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Integrate LLVM at llvm/llvm-project@18e7dcb7c576
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2024-05-06T04:33:19
2024-05-06T19:06:28
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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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[tensorflow/tflite branch r2.10] crash at absl::OkStatus();
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[ "@tilakrayal Hi, infos again..\r\n\r\nI've just found a log:\r\nstd::__ndk1::__tree<flatbuffers::offset<flatbuffers::string>\r\nduring mobile running.\r\n\r\nThere is also a flatbuffers file within the current app/project and I built a lib (inserted into the app/project) containing tflite libs using another flatbuffers file. Perhaps the two flatbuffers files are incompatible.\r\n\r\nIs it possible to keep the two flatbuffers files coexist?\r\n", "@picard314,\r\nCould you please provide a simple standalone code to reproduce the reported behavior and would help us to investigate further. Thank you!", "> @picard314, Could you please provide a simple standalone code to reproduce the reported behavior and would help us to investigate further. Thank you!\r\n\r\n@tilakrayal \r\nThanks for your kind attention. Since the \"two flatbuffers files\" is the cause as app can run successfully after I delete a flatbuffers file and my limited time, I shall dig it no more and please forgive me for not providing related codes for they are really a big bunch of limbs which can not be separated from each other during compiling. Thanks again.", "Hi @picard314 ,\r\n\r\nPlease let me know if you found a resolution for your issue or if you are able to provide any standalone code to reproduce this issue.", "This issue is stale because it has been open for 7 days with no activity. It will be closed if no further activity occurs. Thank you.", "This issue was closed because it has been inactive for 7 days since being marked as stale. Please reopen if you'd like to work on this further.", "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66990\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66990\">No</a>\n" ]
2024-05-06T04:16:13
2024-06-07T01:51:01
2024-06-07T01:50:58
NONE
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**System information** Nova9Pro (Huawei) - TensorFlow Lite in Play Services SDK version (found in `build.gradle`): Based on the source codes, I built the dynamic libs: libtensorflowlite.so and libtensorflowlite_gpu_delegate.so using bazel 5.1.1 - Google Play Services version (`Settings` > `Apps` > `Google Play Services` > `App details`): Self-produced app **Standalone code to reproduce the issue** The problem occurs when I call "ModifyGraphWithDelegate" written in my Android app codes. **Any other info / logs** (By inserting my debug logs into the source codes, I have located the bug.) Unfortunately there are not hints/logs at all when mobile-running-crash happens at the end "return absl::OkStatus();" of function: absl::Status InferenceContext::InitFromGpuModel( const CreateGpuModelInfo& create_info, GpuModel* gpu_model, Environment* env, std::vector<uint8_t>* serialized_model, Buffer* shared_buffer) which is located at script "inference_context.cc". **Other infos: The libs I have built work fine in my other Android apps/projects which were built using Android studio 4.2.2 and earlier versions of sdk, ndk, java and c++. But crash happens at current Android app/project which is built using Android studio Iguana | 2023.2.1 Patch 1 and later versions of sdk, ndk, java and c++. I am not sure if this is due to some kinds of incompatiblilities.
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[XLA:TPU] Support output streaming and refactor TryOutputStreaming into a bottoms-up approach.
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2024-05-06T03:17:29
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[XLA:TPU] Support output streaming and refactor TryOutputStreaming into a bottoms-up approach. Previously, output streaming took a top-down approach which indiscriminately checks if a MoveToHost custom call would trace down to an output marked with host memory space. This did not work when a dynamic-update-slice existed between the MTH call and the output. This CL fixes this problem by handling output streaming before other MTH calls, while also improving efficiency with the bottoms-up approach so we only trace a single path in the graph.
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Integrate LLVM at llvm/llvm-project@fc398a112d26
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Integrate LLVM at llvm/llvm-project@fc398a112d26 Updates LLVM usage to match [fc398a112d26](https://github.com/llvm/llvm-project/commit/fc398a112d26)
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"Cannot dlopen some GPU libraries." does not List what Libraries Failed to Load
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null
[ "Hi @stellarpower ,\r\n\r\nYou need to install GPU driver manually.After that you need to set LD_LIBRARY_PATH to the path where nvidia libraries installed. You may refer this [comment](https://github.com/tensorflow/tensorflow/issues/63362#issuecomment-1988630226) . Please refer #63362 for more details. Thanks ", "Thanks; I had done all this previously.\r\n\r\nBut I have opened as an issue irrespective of my own setup, because I believe it should be possible to get more information from the error message. Without knowing what libraries failed to be opened, just re-installing and following the instructions again isn't a particularly efficient way to debug what happened.", "Yes, I agree. I am running into the same issue now. This is particularly frustrating because of the arcane versioning of CUDA-related toolsets (i.e. the Python packages vs. CUDA vs. the dependency matrix in the documentation). For example:\r\n\r\n* TensorFlow documentation [lists](https://www.tensorflow.org/install/pip) the correct CUDA version as 11.8, so I installed that and updated my $PATH, $LD_LIBRARY_PATH, etc. accordingly (along with cudNN 8.6 as listed).\r\n* When I use a fresh Python 3.10 installation to install `tensorflow[and-cuda]` via Pip, it seems to be defaulting to CUDA runtime 12?\r\n\r\n```\r\nCollecting nvidia-cublas-cu12==12.3.4.1\r\n Using cached nvidia_cublas_cu12-12.3.4.1-py3-none-manylinux1_x86_64.whl (412.6 MB)\r\nCollecting nvidia-cuda-nvrtc-cu12==12.3.107\r\n Using cached nvidia_cuda_nvrtc_cu12-12.3.107-py3-none-manylinux1_x86_64.whl (24.9 MB)\r\nCollecting nvidia-curand-cu12==10.3.4.107\r\n Using cached nvidia_curand_cu12-10.3.4.107-py3-none-manylinux1_x86_64.whl (56.3 MB)\r\nCollecting nvidia-cusparse-cu12==12.2.0.103\r\n Using cached nvidia_cusparse_cu12-12.2.0.103-py3-none-manylinux1_x86_64.whl (197.5 MB)\r\nCollecting nvidia-nvjitlink-cu12==12.3.101\r\n Using cached nvidia_nvjitlink_cu12-12.3.101-py3-none-manylinux1_x86_64.whl (20.5 MB)\r\nCollecting nvidia-nccl-cu12==2.19.3\r\n Using cached nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl (166.0 MB)\r\nCollecting nvidia-cuda-nvcc-cu12==12.3.107\r\n Using cached nvidia_cuda_nvcc_cu12-12.3.107-py3-none-manylinux1_x86_64.whl (22.0 MB)\r\nCollecting nvidia-cusolver-cu12==11.5.4.101\r\n Using cached nvidia_cusolver_cu12-11.5.4.101-py3-none-manylinux1_x86_64.whl (125.2 MB)\r\nCollecting nvidia-cudnn-cu12==8.9.7.29\r\n Using cached nvidia_cudnn_cu12-8.9.7.29-py3-none-manylinux1_x86_64.whl (704.7 MB)\r\nCollecting nvidia-cufft-cu12==11.0.12.1\r\n Using cached nvidia_cufft_cu12-11.0.12.1-py3-none-manylinux1_x86_64.whl (98.8 MB)\r\nCollecting nvidia-cuda-cupti-cu12==12.3.101\r\n Using cached nvidia_cuda_cupti_cu12-12.3.101-py3-none-manylinux1_x86_64.whl (14.0 MB)\r\nCollecting nvidia-cuda-runtime-cu12==12.3.101\r\n Using cached nvidia_cuda_runtime_cu12-12.3.101-py3-none-manylinux1_x86_64.whl (867 kB)\r\n```\r\n\r\nand relevant links in the docs only seem to link out to Docker-related stuff, like https://www.tensorflow.org/install/source so the vast majority of information on the internet is out of date.\r\n\r\nIs there any clearer guidance for how to get TensorFlow working on GPUs assuming your CUDA install is non-standard, i.e., not installed out of the Ubuntu package repo (which is infeasible in many academic settings)?\r\n\r\nThanks very much in advance.\r\n\r\nEDIT: I was able to resolve this by using the `TF_CPP_MAX_VLOG_LEVEL=3` (something buried in the above linked issue) to debug. It turned out that our new module system was nuking my `LD_LIBRARY_PATH` after cudNN was imported, so CUDA could be found but cudNN could not. Adding a note about this option to the error message around GPUs could potentially save _a lot_ of grief (even in scenarios like mine where the issue lies not with TensorFlow, but something upstream). Just a thought. May help you as well @stellarpower (seems to be what you were looking for when you opened the issue)", "@wjno thanks - I resolved the underlying problem in the end, and from memory thought I had increased the log verbosity as high as it would go, but maybe I had not. If I encounter some library problems again I'll give it a go. Cheers!\r\n", "> EDIT: I was able to resolve this by using the `TF_CPP_MAX_VLOG_LEVEL=3` (something buried in the above linked issue) to debug. It turned out that our new module system was nuking my `LD_LIBRARY_PATH` after cudNN was imported, so CUDA could be found but cudNN could not. Adding a note about this option to the error message around GPUs could potentially save _a lot_ of grief (even in scenarios like mine where the issue lies not with TensorFlow, but something upstream). Just a thought. May help you as well @stellarpower (seems to be what you were looking for when you opened the issue)\r\n\r\nHi @wjn0 , AFAIK the setting `TF_CPP_MAX_VLOG_LEVEL=3 `will only disable the debugging logs from the console.I doubt and want to know whether after disabling these logs then only cudnn libraries are being detectable? Setting right path for `LD_LIBRARY_PATH` should resolve the issue irrespective of disabling the debugging logs.Correct me if i am wrong.\r\n\r\nThanks for the info.", "This issue is stale because it has been open for 7 days with no activity. It will be closed if no further activity occurs. Thank you.", "This issue was closed because it has been inactive for 7 days since being marked as stale. Please reopen if you'd like to work on this further.", "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66987\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66987\">No</a>\n" ]
2024-05-05T17:34:54
2024-05-25T01:48:39
2024-05-25T01:48:36
NONE
null
null
null
### Issue type Feature Request ### Have you reproduced the bug with TensorFlow Nightly? Yes ### Source binary ### TensorFlow version tf-nightly 2.17.0.dev20240504 ### Custom code No ### OS platform and distribution Ubuntu Jammy ### Mobile device _No response_ ### Python version 3.12 ### Bazel version _No response_ ### GCC/compiler version _No response_ ### CUDA/cuDNN version _No response_ ### GPU model and memory _No response_ ### Current behavior? I have installed tf-nightly from the official PYPI package, like so: ``` pip install tf-nightly[and-cuda] ``` When I load Tensorflow, it isn't seeing my GPU, and I get the message ``` Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform. ``` I normally use the conda-forge packages, in part precisely because it should handle some of these things for me so I don't have to worry. But I saw pip installing a large number of CUDA libraries during the process, so I'd expect most of what I need to be there. The function `MaybeTryDlopenGPULibraries()` is responsible for attempting to load the required libraries in at runtime, however, it doesn't tell me what libraries it tried to find, what search path it was using, etc. As I've followed the steps in the guide at that URL, it's not the most helpful diagnostic message without further information. Whilst short, and therefore not cluttering the screen (which may be good for many situations), the message isn't that helpful to try and work out what the problem is. Obviously on modern complex systems, library search paths can be pretty finicky to work out, so if not the default behaviour, I'd at least like to see a flag/environment variable I can set to see output of what library loads were attempted, what succeeded (and the path), and what was missing, in addition to other debugging output. If the short form of the message is kept as the default behaviour, then it would be good for this to print out how to set this option so that I can go round again and get more verbose output. Thanks ### Standalone code to reproduce the issue ```shell See aobve ``` ### Relevant log output _No response_
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2,279,599,431
I_kwDOArmXAs6H3-1H
66,986
RQA features
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null
[]
2024-05-05T15:59:05
2024-05-05T16:03:45
2024-05-05T16:02:34
NONE
null
null
null
I am trying to run the python code to extract RQA features. I am getting on the console window the following: [Platform 'Portable Computing Language'] Vendor: The pocl project Version: OpenCL 3.0 PoCL 3.0-rc2 Linux, Release, RELOC, LLVM 14.0.6, SLEEF, DISTRO, POCL_DEBUG Profile: FULL_PROFILE Extensions: cl_khr_icd cl_pocl_content_size [Device 'pthread-AMD EPYC 7532 32-Core Processor'] Vendor: AuthenticAMD Type: 2 Version: OpenCL 3.0 PoCL HSTR: pthread-x86_64-unknown-linux-gnu-znver2 Profile: FULL_PROFILE Max Clock Frequency: 2395 Global Mem Size: 268025274368 Address Bits: 64 Max Compute Units: 64 Max Work Group Size: 4096 Max Work Item Dimensions: 3 Max Work Item Sizes: [4096, 4096, 4096] Local Mem Size: 524288 Max Mem Alloc Size: 68719476736 Extensions: cl_khr_byte_addressable_store cl_khr_global_int32_base_atomics cl_khr_global_int32_extended_atomics cl_khr_local_int32_base_atomics cl_khr_local_int32_extended_atomics cl_khr_3d_image_writes cl_khr_int64_base_atomics cl_khr_int64_extended_atomics cl_khr_fp64,, How can I prevent this from appearing (printing) in the console window?
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2,279,339,288
I_kwDOArmXAs6H2_UY
66,985
Cannot save Keras model when v2 behavior is disabled
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null
[ "Hi **@rsujeevan** ,\r\n- I tried to run your code on colab using TF v2.15,2.16.1 and nightly faced the same issue. Please find the [gist](https://colab.sandbox.google.com/gist/Venkat6871/f1012cd57b392cf832f5441ea5012625/66985_2-15-2-16-1-v.ipynb) here for reference. \r\n\r\nThank you!" ]
2024-05-05T05:49:49
2024-05-07T09:52:48
null
NONE
null
null
null
### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? No ### Source binary ### TensorFlow version 2.15.1 ### Custom code Yes ### OS platform and distribution Linux Ubuntu 20.04.5 ### Mobile device _No response_ ### Python version 3.11.9 ### Bazel version _No response_ ### GCC/compiler version _No response_ ### CUDA/cuDNN version 11.2/8.9 ### GPU model and memory _No response_ ### Current behavior? Since Tensorflow 2.13, I am unable to save Keras models when using graph execution in Tensorflow v1 behaviour. When I attempt to save, I get the following error: ```python-traceback Traceback (most recent call last): File "/tf/ser_repro.py", line 13, in <module> model.compile(loss=loss, optimizer=used_optimizer) File "/tf/env/lib/python3.11/site-packages/tensorflow/python/trackable/base.py", line 204, in _method_wrapper result = method(self, *args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/engine/training_v1.py", line 321, in compile self._set_optimizer(optimizer) File "/tf/env/lib/python3.11/site-packages/keras/src/engine/training_v1.py", line 1473, in _set_optimizer self.optimizer = optimizers.get(optimizer) ^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/__init__.py", line 306, in get return convert_to_legacy_optimizer(identifier) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/__init__.py", line 239, in convert_to_legacy_optimizer config = optimizer.get_config() ^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/adam.py", line 211, in get_config "learning_rate": self._serialize_hyperparameter( ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/optimizer.py", line 726, in _serialize_hyperparameter return hyperparameter.numpy() ^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/tensorflow/python/ops/resource_variable_ops.py", line 690, in numpy raise NotImplementedError( NotImplementedError: numpy() is only available when eager execution is enabled. ``` ### Standalone code to reproduce the issue ```python import tensorflow.compat.v1 as tf tf.disable_v2_behavior() import keras from keras import layers inp = keras.layers.Input(shape=(1,), name="input") result = keras.layers.Dense(250, name="dense_layer")(inp) model = keras.models.Model(inp, result, name="mdl") loss = "categorical_crossentropy" used_optimizer = keras.optimizers.Adam(learning_rate=0.01) model.compile(loss=loss, optimizer=used_optimizer) model.save("test-model.keras") ``` ### Relevant log output ```shell 2024-05-05 05:31:41.834245: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered 2024-05-05 05:31:41.834286: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered 2024-05-05 05:31:41.836617: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered 2024-05-05 05:31:41.846554: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2024-05-05 05:31:42.773103: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT WARNING:tensorflow:From /tf/env/lib/python3.11/site-packages/tensorflow/python/compat/v2_compat.py:108: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version. Instructions for updating: non-resource variables are not supported in the long term 2024-05-05 05:31:43.608937: W tensorflow/core/common_runtime/gpu/gpu_device.cc:2256] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform. Skipping registering GPU devices... Traceback (most recent call last): File "/tf/ser_repro.py", line 13, in <module> model.compile(loss=loss, optimizer=used_optimizer) File "/tf/env/lib/python3.11/site-packages/tensorflow/python/trackable/base.py", line 204, in _method_wrapper result = method(self, *args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/engine/training_v1.py", line 321, in compile self._set_optimizer(optimizer) File "/tf/env/lib/python3.11/site-packages/keras/src/engine/training_v1.py", line 1473, in _set_optimizer self.optimizer = optimizers.get(optimizer) ^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/__init__.py", line 306, in get return convert_to_legacy_optimizer(identifier) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/__init__.py", line 239, in convert_to_legacy_optimizer config = optimizer.get_config() ^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/adam.py", line 211, in get_config "learning_rate": self._serialize_hyperparameter( ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/keras/src/optimizers/optimizer.py", line 726, in _serialize_hyperparameter return hyperparameter.numpy() ^^^^^^^^^^^^^^^^^^^^^^ File "/tf/env/lib/python3.11/site-packages/tensorflow/python/ops/resource_variable_ops.py", line 690, in numpy raise NotImplementedError( NotImplementedError: numpy() is only available when eager execution is enabled. ```
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Integrate LLVM at llvm/llvm-project@fc398a112d26
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2024-05-05T01:26:19
2024-05-06T19:06:17
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Integrate LLVM at llvm/llvm-project@fc398a112d26 Updates LLVM usage to match [fc398a112d26](https://github.com/llvm/llvm-project/commit/fc398a112d26)
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Make OP_REQUIRES_OK* macros work correctly regardless of lifetime of the status argument, and add unit tests.
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2024-05-04T22:59:15
2024-05-10T19:24:40
2024-05-10T19:24:38
NONE
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Make OP_REQUIRES_OK* macros work correctly regardless of lifetime of the status argument, and add unit tests. As part of this, we clarify that OP_REQUIRES_OK_ASYNC only evaluates its CALLBACK macro argument in the non-OK case, and we also clarify that OP_REQUIRES_OK expectes a single expression convertible to absl::Status, despite its variable arguments. Following a previous change [1] this was already implied, but prior to that change, multiple explicit constructor arguments for absl::Status would have been accepted, too. It appears (though we have no proof) that this was never an intended feature. This is the second attempt at this change. The previous one had an error that is now fixed: we failed to notice the requirement for the CALLBACK argument to only be evaluated in the failure case, and the previous attempt evaluated it unconditionally. This was a behaviour change in cases where the evaluation of the CALLBACK expression itself has side effects. (Concretely, the side effect was a call of absl::Cleanup::Release.) In this version, we retain `(CALLBACK)();` in the top-level macro expansion rather than passing `(CALLBACK)` into the helper function. This corrects earlier changes to OP_REQUIES_OK and OP_REQUIES_OK_ASYNC (e.g. [2]), which took a reference but did not extend the lifetime of potential intermediate temporaries. This would cause problems in situations where a short-lived status was passed in as something other than a prvalue, for example: struct T { const absl::Status& f() const { return s; } absl::Status s; }; OP_REQUIRES_OK(T().f()); This becomes const absl::Status& _s(T().f()); which is instantly a dangling reference. (The added unit test catches this case when run under ASAN.) To fix this, we move operations on user-provided arguments into a helper function, and ensure that the user-provided arguments are only used inside a single function call expression. All temporaries remain alive for the duration of the function call.
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Make sure all TfLiteOperator's fields are initialized at construction
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2024-05-04T22:23:17
2024-05-08T19:11:39
2024-05-08T19:11:38
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Make sure all TfLiteOperator's fields are initialized at construction Field inplace_operator wasn't being initialized, most likely an omission.
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Android Tensorflow lite cannot use models from path, gives "TFLite failed to load model with error" error.
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[ "Hi @burntato ,\r\n\r\nI will replicate the issue and will get back to you.", "Hi @burntato ,\r\n\r\nCan you also share the model.tflite file please ", "> Hi @burntato ,\r\n> \r\n> Can you also share the model.tflite file please\r\n\r\nI have updated the google drive folder to contain the custom model I've used" ]
2024-05-04T19:19:50
2024-05-22T13:05:27
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NONE
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### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version tf 2.8 ### Custom code Yes ### OS platform and distribution Linux Ubuntu 23.04 ### Mobile device Android 10 device and Emulated android 10 device ### Python version 3.9 ### Bazel version _No response_ ### GCC/compiler version _No response_ ### CUDA/cuDNN version _No response_ ### GPU model and memory _No response_ ### Current behavior? I am currently trying to make a different version of tensorflow lite android(java) app that can classify images from here [https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android_java](url) the changes that I made is that I added a button to upload a file(tensorflow lite model) to the app, and then the app will use that file as the model. I'm having difficulties on trying to use the model, the file upload section is able to upload and rename it just fine, but somehow even if the file is there it still gives 2024-05-05 02:13:33.449 26003-26003 CameraFragment org....examples.imageclassification D Received URI: content://com.android.providers.downloads.documents/document/msf%3A25 2024-05-05 02:13:33.466 26003-26003 CameraFragment org....examples.imageclassification D File extension: .tflite 2024-05-05 02:13:33.599 26003-26003 CameraFragment org....examples.imageclassification D File path: /data/user/0/org.tensorflow.lite.examples.imageclassification/files/model.tflite 2024-05-05 02:13:33.599 26003-26003 CameraFragment org....examples.imageclassification D File exists 2024-05-05 02:13:33.607 26003-26003 ImageClassifierHelper org....examples.imageclassification E TFLite failed to load model with error: /data/user/0/org.tensorflow.lite.examples.imageclassification/files/model.tflite 2024-05-05 02:13:33.607 26003-26003 System.err org....examples.imageclassification W java.io.FileNotFoundException: /data/user/0/org.tensorflow.lite.examples.imageclassification/files/model.tflite so I went ahead and checked the folder where the file is supposedly located, funny enough that the file is actually there ![image](https://github.com/tensorflow/tensorflow/assets/86055028/c56c80d4-8a54-412b-9972-8af60bfcbbfe) the check above is done on an emulator. So is tensorflow just unable to load a model from path or it has to be inside the asset folder? I've been scourging the internet for answer and no luck here. steps to reproduce the issue is to clone the android app, change gradle-wrapper.properties distributionUrl to 7.3.3 version add permission to read external storage in AndroidManifest file and change ImageClassifierHelper.java, CameraFragment.java, and info_bottom_sheet.xml to the file I attatched below. I also attatched the stings.xml for the buttons on info_bottom_sheet.xml. information about the model I'm using, the model itself is a custom image classification model trained to detect legos(for now), it works well if I just put it in assets. For now I've put the files necessary on a gdrive below. ### Standalone code to reproduce the issue ```shell https://drive.google.com/drive/folders/1GAHRJSuib45A-mAwpq-Wyx1J3nF7Ur2d ``` ### Relevant log output ```shell 2024-05-05 02:13:33.449 26003-26003 CameraFragment org....examples.imageclassification D Received URI: content://com.android.providers.downloads.documents/document/msf%3A25 2024-05-05 02:13:33.466 26003-26003 CameraFragment org....examples.imageclassification D File extension: .tflite 2024-05-05 02:13:33.599 26003-26003 CameraFragment org....examples.imageclassification D File path: /data/user/0/org.tensorflow.lite.examples.imageclassification/files/model.tflite 2024-05-05 02:13:33.599 26003-26003 CameraFragment org....examples.imageclassification D File exists 2024-05-05 02:13:33.607 26003-26003 ImageClassifierHelper org....examples.imageclassification E TFLite failed to load model with error: /data/user/0/org.tensorflow.lite.examples.imageclassification/files/model.tflite 2024-05-05 02:13:33.607 26003-26003 System.err org....examples.imageclassification W java.io.FileNotFoundException: /data/user/0/org.tensorflow.lite.examples.imageclassification/files/model.tflite ```
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Tensorflow lite build with CMake
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[ "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66978\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66978\">No</a>\n", "Are there any settings that i should disable in the cmake to solve this?", "Hi @Thunderzen ,\r\n\r\nLet me replicate this issue and I will get back to you.", "@sawantkumar , \r\n\r\nHi, any updates?\r\n\r\n", "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66978\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66978\">No</a>\n", "Hi @Thunderzen ,\r\n\r\nI tried replicating your issue but kept running into errors. can you tell me which version of cmake are you using ? and since you are building for arm , i will suggest you to look up on [this](https://www.tensorflow.org/lite/guide/build_cmake_arm) .I tried cross compilaton for arm with latest tensorflow version and it worked without any issues . So, if the tflite version is not a constraint for you, can you try out with the latest tensorflow release. Meanwhile i will try to replicate your issue on my machine and will get back to you. ", "Hi @sawantkumar ,\r\n\r\nI am using CMake version 3.29. I found that different versions of tensorflow had different compatibility for a build with arm systems. For example, I found tensorflow 2.6 to be able to build on cmake and generate the libtensorflowlite.a file. So i guess it might be a version issue. If i tried even higher versions, there will be an error, usually stating that there was missing project files. So perhaps 2.6 suits best for arm system with my compiler.\r\n\r\nAnother question I would like to ask is how can i make use of libtensorflowlite.a to build projects? eg. on an ide like eclipse which requires library and include paths. It seems that I would need to build an entire project based on cmake in this minimal example shown in https://www.tensorflow.org/lite/guide/build_cmake#create_a_cmake_project_which_uses_tensorflow_lite\r\n", "Hi @Thunderzen ,\r\n\r\nCan you check [this](https://github.com/tensorflow/tflite-micro/tree/main/tensorflow/lite/micro/examples) and let me know if this is the one you are looking for.\r\n\r\n", "hi, @sawantkumar ,\r\nThe link that you recommended is not really applicable for my application as it is on microlite micro. But i think ill close the issue since tensorflow 2.6 works fine.", "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66978\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66978\">No</a>\n" ]
2024-05-04T16:51:41
2024-05-24T07:02:34
2024-05-24T07:02:30
NONE
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### Issue type Build/Install ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version 2.4.1 ### Custom code No ### OS platform and distribution Windows ### Mobile device _No response_ ### Python version _No response_ ### Bazel version _No response_ ### GCC/compiler version arm-gnueabihf-4.9 ### CUDA/cuDNN version _No response_ ### GPU model and memory _No response_ ### Current behavior? After using cmake gui on the source files, I obtained the makefiles. Upon using the command make, I encountered these errors in the log ### Standalone code to reproduce the issue ```shell C:\tensorflow-2.4.1\tflite_build>make ``` ### Relevant log output ```shell C:/tensorflow-2.4.1/tflite_build/eigen/Eigen/src/Core/products/GeneralBlockPanelKernel.h:2164:43: error: 'fix' was not declared in this scope straits.madd(a0,b0,c0,b0, fix<0>); In file included from C:/tensorflow-2.4.1/tflite_build/eigen/Eigen/Core:348:0, from C:/tensorflow-2.4.1/third_party/eigen3/Eigen/Core:1, from C:/tensorflow-2.4.1/tensorflow/lite/kernels/internal/tensor_utils.h:21, from C:/tensorflow-2.4.1/tensorflow/lite/kernels/internal/kernel_utils.cc:19: C:/tensorflow-2.4.1/tflite_build/eigen/Eigen/src/Core/Reverse.h: In static member function 'static void Eigen::internal::vectorwise_reverse_inplace_impl<0>::run(ExpressionType&)': ```
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2024-05-04T12:23:14
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How to create XLA compiled model from a TF Saved Model
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[ "@sushreebarsa Can you help with above query? I want to see how I can use XLA with TF to enable CUDA Graphs", "@ndeep27 There isn't a direct way to create an XLA compiled model from a TensorFlow SavedModel in TensorFlow 2. Please refer to this [official](https://www.tensorflow.org/api_docs/python/tf/xla) documentation. Could you try to consider converting your SavedModel to a TFLite model. TFLite utilizes its own interpreter and optimizations, potentially achieving similar performance benefits on mobile and embedded devices.\r\nThank you!", "This issue is stale because it has been open for 7 days with no activity. It will be closed if no further activity occurs. Thank you.", "This issue was closed because it has been inactive for 7 days since being marked as stale. Please reopen if you'd like to work on this further.", "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66967\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66967\">No</a>\n" ]
2024-05-03T23:47:13
2024-05-24T01:49:15
2024-05-24T01:49:10
NONE
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### Issue type Others ### Have you reproduced the bug with TensorFlow Nightly? No ### Source source ### TensorFlow version TF 2.11 ### Custom code No ### OS platform and distribution _No response_ ### Mobile device _No response_ ### Python version _No response_ ### Bazel version _No response_ ### GCC/compiler version _No response_ ### CUDA/cuDNN version _No response_ ### GPU model and memory _No response_ ### Current behavior? NONE ### Standalone code to reproduce the issue ```shell I have a TF Saved Model which I want to convert to a CUDA Graph. I see that there is initial implmentation of CUDA Graphs in XLA here - https://github.com/tensorflow/tensorflow/commit/563c2ab50c43d16149ccfa143c8f97ebdb800a7e How can I use XLA to convert a TF Saved Model to a CUDA Graph? ``` ### Relevant log output _No response_
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module 'keras.src.backend' has no attribute 'convert_to_numpy'
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[ "This happened to me when I tried to fit the model. I don't have any real solutions for this but if it helps, restarting the kernel has fixed it for me.", "Hi **@salmankdurrani** ,\r\n\r\n- I tried to run your code on colab using TF v2.16.1 and i am not facing any issue. Please find the [gist](https://colab.sandbox.google.com/gist/Venkat6871/7c66e11de2f4d08ba9a4a58a2aa36787/66966_2-16-1.ipynb) here for reference.\r\n- Here i imported the keras from tensorflow, It works fine for me.\r\n```\r\nimport tensorflow.keras as keras\r\n\r\n```\r\nThank you!", "This issue is stale because it has been open for 7 days with no activity. It will be closed if no further activity occurs. Thank you.", "Thank you, I don't know why, but it did not work for me. I tried other ways to do it. ", "I am still facing a similar issue even with tf version 2.16.1, which version of keras should i have?", "i was facing the same issue and try to fix the issue from several website but did not find the right one and then at the end i tried chat-gpt and finally it worked for me. \r\n\r\nhere is what GPT told me :-\r\n\r\nUpdate TensorFlow and Keras: Make sure you are using compatible versions of TensorFlow and Keras. You can update these packages using pip:\r\n\r\n\r\npip install --upgrade tensorflow keras\r\n\r\n\r\nUse the correct method: If convert_to_numpy is not available, you might need to use an alternative method to convert your tensors to numpy arrays. You can use the numpy() method for TensorFlow tensors.\r\n\r\n\r\nimport tensorflow as tf\r\n\r\n# Create a TensorFlow tensor\r\ntensor = tf.constant([1, 2, 3])\r\n\r\n# Convert the tensor to a numpy array\r\nnumpy_array = tensor.numpy()\r\n\r\nprint(numpy_array) # Output: [1 2 3]\r\n\r\n", "Hi **@salmankdurrani** ,\r\n- Could you please confirm if this issue is resolved for you ? Please feel free to close the issue if it is resolved ?\r\n\r\n\r\nThank you!\r\n" ]
2024-05-03T23:41:00
2024-06-05T14:50:43
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NONE
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### Issue type Bug ### Have you reproduced the bug with TensorFlow Nightly? Yes ### Source source ### TensorFlow version 2.16.1 ### Custom code Yes ### OS platform and distribution _No response_ ### Mobile device _No response_ ### Python version _No response_ ### Bazel version _No response_ ### GCC/compiler version _No response_ ### CUDA/cuDNN version _No response_ ### GPU model and memory _No response_ ### Current behavior? ` def get_sequence_model(): class_vocab = label_processor.get_vocabulary() frame_features_input = keras.Input((MAX_SEQ_LENGTH, NUM_FEATURES)) mask_input = keras.Input((MAX_SEQ_LENGTH,), dtype="bool") # Refer to the following tutorial to understand the significance of using `mask`: # https://keras.io/api/layers/recurrent_layers/gru/ x = keras.layers.GRU(16, return_sequences=True)( frame_features_input, mask=mask_input ) x = keras.layers.GRU(8)(x) x = keras.layers.Dropout(0.4)(x) x = keras.layers.Dense(8, activation="relu")(x) output = keras.layers.Dense(len(class_vocab), activation="softmax")(x) rnn_model = keras.Model([frame_features_input, mask_input], output) rnn_model.compile( loss="sparse_categorical_crossentropy", optimizer="adam", metrics=["accuracy"] ) return rnn_model def run_experiment(): filepath = "/tmp/video_classifier/ckpt.weights.h5" checkpoint = keras.callbacks.ModelCheckpoint( filepath, save_weights_only=True, save_best_only=True, verbose=1 ) seq_model = get_sequence_model() history = seq_model.fit( [train_data[0], train_data[1]], train_labels, validation_split=0.3, epochs=EPOCHS, callbacks=[checkpoint], ) seq_model.load_weights(filepath) _, accuracy = seq_model.evaluate([test_data[0], test_data[1]], test_labels) print(f"Test accuracy: {round(accuracy * 100, 2)}%") return history, seq_model _, sequence_model = run_experiment() ` ### Standalone code to reproduce the issue ```shell When I run the code, it gives me this error as AttributeError: module 'keras.src.backend' has no attribute 'convert_to_numpy' ``` ### Relevant log output ```shell AttributeError: module 'keras.src.backend' has no attribute 'convert_to_numpy' ```
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[jax] fix call to static_argnames.reserve()
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2024-05-03T22:45:16
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[jax] fix call to static_argnames.reserve()
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Always propagate shardings on kAllReduce.
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Always propagate shardings on kAllReduce. Before this change, it would ignore partial manual sharding for all-reduce assigning fullly-replicated sharding to the all-reduce. This fully-replicated sharding would error out later in SpmdPartitioningVisitor::HandleAllReduce. After this change, it properly assigns manual shardings to all-reduces allowing all-reduces which are only partially manual to be emitted.
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[XLA] Add pattern matchers for AsyncStart and AsyncDone.
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2024-05-03T22:02:28
2024-05-07T13:05:24
2024-05-07T13:05:24
NONE
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[XLA] Add pattern matchers for AsyncStart and AsyncDone.
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Register TPU costs in the new batch_stats module.
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Register TPU costs in the new batch_stats module.
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Make Kernel classes use StreamExecutorInterface rather than StreamExecutor.
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2024-05-03T21:16:01
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Make Kernel classes use StreamExecutorInterface rather than StreamExecutor.
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Update MHLO README to indicate current status
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2024-05-03T21:15:12
2024-05-06T15:08:07
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Update MHLO README to indicate current status
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Use StreamExecutorInterface in Event rather than StreamExecutor.
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2024-05-03T21:12:43
2024-05-06T18:12:17
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Use StreamExecutorInterface in Event rather than StreamExecutor.
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Link PluginProgram's serdes in the common_serdes target.
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Create an mlir end to end test for ICI Weight Distribution optimization support for TF2/Min in bridge clustering pipeline
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Create an mlir end to end test for ICI Weight Distribution optimization support for TF2/Min in bridge clustering pipeline
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[PJRT C] Add layouts extension to GPU plugin and use `PjRtClient::GetDefaultLayout` in dlpack as it's been supported on PJRT C API.
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2024-05-03T20:37:26
2024-05-10T01:56:32
2024-05-10T01:56:30
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[PJRT C] Add layouts extension to GPU plugin and use `PjRtClient::GetDefaultLayout` in dlpack as it's been supported on PJRT C API.
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Replace std::shared_ptr::unique() with use_count() == 1
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2024-05-03T20:10:01
2024-05-07T16:22:29
2024-05-07T16:22:28
NONE
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Replace std::shared_ptr::unique() with use_count() == 1 std::shared_ptr::unique() has been removed from c++20
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Fix keras view source URLs
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2024-05-03T19:58:07
2024-05-03T21:02:57
2024-05-03T21:02:56
NONE
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Fix keras view source URLs
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2024-05-03T19:55:31
2024-05-07T00:45:47
2024-05-07T00:45:46
NONE
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Add an optional MemoryKind parameter to IFRT IR shardings.
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2024-05-03T19:44:06
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Adds support of random access to concatenate dataset
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Revert "Updates control dependencies for peeled collective permutes."
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2024-05-03T19:35:38
2024-05-04T04:30:57
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Revert "Updates control dependencies for peeled collective permutes." Reverts 772787212d4fb00000fcf09185391a59c396a676
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Unable to install old version of tensorflow
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null
[ "Couple of follow-up questions on this!!\r\n\r\nAre you using a virtual environment or conda environment? If so, have you tried installing TensorFlow 2.4 in a new environment?\r\n\r\nAlso, did you check CUDA version, GPU model and driver version compatible with TensorFlow 2.4?", "@tilakrayal,\r\nCould you please let us know specific use case that you are using tensor flow v2.5 which is pretty old and not actively supported. We always suggest using the latest tensorflow v2.15.\r\n\r\nThe tensoflow v2.4 is compatible with python - 3.6-3.8, GCC- 7.3.1, Bazel 3.1.0, cuDNN - 8.0, CUDA-11.0. Could you please try to un-install the tensorflow related softwares and try to re-install by following the official document and the tested build configurations. \r\nhttps://www.tensorflow.org/install/source#gpu\r\n\r\nThank you!", "I need Tensorflow to work on my Jetson Nano dev board that is on CUDA 10 but right now TensorFlow does not recognize my GPU as existing, so I am trying to downgrade.\r\n\r\n\r\n\r\n________________________________\r\nFrom: tilakrayal ***@***.***>\r\nSent: Monday, May 6, 2024 12:41 PM\r\nTo: tensorflow/tensorflow ***@***.***>\r\nCc: Nicholas Jan Birschbach ***@***.***>; Author ***@***.***>\r\nSubject: Re: [tensorflow/tensorflow] Unable to install old version of tensorflow (Issue #66950)\r\n\r\n\r\n@tilakrayal<https://github.com/tilakrayal>,\r\nCould you please let us know specific use case that you are using tensor flow v2.5 which is pretty old and not actively supported. We always suggest using the latest tensorflow v2.15.\r\n\r\nThe tensoflow v2.4 is compatible with python - 3.6-3.8, GCC- 7.3.1, Bazel 3.1.0, cuDNN - 8.0, CUDA-11.0. Could you please try to un-install the tensorflow related softwares and try to re-install by following the official document and the tested build configurations.\r\nhttps://www.tensorflow.org/install/source#gpu\r\n\r\nThank you!\r\n\r\n—\r\nReply to this email directly, view it on GitHub<https://github.com/tensorflow/tensorflow/issues/66950#issuecomment-2096576082>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/AXO2R6H6HDUKFD5O7VQOH3TZA66E7AVCNFSM6AAAAABHGBOPAOVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDAOJWGU3TMMBYGI>.\r\nYou are receiving this because you authored the thread.Message ID: ***@***.***>\r\n", "@Nicholas-B1,\r\nAs mentioned the tensoflow v2.4 is compatible with python - 3.6-3.8, GCC- 7.3.1, Bazel 3.1.0, cuDNN - 8.0, CUDA-11.0. The GPU might not detect and face different warnings if the compatible versions are unmatched with the respective TensorFlow version. Thank you!", "This issue is stale because it has been open for 7 days with no activity. It will be closed if no further activity occurs. Thank you.", "This issue was closed because it has been inactive for 7 days since being marked as stale. Please reopen if you'd like to work on this further.", "Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=Yes&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66950\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6bEP90vY1ew/viewform?entry.85265664=No&entry.2137816233=https://github.com/tensorflow/tensorflow/issues/66950\">No</a>\n" ]
2024-05-03T19:33:45
2024-06-11T01:51:20
2024-06-11T01:51:17
NONE
null
null
null
### Issue type Build/Install ### Have you reproduced the bug with TensorFlow Nightly? Yes ### Source source ### TensorFlow version 2.4.0 ### Custom code Yes ### OS platform and distribution Ubuntu 20.04 ### Mobile device Nvidia Jetson Nano ### Python version 3.8.10 ### Bazel version _No response_ ### GCC/compiler version _No response_ ### CUDA/cuDNN version 10.2.300 ### GPU model and memory _No response_ ### Current behavior? I am unable to install TensorFlow version 2.4 or lower because current version is not working with Cuda and I cannot run any code on my GPU. How can I get the older version so it can work with my Cuda and GPU. ### Standalone code to reproduce the issue ```shell Could not find version that satisfies the requirement. ``` ### Relevant log output _No response_
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sm90 cutlass kernels require CUDA-12 w/ cutlass v3.4+.
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2024-05-03T19:24:49
2024-05-03T20:37:24
2024-05-03T20:37:23
NONE
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sm90 cutlass kernels require CUDA-12 w/ cutlass v3.4+.
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Try replacing synchronous copies with asynchronous ones (Phase I). In this phase, we only try replacing copies with less complicated use patterns, i.e., the ones without conditional, loop, or nested copy uses.
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2024-05-03T19:02:22
2024-06-05T18:07:06
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Try replacing synchronous copies with asynchronous ones (Phase I). In this phase, we only try replacing copies with less complicated use patterns, i.e., the ones without conditional, loop, or nested copy uses.
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Remove StreamExecutor::platform in favor of StreamExecutorInterface::GetPlatform.
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2024-05-03T18:46:33
2024-05-03T21:53:40
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Remove StreamExecutor::platform in favor of StreamExecutorInterface::GetPlatform.
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Work in progress code.
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2024-05-03T18:19:52
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Work in progress code.
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Remove references to LHLO in CMakeLists.txt
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2024-05-03T18:12:18
2024-05-03T23:35:04
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Remove references to LHLO in CMakeLists.txt The lhlo directory was recently deleted.
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66,944
[xla:ffi] Added support for token-typed arguments and results
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2024-05-03T17:53:47
2024-05-03T21:30:42
2024-05-03T21:30:40
NONE
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[xla:ffi] Added support for token-typed arguments and results This change is necessary to migrate the custom calls behind jax.*_callback APIs. I decided to encode tokens as scalar buffers with void storage type. Another possibility was to introduce a dedicated argument/return type for tokens and change all the internals to allow both buffers *and* tokens, but I thought the extra complexity is not worth it.
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Fix unreachable code in TFLite
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2024-05-03T17:45:50
2024-05-06T22:10:35
2024-05-06T22:10:34
NONE
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Fix unreachable code in TFLite
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Fix Kokoro (broken CMakeLists.txt and deprecated method errors)
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2024-05-03T17:37:30
2024-05-03T23:28:53
2024-05-03T23:28:53
NONE
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Fix Kokoro (broken CMakeLists.txt and deprecated method errors)
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PR #12076: [XLA:CPU][oneDNN] AVX512 vectorization
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2024-05-03T17:02:49
2024-05-06T07:18:38
2024-05-06T07:18:37
NONE
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PR #12076: [XLA:CPU][oneDNN] AVX512 vectorization Imported from GitHub PR https://github.com/openxla/xla/pull/12076 This PR enables AVX512 vectorization on CPUs that have the support. The default target machine features in LLVM include an attribute (`+prefer-256-bit`), as a result LoopVectorization pass produces AVX2 LLVM IR. This PR essentially drops the attribute and this produces AVX512 vectorized code. Below is the disassembled object code for **HLO Add** instruction in float32. ### With the PR: ``` Disassembly of section .ltext: 0000000000000000 <parallel_add.3>: movq (%r9), %rax movq 0x8(%r9), %rdx cmpq %rdx, %rax jae 0xee <parallel_add.3+0xee> movq (%rcx), %rdi movq 0x8(%rcx), %rsi movq 0x10(%rcx), %r8 movq %rax, %r9 shlq $0xb, %r9 leaq (%rsi,%r9), %rcx addq $0xc0, %rcx leaq (%r8,%r9), %rsi addq $0xc0, %rsi addq %r9, %rdi addq $0xc0, %rdi 00 00 00 00 nopw %cs:(%rax,%rax) xorl %r8d, %r8d 00 00 00 nopw %cs:(%rax,%rax) vmovups -0xc0(%rcx,%r8), %zmm0 vmovups -0x80(%rcx,%r8), %zmm1 vmovups -0x40(%rcx,%r8), %zmm2 vmovups (%rcx,%r8), %zmm3 vaddps -0xc0(%rsi,%r8), %zmm0, %zmm0 vaddps -0x80(%rsi,%r8), %zmm1, %zmm1 vaddps -0x40(%rsi,%r8), %zmm2, %zmm2 vaddps (%rsi,%r8), %zmm3, %zmm3 vmovups %zmm0, -0xc0(%rdi,%r8) vmovups %zmm1, -0x80(%rdi,%r8) vmovups %zmm2, -0x40(%rdi,%r8) vmovups %zmm3, (%rdi,%r8) addq $0x100, %r8 # imm = 0x100 cmpq $0x800, %r8 # imm = 0x800 jne 0x60 <parallel_add.3+0x60> incq %rax addq $0x800, %rcx # imm = 0x800 addq $0x800, %rsi # imm = 0x800 addq $0x800, %rdi # imm = 0x800 cmpq %rdx, %rax jne 0x50 <parallel_add.3+0x50> vzeroupper retq 00 00 00 00 nopw %cs:(%rax,%rax) ``` ### Without the PR: ``` Disassembly of section .ltext: 0000000000000000 <parallel_add.3>: movq (%r9), %rax movq 0x8(%r9), %rdx cmpq %rdx, %rax jae 0xcf <parallel_add.3+0xcf> movq (%rcx), %rdi movq 0x8(%rcx), %rsi movq 0x10(%rcx), %r8 movq %rax, %r9 shlq $0xb, %r9 leaq (%rsi,%r9), %rcx addq $0x60, %rcx leaq (%r8,%r9), %rsi addq $0x60, %rsi addq %r9, %rdi addq $0x60, %rdi nopl (%rax) xorl %r8d, %r8d 00 00 00 nopw %cs:(%rax,%rax) vmovups -0x60(%rcx,%r8), %ymm0 vmovups -0x40(%rcx,%r8), %ymm1 vmovups -0x20(%rcx,%r8), %ymm2 vmovups (%rcx,%r8), %ymm3 vaddps -0x60(%rsi,%r8), %ymm0, %ymm0 vaddps -0x40(%rsi,%r8), %ymm1, %ymm1 vaddps -0x20(%rsi,%r8), %ymm2, %ymm2 vaddps (%rsi,%r8), %ymm3, %ymm3 vmovups %ymm0, -0x60(%rdi,%r8) vmovups %ymm1, -0x40(%rdi,%r8) vmovups %ymm2, -0x20(%rdi,%r8) vmovups %ymm3, (%rdi,%r8) subq $-0x80, %r8 cmpq $0x800, %r8 # imm = 0x800 jne 0x50 <parallel_add.3+0x50> incq %rax addq $0x800, %rcx # imm = 0x800 addq $0x800, %rsi # imm = 0x800 addq $0x800, %rdi # imm = 0x800 cmpq %rdx, %rax jne 0x40 <parallel_add.3+0x40> vzeroupper retq 00 00 00 nopw %cs:(%rax,%rax) ``` Copybara import of the project: -- 78b071e7aac5e9b4c0a5b40a31f05e2f7ada2921 by mdfaijul <[email protected]>: AVX512 vectorization. Merging this change closes #12076 FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12076 from Intel-tensorflow:amin/avx512-vectorization 78b071e7aac5e9b4c0a5b40a31f05e2f7ada2921
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PR #12047: Remove redundant HloPassFix in OptimizeHloConvolutionCanonicalization
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2024-05-03T17:02:45
2024-05-06T07:40:47
2024-05-06T07:40:45
NONE
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PR #12047: Remove redundant HloPassFix in OptimizeHloConvolutionCanonicalization Imported from GitHub PR https://github.com/openxla/xla/pull/12047 I do not think `ReshapeMover` pass should be wrapped with `HloPassFix` twice currently: ```c [&, &pipeline = pipeline.AddPass<HloPassFix<HloPassPipeline>>()] { pipeline.AddPass<HloPassFix<ReshapeMover>>(reshape_mover_options); pipeline.AddPass<AlgebraicSimplifier>(options); }(); ``` I think it should be wrapped only once: ```c [&, &pipeline = pipeline.AddPass<HloPassFix<HloPassPipeline>>()] { pipeline.AddPass<ReshapeMover>(reshape_mover_options); pipeline.AddPass<AlgebraicSimplifier>(options); }(); ``` Copybara import of the project: -- ac3c322d769c1cadeefa7705c1e792f5f57bb705 by Alexander Pivovarov <[email protected]>: Remove redundant HloPassFix in OptimizeHloConvolutionCanonicalization Merging this change closes #12047 FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12047 from apivovarov:nvptx_ReshapeMover ac3c322d769c1cadeefa7705c1e792f5f57bb705
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PR #12091: [XLA:CPU][oneDNN] Perf regression fix on matmul weight prepacking.
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2024-05-03T17:01:19
2024-05-03T19:31:58
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PR #12091: [XLA:CPU][oneDNN] Perf regression fix on matmul weight prepacking. Imported from GitHub PR https://github.com/openxla/xla/pull/12091 This PR fixes a regression caused by refactoring of weight prepacking. Essentially, the current PR restores the conditions for weight prepacking as before. (1) Restores weights to have multiple users. Since weights are prepacked only when it can be evaluated as constant it is safe. (2) Restores the HloEvaluator to evaluate constants recursively. Copybara import of the project: -- da6af5e2747e60d0568b0b8432c9de53ec83809f by mdfaijul <[email protected]>: Fix matmul weight prepacking. Merging this change closes #12091 FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12091 from Intel-tensorflow:amin/prepack-weight-bug-fix da6af5e2747e60d0568b0b8432c9de53ec83809f
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Use StreamExecutorInterface::GetPlatform rather than deprecated StreamExecutor::platform method.
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2024-05-03T16:39:08
2024-05-03T17:55:48
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Use StreamExecutorInterface::GetPlatform rather than deprecated StreamExecutor::platform method.
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Filter custom_call_schedule when encoding MHLO custom call in StablHLO
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2024-05-03T16:38:30
2024-05-03T23:58:28
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NONE
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Filter custom_call_schedule when encoding MHLO custom call in StablHLO
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[XLA:GPU] [NFC] Simplify CUDA/ROCm checks for gemm_rewrite_test
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2024-05-03T16:33:13
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[XLA:GPU] [NFC] Simplify CUDA/ROCm checks for gemm_rewrite_test
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PR #12131: [XLA:GPU] Clean code of cublasLT workspace size settings.
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2024-05-03T16:24:08
2024-05-06T07:04:03
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PR #12131: [XLA:GPU] Clean code of cublasLT workspace size settings. Imported from GitHub PR https://github.com/openxla/xla/pull/12131 Copybara import of the project: -- 2a2cc13501b2beca205cb573c21ac007e7441b0b by Shawn Wang <[email protected]>: code clean Merging this change closes #12131 FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12131 from shawnwang18:shawnw/code_clean 2a2cc13501b2beca205cb573c21ac007e7441b0b
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[oneDNN] Quantized batch-matmul and fusions
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[ "@penpornk Just a heads-up that https://github.com/tensorflow/tensorflow/pull/58204 PR got reverted due to ARM unit test failures. I have pushed a fix in this PR.", "Hi @mdfaijul Can you please rebase your branch and resolve the conflicts? Thank you!\r\n\r\n", "@gbaned @penpornk I have resolved all the merge conflicts. Can you please review this PR? Thanks.", "Hi @penpornk Can you please review this PR? Thank you!" ]
2024-05-03T16:22:40
2024-06-07T17:19:47
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Reopened the rollback https://github.com/tensorflow/tensorflow/commit/cd6c5aac83fc2d14c9861d9e50d94dbf9cda6b65 This PR enables support for quantized batched matrices in the BatchMatMul op. A few binary ops can also be fused to it. Transformers based models frequently uses it and the fusions (e.g., BatchMatMul + Mul + Add) in their self-attention.
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PR #12031: add gemm autotune log dump
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2024-05-07T13:25:13
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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 of occurrence in a given hlo) Copybara import of the project: -- e65340a856101401e9ee56b4ac258cef9c10c517 by Amir Samani <[email protected]>: add gemm autotune log dump Merging this change closes #12031 FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12031 from Amir-19:gemm_fusion_log e65340a856101401e9ee56b4ac258cef9c10c517
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[xla] optimize_input_output_buffer_alias: only alias if buffers are in same memory space
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2024-05-03T15:26:12
2024-05-09T22:44:42
2024-05-09T22:44:41
NONE
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[xla] optimize_input_output_buffer_alias: only alias if buffers are in same memory space
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This change is to provide users with the option `canonicalizing_inf_as_min_max_float` to canonicalize boundary values in the IR replacing -Inf/Inf with MIN/MAX float value. An option is provided to the user to enable this option.
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2024-05-03T13:48:52
2024-05-29T15:50:55
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This change is to provide users with the option `canonicalizing_inf_as_min_max_float` to canonicalize boundary values in the IR replacing -Inf/Inf with MIN/MAX float value. An option is provided to the user to enable this option.
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[XLA:GPU] Extend the current while loop double buffering strategy to unroll the entire loop.
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2024-05-03T13:31:27
2024-05-07T14:26:31
2024-05-07T14:26:30
NONE
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[XLA:GPU] Extend the current while loop double buffering strategy to unroll the entire loop. Apply the current double buffering strategy to fully unroll the loop. This opens up opportunities for: 1. Better compilation time in comparison to unrolling at the framework level. 2. We can get rid of the loop structure if trip count is 1. 3. As a consequence of 2. latency hiding scheduler does not have to worry about iteration optimization barrier. 4. As a consequence of 2. we open up opportunities for strength reduction, and additional algebraic simplifcations. 5. We do not OOM with current buffer assignment scheme due to strict control of predecessors/successors.
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[XLA] Raise internal error on mismatched backend config descriptors.
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2024-05-03T12:28:22
2024-05-03T13:11:28
2024-05-03T13:11:27
NONE
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[XLA] Raise internal error on mismatched backend config descriptors. This is more consistent with the original goal of this function. Originally, it crashed if the descriptors mismatched. It was later refactored to avoid the crash and inadvertently changed to simply fall through instead of returning an error. This fallthrough introduced a subtle bug: If the descriptors are mismatching but the stored `proto_` is not empty, the stored `proto_` will be overwritten.
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Make `ProtoToHumanReadableJson` return `StatusOr<string>`.
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2024-05-03T12:26:42
2024-05-10T08:42:49
2024-05-10T08:42:47
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Make `ProtoToHumanReadableJson` return `StatusOr<string>`. This is consistent with all the callers and simplifies the callers. Reverts 9bb485ebe8fc68b7750081c3a95b66c35c51a2e7
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PR #11981: [ROCM] fixing pjrt_c_api_gpu_test
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2024-05-03T12:16:15
2024-05-06T06:43:17
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PR #11981: [ROCM] fixing pjrt_c_api_gpu_test Imported from GitHub PR https://github.com/openxla/xla/pull/11981 Fixing platform name CUDA/ROCM @xla-rotation: could you please have a look? Copybara import of the project: -- d114eb0deb691b5cf6907880f26d241a2813f26d by Pavel Emeliyanenko <[email protected]>: fixing the test Merging this change closes #11981 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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Integrate LLVM at llvm/llvm-project@97069a86193a
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2024-05-03T11:48:29
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Integrate LLVM at llvm/llvm-project@97069a86193a Updates LLVM usage to match [97069a86193a](https://github.com/llvm/llvm-project/commit/97069a86193a)
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Add GetParameters() and FusionInstruction() methods to fusion adaptors.
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Add GetParameters() and FusionInstruction() methods to fusion adaptors. Also let GetRoots() for ProducerConsumer fusion handle the case where producer is a multi-output fusion.
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Integrate LLVM at llvm/llvm-project@4ad696231bc7 Updates LLVM usage to match [4ad696231bc7](https://github.com/llvm/llvm-project/commit/4ad696231bc7)
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Add missing absl random bit_gen_ref target
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Avoid adding duplicate multi-output fusion outputs.
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2024-05-03T08:49:54
2024-05-07T06:37:23
2024-05-07T06:37:22
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Avoid adding duplicate multi-output fusion outputs. When the consumer fusion has a parameter as fusion output, it gets replaced with the clone of the instruction to be fused. In such a case, there is no need to also add the clone as new fusion output.
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2024-05-03T08:46:33
2024-05-03T15:30:55
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Fix include cleaner warnings.
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[XLA] Extract BackendConfig-related functionality out of `hlo_instruction.h/cc`.
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2024-05-03T11:09:08
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[XLA] Extract BackendConfig-related functionality out of `hlo_instruction.h/cc`. - `BackendConfigRep` is now in `backend_config.h/cc` and renamed to `BackendConfigWrapper` - `BackendConfigToRawString` is also moved to `backend_config.h/cc`
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PR #12012: Update cuDNN frontend version.
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2024-05-03T08:22:19
2024-05-07T13:25:17
2024-05-07T13:25:15
NONE
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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 <[email protected]>: Update cuDNN frontend version. Merging this change closes #12012 FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12012 from elfiegg:cudnn_fix ea12e3765a225fb360add9d424248ffa0954ce95
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Integrate LLVM at llvm/llvm-project@4cd11c986f78
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2024-05-03T08:19:46
2024-05-07T07:04:04
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Integrate LLVM at llvm/llvm-project@4cd11c986f78 Updates LLVM usage to match [4cd11c986f78](https://github.com/llvm/llvm-project/commit/4cd11c986f78)
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2024-05-11T00:33:59
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Inline single usages of `SymbolTable` to avoid excessive copy.
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2024-05-03T04:49:46
2024-05-03T06:04:44
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Inline single usages of `SymbolTable` to avoid excessive copy.
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Integrate LLVM at llvm/llvm-project@f061a395ffb7
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2024-05-03T04:16:00
2024-05-06T19:05:14
2024-05-06T19:05:11
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Integrate LLVM at llvm/llvm-project@f061a395ffb7 Updates LLVM usage to match [f061a395ffb7](https://github.com/llvm/llvm-project/commit/f061a395ffb7)
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Move IFRT ShardingParam to a separate library.
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2024-05-03T04:14:33
2024-05-03T16:57:51
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Move IFRT ShardingParam to a separate library.
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If pre-populated reduced groups are present, make sure to copy over the reduced intervals as well.
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2024-05-03T02:38:32
2024-05-03T16:21:21
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If pre-populated reduced groups are present, make sure to copy over the reduced intervals as well.
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[XLA:HOST_OFFLOAD] Add Copy to the list of movable opcodes between host to
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2024-05-03T02:11:26
2024-05-11T04:56:47
2024-05-11T04:56:44
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[XLA:HOST_OFFLOAD] Add Copy to the list of movable opcodes between host to device and dynamic slice.
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[XLA:SPMD] Fix shape mismatch in reshape partitioning.
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2024-05-03T00:26:59
2024-05-04T01:25:36
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[XLA:SPMD] Fix shape mismatch in reshape partitioning. 1. move reshape's shape check from HloInstruction::CreateShape into Reshape's constructor, so that illegal reshape is caught at creation time from Clone. 2. for reshape shard major case, reshard reshape's operand based on the result sharding.
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2024-05-03T00:14:03
2024-05-06T18:19:01
2024-05-06T18:19:00
NONE
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Turns off `.weighted_flat_map` random access compatibility because it does not work with any other ops that require the parent index mapper to be stateless (like `.batch` for example)
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NFC: Remove LMHLO dialect
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2024-05-02T23:32:12
2024-05-03T18:16:59
2024-05-03T18:16:59
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NFC: Remove LMHLO dialect
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Support delayed CPU memory allocation in PjRt CPU.
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2024-05-02T23:27:22
2024-05-06T22:51:13
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Support delayed CPU memory allocation in PjRt CPU. Major changes: 1. `TrackedTfrtCpuDeviceBuffer` now contains a list of `tsl::AsyncValueRef<MaybeOwningCpuMemory>` instead of `std::shared_ptr<MaybeOwningCpuMemory>`. 2. Adds some buffer metadata info to `TrackedTfrtCpuDeviceBuffer` including `owns_buffers_` and `buffer_sizes_`, to allow construction without allocating CPU memory immediately. 3. Updates other related PjRt CPU methods. Reverts 58d6f04ae41c442626f705eb03385c3de50266c0
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NFC: Remove lmhlo from mhlo-hlo-opt tool
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2024-05-02T23:20:59
2024-05-03T17:12:14
2024-05-03T17:12:13
NONE
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NFC: Remove lmhlo from mhlo-hlo-opt tool
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66,898
Integrate LLVM at llvm/llvm-project@dcbf0fcd0d55
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2024-05-02T22:56:08
2024-05-06T19:05:06
2024-05-06T19:05:03
NONE
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Integrate LLVM at llvm/llvm-project@dcbf0fcd0d55 Updates LLVM usage to match [dcbf0fcd0d55](https://github.com/llvm/llvm-project/commit/dcbf0fcd0d55)
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Update TFRT dependency to use revision
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2024-05-02T22:54:48
2024-05-03T00:05:21
2024-05-03T00:05:21
NONE
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Update TFRT dependency to use revision http://github.com/tensorflow/runtime/commit/7bdf48f1aac0b48ff85a4e0fb5ff7f98a703f8d6.
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[XLA:SPMD] Do not run shard group propagation if it's CSE prevention.
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2024-05-02T22:37:27
2024-05-03T18:24:33
2024-05-03T18:24:33
NONE
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[XLA:SPMD] Do not run shard group propagation if it's CSE prevention.
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66,895
Register custom partitioning callbacks once instead of once per invocation
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2024-05-02T22:31:35
2024-05-03T00:17:50
2024-05-03T00:17:49
NONE
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Register custom partitioning callbacks once instead of once per invocation of partitioning. This causes tsan problems.
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66,894
Fix all-reduce bytes_transmitted for ALL_GATHER collectives
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2024-05-02T22:29:54
2024-05-03T16:51:02
2024-05-03T16:51:01
NONE
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Fix all-reduce bytes_transmitted for ALL_GATHER collectives
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[XLA] Introduce pass which ensures memory is in the right memory space before performing host compute offload.
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2024-05-02T22:16:24
2024-05-06T20:25:40
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[XLA] Introduce pass which ensures memory is in the right memory space before performing host compute offload.
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2024-05-02T22:13:52
2024-05-03T20:51:01
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[XLA] Add constant for Host execution thread. FUTURE_COPYBARA_INTEGRATE_REVIEW=https://github.com/openxla/xla/pull/12091 from Intel-tensorflow:amin/prepack-weight-bug-fix da6af5e2747e60d0568b0b8432c9de53ec83809f
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