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[18e7dcb7c576](https://github.com/llvm/llvm-project/commit/18e7dcb7c576)
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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 | null | null | null | **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.
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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Updates LLVM usage to match
[fc398a112d26](https://github.com/llvm/llvm-project/commit/fc398a112d26)
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"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
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"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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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.
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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Field inplace_operator wasn't being initialized, most likely an omission.
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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 | null | NONE | null | null | null | ### 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

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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"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 | null | null | null | ### 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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"@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 | null | null | null | ### 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
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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 | null | NONE | null | null | null | ### 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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} | 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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"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
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The lhlo directory was recently deleted.
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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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} | 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
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.
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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} | 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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"@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 | null | CONTRIBUTOR | null | false | {
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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
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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} | [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.
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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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
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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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.
Also let GetRoots() for ProducerConsumer fusion handle the case where producer
is a multi-output fusion.
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[4ad696231bc7](https://github.com/llvm/llvm-project/commit/4ad696231bc7)
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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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Updates LLVM usage to match
[4cd11c986f78](https://github.com/llvm/llvm-project/commit/4cd11c986f78)
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[f061a395ffb7](https://github.com/llvm/llvm-project/commit/f061a395ffb7)
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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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} | 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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Updates LLVM usage to match
[dcbf0fcd0d55](https://github.com/llvm/llvm-project/commit/dcbf0fcd0d55)
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] | null | [] | 2024-05-02T22:13:52 | 2024-05-03T20:51:01 | 2024-05-03T20:51:00 | NONE | null | true | {
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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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