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[XLA:GPU] Add flag for fully unrolling while loops
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[XLA:GPU] Add flag for fully unrolling while loops
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[XLA:GPU][NFC] Make GpuCompilerTest.CollectivePermuteDecompositionAndPipelining less brittle.
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[XLA:GPU][NFC] Make GpuCompilerTest.CollectivePermuteDecompositionAndPipelining less brittle. Previously, the test was relying on both 1. exact instruction names, and 2. explicit ordering of many pure and re-orderable HLO operations. Both of these things can not be relied upon for testing, and this came up as a bloc...
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problem with converted custom model at TensorFlow Lite
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[ "@rkdtmdals7710 For such issues the recommended solution is to upgrade your protobuf to version 3.19.0 or later. You can usually do this using your package manager (e.g., `pip install --upgrade protobuf`).\r\nAlso please verify the TensorFlow IO Installation,\r\n\r\n```\r\npip install tensorflow-io\r\nimport tensor...
2024-05-07T10:10:13
2024-05-30T01:49:50
2024-05-30T01:49:46
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I created a tflite model from yolov5n [export.py -- weights mymodel.pt -- include tflite] for the learning model I learned from yolov5n. By the way, /home/pi1/Desktop/project3/examples/lite/examples/object_detection/raspberry_pi. It works fine when I run the existing detect.py , but when I use the above model, I get t...
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[XLA:FFI] Add a `BufferShape` alias.
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[ "Thanks for your pull request! It looks like this may be your first contribution to a Google open source project. Before we can look at your pull request, you'll need to sign a Contributor License Agreement (CLA).\n\nView this [failed invocation](https://github.com/tensorflow/tensorflow/pull/67085/checks?check_run_...
2024-05-07T10:05:35
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[XLA:FFI] Add a `BufferShape` alias. This change introduces a `BufferShape` alias for custom call users' convenience. This new alias eliminates the need for verbose code such as `using Shape = decltype(Buffer<PrimitiveType::F32>::dimensions)`.
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PR #12185: [ROCM] fixing smale build brakes in RedzoneAllocator, rocm_dnn and hip_blas_lt
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PR #12185: [ROCM] fixing smale build brakes in RedzoneAllocator, rocm_dnn and hip_blas_lt Imported from GitHub PR https://github.com/openxla/xla/pull/12185 Here are fixes after the following PRs: - rocm_dnn AllocateOwnedArray: https://github.com/openxla/xla/pull/11654 - hipblas_lt: https://github.com/openxla/xla/issu...
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PR #12195: [GPU][NFC] Simplify generation of cuDNN uid-pointer maps.
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PR #12195: [GPU][NFC] Simplify generation of cuDNN uid-pointer maps. Imported from GitHub PR https://github.com/openxla/xla/pull/12195 Copybara import of the project: -- 484b7b1e0c74caad30a29e4d7b0dee801830c10e by Ilia Sergachev <isergachev@nvidia.com>: [GPU][NFC] Simplify generation of cuDNN uid-pointer maps. Me...
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Add support for the --xla_dump_module_metadata flag to GPU backend.
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Add support for the --xla_dump_module_metadata flag to GPU backend. So far, this flag was only used for the TPU backend, but it can be useful for the GPU backend, too. The module metadata dump contains timing information for every HLO pass together with the pass name, the pipeline name and whether the module was chang...
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Escape quote character into &quot; when sanitizing HTML
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Escape quote character into &quot; when sanitizing HTML Some ops have quotes in their metadata and if not escaped these lead to errors when rendering a dot graph.
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[XLA:GPU][NFC] Make GpuCompilerTest.CollectivePermuteDecompositionAndPipelining less brittle.
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[XLA:GPU][NFC] Make GpuCompilerTest.CollectivePermuteDecompositionAndPipelining less brittle. Previously, the test was relying on both 1. exact instruction names, and 2. explicit ordering of many pure and re-orderable HLO operations. Both of these things can not be relied upon for testing, and this came up as a bloc...
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[XLA:GPU][NFC] Fix header inclusion in `gpu_compiler_test`.
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[XLA:GPU][NFC] Fix header inclusion in `gpu_compiler_test`.
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Fix variable naming pattern for quantization utility files.
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Fix variable naming pattern for quantization utility files. Along with other readability fixes: * Remove obsolete TODOs * Raname obscure names * Include missing header files.
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Automated Code Change FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12193 from openxla:move_fmha_workspace ad747544396d4920e60946d7a0f00300f47e07d2
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[xla:ffi] Port PJRT CPU test to use FFI API
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2024-05-07T07:52:04
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[xla:ffi] Port PJRT CPU test to use FFI API Port cpu_client_test to use FFI API (new, type-safe custom call API).
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[xla:ffi] Port LLVM IR CPU test to use FFI API
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2024-05-07T07:49:48
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[xla:ffi] Port LLVM IR CPU test to use FFI API Port alias_analysis_test to use FFI API (new, type-safe custom call API).
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PR #12199: [XLA:GPU] only enable cudnn fmha dbias on hopper + cudnn 8.9.6
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PR #12199: [XLA:GPU] only enable cudnn fmha dbias on hopper + cudnn 8.9.6 Imported from GitHub PR https://github.com/openxla/xla/pull/12199 Dbias requires hopper + cudnn 8.9.6, hence this PR. Copybara import of the project: -- ba4d8f507b1bae75d249fae1bf3d84c4e57199fa by cjkkkk <ske@nvidia.com>: init -- 68978ddc378...
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PR #12193: [GPU] Move workspace to be the last operand of cuDNN FMHA.
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2024-05-07T05:56:52
2024-05-07T11:36:33
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PR #12193: [GPU] Move workspace to be the last operand of cuDNN FMHA. Imported from GitHub PR https://github.com/openxla/xla/pull/12193 This will enable a large simplification in a next PR. Copybara import of the project: -- ad747544396d4920e60946d7a0f00300f47e07d2 by Ilia Sergachev <isergachev@nvidia.com>: [GPU] M...
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stuck at installing tensorflow
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[ "Hi **@yogashreeNaik** ,\r\n- Could you check the version of tensorflow you are using is compatible with your system and python environment.\r\n- Ensure that all necessary system dependencies, such as CUDA and cuDNN for GPU support, are correctly installed and compatible with your TensorFlow version.\r\n- Try reins...
2024-05-07T05:15:17
2024-06-12T10:27:42
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Traceback (most recent call last): File "C:\Users\AVITA\anaconda3\envs\myEnv\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 62, in <module> from tensorflow.python._pywrap_tensorflow_internal import * ImportError: DLL load failed while importing _pywrap_tensorflow_internal: A dynamic link libra...
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Automated Code Change
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Update Hlo parser to consider -0 as -0.0 as we only have negative float 0.
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Update Hlo parser to consider -0 as -0.0 as we only have negative float 0.
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Changes for increasing numerical consistency
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Changes for increasing numerical consistency
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Problem getting python include path while building tensorflow lite using Bazel
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[ "These are my default python paths: \r\nINFO: Reading rc options for 'build' from /mnt/c/tensorflow-2.5.0/.tf_configure.bazelrc:\r\n 'build' options: --action_env PYTHON_BIN_PATH=/usr/bin/python3 --action_env PYTHON_LIB_PATH=/usr/lib/python3/dist-packages --python_path=/usr/bin/python3", "@Thunderzen,\r\nThere a...
2024-05-07T03:18:25
2024-05-24T01:49:12
2024-05-24T01:49:08
NONE
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### Issue type Build/Install ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version 2.5 ### Custom code No ### OS platform and distribution _No response_ ### Mobile device _No response_ ### Python version 3.10.12 ### Bazel version 3.7.2 ### GCC/compiler ve...
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Support paging in TfrtSavedModelServable.
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2024-05-30T02:29:39
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Support paging in TfrtSavedModelServable.
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Do not restore layouts proto string when restoring model
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Do not restore layouts proto string when restoring model
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[mhlo] Remove called computation and execution thread from async_update and async_done
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2024-05-07T01:03:57
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[mhlo] Remove called computation and execution thread from async_update and async_done For consistency with HLO counterpart get called computation and execution thread by following the async chain. FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12154 from philipphack:u_fp8_scale_xla c7944fc3b2b7f...
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#tensorflow Skip failing test.
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2024-05-07T01:03:03
2024-05-08T14:15:11
2024-05-08T14:15:09
NONE
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#tensorflow Skip failing test. Error message: ``` [ RUN ] QuantizedInstanceNormTest.TestClamp tensorflow/core/kernels/quantized_instance_norm_test.cc:120: Failure Expected: (max_diff()) <= (0.1), actual: 0.165527 vs 0.1 2024-05-06 18:40:43.391840: I tensorflow/core/kernels/quantized_instance_norm_test.cc:121] max...
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67,057
Add TensorFlow Shape Inference on XlaGather
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2024-05-07T00:52:57
2024-05-07T07:54:46
2024-05-07T07:54:46
NONE
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Add TensorFlow Shape Inference on XlaGather Copy shape inference logic from Shape inference of Gather in XLA [1]. This makes grappler to properly infer shapes. The Grappler only relies on TensorFlow shape inference, and it invalidates all previously inferred shapes saved in `_output_shapes` attribute. [1] https://git...
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67,056
Remove TraceOp from StableHLO and MHLO
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2024-05-07T00:49:06
2024-05-07T01:05:04
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Remove TraceOp from StableHLO and MHLO
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Remove CreateTokenOp from StableHLO and MHLO, use AfterAllOp
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2024-05-07T00:30:57
2024-05-07T00:30:58
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Remove CreateTokenOp from StableHLO and MHLO, use AfterAllOp
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Make StreamExecutorMemoryAllocator work in terms of StreamExecutorInterface instead of StreamExecutor.
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2024-05-07T00:29:25
2024-05-07T21:57:57
2024-05-07T21:57:56
NONE
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Make StreamExecutorMemoryAllocator work in terms of StreamExecutorInterface instead of StreamExecutor.
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67,053
Make StreamExecutorGpuTopologyDescription compile without error
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2024-05-07T00:17:07
2024-05-13T22:41:50
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NONE
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Make StreamExecutorGpuTopologyDescription compile without error
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Internal change, only affects BUILD files.
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2024-05-07T00:06:41
2024-05-08T20:07:57
2024-05-08T20:07:56
NONE
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Internal change, only affects BUILD files.
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Internal code change
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2024-05-06T23:59:31
2024-05-07T01:13:06
2024-05-07T01:13:06
NONE
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Internal code change
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Fix the bug that disable_table_stacking is not respected in TPUEmbeddingV2.
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2024-05-06T23:34:39
2024-05-07T16:48:36
2024-05-07T16:48:35
NONE
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Fix the bug that disable_table_stacking is not respected in TPUEmbeddingV2.
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[xla:ffi] Add xla::ffi::ExecutionContext to pass user data to FFI handlers at run time
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2024-05-06T22:57:36
2024-05-09T02:20:13
2024-05-09T02:20:12
NONE
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[xla:ffi] Add xla::ffi::ExecutionContext to pass user data to FFI handlers at run time There are two kinds of data that can be added to execution context: 1. Opaque pointers with a deleter for users that register context types that are can be defined in shared libraries and can't depend on XLA internals 2. Types Execu...
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Add `bzl_libraries` to XLA
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2024-05-09T17:31:26
2024-05-09T17:31:24
NONE
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Add `bzl_libraries` to XLA
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Adds support of random access to concatenate dataset
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2024-05-06T22:23:49
2024-05-06T22:23:50
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Adds support of random access to concatenate dataset
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Fix a test failure that occurs when we add new validation in swisstable.
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2024-05-06T22:20:29
2024-05-07T20:33:19
2024-05-07T20:33:18
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Fix a test failure that occurs when we add new validation in swisstable. We can't use swisstable here because this code requires an exception-safe hashtable so switch to std::unordered_map.
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Rolling back PR #12076: [XLA:CPU][oneDNN] AVX512 vectorization
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2024-05-06T21:19:14
2024-05-06T22:17:41
2024-05-06T22:17:41
NONE
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Rolling back PR #12076: [XLA:CPU][oneDNN] AVX512 vectorization Reason: Broke JAX Arm CI ``` E AssertionError: [b"'-prefer-256-bit' is not a recognized feature for this target (ignoring feature)" ``` Reverts 58d6f04ae41c442626f705eb03385c3de50266c0
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Move minimum_broadcast_shapes op from CHLO to MHLO
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2024-05-06T21:17:33
2024-05-07T07:40:37
2024-05-07T07:40:35
NONE
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Move minimum_broadcast_shapes op from CHLO to MHLO The op is only needed by KernelGen, and must be removed from CHLO as per the Dynamism 101 RFC: https://github.com/openxla/stablehlo/blob/main/rfcs/20230704-dynamism-101.md#p1
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2024-05-06T20:55:39
2024-05-06T20:55:40
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2024-05-06T20:30:23
2024-05-06T20:41:09
2024-05-06T20:41:04
NONE
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[XLA:GPU] Fix in-place dynamic update slice emitter for producer-consumer fusion.
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2024-05-06T20:29:06
2024-05-07T13:43:24
2024-05-07T13:43:23
NONE
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[XLA:GPU] Fix in-place dynamic update slice emitter for producer-consumer fusion. For a case when we have a potential dus-producer and bitcast-consumer fusion, the current code wouldn't see that we can use DUS emitter and will use cost model as for loop emitter.
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#tensorflow Skip failing test.
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2024-05-06T20:28:39
2024-05-06T21:54:43
2024-05-06T21:54:43
NONE
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#tensorflow Skip failing test. Error message: ``` [ RUN ] QuantizedInstanceNormTest.TestClamp tensorflow/core/kernels/quantized_instance_norm_test.cc:120: Failure Expected: (max_diff()) <= (0.1), actual: 0.165527 vs 0.1 2024-05-06 18:40:43.391840: I tensorflow/core/kernels/quantized_instance_norm_test.cc:121] max...
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Add `bzl_library` targets to XLA and TSL
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2024-05-06T20:02:04
2024-05-06T21:27:20
2024-05-06T21:27:19
NONE
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Add `bzl_library` targets to XLA and TSL
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67,038
Bump werkzeug from 3.0.1 to 3.0.3
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2024-05-06T19:21:13
2024-05-17T05:31:42
2024-05-17T05:31:41
CONTRIBUTOR
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Bumps [werkzeug](https://github.com/pallets/werkzeug) from 3.0.1 to 3.0.3. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/pallets/werkzeug/releases">werkzeug's releases</a>.</em></p> <blockquote> <h2>3.0.3</h2> <p>This is the Werkzeug 3.0.3 security release, which fixes secur...
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PR #12161: Test for deserialization of GPU executables
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2024-05-06T18:16:02
2024-05-08T11:13:14
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PR #12161: Test for deserialization of GPU executables Imported from GitHub PR https://github.com/openxla/xla/pull/12161 This patch tests that serialization and deserialization of GPU executables (e.g., for JAX compilation cache) succeeds. The test covers the fix in [PR 12184](https://github.com/openxla/xla/pull/12...
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Make CommandBuffer use StreamExecutorInterface rather than StreamExecutor.
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2024-05-06T18:01:26
2024-05-06T19:36:25
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Make CommandBuffer use StreamExecutorInterface rather than StreamExecutor.
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Report a failure when detecting top-level compilation marker in TF2XLA Non-eplicated Phase 1 Bridge
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2024-05-06T19:29:23
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Report a failure when detecting top-level compilation marker in TF2XLA Non-eplicated Phase 1 Bridge This feature is no longer supported as Pepperjack M1 gets deprecated.
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Report a failure when detecting single-core TPU graphs in TF2XLA Replicated Phase 1 Bridge
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2024-05-06T17:58:09
2024-05-07T06:51:11
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Report a failure when detecting single-core TPU graphs in TF2XLA Replicated Phase 1 Bridge JIT compilation of single-core TPU graphs via Phase 1 Bridge is no longer supported as Pepperjack M1 gets deprecated. This ensures such graphs are no longer passed into the Bridge.
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Tensorflow version 2.16.1 has retracing problem for keras.model.train_on_batch().
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[ "Hi @garryyan2 ,\r\n\r\nThe warning will arise when we call a function multiple times (for eg in a loop) that is decorated with tf.function decorator. Since retracing is computationally expensive this will affect performance but the model will not have any issue wrt its metrics or predictions except time complexit...
2024-05-06T17:46:32
2024-05-08T05:52:21
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### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? No ### Source binary ### TensorFlow version 2,16,1 ### Custom code No ### OS platform and distribution windows 10 ### Mobile device _No response_ ### Python version 3.11 ### Bazel version _No response_ ### GCC/compiler version...
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[XLA:GPU] Disable cuDNN FMHA by default.
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2024-05-06T17:43:18
2024-05-07T12:29:04
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[XLA:GPU] Disable cuDNN FMHA by default. cuDNN FMHA dispatches pattern-matched regions to a FlashAttention kernel by default. FlashAttention does not preserve numerics, and thus an illegal optimization to have on by default. FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12193 from openxla:move_...
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Teach `xla_test` about specific GPU backends
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2024-05-06T17:27:58
2024-05-13T17:26:51
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Teach `xla_test` about specific GPU backends Inspired by https://github.com/openxla/xla/pull/11753
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Add metrics to compilesingleop and compilefunction.
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Add metrics to compilesingleop and compilefunction.
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Open source pybind lib for populating sparse core layouts.
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2024-05-17T05:15:20
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Open source pybind lib for populating sparse core layouts.
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Modify the GatherV2 xla kernels to default to returning a constant of 0 if any of the dimensions is 0.
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Modify the GatherV2 xla kernels to default to returning a constant of 0 if any of the dimensions is 0. Modify the TensorListSetItem to check dimensions and return the unmodified list in the event the update dimension is larger since DynamicUpdateSlice would fail. These changes are to match the behaviour of the MLIR bri...
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Add test image to the g3doc/examples folder to use in the latest tests/colabs
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Add test image to the g3doc/examples folder to use in the latest tests/colabs
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Unified the GPU executable proto used in AOT and JIT caching path.
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Unified the GPU executable proto used in AOT and JIT caching path.
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PR #12050: [XLA:GPU] Force nccl command buffer to update even memory pointers do not change
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2024-05-06T16:25:39
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PR #12050: [XLA:GPU] Force nccl command buffer to update even memory pointers do not change Imported from GitHub PR https://github.com/openxla/xla/pull/12050 This PR force command buffer to do cuda graph update if it contains nccl collective operators, because NCCL requires all devices to make the collective call eve...
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PR #12171: [XLA: GPU] add more checks for barrierCmd unittest
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PR #12171: [XLA: GPU] add more checks for barrierCmd unittest Imported from GitHub PR https://github.com/openxla/xla/pull/12171 Copybara import of the project: -- 30f9abd60c34f01c5fc77f7745275141130afce6 by Shawn Wang <shawnw@nvidia.com>: add more checks for barrierCmd Merging this change closes #12171 FUTURE_CO...
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GlobalAveragePooling1D fails with empty inputs and a mask
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[ "A colab environment with the bug and the fix: https://colab.research.google.com/drive/196CeYNTFTXdSj2-1sBlqQvrWIER3Q36L?usp=sharing", "@SuryanarayanaY I was able to replicate the issue reported [here](https://colab.research.google.com/gist/sushreebarsa/14b475bfad895b3a6c2e1770acc0eddc/67023.ipynb).\r\nThank you...
2024-05-06T14:57:57
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### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version 2.15.0 ### Custom code No ### OS platform and distribution _No response_ ### Mobile device _No response_ ### Python version 3.10.12 ### Bazel version _No response_ ### GCC/compiler v...
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Add integration options in TFRT/IFRT with tensorflow serving.
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Add integration options in TFRT/IFRT with tensorflow serving.
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Disable some tests that time out on certain platforms.
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Disable some tests that time out on certain platforms.
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[Triton] Fixing issues with pipelining that cause crashes for some use-cases when num_stages=2.
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[Triton] Fixing issues with pipelining that cause crashes for some use-cases when num_stages=2.
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PR #12012: Update cuDNN frontend version.
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2024-05-06T15:23:33
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PR #12012: Update cuDNN frontend version. Imported from GitHub PR https://github.com/openxla/xla/pull/12012 Update cuDNN frontend version from 1.2.1 to 1.3. Copybara import of the project: -- ea12e3765a225fb360add9d424248ffa0954ce95 by Elfie Guo <elfieg@nvidia.com>: Update cuDNN frontend version. Merging this cha...
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Integrate LLVM at llvm/llvm-project@6217abce86b5
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Integrate LLVM at llvm/llvm-project@6217abce86b5 Updates LLVM usage to match [6217abce86b5](https://github.com/llvm/llvm-project/commit/6217abce86b5)
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[XLA] Refactor `BackendConfigWrapper` and add tests.
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2024-05-06T12:05:25
2024-05-10T12:57:44
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[XLA] Refactor `BackendConfigWrapper` and add tests. This change: - Folds `HloInstruction::GetBackendConfigInternal` into `BackendConfigWrapper` where is really belongs. - Removes `mutable` from `HloInstruction::backend_config_`. - Changes `BackendConfigWrapper` to use constructors wherever possible, instead of method...
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Fix reduction group computation for MLIR emitter.
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2024-05-06T12:52:54
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Fix reduction group computation for MLIR emitter. Currently, there are cases where we duplicate reductions into more than one group. This essentially means the grouping is buggy, since the goal is to share reads. I will only fix the grouping for the new emitters, since I can't rule out that the current grouping is ac...
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PR #12031: add gemm autotune log dump
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2024-05-06T13:07:18
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PR #12031: add gemm autotune log dump Imported from GitHub PR https://github.com/openxla/xla/pull/12031 This PR adds option to dump all gemm fusion autotune results as AutotuningLogs: - the dump contains all autotune results for all backends including cublas,cudnn, and triton. - also add fusion name and count (time o...
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[XLA:GPU] Disable test failing at HEAD
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[XLA:GPU] Disable test failing at HEAD
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Integrate LLVM at llvm/llvm-project@18e7dcb7c576
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2024-05-06T10:20:24
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Integrate LLVM at llvm/llvm-project@18e7dcb7c576 Updates LLVM usage to match [18e7dcb7c576](https://github.com/llvm/llvm-project/commit/18e7dcb7c576)
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Don't MOF computations that are already fused.
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Don't MOF computations that are already fused. Like the previous fix for priority fusion, MOF sometimes generates nested fusions inside reducers, scatter updates, etc. This is not useful and makes codegen more complex, since it needs to be able to handle such nested fusions.
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Support MultiOutputFusion producers in the GPU performance model
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Support MultiOutputFusion producers in the GPU performance model
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Rewrite all reductions to race-free in MLIR mode.
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2024-05-06T08:50:47
2024-05-06T09:49:53
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Rewrite all reductions to race-free in MLIR mode. The difference in runtimes in the original benchmarks that motivated this change seem rather large. We can surely do better than that. Atomics contribute a lot of complexity, so if possible, we should try to avoid them.
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Introduce std::complex<T> as a new DataType
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2024-05-09T00:26:15
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Introduce std::complex<T> as a new DataType
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Cover Result<T> with buffer aliases
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Extend internal Span with more member functions
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2024-05-09T01:15:47
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Extend internal Span with more member functions
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Compute non-fusion computations just once.
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Compute non-fusion computations just once.
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Use the correct dependency for the included gpu_init.h header.
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Use the correct dependency for the included gpu_init.h header. We don't need to depend on the _impl target, it is added automatically to all xla_cc_test targets. Depend on the non-implementation target instead.
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Multiple CNN models concurrently on the GPU
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[ "Hi @B-JackMao ,\r\n\r\nI haven't seen any tflite official documentation mentioning the concurrent model execution on GPU. If i find something i will let you know.", "Hi @pkgoogle ,\r\n\r\nI saw examples of running two models concurrently on dedicated desktop gpu's using tensorflow but i am not sure if its poss...
2024-05-06T07:22:57
2024-06-01T01:51:38
2024-06-01T01:51:38
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I want to know if TFLITE currently supports running two or more CNN tasks in parallel on a mobile phone's GPU. Can TFLITE run multiple CNN models concurrently on the GPU to accelerate inference?
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Do not fuse inside computations that are logically already fused.
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Do not fuse inside computations that are logically already fused. Currently, priority fusion generates nested fusion instructions inside reducers, scatter combiners, etc. This doesn't make sense, since these instructions are already run inside a fusion, but easily leads to codegen bugs.
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Automated Code Change
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Automated Code Change FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/11981 from ROCm:ci_pjrt_c_api_gpu_test_fix d114eb0deb691b5cf6907880f26d241a2813f26d
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PR #11967: [XLA:GPU] Add cuDNN flash attention dbias computation and broadcast bias
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PR #11967: [XLA:GPU] Add cuDNN flash attention dbias computation and broadcast bias Imported from GitHub PR https://github.com/openxla/xla/pull/11967 * add cuDNN flash attention dbias computation. make sure dbias only pattern match cases where reduction is done on batch dim. Only bias with [1, N, S, T] is supported. ...
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Enhance error message when creating RepeatBufferKernel fails.
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2024-05-06T06:00:32
2024-05-06T15:40:03
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Enhance error message when creating RepeatBufferKernel fails.
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2024-05-06T05:09:57
2024-05-06T06:57:51
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2024-05-06T04:54:14
2024-05-13T06:27:23
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