatus_Set);
  TFTPU_SET_FN(executor_fn, TpuStatus_Free);
  TFTPU_SET_FN(executor_fn, TpuStatus_Message);
  TFTPU_SET_FN(executor_fn, TpuStatus_Code);
  TFTPU_SET_FN(executor_fn, TpuStatus_Ok);

  TFTPU_SET_FN(executor_fn, TpuStreamExecutorConfig_Default);
  TFTPU_SET_FN(executor_fn, TpuStreamExecutorConfig_SetOrdinal);
  TFTPU_SET_FN(executor_fn, TpuStreamExecutorConfig_Free);

  TFTPU_SET_FN(executor_fn, TpuDeviceDescription_New);
  TFTPU_SET_FN(executor_fn, TpuDeviceDescription_Free);

  TFTPU_SET_FN(executor_fn, TpuExecutor_CreateDeviceDescription);
  TFTPU_SET_FN(executor_fn, TpuExecutor_NewDeviceOptions);
  TFTPU_SET_FN(executor_fn, TpuExecutor_FreeDeviceOptions);
  TFTPU_SET_FN(executor_fn, TpuExecutor_HostCallback);

  TFTPU_SET_FN(executor_fn, TpuTransferManager_New);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_Free);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_PlatformId);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_HostShapeToDeviceShape);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralToDeviceAsync);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralFromDevice);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_GetByteSizeRequirement);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_ChooseCompactLayoutForShape);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_CanShapedBufferBeAccessedNow);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_CanBufferBeAccessedNow);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_WriteSingleTupleIndexTable);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_GetInfeedLayout);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_LinearizeToBuffers);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_FreeBuffers);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralToInfeed);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferBuffersToInfeed);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralFromOutfeed);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_ResetDevices);
  TFTPU_SET_FN(executor_fn, TpuTransferManager_ReadDynamicShapes);

  TFTPU_SET_FN(executor_fn, TpuComputationPlacer_New);
  TFTPU_SET_FN(executor_fn, TpuComputationPlacer_Free);
  TFTPU_SET_FN(executor_fn, TpuComputationPlacer_AssignDevices);
  TFTPU_SET_FN(executor_fn, TpuComputationPlacer_AssignLocalDevices);

  TFTPU_SET_FN(executor_fn, TpuTopology_LogicalDevicesPerHost);
  TFTPU_SET_FN(executor_fn, TpuTopology_LogicalDevicesPerChip);
  TFTPU_SET_FN(executor_fn, TpuTopology_HostCount);
  TFTPU_SET_FN(executor_fn, TpuTopology_ChipsPerHost);
  TFTPU_SET_FN(executor_fn, TpuTopology_ChipBounds_X);
  TFTPU_SET_FN(executor_fn, TpuTopology_ChipBounds_Y);
  TFTPU_SET_FN(executor_fn, TpuTopology_ChipBounds_Z);
  TFTPU_SET_FN(executor_fn, TpuTopology_HasChip);
  TFTPU_SET_FN(executor_fn, TpuTopology_CoreForId);
  TFTPU_SET_FN(executor_fn, TpuTopology_Core);
  TFTPU_SET_FN(executor_fn, TpuTopology_NumCores);
  TFTPU_SET_FN(executor_fn, TpuTopology_Cores);
  TFTPU_SET_FN(executor_fn, TpuTopology_IdForHost);
  TFTPU_SET_FN(executor_fn, TpuTopology_Version);

  TFTPU_SET_FN(executor_fn, TpuCoreLocation_ChipCoordinates);
  TFTPU_SET_FN(executor_fn, TpuCoreLocation_HostCoordinates);
  TFTPU_SET_FN(executor_fn, TpuCoreLocation_Index);
  TFTPU_SET_FN(executor_fn, TpuCoreLocation_Id);

  TFTPU_SET_FN(executor_fn, TpuHostLocation_Id);
  TFTPU_SET_FN(executor_fn, TpuHostLocation_NumCores);
  TFTPU_SET_FN(executor_fn, TpuHostLocation_Cores);

  TFTPU_SET_FN(executor_fn, TpuCompiler_New);
  TFTPU_SET_FN(executor_fn, TpuCompiler_Free);

  TFTPU_SET_FN(executor_fn, TpuCompiler_RunHloPasses);
  TFTPU_SET_FN(executor_fn, TpuCompiler_RunBackend);
  TFTPU_SET_FN(executor_fn, TpuCompiler_Compile);
  TFTPU_SET_FN(executor_fn, TpuCompiler_ShapeSize);
  TFTPU_SET_FN(executor_fn, TpuExecutable_ExecuteAsyncOnStream);
  TFTPU_SET_FN(executor_fn, TpuExecutable_FreeXlaShapeIndexArray);
  TFTPU_SET_FN(executor_fn, TpuExecutable_FreeMaybeOwningDeviceMemoryArray);
  TFTPU_SET_FN(executor_fn, TpuExecutable_Fingerprint);
  TFTPU_SET_FN(executor_fn, TpuExecutable_Serialize);
  TFTPU_SET_FN(executor_fn, TpuExecutableSerialize_GetByteSize);
  TFTPU_SET_FN(executor_fn, TpuExecutableSerialize_WriteToArray);
  TFTPU_SET_FN(executor_fn, TpuExecutableSerialize_FreeHandle);
  TFTPU_SET_FN(executor_fn, TpuExecutable_Deserialize);
  TFTPU_SET_FN(executor_fn, TpuExecutable_HloModule);
  TFTPU_SET_FN(executor_fn, TpuExecutable_Free);

  TFTPU_SET_FN(executor_fn, XlaShapeToTpuShapeRepresentation);
  TFTPU_SET_FN(executor_fn, XlaShapeToTpuPaddedShape);
 #undef TFTPU_SET_FN

 #if 0
  return tensorflow::Status::OK();
 }
 #endif
	/* libtpujesus.c
	Copyright 2021 Shawn Presser

	Permission is hereby granted, free of charge, to any person obtaining
	a copy of this software and associated documentation files (the
	"Software"), to deal in the Software without restriction, including
	without limitation the rights to use, copy, modify, merge, publish,
	distribute, sublicense, and/or sell copies of the Software, and to
	permit persons to whom the Software is furnished to do so, subject to
	the following conditions:

	The above copyright notice and this permission notice shall be
	included in all copies or substantial portions of the Software.

	THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
	EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
	MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
	IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
	CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
	TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
	SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
	*/
	// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
	//
	// This is an example of building a custom "stub" libtpu.so library,
	// with the ultimate goal of implementing your own "TPU" device for
	// JAX.
	//
	// At a basic level, the overall goal is to do this:
	//
	// gcc -shared -o libtpujesus.so libtpujesus.c
	// TPU_LIBRARY_PATH=libtpujesus.so TF_CPP_MIN_LOG_LEVEL=0 python3 -c 'import jax; print(jax.devices());'
	//
	// That will trick JAX into loading our own libtpu.so library.
	//
	// Unfortunately, unless you're running that on a Cloud TPU VM, you'll
	// have to build your own jaxlib with TPU support. Luckily, that's
	// not too hard. James Bradbury (https://twitter.com/jekbradbury)
	// pointed out that we can simply pass --enable_tpu to build.py:
	//
	// git clone https://github.com/google/jax ~/ml/jax-tpu
	// cd ~/ml/jax-tpu/build
	// python3 build.py --enable_tpu --bazel_options={--action_env=PATH,--remote_accept_cached=true,--spawn_strategy=standalone,--remote_local_fallback=false,--remote_timeout=600}
	//
	// (Those --bazel_options enable build caching, which is absolutely
	// essential if you intend to modify the jaxlib tensorflow C++.
	// Otherwise every code change will take 30 minutes instead of 20
	// seconds. If you want to make custom C++ changes, see the
	// section below for how to set that up.)
	//
	// then `pip3 install --force-reinstall` the resulting .whl file, e.g.
	//
	// pip3 install --force-reinstall ~/ml/jax-tpu/build/dist/jaxlib-0.1.74-cp39-none-macosx_11_0_arm64.whl
	//
	// I usually install it in a venv, which I create with:
	//
	// python3 -m virtualenv ~/ml/jax-tpu/venv -p python3 --system-site-packages
	// source ~/ml/jax-tpu/venv/bin/activate
	//
	// That way, your custom jaxlib doesn't override the system-installed one.
	//
	// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
	// How to make custom changes to tensorflow's C++ codebase (jaxlib):
	// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
	//
	// First, modify ~/ml/jax-tpu/WORKSPACE as follows:
	//
	/*
	# # To update TensorFlow to a new revision,
	# # a) update URL and strip_prefix to the new git commit hash
	# # b) get the sha256 hash of the commit by running:
	# # curl -L https://github.com/tensorflow/tensorflow/archive/<git hash>.tar.gz \| sha256sum
	# # and update the sha256 with the result.
	# http_archive(
	# name = "org_tensorflow",
	# sha256 = "b2c8b912e7be71306ab6fee063fb4ec1dfbe7158e7e8469d674f8af6583434d4",
	# strip_prefix = "tensorflow-e98b052c08e5d1e7906ac2f6caf95c51a1e04985",
	# urls = [
	# "https://github.com/tensorflow/tensorflow/archive/e98b052c08e5d1e7906ac2f6caf95c51a1e04985.tar.gz",
	# ],
	# )

	# For development, one can use a local TF repository instead.
	local_repository(
	name = "org_tensorflow",
	path = "tensorflow",
	)
	*/
	//
	// i.e. comment out the call to http_archive(), and add local_repository(name = "org_tensorflow", path="tensorflow").
	//
	// Then do:
	//
	// git clone --recursive https://github.com/tensorflow/tensorflow ~/ml/tensorflow-tpu
	// ln -s $(HOME)/ml/tensorflow-tpu ~/ml/jax-tpu/tensorflow
	//
	// Finally, you can re-run the above build command.
	//
	// Putting it all together, here's what my process looks like:
	//
	// cd ~/ml/jax-tpu/build
	// python3 build.py --enable_tpu --bazel_options={--action_env=PATH,--remote_accept_cached=true,--spawn_strategy=standalone,--remote_local_fallback=false,--remote_timeout=600}
	// python3 -m virtualenv ~/ml/jax-tpu/venv -p python3 --system-site-packages
	// source ~/ml/jax-tpu/venv/bin/activate
	// pip3 install --force-reinstall ~/ml/jax-tpu/build/dist/jaxlib-*.whl
	// gcc -shared -o ~/ml/libtpujesus/libtpujesus.{so,c}
	// TPU_LIBRARY_PATH=~/ml/libtpujesus/libtpujesus.so TF_CPP_MIN_LOG_LEVEL=0 python3 -c 'import jax; print(jax.devices());'
	//
	// And I end up getting output like this: https://gist.github.com/shawwn/2591c555ab918020d6be2ee121000c23

	// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
	// Questions?
	// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
	// DM me on twitter! I'm happy to talk: https://twitter.com/theshawwn
	//
	// Or you can roll the dice by emailing me at [email protected].
	// I occasionally check it.

	#include <stdio.h>
	#include <stdlib.h>

	#if 0
	// this is libtpu.h from tensorflow. Not strictly necessary yet.
	#include "libtpu.h"
	#else
	typedef int bool;
	#endif

	void TpuDriver_Initialize(struct TpuDriverFn* driver_fn, bool initialize) { printf("TpuDriver_Initialize\n"); }

	// tensorflow/core/tpu/tpu_api_dlsym_initializer.cc:64
	void TfTpu_Initialize(bool init_library, int num_args, const char** args) {
	printf("TfTpu_Initialize(init_library=%d, num_args=%d)\n", init_library, num_args);
	for (int i = 0; i < num_args; i++) {
	printf(" args[%d] = \"%s\"\n", i, args[i]);
	}
	}


	#define STUB(x) void x() { printf("libtpujesus.so: " #x " called\n"); }

	//STUB(ConfigureDistributedTpuOp_DoWork)

	#if 0
	tensorflow::Status SetTpuOpsStructFns(void* library_handle) {
	// Constant cast so that we can initialize the functions. The functions are
	// mutable here because this is the only place where they are initialized.
	auto* ops_api_fn = const_cast<TfTpu_OpsApiFn*>(tensorflow::tpu::OpsApiFn());
	#endif

	#define TFTPU_SET_FN(api_fn, name) STUB(name)
	TFTPU_SET_FN(ops_api_fn, ConfigureDistributedTpuOp_DoWork);
	TFTPU_SET_FN(ops_api_fn, WaitForDistributedTpuOp_DoWork);
	TFTPU_SET_FN(ops_api_fn, InitializeHostForDistributedTpuOp_DoWork);
	TFTPU_SET_FN(ops_api_fn, SetGlobalTPUArrayOp_DoWork);
	TFTPU_SET_FN(ops_api_fn, DisconnectDistributedTpuChipsOp_DoWork);
	TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_FreeCharArray);
	TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_FreeInt32Array);
	TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_HasTPUPodState);
	TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_TpusPerHost);
	TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_TpuMemoryLimit);
	TFTPU_SET_FN(ops_api_fn,
	TpuConfigurationApi_RemoteCompilationCacheSizeInBytes);
	TFTPU_SET_FN(ops_api_fn,
	TpuConfigurationApi_CompilationCacheServerAddressFromConfig);
	TFTPU_SET_FN(ops_api_fn, TpuConfigurationApi_GetServerAddressAndPort);

	TFTPU_SET_FN(ops_api_fn, TpuMeshState_Create);
	TFTPU_SET_FN(ops_api_fn, TpuMeshState_Free);
	TFTPU_SET_FN(ops_api_fn, TpuMeshState_MeshCommonState);

	TFTPU_SET_FN(ops_api_fn, TpuCompile_CompileAndBuild);
	TFTPU_SET_FN(ops_api_fn, TpuCompile_XrtCompileAndBuild);

	TFTPU_SET_FN(ops_api_fn, TpuExecutable_LoadProgramAndEnqueueToStream);
	TFTPU_SET_FN(ops_api_fn, HardwareLayout_HostShapeToDeviceShape);
	TFTPU_SET_FN(ops_api_fn, HardwareLayout_ShapeSize);
	TFTPU_SET_FN(ops_api_fn, HardwareLayout_ShapeSizeCompact);
	TFTPU_SET_FN(ops_api_fn, HardwareLayout_ShapeSizeCompactRaw);

	TFTPU_SET_FN(ops_api_fn, TpuExecute_RuntimeInputToPaddedData);

	TFTPU_SET_FN(ops_api_fn, TpuProgram_New);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_Free);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_NewArray);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_FreeArray);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_UnloadAndDestroy);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetProgramSize);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_LogProgramMemorySummary);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetExecutableInfo);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetHostTransferInfo);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetHloMetadata);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetMayModifyVariables);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_HasSharding);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetTpuProgram);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_SerializeTpuExecutable);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_SerializeCompilerMetadata);
	TFTPU_SET_FN(ops_api_fn,
	TpuProgram_DeserializeFromGetTpuProgramResponseProto);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_GetFingerprint);
	TFTPU_SET_FN(ops_api_fn, TpuProgram_DestroyFingerprint);

	TFTPU_SET_FN(ops_api_fn, TpuNodeContext_Create);
	TFTPU_SET_FN(ops_api_fn, TpuNodeContext_Free);
	TFTPU_SET_FN(ops_api_fn, TpuNodeContext_Initialize);
	TFTPU_SET_FN(ops_api_fn, TpuNodeContext_StopChipHeartbeats);
	TFTPU_SET_FN(ops_api_fn, TpuNodeContext_CloseTpuHost);
	TFTPU_SET_FN(ops_api_fn, TpuNodeContext_CompactionSupported);

	TFTPU_SET_FN(ops_api_fn, TpuTopology_AvailableCoreCount);
	TFTPU_SET_FN(ops_api_fn, TpuNetUtil_RecycleUnusedPort);
	TFTPU_SET_FN(ops_api_fn, TpuCompile_IsTpuCompilationEnabled);
	TFTPU_SET_FN(ops_api_fn, TpuCompile_ShouldTpuCompileOpIgnoreCancellation);
	TFTPU_SET_FN(ops_api_fn, TpuCompile_CreateCompilationCacheKey);
	TFTPU_SET_FN(ops_api_fn, TpuCompile_DestroyCompilationCacheKey);
	TFTPU_SET_FN(ops_api_fn, TpuCompile_CreateGuaranteedConstFingerprint);

	TFTPU_SET_FN(ops_api_fn, TpuProfiler_Create);
	TFTPU_SET_FN(ops_api_fn, TpuProfiler_Destroy);
	TFTPU_SET_FN(ops_api_fn, TpuProfiler_Start);
	TFTPU_SET_FN(ops_api_fn, TpuProfiler_Stop);
	TFTPU_SET_FN(ops_api_fn, TpuProfiler_CollectData);

	TFTPU_SET_FN(ops_api_fn, TfTpu_InitializeTpuModelServer);

	TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_Create);
	TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_Destroy);
	TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_GetOrdinal);
	TFTPU_SET_FN(ops_api_fn, TfTpuOrdinalSelector_DequeueFromCoreSelector);
	TFTPU_SET_FN(ops_api_fn, TfTpu_GetTpuPartitionedCallParams);
	#undef TFTPU_SET_FN

	#if 0
	return tensorflow::Status::OK();
	}
	#endif


	#if 0
	tensorflow::Status SetExecutorStructFn(void* library_handle) {
	auto* executor_fn = tensorflow::tpu::ExecutorApiFn();
	#endif

	#define TFTPU_SET_FN(api_fn, name) STUB(name)
	TFTPU_SET_FN(executor_fn, TpuPlatform_New);
	TFTPU_SET_FN(executor_fn, TpuPlatform_Free);
	TFTPU_SET_FN(executor_fn, TpuPlatform_Initialize);
	TFTPU_SET_FN(executor_fn, TpuPlatform_Initialized);
	TFTPU_SET_FN(executor_fn, TpuPlatform_GetExecutor);
	TFTPU_SET_FN(executor_fn, TpuPlatform_Id);
	TFTPU_SET_FN(executor_fn, TpuPlatform_VisibleDeviceCount);
	TFTPU_SET_FN(executor_fn, TpuPlatform_TpuMemoryLimit);
	TFTPU_SET_FN(executor_fn, TpuPlatform_ShouldRegisterTpuDeviceToDeviceCopy);
	TFTPU_SET_FN(executor_fn, TpuPlatform_GetTopologyPtr);
	TFTPU_SET_FN(executor_fn, TpuPlatform_GetHostLocation);
	TFTPU_SET_FN(executor_fn, TpuPlatform_GetRuntimeVersion);

	TFTPU_SET_FN(executor_fn, TpuExecutor_Init);
	TFTPU_SET_FN(executor_fn, TpuExecutor_Free);
	TFTPU_SET_FN(executor_fn, TpuExecutor_PlatformDeviceCount);
	TFTPU_SET_FN(executor_fn, TpuExecutor_Allocate);
	TFTPU_SET_FN(executor_fn, TpuExecutor_Deallocate);
	TFTPU_SET_FN(executor_fn, TpuExecutor_GetAllocatorStats);
	TFTPU_SET_FN(executor_fn, TpuExecutor_DeviceMemoryUsage);
	TFTPU_SET_FN(executor_fn, TpuExecutor_AllocateStream);
	TFTPU_SET_FN(executor_fn, TpuExecutor_DeallocateStream);
	TFTPU_SET_FN(executor_fn, TpuExecutor_CreateStreamDependency);
	TFTPU_SET_FN(executor_fn, TpuExecutor_GetStatus);
	TFTPU_SET_FN(executor_fn, TpuExecutor_GetCoreLocation);
	TFTPU_SET_FN(executor_fn, TpuExecutor_AllocateEvent);
	TFTPU_SET_FN(executor_fn, TpuExecutor_DeallocateEvent);
	TFTPU_SET_FN(executor_fn, TpuExecutor_PollForEventStatus);
	TFTPU_SET_FN(executor_fn, TpuExecutor_RecordEvent);
	TFTPU_SET_FN(executor_fn, TpuExecutor_WaitForEvent);
	TFTPU_SET_FN(executor_fn, TpuExecutor_AllocateTimer);
	TFTPU_SET_FN(executor_fn, TpuExecutor_DeallocateTimer);
	TFTPU_SET_FN(executor_fn, TpuExecutor_StartTimer);
	TFTPU_SET_FN(executor_fn, TpuExecutor_StopTimer);
	TFTPU_SET_FN(executor_fn, TpuExecutor_SynchronousMemcpyToHost);
	TFTPU_SET_FN(executor_fn, TpuExecutor_SynchronousMemcpyFromHost);
	TFTPU_SET_FN(executor_fn, TpuExecutor_MemcpyToHost);
	TFTPU_SET_FN(executor_fn, TpuExecutor_MemcpyFromHost);
	TFTPU_SET_FN(executor_fn, TpuExecutor_EnqueueInfeed);
	TFTPU_SET_FN(executor_fn, TpuExecutor_DequeueOutfeed);
	TFTPU_SET_FN(executor_fn, TpuExecutor_WaitForInfeedReady);
	TFTPU_SET_FN(executor_fn, TpuExecutor_WaitForOutfeedReady);
	TFTPU_SET_FN(executor_fn, TpuExecutor_BlockHostUntilDone);
	TFTPU_SET_FN(executor_fn, TpuExecutor_BlockUntilDoneOrFailed);
	TFTPU_SET_FN(executor_fn, TpuExecutor_SyncAndForgetFailedStreams);
	TFTPU_SET_FN(executor_fn, TpuExecutor_SynchronizeAllActivity);
	TFTPU_SET_FN(executor_fn, TpuExecutor_UnloadAllPrograms);
	TFTPU_SET_FN(executor_fn, TpuExecutor_EnqueueCompactionOnStreamForHbm);

	TFTPU_SET_FN(executor_fn, TpuStream_New);
	TFTPU_SET_FN(executor_fn, TpuStream_Free);
	TFTPU_SET_FN(executor_fn, TpuStream_Stream);
	TFTPU_SET_FN(executor_fn, TpuStream_Status);
	TFTPU_SET_FN(executor_fn, TpuStream_IsSameSharedMemoryLocation);
	TFTPU_SET_FN(executor_fn, TpuStream_EnqueueTransferHostToDevice);
	TFTPU_SET_FN(executor_fn, TpuStream_EnqueueTransferDeviceToHost);
	TFTPU_SET_FN(executor_fn, TpuStream_TpuEnqueueOnDeviceSendRecvLocal);

	TFTPU_SET_FN(executor_fn, TpuEvent_New);
	TFTPU_SET_FN(executor_fn, TpuEvent_Free);

	TFTPU_SET_FN(executor_fn, TpuTimer_New);
	TFTPU_SET_FN(executor_fn, TpuTimer_Free);
	TFTPU_SET_FN(executor_fn, TpuTimer_Nanoseconds);
	TFTPU_SET_FN(executor_fn, TpuTimer_Microseconds);

	TFTPU_SET_FN(executor_fn, TpuStatus_New);
	TFTPU_SET_FN(executor_fn, TpuStatus_Create);
	TFTPU_SET_FN(executor_fn, TpuStatus_Set);
	TFTPU_SET_FN(executor_fn, TpuStatus_Free);
	TFTPU_SET_FN(executor_fn, TpuStatus_Message);
	TFTPU_SET_FN(executor_fn, TpuStatus_Code);
	TFTPU_SET_FN(executor_fn, TpuStatus_Ok);

	TFTPU_SET_FN(executor_fn, TpuStreamExecutorConfig_Default);
	TFTPU_SET_FN(executor_fn, TpuStreamExecutorConfig_SetOrdinal);
	TFTPU_SET_FN(executor_fn, TpuStreamExecutorConfig_Free);

	TFTPU_SET_FN(executor_fn, TpuDeviceDescription_New);
	TFTPU_SET_FN(executor_fn, TpuDeviceDescription_Free);

	TFTPU_SET_FN(executor_fn, TpuExecutor_CreateDeviceDescription);
	TFTPU_SET_FN(executor_fn, TpuExecutor_NewDeviceOptions);
	TFTPU_SET_FN(executor_fn, TpuExecutor_FreeDeviceOptions);
	TFTPU_SET_FN(executor_fn, TpuExecutor_HostCallback);

	TFTPU_SET_FN(executor_fn, TpuTransferManager_New);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_Free);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_PlatformId);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_HostShapeToDeviceShape);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralToDeviceAsync);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralFromDevice);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_GetByteSizeRequirement);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_ChooseCompactLayoutForShape);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_CanShapedBufferBeAccessedNow);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_CanBufferBeAccessedNow);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_WriteSingleTupleIndexTable);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_GetInfeedLayout);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_LinearizeToBuffers);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_FreeBuffers);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralToInfeed);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferBuffersToInfeed);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_TransferLiteralFromOutfeed);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_ResetDevices);
	TFTPU_SET_FN(executor_fn, TpuTransferManager_ReadDynamicShapes);

	TFTPU_SET_FN(executor_fn, TpuComputationPlacer_New);
	TFTPU_SET_FN(executor_fn, TpuComputationPlacer_Free);
	TFTPU_SET_FN(executor_fn, TpuComputationPlacer_AssignDevices);
	TFTPU_SET_FN(executor_fn, TpuComputationPlacer_AssignLocalDevices);

	TFTPU_SET_FN(executor_fn, TpuTopology_LogicalDevicesPerHost);
	TFTPU_SET_FN(executor_fn, TpuTopology_LogicalDevicesPerChip);
	TFTPU_SET_FN(executor_fn, TpuTopology_HostCount);
	TFTPU_SET_FN(executor_fn, TpuTopology_ChipsPerHost);
	TFTPU_SET_FN(executor_fn, TpuTopology_ChipBounds_X);
	TFTPU_SET_FN(executor_fn, TpuTopology_ChipBounds_Y);
	TFTPU_SET_FN(executor_fn, TpuTopology_ChipBounds_Z);
	TFTPU_SET_FN(executor_fn, TpuTopology_HasChip);
	TFTPU_SET_FN(executor_fn, TpuTopology_CoreForId);
	TFTPU_SET_FN(executor_fn, TpuTopology_Core);
	TFTPU_SET_FN(executor_fn, TpuTopology_NumCores);
	TFTPU_SET_FN(executor_fn, TpuTopology_Cores);
	TFTPU_SET_FN(executor_fn, TpuTopology_IdForHost);
	TFTPU_SET_FN(executor_fn, TpuTopology_Version);

	TFTPU_SET_FN(executor_fn, TpuCoreLocation_ChipCoordinates);
	TFTPU_SET_FN(executor_fn, TpuCoreLocation_HostCoordinates);
	TFTPU_SET_FN(executor_fn, TpuCoreLocation_Index);
	TFTPU_SET_FN(executor_fn, TpuCoreLocation_Id);

	TFTPU_SET_FN(executor_fn, TpuHostLocation_Id);
	TFTPU_SET_FN(executor_fn, TpuHostLocation_NumCores);
	TFTPU_SET_FN(executor_fn, TpuHostLocation_Cores);

	TFTPU_SET_FN(executor_fn, TpuCompiler_New);
	TFTPU_SET_FN(executor_fn, TpuCompiler_Free);

	TFTPU_SET_FN(executor_fn, TpuCompiler_RunHloPasses);
	TFTPU_SET_FN(executor_fn, TpuCompiler_RunBackend);
	TFTPU_SET_FN(executor_fn, TpuCompiler_Compile);
	TFTPU_SET_FN(executor_fn, TpuCompiler_ShapeSize);
	TFTPU_SET_FN(executor_fn, TpuExecutable_ExecuteAsyncOnStream);
	TFTPU_SET_FN(executor_fn, TpuExecutable_FreeXlaShapeIndexArray);
	TFTPU_SET_FN(executor_fn, TpuExecutable_FreeMaybeOwningDeviceMemoryArray);
	TFTPU_SET_FN(executor_fn, TpuExecutable_Fingerprint);
	TFTPU_SET_FN(executor_fn, TpuExecutable_Serialize);
	TFTPU_SET_FN(executor_fn, TpuExecutableSerialize_GetByteSize);
	TFTPU_SET_FN(executor_fn, TpuExecutableSerialize_WriteToArray);
	TFTPU_SET_FN(executor_fn, TpuExecutableSerialize_FreeHandle);
	TFTPU_SET_FN(executor_fn, TpuExecutable_Deserialize);
	TFTPU_SET_FN(executor_fn, TpuExecutable_HloModule);
	TFTPU_SET_FN(executor_fn, TpuExecutable_Free);

	TFTPU_SET_FN(executor_fn, XlaShapeToTpuShapeRepresentation);
	TFTPU_SET_FN(executor_fn, XlaShapeToTpuPaddedShape);
	#undef TFTPU_SET_FN

	#if 0
	return tensorflow::Status::OK();
	}
	#endif