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PR #10782: Offloading 2/3: generate multi-stream async copies using events on GPUs
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PR #10782: Offloading 2/3: generate multi-stream async copies using events on GPUs Imported from GitHub PR https://github.com/openxla/xla/pull/10782 Emit asynchronous memory copies between hosts and devices using additional streams while the main stream does the computation. The async copies are guarded by RecordEven...
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`tensorflow::RunOptions::RunOptions(void)` symbol missing in built tensorflow.dll (Windows)
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[ "@advnpzn,\r\nCould you please provide the complete error log of the installation process which helps us to debug the issue in an effective way. Thank you!", "Hi @tilakrayal \r\n\r\nCould you please specify which logs do you want specifically?\r\nI could provide you the bazel build log for `tensorflow.dll` and th...
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### Issue type Build/Install ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version tf 2.16.1 ### Custom code No ### OS platform and distribution Windows 11 23H2 Build 22631.3296 ### Mobile device N/A ### Python version 3.11.2 ### Bazel version 6.5.0 ### G...
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Register and load all applicable dialects for parallel compilation
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2024-04-26T03:59:17
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Register and load all applicable dialects for parallel compilation
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Update TFRT dependency to use revision
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Update TFRT dependency to use revision http://github.com/tensorflow/runtime/commit/bdefdf4f5655ff8f19fd401ac16804d8d0db4a4b.
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Use get_compatible_with_portable rather than non_prod directly.
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Use get_compatible_with_portable rather than non_prod directly.
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2024-04-30T00:40:26
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CL to- 1. Fold double transpose in TF dialect to enable an existing prepare_tf pattern that moves a single transpose across a q-dq pair. 2. Fold a trivial reshape into proceeding transpose op to enable existing prepare_tf pattern that moves a single transpose across a q-dq pair.
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[xla] Add a test for custom call with output to operand aliasing
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[xla] Add a test for custom call with output to operand aliasing
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Mark Hexagon delegate as unsupported
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2024-04-26T00:17:27
2024-05-03T17:38:08
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Mark Hexagon delegate as unsupported
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[XLA:GPU] Remove unnecessary preprocessor directive.
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2024-04-25T23:42:35
2024-04-26T08:23:20
2024-04-26T08:23:19
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[XLA:GPU] Remove unnecessary preprocessor directive.
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Fix the number of cores to be based on topolgoy.
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2024-04-25T23:32:43
2024-05-01T21:12:08
2024-05-01T21:12:06
NONE
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Fix the number of cores to be based on topolgoy.
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Add channel_dim in FakeQuantWithMinMaxVarsPerChannelOp
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2024-04-25T22:45:28
2024-04-25T22:45:29
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Add channel_dim in FakeQuantWithMinMaxVarsPerChannelOp
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[XLA:GPU][Mlir-based emitters] Add a pattern to fold constants/symbols/dims.
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2024-04-25T22:39:25
2024-04-26T19:32:50
2024-04-26T19:32:49
NONE
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[XLA:GPU][Mlir-based emitters] Add a pattern to fold constants/symbols/dims.
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Update OpenXLA contributing docs
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2024-04-25T22:38:50
2024-04-26T17:10:28
2024-04-26T17:10:27
NONE
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Update OpenXLA contributing docs
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Fix optimize_layout target.
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2024-04-25T22:31:42
2024-04-26T17:36:18
2024-04-26T17:36:16
NONE
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Fix optimize_layout target.
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Adds an option to limit the number of iterations performed by the Memory Term Reducer.
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2024-04-25T22:26:05
2024-04-26T16:40:06
2024-04-26T16:40:05
NONE
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Adds an option to limit the number of iterations performed by the Memory Term Reducer.
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Add support for TensorRT 10
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[ "Hi @plopresti ,\r\n\r\nAFAIK the current TensrRT version that TF tested is 8.X version. 10.X version also will be supported in near future but can't sure of exact timeline.", "@SuryanarayanaY Can you give me any link to this compatibility matrix between TensorFlow and TensorRT ?", "Apparently TensorRT support ...
2024-04-25T21:38:55
2024-06-12T00:19:04
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CONTRIBUTOR
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### Issue type Feature Request ### Have you reproduced the bug with TensorFlow Nightly? Yes ### Source source ### TensorFlow version nightly ### Custom code No ### OS platform and distribution Linux RedHat 9.3 ### Mobile device _No response_ ### Python version 3.11 ### Bazel version 6.5.0 ### GCC/comp...
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[XLA:GPU] Use raw HloInstruction pointers instead of HloInstructionAdaptor in caches.
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2024-04-25T21:16:45
2024-04-26T07:49:46
2024-04-26T07:49:46
NONE
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[XLA:GPU] Use raw HloInstruction pointers instead of HloInstructionAdaptor in caches. HloInstructionAdaptor should be an "iterator" to HloFusionAdaptor. Creating an instruction adaptor without fusion adaptor doesn't make sense. Using raw pointer inside one pass is fine, because instruction are only deleted after the ...
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Accounts for the number of buffer elements in the memory usage of the model
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2024-04-25T20:51:12
2024-04-25T20:51:13
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Accounts for the number of buffer elements in the memory usage of the model Previously, when autotune optimizes the model, it did not accounts for the usage of the actual number of buffered elements. This causes the memory usage to fluctuate and potentially makes tf.data to use RAM more than the ram budget tf.data sup...
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Fix typo in tflite conversion documentation.
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2024-04-25T20:49:40
2024-05-03T21:24:53
2024-05-03T21:24:51
NONE
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Fix typo in tflite conversion documentation.
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Fix HloAyncStartInstruction::ClassOf
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2024-04-25T20:39:00
2024-05-01T01:33:52
2024-05-01T01:33:51
NONE
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Fix HloAyncStartInstruction::ClassOf Ignore verifying computation parameter/result shapes for custom-call async ops Reverts 838b2f22e36d483be7fd6cccbedd30d46497c7f3
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[XLA:GPU][MLIR-based emitters] Add a pattern to simplify apply_indexing op.
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2024-04-25T20:38:17
2024-04-25T21:08:17
2024-04-25T21:08:16
NONE
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[XLA:GPU][MLIR-based emitters] Add a pattern to simplify apply_indexing op. Right now it also removes unused symbols, but later unused dims will be added as well.
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Reverts dd491d46f1737d41774e6efeabf694ef59845126
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2024-04-25T20:23:30
2024-04-26T00:48:06
2024-04-26T00:48:05
NONE
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Reverts dd491d46f1737d41774e6efeabf694ef59845126
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Add memory allocation timeline in TensorBoard
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2024-04-25T19:40:22
2024-04-30T19:01:59
2024-04-30T19:01:57
NONE
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Add memory allocation timeline in TensorBoard
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Some preparation changes for enabling async dispatch on JAX CPU.
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2024-04-25T19:37:13
2024-05-08T19:45:39
2024-05-08T19:45:37
NONE
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Some preparation changes for enabling async dispatch on JAX CPU. To prevent too much parallelism for non-parallel computations, we add a enqueue event to make sure next computation won't be enqueued until last one is done per user thread. In `~PyArray_Storage()`, we now release the Python GIL then destroy the underly...
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Integrate LLVM at llvm/llvm-project@76a3be7c766b
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2024-04-25T19:36:31
2024-04-25T21:53:52
2024-04-25T21:53:50
NONE
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Integrate LLVM at llvm/llvm-project@76a3be7c766b Updates LLVM usage to match [76a3be7c766b](https://github.com/llvm/llvm-project/commit/76a3be7c766b) FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/11717 from Cjkkkk:remove_fused_attn_and_mask ff1952faa460eecfca62660a5c34ea6fa3c2dfd4
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#tf-data Implement `Cardinality` for flat_map_dataset.
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2024-04-25T18:58:48
2024-04-26T17:44:27
2024-04-26T17:44:25
NONE
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#tf-data Implement `Cardinality` for flat_map_dataset.
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Fix the cuda deps issue
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2024-04-25T18:58:04
2024-04-25T21:39:37
2024-04-25T21:39:35
NONE
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Fix the cuda deps issue FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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[pjrt] Add const& qualified Await() to fix broken tests
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2024-04-25T18:55:08
2024-04-25T19:45:43
2024-04-25T19:45:42
NONE
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[pjrt] Add const& qualified Await() to fix broken tests FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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Fuse redundant RHS TFL_TransposeOp into TFL_BatchMatMulOp if rhs is constant quantized tensor of rank-2.
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2024-04-25T18:48:40
2024-04-25T20:40:28
2024-04-25T20:40:26
NONE
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Fuse redundant RHS TFL_TransposeOp into TFL_BatchMatMulOp if rhs is constant quantized tensor of rank-2. FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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[pjrt] Add OnReady overload for unique (move-only) futures
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2024-04-25T18:30:25
2024-04-25T19:55:54
2024-04-25T19:55:51
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[pjrt] Add OnReady overload for unique (move-only) futures FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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[pjrt] Add OnReady overload for unique (move-only) futures
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2024-04-25T18:30:14
2024-05-03T17:00:50
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[pjrt] Add OnReady overload for unique (move-only) futures FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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Update TFRT dependency to use revision
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2024-04-25T18:28:32
2024-04-25T19:41:19
2024-04-25T19:41:18
NONE
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Update TFRT dependency to use revision http://github.com/tensorflow/runtime/commit/8b26d736c7e05a4a4a2fdb099c882c7c0010c8ae. FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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[pjrt] Add OnReady overload for unique (move-only) futures
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2024-04-25T18:00:33
2024-04-25T19:56:02
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[pjrt] Add OnReady overload for unique (move-only) futures FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/10638 from jaro-sevcik:host-allocation-custom-call 0f78007475921031549c8555ad56ed8903efe6cb
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Update stableHLO temporary.patch
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Update stableHLO temporary.patch
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PR #11345: [XLA:GPU] Relax row reduction vectorization restriction
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2024-04-25T17:25:06
2024-04-25T18:46:25
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PR #11345: [XLA:GPU] Relax row reduction vectorization restriction Imported from GitHub PR https://github.com/openxla/xla/pull/11345 Row reduction did not enable vectorization if num_threads_x <= WarpSize() previously due to half or more of the threads don't do anything. But for current tiling implementation, it is n...
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Use `if_cuda` instead of `if_cuda_is_configured` in `//third_party/tensorflow/tsl/profiler/lib/BUILD` when including cuda deps.
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2024-04-25T17:10:34
2024-05-02T16:58:02
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Use `if_cuda` instead of `if_cuda_is_configured` in `//third_party/tensorflow/tsl/profiler/lib/BUILD` when including cuda deps.
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PR #11757: [GPU] Enable workspace support in cuDNN GEMM fusions.
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2024-04-25T17:01:20
2024-04-25T18:53:01
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PR #11757: [GPU] Enable workspace support in cuDNN GEMM fusions. Imported from GitHub PR https://github.com/openxla/xla/pull/11757 Copybara import of the project: -- a2b4e3ec5f508e64301307b7eb39d7c4c7009023 by Ilia Sergachev <isergachev@nvidia.com>: [GPU] Enable workspace support in cuDNN GEMM fusions. Merging th...
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PR #10638: Handle no-op custom call in the emitter
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2024-04-25T16:54:44
2024-04-25T19:05:24
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PR #10638: Handle no-op custom call in the emitter Imported from GitHub PR https://github.com/openxla/xla/pull/10638 The AllocateBuffer custom call (a.k.a. `kNopCustomCallTarget`) is no-op because the runtime allocates the buffer. Let us handle AllocateBuffer by emitting nothing and returning. Copybara import of the ...
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iwyu: missing includes in xla
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[ "Hi @selfisekai Can you please review this PR? Thank you!", "rebased on top of current master, lgtm" ]
2024-04-25T16:19:38
2024-06-07T17:09:05
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Add `Subgraph::ResizeInputTensor` overloads that don't require allocating a vector before.
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2024-04-25T16:10:37
2024-04-25T18:10:16
2024-04-25T18:10:14
NONE
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Add `Subgraph::ResizeInputTensor` overloads that don't require allocating a vector before.
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Populates Auto Sharding solver requests with intervals instead of liveness matrices.
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2024-04-25T16:04:56
2024-04-25T20:15:19
2024-04-25T20:15:16
NONE
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Populates Auto Sharding solver requests with intervals instead of liveness matrices.
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Clean-up kernels build file.
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2024-04-25T16:03:38
2024-04-26T15:35:20
2024-04-26T15:35:20
NONE
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Clean-up kernels build file.
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Fixed proto2 to google::protobuf conversion.
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2024-04-25T15:53:26
2024-04-25T18:39:48
2024-04-25T18:39:48
NONE
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Fixed proto2 to google::protobuf conversion.
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Reverts f1bac5e7917a4542707c2e175abc5929d4beed3e
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2024-04-25T14:44:25
2024-04-25T16:29:28
2024-04-25T16:29:27
NONE
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Reverts f1bac5e7917a4542707c2e175abc5929d4beed3e
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Updates the solver to support interval-based memory representations.
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2024-04-25T14:36:09
2024-04-25T15:16:39
2024-04-25T15:16:37
NONE
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Updates the solver to support interval-based memory representations.
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Reverts 35a836fd2066b76ec900689416999455c99524ec
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2024-04-25T14:06:51
2024-04-25T14:45:40
2024-04-25T14:45:38
NONE
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Reverts 35a836fd2066b76ec900689416999455c99524ec
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Check op count and quantization_method in QuantizeSingularOpPattern
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2024-04-25T13:29:19
2024-04-29T14:19:15
2024-04-29T14:19:13
NONE
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Check op count and quantization_method in QuantizeSingularOpPattern Currently, it only checks whether the function body contains the given op, therefore the matching becomes inaccurate. For example, convolution with bias addition can be matched to pattern to quantize add op.
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Automated Code Change
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2024-04-25T11:53:30
2024-04-27T09:36:55
2024-04-27T09:36:54
NONE
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2024-04-25T11:18:35
2024-05-03T00:20:48
2024-05-03T00:20:45
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Add a MultiOutputFusion test case for CommonElementwiseUtilization().
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2024-04-25T10:34:08
2024-04-25T11:21:31
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Add a MultiOutputFusion test case for CommonElementwiseUtilization(). This is to document that the function also works as expected if called by FusionUsesParameterElementwiseFromRoot() with a MultiOutputFusion.
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Use correct kWidth in sparse dots with int8 input (on Ampere)
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Use correct kWidth in sparse dots with int8 input (on Ampere)
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Memory leak when jit compiling
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[ "@andremfreitas The warnings you're seeing indicate that your two jit-compiled functions, likely containing some floating-point division (`__cuda_sm20_div_rn_f64_full)`, are running out of available registers on your GPU. Could you please provide a standalone code to replicate the issue reported here?\r\nThank you!...
2024-04-25T09:50:59
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### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version 2.16 ### Custom code Yes ### OS platform and distribution Linux Ubuntu 22.04.3 LTS ### Mobile device _No response_ ### Python version 3.10 ### Bazel version _No response_ ### GCC/com...
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PR #11592: Add a TritonFusionAnalysis util to query an op's scope.
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PR #11592: Add a TritonFusionAnalysis util to query an op's scope. Imported from GitHub PR https://github.com/openxla/xla/pull/11592 Add a TritonFusionAnalysis util to query an op's scope. This will be used in cuDNN compiler for deciding an op's dimensions in the followup PR. Copybara import of the project: -- 33d4...
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PR #11717: [XLA:GPU] Default to flash attention and remove mask input in cuDNN
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PR #11717: [XLA:GPU] Default to flash attention and remove mask input in cuDNN Imported from GitHub PR https://github.com/openxla/xla/pull/11717 * Default to flash attention as it is high performant and maintained actively by cuDNN, remove old fused attn. * Remove lowering to fused attn in rewriter * Remove cudnn...
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functional_hlo_runner: read entry_computation_layout from HloModule
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2024-04-25T06:01:59
2024-05-01T16:47:42
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functional_hlo_runner: read entry_computation_layout from HloModule Instead of reading it from CompilationOptions; the compiled HloModule already contains this information. While at it, simplify the argument_memory_space lambda -- it is reasonable to expect parameter tuples to be flattened.
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functional_hlo_runner: force untuple_result if any output leaf buffer is in host memory space
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NONE
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functional_hlo_runner: force untuple_result if any output leaf buffer is in host memory space
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Add back TPU device check in MlirBridgePass::GetPassState()
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Add back TPU device check in MlirBridgePass::GetPassState() This unblocks some graphs that target TPU yet without replication.
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Tensorflow compatibility with pyinstaller
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[ "Hi **@Bhavi-cd** ,\r\n\r\n- Ensure that the version of PyTorch used by Ultralytics (indirectly through YOLO) is compatible with the other components in your environment. If possible, try downgrading or upgrading PyTorch to a version that is known to work well with YOLOv8-obb and your other dependencies.\r\n- Verif...
2024-04-25T05:07:08
2024-04-29T04:06:00
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### Issue type Support ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version 2.16.1 ### Custom code Yes ### OS platform and distribution Windows ### Mobile device _No response_ ### Python version 3.11.9 ### Bazel version _No response_ ### GCC/compiler ver...
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Correct usage of Protobuf DebugString APIs
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Add API to xla::Literal to take ownership of a pointer to an array buffer.
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Add API to xla::Literal to take ownership of a pointer to an array buffer.
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Support shape transpose in `hlo_sharding_util::ReshapeSharding`.
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2024-04-26T19:19:58
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Support shape transpose in `hlo_sharding_util::ReshapeSharding`. Before this cl, `hlo_sharding_util::ReshapeSharding` can handle the cases where source and target shapes can be transformed to each other by merging and splitting dimension sizes. It returns `std::nullopt` if transpose is needed between source and target...
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2024-04-26T21:30:11
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Make CachedExecutableBundle movable only to avoid repeated copy and
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2024-04-25T18:25:49
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Make CachedExecutableBundle movable only to avoid repeated copy and allows us to clarify ownership of IfrtExecutable and TfHostCallbacks using std::unique_ptr instead of using std::shared_ptr
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Profiler does not Seem to Output Timesteps in xplane.pb - "No step marker observed and hence the step time is unknown" from Tensorboard
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[ "@stellarpower \r\nThank you for reporting the issue. We are also trying to replicate the issue in our environment. Please allow sometime to reproduce and get back to you the same. Thank you!", "Thanks! I can try to push a container image if it helps, let me know if that's be useful. Or I guess I can try a colab ...
2024-04-24T23:48:35
2024-05-16T09:09:45
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### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version 2.15.0 (cuda120py39hb94c71b_3 from conda-forge) ### Custom code No ### OS platform and distribution Ubuntu Jammy in podman Container ### Mobile device _No response_ ### Python version...
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Update py_client_gpu config so that it is built when if_google is true.
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Update py_client_gpu config so that it is built when if_google is true.
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[XLA:GPU] Only upload the autotuning results for the module being compiled.
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2024-04-24T23:19:12
2024-04-25T18:18:49
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[XLA:GPU] Only upload the autotuning results for the module being compiled. If multiple uploads occur from the same process, there's no need to upload all modules every time. At best it's wasteful.
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Allow multiple epilogues.
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2024-04-24T23:49:38
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Allow multiple epilogues. Each reduction group requires its own epilogue.
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Update TFRT dependency to use revision
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Update TFRT dependency to use revision http://github.com/tensorflow/runtime/commit/17c8497777411bc497ebdde64f02b002d7da4889.
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[IFRT] Support portable PjRtLoadedExecutable
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2024-04-24T22:29:50
2024-04-25T20:35:21
2024-04-25T20:35:21
NONE
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[IFRT] Support portable PjRtLoadedExecutable This change fixes support for portable `PjRtLoadedExecutable` (an executable that can be compiled once and dynamically loaded onto any device at execution time). The previous code had device assignment handling that is not compatible with `TfrtCpuClient`: `xla::ifrt::PjRtLo...
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NFC: Use the free function variants for `dyn_cast/cast/isa/...`.
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2024-04-24T22:19:37
2024-04-25T16:01:15
2024-04-25T16:01:15
NONE
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NFC: Use the free function variants for `dyn_cast/cast/isa/...`. The member functions in `Type/Attribute/Value/Location/AffineExpr` are deprecated and will go away.
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Added checksum TraceMe for Megascale.
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2024-04-24T22:14:55
2024-04-25T01:55:51
2024-04-25T01:55:49
NONE
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Added checksum TraceMe for Megascale.
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Adding PRED x BF16 test to provide better coverage.
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2024-04-24T21:53:22
2024-04-29T17:30:17
2024-04-29T17:30:16
NONE
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Adding PRED x BF16 test to provide better coverage.
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Enabling autotuner logs for the benchmark runner to allow for faster root-cause analysis during benchmark crashes inside Triton.
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2024-04-24T21:52:50
2024-04-29T17:44:30
2024-04-29T17:44:28
NONE
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Enabling autotuner logs for the benchmark runner to allow for faster root-cause analysis during benchmark crashes inside Triton.
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temp this will not be submitted.
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2024-04-24T21:27:33
2024-04-26T16:00:33
2024-04-26T16:00:30
NONE
null
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temp this will not be submitted.
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Support MOF DUS fusions.
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2024-04-24T21:27:28
2024-04-24T22:22:50
2024-04-24T22:22:50
NONE
null
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Support MOF DUS fusions.
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Update py_client_gpu config
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2024-04-24T21:19:52
2024-05-01T00:41:17
2024-05-01T00:41:14
NONE
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Update py_client_gpu config
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Fuse redundant RHS TFL_TransposeOp into TFL_BatchMatMulOp if rhs is constant quantized tensor of rank-2.
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2024-04-24T21:07:41
2024-04-25T19:35:32
2024-04-25T19:35:30
NONE
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Fuse redundant RHS TFL_TransposeOp into TFL_BatchMatMulOp if rhs is constant quantized tensor of rank-2.
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[pjrt] Clean up PjRtFuture documentation and internal APIs
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2024-04-24T20:25:27
2024-04-25T20:29:03
2024-04-25T20:29:03
NONE
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[pjrt] Clean up PjRtFuture documentation and internal APIs FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/11717 from Cjkkkk:remove_fused_attn_and_mask ff1952faa460eecfca62660a5c34ea6fa3c2dfd4
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Reverts f9e60c776338536f2b31049399b5bfced6337977
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2024-04-24T19:48:47
2024-04-29T19:49:38
2024-04-29T19:49:37
NONE
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Reverts f9e60c776338536f2b31049399b5bfced6337977
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Remove redundant load of QuantizationDialect
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2024-04-24T19:19:41
2024-04-24T21:37:19
2024-04-24T21:37:17
NONE
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Remove redundant load of QuantizationDialect
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[tsl:concurrency] Disable ambiguous AndThen callback for AsyncValueRef<absl::Status>
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2024-04-24T19:00:57
2024-04-24T19:49:30
2024-04-24T19:49:28
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[tsl:concurrency] Disable ambiguous AndThen callback for AsyncValueRef<absl::Status> Reverts 21f6e08a3f39591c1915410f4c256c9456e36d80
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Fixes some corner cases when a non-participating task makes the barrier call
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2024-04-24T18:55:29
2024-04-30T01:46:17
2024-04-30T01:46:16
NONE
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Fixes some corner cases when a non-participating task makes the barrier call
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