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"@youchangkim I tried to replicate the provided code, could you have a look at the log below and confirm the same?\r\n```\r\n\r\ntf.Tensor(\r\n[[1.234 2.346 3.457]\r\n [4.566 5.68 6.79 ]], shape=(2, 3), dtype=float16)\r\ntf.Tensor(\r\n[[1.25 2.25 3.5]\r\n [4.5 5.5 7]], shape=(2, 3), dtype=float8_e4m3fn)\r\n-------... | 2023-07-25T04:10:16 | 2023-09-07T23:32:14 | 2023-09-07T23:32:14 | NONE | null | null | null | ### Issue type
Feature Request
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
2.12.0
### Custom code
No
### OS platform and distribution
macOS-13.2.1-arm64-arm-64bit
### Mobile device
_No response_
### Python version
3.9.6
### Bazel version
_No resp... | {
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"Hi @njuhang \r\n\r\nCan you please pull from master branch and let us know if you are facing same issue?\r\n\r\nWork groups from the below are currently used in TFLite GPU and their stability is statistically proven. While\r\nthey do not necessarily result in peak optimal time across all parameters, they are relia... | 2023-07-25T03:57:58 | 2023-08-25T17:29:58 | 2023-08-25T01:47:47 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
tf 2.10.0
### Custom code
Yes
### OS platform and distribution
ubuntu 20.04
### Mobile device
Qualcomm SM6225
### Python version
3.8
### Bazel version
5.1.1
### GCC/compiler version
... | {
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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/61372\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQ... | 2023-07-25T01:30:55 | 2023-07-25T07:30:05 | 2023-07-25T07:30:02 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.13.1
### Custom code
Yes
### OS platform and distribution
mac M2 pro
### Mobile device
mac M2 pro
### Python version
3.10.9
### Bazel version
_No ... | {
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"Hi @WenjieZ ,\r\n\r\nOfficially we don't recommend users to install tensorflow with conda-forge.We officially recommend to use only Pip since TensorFlow is only officially released to PyPI.\r\n\r\nPlease refer to attached [source](https://www.tensorflow.org/install/pip#:~:text=Note%3A%20Do%20not%20install%20Tensor... | 2023-07-24T23:58:21 | 2023-08-02T13:46:55 | 2023-08-02T13:46:52 | CONTRIBUTOR | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
2.12.1
### Custom code
Yes
### OS platform and distribution
MacOS 13.4.1(c)
### Mobile device
_No response_
### Python version
3.11
### Bazel version
_No response_
### GCC/compiler v... | {
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"@sronen71 For LSTM conversion, this is an [article](https://www.tensorflow.org/lite/convert/rnn) and colab describing the process, and you can follow the [colab gist](https://colab.sandbox.google.com/github/tensorflow/tensorflow/blob/master/tensorflow/lite/examples/experimental_new_converter/Keras_LSTM_fusion_Code... | 2023-07-24T23:03:50 | 2024-05-02T07:58:29 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.13.0
### Custom code
Yes
### OS platform and distribution
Colab
### Mobile device
_No response_
### Python version
3.10
### Bazel version
_No response_
### GCC/compiler version
_... | {
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"Hi @brunolucatto,\r\n\r\nPickling isn't natively supported in keras as it is generally [not secure](https://docs.python.org/3/library/pickle.html). Therefore I don't think this is actionable on Keras side, and overriding methods for `tf.keras.layers.serialize` is necessary. \r\n\r\nPlease refer to the similar issu... | 2023-07-24T17:57:32 | 2024-06-06T12:00:36 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.11, 2.12, 2.13
### Custom code
No
### OS platform and distribution
Linux Ubuntu 20.04.1
### Mobile device
_No response_
### Python version
3.9.5
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"Thanks for your pull request! It looks like this may be your first contribution to a Google open source project. Before we can look at your pull request, you'll need to sign a Contributor License Agreement (CLA).\n\nView this [failed invocation](https://github.com/tensorflow/tensorflow/pull/61368/checks?check_run_... | 2023-07-24T17:26:52 | 2024-03-18T17:38:00 | 2024-03-18T17:37:57 | CONTRIBUTOR | null | false | {
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} | The existing lowering of tfl.gather targets a sequence of tosa.reshape and tosa.gather operations. Currently, tosa.reshape supports, at most, a single dynamic dimension. This change adds support for multiple dynamic dimensions by targeting the tensor.reshape operator in the presence of multiple dynamic dimensions. | {
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"Hi @Seferovic8 ,\r\n\r\nThe issue resolved in TF2.13v. Please refer to attached [gist](https://colab.sandbox.google.com/gist/SuryanarayanaY/dbdb3fc33d50e28dc9dc5093ddc7ae77/61366.ipynb) and may test yourself. Since it is resolved in latest version its unlikely to cherry pick for TF2.12 version.",
"Thank you, thi... | 2023-07-24T16:51:23 | 2023-07-25T14:42:36 | 2023-07-25T14:40:44 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.12.0
### Custom code
Yes
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
_No response_
### GCC/co... | {
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"@nSircombe @milpuz01 @cfRod this should not impact the ARM build as it will continue to be built with ver2 macro set. Please test and let us know.",
"@penpornk Thank you for reviewing this PR. I have addressed your review comments. Please take a look.",
"@penpornk Thanks for approving the PR. Please note that ... | 2023-07-24T16:07:56 | 2023-07-26T14:04:53 | 2023-07-26T13:29:08 | CONTRIBUTOR | null | false | {
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- No change is needed from end-users who build TF from source since oneDNN v3.x will be automatically fetched.
- ARM builds will not be affected since they will continue to use oneDNN v2.7.
- This PR also removes conflg settings which wa... | {
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"@j99ca Could you please make sure that the source and destination paths are appropriate? As per the doc [here](https://www.tensorflow.org/api_docs/python/tf/io/gfile/rename) , it should raise [errors.OpError](https://www.tensorflow.org/api_docs/python/tf/errors/OpError) if it fails?\r\nThank you!",
"This issue ... | 2023-07-24T14:39:54 | 2023-12-13T17:06:57 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.12
### Custom code
Yes
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
_No response_
### GCC/comp... | {
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"@nhuet I tried to replicate the issue on colab using TF [v2.12](https://colab.research.google.com/gist/sushreebarsa/e498716b10932a7d557ab3a3a9fccb76/61363-2-12.ipynb) and [2.13](https://colab.research.google.com/gist/sushreebarsa/3ec5e639c34bb5c3d965c531fe1090b3/untitled813.ipynb#scrollTo=UpjWS8k2G3ms), could you ... | 2023-07-24T08:47:46 | 2023-08-17T01:45:50 | 2023-08-17T01:45:47 | NONE | null | null | null | ### Issue type
Performance
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
v2.13.0-rc2-7-g1cb1a030a62 2.13.0
### Custom code
Yes
### OS platform and distribution
Debian GNU/Linux 12 (bookworm)
### Mobile device
_No response_
### Python version
3.9
##... | {
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"I have encountered the same issue as you.",
"@mars1248,\r\nCould you please confirm the bazel version you are trying to compile and also whether you are building from source or any other way?\r\nLooks like the t**hird_party/gpus/rocm_configure.bzl** file does not include a path for clang 16.0.0. Could you please... | 2023-07-24T07:58:58 | 2023-08-08T07:56:24 | null | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
2.13
### Custom code
No
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
_No response_
### ... | {
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"Hi @Ajim0907 \r\n\r\nWe see that template has not been filled. Could you please fill the issue template ?\r\n\r\nThanks.",
"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... | 2023-07-24T07:36:16 | 2023-08-09T01:52:03 | 2023-08-09T01:52:03 | NONE | null | null | null | ### 1. System information
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04):
- TensorFlow installation (pip package or built from source):
- TensorFlow library (version, if pip package or github SHA, if built from source):
### 2. Code
Provide code to help us reproduce your issues using one of the fol... | {
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"@xiedeacc \r\nWill it be possible for you to upgrade the TF version to the latest?\r\nCould you please have a look at the below configurations and let us know if it helps?\r\n\r\nVersion | Python version | Compiler | Build tools\r\n-- | -- | -- | --\r\ntensorflow-2.13.0 | 3.8-3.11 | Clang 16.0.0 | Bazel 5.3.0\r\n ... | 2023-07-24T06:53:39 | 2023-07-26T08:12:39 | 2023-07-26T08:09:05 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
tf 2.8.4
### Custom code
No
### OS platform and distribution
ubuntu18.04
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
5.2.0
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"I noticed that I have `legalize-tf.mlir` tests failing due to the new tests I added. How do I go about fixing them? I'm not really sure what I'm doing differently compared to say the test for `tfl.real` which I based my tests on.\r\n\r\nQuick edit - fixed the test.",
"Bump. I've noticed that other people are ma... | 2023-07-24T02:30:09 | 2024-06-07T16:09:23 | null | CONTRIBUTOR | null | false | {
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} | For #61290 . This PR adds the complex op as a builtin to TFLite. I tried to follow instructions given to me in #61290 . Unfortunately, I'm developing this PR on a Mac M1 and have linker errors when trying to build the TFLite testing suite. | {
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"@jyingl3 can you have a look? thanks",
"> @jyingl3 can you have a look? thanks\r\n\r\nThanks Zhoulong. It looks good to me. Added Penporn as it is adding new TF C APIs.",
"@penpornk can you help to have a look? thanks"
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"I think following changes can solve the TODO:\r\n\r\n[line 351-364](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/kernels/reduction_gpu_kernels.cu.h#L351):\r\n```\r\n#if GOOGLE_CUDA || TENSORFLOW_USE_ROCM\r\n __shared__ storage_type<value_type>\r\n partial_sums[TF_RED_WARPSIZE * (TF_RE... | 2023-07-23T07:59:49 | 2023-08-18T18:48:31 | 2023-08-06T20:57:28 | CONTRIBUTOR | null | null | null | ### Issue type
Performance
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
2.13.0
### Custom code
Yes
### OS platform and distribution
Windows 10 22H2
### Mobile device
_No response_
### Python version
Anaconda 2023.07-1
### Bazel version
6.2.1
### ... | {
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"Hi @MrTreev ,\r\n\r\nCould you please test with the below configurations of Clang and Bazel and let us know if problem still persists.Because higher versions may or may not compatible. It seems your Clang version is 17.0 against tested version of 16.0.0. Same for Bazel also where it seems you have 6.1.0 installed ... | 2023-07-22T13:48:50 | 2023-07-29T04:13:23 | 2023-07-29T04:13:21 | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
master/nightly
### Custom code
Yes
### OS platform and distribution
`Arch Linux (Linux 6.4.4-arch1-1 #1 SMP PREEMPT_DYNAMIC x86_64 GNU/Linux)`
### Mobile... | {
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"Hi @rafrxx, so as I understand your situation, Your code runs but you're not sure if it ran correctly? It seems like you're running a Computer Vision model of some sort... are you trying to do classification or something else? What is the model's intended output? It seems like feature extraction -- in which case m... | 2023-07-22T11:56:03 | 2023-08-19T07:40:14 | 2023-08-10T01:54:17 | NONE | null | null | null | Hello. I have created an Android application in Android Studio that uses a tflite model. Its implementation works without any issues and looks as follows:
val model = Ssd.newInstance(context)
// Creates inputs for reference.
val inputFeature0 = TensorBuffer.createFixedSize(intArrayOf(1, 320, 320, 3), DataType.UI... | {
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"Hi @MogilipalemHemanthKumar \r\n\r\nWe need to add the select tf ops dependencies as mentioned error if the converted model has select ops.\r\n\r\nYou can specify this in your build.gradle dependencies by adding it alongside the standard TensorFlow Lite AAR as follows:\r\n```\r\ndependencies {\r\n implementatio... | 2023-07-22T07:11:34 | 2023-08-09T01:52:13 | 2023-08-09T01:52:09 | NONE | null | null | null | **System information**
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04):Windows 11
- TensorFlow installed from (source or binary):source
- TensorFlow version (or github SHA if from source):2.15.0
**Provide the text output from tflite_convert**
The below is the code, I am using to convert the deep lea... | {
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"@sronen71,\r\nAs you mentioned, it was the issue on tensorflow v2.12. When I tried to execute the same mentioned code on tensorflow v2.13`(tpu)` it was executed without any issue/error. Kindly find the gist of it [here](https://colab.research.google.com/gist/tilakrayal/349987540ae6320ed3726d2e86a996d4/untitled1255... | 2023-07-22T03:19:56 | 2023-07-24T14:46:45 | 2023-07-24T14:46:41 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.12.0
### Custom code
Yes
### OS platform and distribution
Google Colab + TPU
### Mobile device
_No response_
### Python version
3.10
### Bazel version
_No response_
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"Appears to be fixed in nightly 2.14.0-dev20230721",
"Hi @teddy661 ,\r\n\r\nI have replicated the reported behaviour with TF2.13 and python=3.11 and the reported error was observed. However with tf-nightly there is no such error which also same as per your observation. Attached below are the logs for checking sa... | 2023-07-21T18:21:26 | 2023-10-14T11:14:25 | 2023-07-30T00:24:12 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
2.13.0
### Custom code
No
### OS platform and distribution
Rocky Linux 8.7
### Mobile device
_No response_
### Python version
3.11.4
### Bazel version
_No response_
### GCC/compiler... | {
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"@penpornk ",
"Please help resolve conflicts / rebase as well. :)"
] | 2023-07-21T16:46:10 | 2023-07-24T22:46:43 | 2023-07-24T22:46:43 | CONTRIBUTOR | null | false | {
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"Hi @alankelly \r\nWill you have time to review this?\r\nThanks!",
"Hi @alankelly Can you please review this PR ? Thank you!",
"Hi @alankelly Can you please review this PR ? Thank you!",
"This was indirectly fixed by https://github.com/tensorflow/tensorflow/commit/56edb7fc3b9b5e6f1eee637ac17b7fdce395503e#diff... | 2023-07-21T14:36:25 | 2023-09-14T10:29:54 | 2023-09-14T10:29:51 | CONTRIBUTOR | null | false | {
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} | Hi,
Commit https://github.com/tensorflow/tensorflow/commit/1eb92f086261f37605986c521e5a14fd610568c6 added support for fused activation in the `TRANSPOSE_CONV` and updated both the optimized and reference kernels. It forgot though to update the `register_ref` for the operator.
This PR fixes that so that we can use ... | {
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"Hi @xufuji456 \r\n\r\nThe ESRGAN expects the input shape of `50x50x3`, hence we need to resize the input tensor before allocating the tensors.\r\n```\r\n# Load TFLite model and allocate tensors.\r\ninterpreter = tf.lite.Interpreter(model_path=esrgan_model_path)\r\ninterpreter.resize_tensor_input(input_details[0]['... | 2023-07-21T06:51:14 | 2023-08-01T13:41:55 | 2023-08-01T13:41:53 | NONE | null | null | null | ### 1. System information
- OS Platform and Distribution: macOS 12.2.1; Apple M1; MacBook Pro
- TensorFlow installation : pip3 install tensorflow
- TensorFlow library: 2.13.0
### 2. Code
Provide code to help us reproduce your issues using one of the following options:
#### Option A: Reference colab notebo... | {
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"Hi @gymoon10 \r\n\r\nIn order to expedite the trouble-shooting process, please provide the complete code snippet to reproduce the issue reported.\r\n\r\nThank you.",
"Hi @Varsha-anjanappa \r\n\r\nI edited the code part as you mentioned. There is no problem with compiling the model and applying the .fit() method... | 2023-07-21T06:26:47 | 2023-09-19T01:47:43 | 2023-09-19T01:47:40 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.10
### Custom code
Yes
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
3.8
### Bazel version
_No... | {
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"All 3 CI failures are unrelated.\r\n* [Py+CPP Ubuntu CPU](https://source.cloud.google.com/results/invocations/3fdb42ac-da26-4a19-a735-e8f1aa45c9e8/log): Tests timed out.\r\n* [Py+CPP Ubuntu GPU](https://source.cloud.google.com/results/invocations/5280cdca-cf13-4318-a10c-2eb1b0beabaa/log): Tests timed out.\r\n* [AM... | 2023-07-20T21:51:39 | 2023-07-25T08:49:48 | 2023-07-25T08:49:48 | CONTRIBUTOR | null | false | {
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This PR makes sure that all occurrences of dim size usage is tied with int64_t data type (versus int)
within all oneDNN kernel op implementation. | {
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"@xiaxia-wang,\r\n\r\nI was able to clone the tensorflow repository without any problem on Ubuntu. I observed that you are using GCC 11, CUDA 12.1 and cuDNN 8.9 which is incompatible with TF v2.7.0. And also TF v2.7.0 is a pretty older version, please try to install the latest stable version.\r\n\r\nCould you ple... | 2023-07-20T21:31:05 | 2023-12-19T08:15:06 | 2023-08-09T01:52:12 | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
tf2.7
### Custom code
No
### OS platform and distribution
Linux Ubuntu 22.04
### Mobile device
Linux Ubuntu 22.04
### Python version
3.8
### Bazel version
3.7.2
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"see also: #35084 and #51839 (both closed, but the issue re-appeared in 2.13.0)",
"Hi @Pyrestone ,\r\n\r\nI have replicated the reported behaviour and attached [gist](https://colab.sandbox.google.com/gist/SuryanarayanaY/84a602e1d03dd977317080607592bd0a/61344_-tf_memory_leak_py_function.ipynb) for reference. \r\n\... | 2023-07-20T20:36:51 | 2023-09-07T10:21:52 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
v2.13.0-rc2-7-g1cb1a030a62 2.13.0
### Custom code
Yes
### OS platform and distribution
Linux Ubuntu 20.04, Google Colab
### Mobile device
_No response_
### Python version
3.8
### Bazel... | {
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"@soudabehmousavi99 If 16x8 quantization is not supported for some operators in the model, then the model still can be quantized, but unsupported operators kept in float. The following option should be added to the target_spec to allow this.\r\n\r\n```\r\nimport tensorflow as tf\r\nconverter = tf.lite.TFLiteConvert... | 2023-07-20T15:43:03 | 2023-08-09T01:52:19 | 2023-08-09T01:52:14 | NONE | null | null | null | ### 1. System information
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04):
google colab
- TensorFlow installation (pip package or built from source):
- pip
- TensorFlow library (version, if pip package or github SHA, if built from source):
- 2.12.0
### 2. Code
I have following model.
```python
(... | {
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"Check out this pull request on <a href=\"https://app.reviewnb.com/tensorflow/tensorflow/pull/61342\"><img align=\"absmiddle\" alt=\"ReviewNB\" height=\"28\" class=\"BotMessageButtonImage\" src=\"https://raw.githubusercontent.com/ReviewNB/support/master/images/button_reviewnb.png\"/></a> \n\n See visual diff... | 2023-07-20T11:00:36 | 2024-04-07T01:48:50 | 2024-04-07T01:48:42 | CONTRIBUTOR | null | false | {
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} | The nightly versions says `experimental_from_jax` is deprecated and `Jax2TF` is recommended way of converting the Jax models to TFLite.
Added an option in the example to use `Jax2TF` for TFLite conversion using concrete functions.
Thanks. | {
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"@sun1638650145 Please try to use the new version of XCode 14.3 to include an updated version of the linker ld. \r\nCould you refer to this Commit: https://github.com/tensorflow/tensorflow/commit/55939be39409283c4b35a62049fe548a2de3ce44 and let us know if it would work for you as a solved environment? Thank you!",... | 2023-07-20T09:33:43 | 2023-08-07T02:23:05 | 2023-08-07T02:23:02 | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
tf 2.13
### Custom code
No
### OS platform and distribution
macOS 13.4.1
### Mobile device
None
### Python version
3.11
### Bazel version
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https://api.github.com/repos/tensorflow/tensorflow/issues/61340 | https://api.github.com/repos/tensorflow/tensorflow | https://api.github.com/repos/tensorflow/tensorflow/issues/61340/labels{/name} | https://api.github.com/repos/tensorflow/tensorflow/issues/61340/comments | https://api.github.com/repos/tensorflow/tensorflow/issues/61340/events | https://github.com/tensorflow/tensorflow/issues/61340 | 1,813,268,737 | I_kwDOArmXAs5sFEkB | 61,340 | `tf.data.Dataset` only supports Python-style iteration in eager mode or within tf.function. | {
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"@lmx666-gif,\r\nI tried to execute the mentioned code and it was failing with the different error. Kindly find the gist of it [here](https://colab.research.google.com/gist/tilakrayal/5f35a72261875affb691a5549eaa5ca3/untitled1250.ipynb) and provide the complete code, dependencies and the tensorflow version you are ... | 2023-07-20T06:34:55 | 2023-10-21T01:01:58 | 2023-10-21T01:01:57 | NONE | null | null | null | The first is the map function:
def map_function(example):
feature_map = {"wav_raw": tf.io.FixedLenFeature([], tf.string)}
parsed_example = tf.io.parse_single_example(example, features=feature_map)
wav_slice = tf.io.decode_raw(parsed_example["wav_raw"], out_type=tf.float64)
w... | {
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"Hi @zhumakhan ,\r\n\r\nAFAIK, tf.Tensor has no method for getting pointer directly. But we have method called `ref` which can return a hashable reference object to the Tensor. Could you please check the source [here](https://www.tensorflow.org/api_docs/python/tf/Tensor#ref) for more details and let us know whether... | 2023-07-20T05:53:22 | 2023-08-04T01:51:45 | 2023-08-04T01:51:45 | NONE | null | null | null | ### Issue type
Feature Request
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
2.13
### Custom code
Yes
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
_No response_
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"facing this on macOS too. Any solutions for this?",
"@ljmerza There are a few dependencies like numpy that need a specific version installation. Did you try to upgrade the numpy version by using` pip install numpy==1.23.4`. Could you also use colab fallback as a workaround?\r\nThank you!\r\n",
"This issue is s... | 2023-07-20T02:21:10 | 2024-01-24T01:09:12 | null | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
v2.13.0-rc2-7-g1cb1a030a62 2.13.0
### Custom code
Yes
### OS platform and distribution
ubuntu 20
### Mobile device
_No response_
### Python version
3.10.6
### Bazel version... | {
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"Hi @kurkurzz ,\r\n\r\nPlease provide the complete code snippet to reproduce the issue reported. I've tried to reproduce the issue [here](https://colab.research.google.com/gist/Varsha-anjanappa/6855e9a19e74be64edca3d3d45a85121/61336_v1.ipynb), please provide the dataset or dummy data.\r\n\r\nThank you!!",
"This i... | 2023-07-20T01:10:25 | 2024-01-30T09:55:59 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.13
### Custom code
Yes
### OS platform and distribution
Google Colab
### Mobile device
_No response_
### Python version
3.10
### Bazel version
_No... | {
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//tensorflow/python/eager/benchmarks/resnet50:resnet50_test_cpu
//tensorflow/python/eager/benchmarks/resnet50:hvp_test_cpu
The failure started after this commit: https://github.com/tensorflow/tensorflow/commit/b44d7918070a2a192645af7b0c96b0c4e399161e | {
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"Hi @ezhulenev, Can you please take a look at this PR? Thank you!"
] | 2023-07-19T22:29:34 | 2023-08-24T18:44:52 | 2023-08-24T18:44:51 | CONTRIBUTOR | null | false | {
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"merged_at": "2023-08-... | co-author: @ustcuna
Following pattern is seen in 3 models. It looks similar to InstanceNorm pattern but it is actually LayerNorm based on the reduction axis. Under right conditions, this pattern will be fused as LayerNorm to improve performance.
![image](https://github.com/intel-innersource/frameworks.ai.tensorf... | {
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"Hi @ezhulenev, can you please take a look at this PR? Thanks!",
"Hi @ezhulenev, Can you please take a look at this PR? Thanks!",
"Hi @ezhulenev - this PR got reverted, can you please point me to the error so we can fix it? Thanks."
] | 2023-07-19T20:54:36 | 2023-08-31T23:24:34 | 2023-08-28T22:06:01 | CONTRIBUTOR | null | false | {
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"merged_at": "2023-08-... | Currently BFloat16 Mean Op causes BFloat16 accumulation which may result in incorrect output. This prevents Mean to be used with the lower BFloat16 precision. This PR:
1. Just like the existing implementation of the Sum op, ensures BFloat16 Mean accumulation happens in FP32 by adding a Casting Specialization registr... | {
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"Hi @anand-shubham ,\r\n\r\nPlease find the tested configurations of CUDA and cuDNN [here](https://www.tensorflow.org/install/source#gpu).\r\n\r\n\r\ntensorflow-2.4.0 | 3.6-3.8 | GCC 7.3.1 | Bazel 3.1.0 | 8.0 | 11.0\r\n-- | -- | -- | -- | -- | --\r\n\r\nFor TF2.4v you should use CUDA 11.0 and cuDNN 8.0 and GCC vers... | 2023-07-19T16:43:13 | 2023-08-16T01:46:44 | 2023-08-16T01:46:42 | NONE | null | null | null | ### Issue type
Support
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.4
### Custom code
Yes
### OS platform and distribution
RHEL 7.9
### Mobile device
_No response_
### Python version
3.6
### Bazel version
_No response_
### GCC/compiler version... | {
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"@TayyabaZainab0807 Could you please have a look at the post-training quantization. As per this [thread](https://discuss.tensorflow.org/t/quantizing-lstm-layers/1876) of TF forum unfortunately, Quantization aware training is not supports LSTM/RNN layers yet. It is in the process to be implemented. Thank you!\r\n\r\... | 2023-07-19T13:39:46 | 2023-08-08T01:51:21 | 2023-08-08T01:51:21 | NONE | null | null | null | I wonder if quantization-aware training has the support for lstm? | {
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https://api.github.com/repos/tensorflow/tensorflow/issues/61328 | https://api.github.com/repos/tensorflow/tensorflow | https://api.github.com/repos/tensorflow/tensorflow/issues/61328/labels{/name} | https://api.github.com/repos/tensorflow/tensorflow/issues/61328/comments | https://api.github.com/repos/tensorflow/tensorflow/issues/61328/events | https://github.com/tensorflow/tensorflow/issues/61328 | 1,811,895,049 | I_kwDOArmXAs5r_1MJ | 61,328 | Random predictions with intel-tensorflow when OMP_THREAD_LIMIT is set | {
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"Hi @fcouziniedevy ,\r\n\r\nI'm unable to replicate your problem. The predictions using OMP_NUM_THREAD is constant and not random. Please refer the [gist](https://colab.research.google.com/gist/Varsha-anjanappa/ae9f5662513c39ace7c3a078e74d5bff/61328.ipynb).\r\n\r\nThank you!!",
"Hi,\r\nsorry my post was not consi... | 2023-07-19T12:58:52 | 2023-08-29T20:41:44 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
The problem arises when using *intel-tensorflow*
### Source
binary
### TensorFlow version
unknown, 2.13.0 (package intel_tensorflow-2.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl)
### Custom code
No... | {
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https://api.github.com/repos/tensorflow/tensorflow/issues/61327 | https://api.github.com/repos/tensorflow/tensorflow | https://api.github.com/repos/tensorflow/tensorflow/issues/61327/labels{/name} | https://api.github.com/repos/tensorflow/tensorflow/issues/61327/comments | https://api.github.com/repos/tensorflow/tensorflow/issues/61327/events | https://github.com/tensorflow/tensorflow/issues/61327 | 1,811,873,824 | I_kwDOArmXAs5r_wAg | 61,327 | tensorflow/core/common_runtime/gpu/gpu_util.cc:293] GPU->CPU Memcpy failed | {
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"@HAMZA12337,\r\nWe see that you are using tf version 1.15, 1.x is not actively supported, please update to 2.x and let us know if you are facing the same issue.\r\n\r\nAnd also you have provided the code which is suitable for 1.x version. Could you please try to migrate your TensorFlow code from TensorFlow 1.x to ... | 2023-07-19T12:46:52 | 2023-08-12T01:45:50 | 2023-08-12T01:45:47 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
1.15
### Custom code
Yes
### OS platform and distribution
Windows
### Mobile device
_No response_
### Python version
3.7
### Bazel version
_No respo... | {
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"Okay I fixed it! I needed to install another flavor of the libcudnn matching my cuda version:\r\n\r\n```\r\nsudo apt-get install libcudnn8=8.9.3.28-1+cuda11.8\r\n```",
"Are you satisfied with the resolution of your issue?\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQLSfaP12TRhd9xSxjXZjcZFNXPGk4kc1-qMdv3gc6... | 2023-07-19T12:44:33 | 2023-07-19T13:02:39 | 2023-07-19T13:02:37 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
v2.13.0-rc2-7-g1cb1a030a62 2.13.0
### Custom code
No
### OS platform and distribution
Linux Ubuntu 23.10
### Mobile device
_No response_
### Python version
3.11
### Bazel version
_No ... | {
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"@Pan17WJ Could you please have a look at this [doc](https://www.tensorflow.org/tfx/serving/tensorboard) on Tensor-board profiling and try with the latest TF version 2.13 ?Thank you!",
"It doesn't seem to work. It generates the following file. When I opens the browser http://localhost:6006 by tensorboard, the dis... | 2023-07-19T09:54:26 | 2023-08-12T01:45:53 | 2023-08-12T01:45:49 | NONE | null | null | null | ### Issue type
Support
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
tf 2.9.3
### Custom code
Yes
### OS platform and distribution
Linux Ubuntu 20.04
### Mobile device
_No response_
### Python version
3.7
### Bazel version
_No response_
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https://api.github.com/repos/tensorflow/tensorflow/issues/61324 | https://api.github.com/repos/tensorflow/tensorflow | https://api.github.com/repos/tensorflow/tensorflow/issues/61324/labels{/name} | https://api.github.com/repos/tensorflow/tensorflow/issues/61324/comments | https://api.github.com/repos/tensorflow/tensorflow/issues/61324/events | https://github.com/tensorflow/tensorflow/issues/61324 | 1,811,567,720 | I_kwDOArmXAs5r-lRo | 61,324 | tensorflow/core/grappler/optimizers/meta_optimizer.cc:954] layout failed: INVALID_ARGUMENT: Size of values 0 does not match size of permutation 4 @ fanin shape inmodel_6/dropout_12/dropout/SelectV2-2-TransposeNHWCToNCHW-LayoutOptimizer | {
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"Hi @Armanasq,\r\n\r\nIn order to expedite the trouble-shooting process, please provide the complete code snippet to reproduce the issue reported here. I've tried to reproduce the issue [here](https://colab.research.google.com/gist/Varsha-anjanappa/55f59c3611c314f93550473980130af8/61324.ipynb), could you please tak... | 2023-07-19T09:36:07 | 2024-02-23T15:18:18 | 2024-02-13T01:47:20 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
2.12.0
### Custom code
Yes
### OS platform and distribution
Kaggle
### Mobile device
_No response_
### Python version
3.10.12
### Bazel version
_No response_
### GCC/compiler version... | {
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"@willisacs-arm Did you try with the latest TF version 2.13 and let us know the outcome?\r\nHave a look at [this](https://www.tensorflow.org/lite/performance/post_training_quantization) reference for more information on quantization. Thank you!",
"Hi yes the behaviour is the same for all versions above 2.12",
"... | 2023-07-19T09:31:11 | 2024-06-03T10:12:51 | null | NONE | null | null | null | ### System information
- Linux Ubuntu 20.04
- TensorFlow installed from: pip source
- TensorFlow versions: 2.12.0-current master
### Code
Provide code to help us reproduce your issues using one of the following options:
```
import tensorflow as tf
from tensorflow.keras.layers import Layer, Input
from ... | {
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"Hi @akote123 , could you share the original verbose log, thanks!",
"Hi @huiyan2021, I have uploaded here [vit_intel_log.zip](https://github.com/tensorflow/tensorflow/files/12105129/vit_intel_log.zip) \r\n",
"I guess the reason is that _mklops are logged by <<, where the outputs are fully buffered if they are... | 2023-07-19T09:17:40 | 2023-11-01T02:54:00 | null | NONE | null | null | null | Hi,
I am trying to analyse the call flow of tensorflow and onednn. I am setting up environment vars as
export ONEDNN_VERBOSE=1
export TF_CPP_MAX_VLOG_LEVEL=1
export omp_num_threads=1
I am collecting the logs. I was trying to map _mklops with onednn primitive. But here the onednn and mkl calls are random ... | {
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"@stellaly As the error message indicates, please call invoke on the same thread where the GPU delegate is created as noted [here](https://www.tensorflow.org/lite/performance/gpu#android) and use the latest version of TFLiteGPUDelegate.\r\nThank you!",
"> @stellaly As the error message indicates, please call invo... | 2023-07-19T08:39:43 | 2023-08-04T01:51:54 | 2023-08-04T01:51:54 | NONE | null | null | null | **System information**
- Android 13:
- TensorFlow installed from binary:
**use GPU Delegate**
**use model**
```python
self.g_a0 = tf.keras.layers.Conv2D(
N,
kernel_size=5,
strides=2,
padding="same",
# data_format="channels_first",
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"Did this show up in a performance profile or why did you decide to optimize this code?\r\n\r\nReadability is always subjective and one could argue that list comprehensions are easier to read.",
"Hey @sherhut, Thanks for your feedback! The code optimization aimed to improve efficiency by consolidating loops. Whil... | 2023-07-19T05:48:28 | 2023-09-12T07:15:47 | 2023-09-12T07:15:44 | NONE | null | false | {
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"@sinban04 Could you please try to rerun the model using the latest TF version as you're using an older one?\r\nHave you gone through [this](https://www.tensorflow.org/lite/performance/post_training_quantization#full_integer_quantization) part already?\r\nThank you!",
"@sushreebarsa \r\nSure, I already did try th... | 2023-07-19T05:21:21 | 2023-08-07T03:52:08 | 2023-08-07T03:52:05 | NONE | null | null | null | ### 1. System information
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Ubuntu 22.04.2 LTS
- TensorFlow installation (pip package or built from source):
```bash
export condaPip=`which -a pip | grep $condaEnvName`
$condaPip install tensorflow==2.7.0
$condaPip install numpy
$condaPip install pan... | {
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"Hi @lutzroeder ,\r\n\r\nI have replicated the reported behaviour and attached logs below.\r\n\r\n```\r\n(bazel) suryanarayanay@surya-ubuntu20:~$ python\r\nPython 3.9.16 (main, Mar 8 2023, 14:00:05) \r\n[GCC 11.2.0] :: Anaconda, Inc. on linux\r\nType \"help\", \"copyright\", \"credits\" or \"license\" for more inf... | 2023-07-19T01:55:26 | 2023-12-23T21:52:57 | 2023-12-23T21:46:11 | CONTRIBUTOR | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.14.0-dev20230706
### Custom code
Yes
### Python version
3.11
### Current behavior?
`import tensorflow` prints warnings which cannot be disabled with `os.envir... | {
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"@maciejskorski I tried to replicate the issue on colab using TF v2.12, please find the attached [gist](https://colab.research.google.com/gist/sushreebarsa/a371a4c340eabea40555a380de1bf2b2/61317.ipynb) here. I have got the output as ; `1889`. Could you please confirm the same?\r\nThank you!",
"This issue is stale... | 2023-07-18T15:50:06 | 2023-10-12T12:52:59 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
v2.12.0-rc1-12-g0db597d0d75
### Custom code
Yes
### OS platform and distribution
Linux 4e51bcd72cb8 5.15.109 (Colab)
### Mobile device
_No response_
### Pyth... | {
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"Hi @vinayk114 \r\n\r\nThere is numpy dependency, please check if you've installed correct numpy version .\r\nhttps://github.com/tensorflow/tensorflow/blob/0db597d0d758aba578783b5bf46c889700a45085/tensorflow/tools/pip_package/setup.py#L97\r\nYou can install numpy by running **pip install numpy==1.22**. The compatib... | 2023-07-18T15:38:04 | 2023-08-03T01:51:02 | 2023-08-03T01:50:59 | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.12.0
### Custom code
Yes
### OS platform and distribution
windows 10
### Mobile device
_No response_
### Python version
3.10
### Bazel version
_No response_
### GCC/comp... | {
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"From the template it looks like you are installing **TensorFlow** (TF) prebuilt binaries:\n * For TF-GPU - See point 1\n * For TF-CPU - See point 2\n-----------------------------------------------------------------------------------------------\n**1. Installing **TensorFlow-GPU** (TF) prebuilt binaries**\n\nMa... | 2023-07-18T15:04:06 | 2023-08-03T01:51:09 | 2023-08-03T01:51:02 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
1.7.0
### Custom code
No
### OS platform and distribution
Linux-4.14.0-xilinx-v2018.3-armv7l-with-pynqlinux-v2.6-WFH
### Mobile device
no
### Python version
3.6.5
### Bazel version
0.... | {
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"I have the same issue\r\nsource binary\r\ntensorflow 2.13.0\r\nPython 3.9.1\r\nCUDA 12.1.1-1\r\nCUDnn 8.9.1.23\r\nGPU 3x NVIDIA V100",
"Hi @nikita-savelyevv ,\r\n\r\nFrom your attached code snippet i have changed this line:\r\n`train_dataset = mnist_test.cache().shuffle(10000).batch(batch_size)\r\n`\r\n to :\r\n... | 2023-07-18T14:56:01 | 2024-04-22T21:18:00 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
2.13.0
### Custom code
No
### OS platform and distribution
Linux Ubuntu 20.04.3
### Mobile device
Linux Ubuntu 20.04.3
### Python version
3.8.10
### Bazel version
_No response_
### ... | {
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"@sachinprasadhs I was able to replicate this issue on colab using TF v[2.12](https://colab.research.google.com/gist/sushreebarsa/6bbdf455ce7f0ee9a8c21451e72ad619/61313.ipynb) ,[2.13](https://colab.research.google.com/gist/sushreebarsa/5b2c607a0a6cd2be0d368bad7c384cc6/61313.ipynb) and [tf-nightly](https://colab.re... | 2023-07-18T14:37:30 | 2023-08-01T07:44:38 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
v2.12.0-rc1-12-g0db597d0d75
### Custom code
Yes
### OS platform and distribution
Linux 4e51bcd72cb8 5.15.109 (Colab)
### Mobile device
_No response_
### Pyth... | {
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https://api.github.com/repos/tensorflow/tensorflow/issues/61312 | https://api.github.com/repos/tensorflow/tensorflow | https://api.github.com/repos/tensorflow/tensorflow/issues/61312/labels{/name} | https://api.github.com/repos/tensorflow/tensorflow/issues/61312/comments | https://api.github.com/repos/tensorflow/tensorflow/issues/61312/events | https://github.com/tensorflow/tensorflow/issues/61312 | 1,809,876,624 | I_kwDOArmXAs5r4IaQ | 61,312 | Linking an Android library with TFLite GPU using CMake causes undefined symbol errors | {
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"Hey @GoldFeniks,\r\n\r\nI've got the same problem when building TFLite 2.13.0 with CMake. I manage to fix it by editing `tensorflow/lite/CMakeLists.txt`. \r\n\r\nBefore `if(TFLITE_ENABLE_GPU)` I added the following lines:\r\n```\r\npopulate_tflite_source_vars(\"core/async/interop\" TFLITE_CORE_ASYNC_INTEROP_SRCS)\... | 2023-07-18T12:56:34 | 2024-01-31T19:30:15 | null | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
2.13
### Custom code
Yes
### OS platform and distribution
Linux 6.3.1, EndeavourOS
### Mobile device
_No response_
### Python version
_No respons... | {
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"Hi @GoldFeniks \r\n\r\nAs this issue is being tracked in #61312 , can we close this as duplicate?\r\n\r\nThanks.",
"Hello @pjpratik,\r\n\r\nI would argue that it's a separate issue.\r\n\r\nIn the docs the minimal supported version is still 19 or 21 for most of the modules: https://www.tensorflow.org/lite/android... | 2023-07-18T11:54:50 | 2023-07-31T22:06:28 | null | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.13
### Custom code
Yes
### OS platform and distribution
Linux 6.3.1, EndeavourOS
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
_No re... | {
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"The priority of this issue is higher than https://github.com/tensorflow/tensorflow/issues/60397. Some errors of that issue may be disappeared under `clang-cl`.",
"I know that 2.14 has applied fixes to `msvc_wrapper_for_nvcc.py`. It at least works up to 13000 compile actions with the following changes to `msvc_wr... | 2023-07-18T07:28:01 | 2023-11-16T01:49:28 | 2023-11-16T01:49:25 | CONTRIBUTOR | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
2.13.0
### Custom code
Yes
### OS platform and distribution
Windows 10 22H2
### Mobile device
_No response_
### Python version
Anaconda 2023.07-1
### Bazel version
6.2.1
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"Thanks for your pull request! It looks like this may be your first contribution to a Google open source project. Before we can look at your pull request, you'll need to sign a Contributor License Agreement (CLA).\n\nView this [failed invocation](https://github.com/tensorflow/tensorflow/pull/61309/checks?check_run_... | 2023-07-18T06:21:51 | 2023-07-20T06:08:17 | 2023-07-20T05:46:06 | CONTRIBUTOR | null | false | {
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Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
2.10.1
### Custom code
No
### OS platform and distribution
Windows 10
### Mobile device
N/A
### Python version
3.8
### Bazel version
N/A
### GCC/compiler version
N/A
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"@lmx666-gif It happens for the older version of TF . Could you try to upgrade it using the following;\r\n```\r\npip install tensorflow --upgrade\r\n```\r\nOtherwise you can also run the following and restart the kernel\r\nimport tensorflow as tf\r\ntf.enable_eager_execution(). \r\n\r\nPlease let us know if it help... | 2023-07-18T01:29:12 | 2023-08-08T01:51:29 | 2023-08-08T01:51:26 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
tf2.4
### Custom code
Yes
### OS platform and distribution
Window10
### Mobile device
_No response_
### Python version
3.8
### Bazel version
_No response_
### GCC/compiler version
... | {
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"@aeave If you want to use multiple GPUs, you have to manually specify what tensors to put on each GPU.\r\nCould you please refer to [this](https://www.tensorflow.org/guide/distributed_training) document which explains in detail about the distribution strategy and multi-gpu. Thank you!",
"Hello! Thank you for res... | 2023-07-17T23:41:39 | 2023-08-10T01:54:24 | 2023-08-10T01:54:22 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
2.12.0
### Custom code
Yes
### OS platform and distribution
Linux Ubuntu 22.04
### Mobile device
_No response_
### Python version
3.9.16
### Bazel version
_No response_
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"Whoops, first PR from Github. I only need to merge my own commit 😅"
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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/61303\">Yes</a>\n<a href=\"https://docs.google.com/forms/d/e/1FAIpQ... | 2023-07-17T19:26:44 | 2023-07-17T19:54:01 | 2023-07-17T19:53:58 | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
tf 2.11.0
### Custom code
Yes
### OS platform and distribution
Linux Ubuntu 22.04
### Mobile device
_No response_
### Python version
3.10
### Bazel version
5.4.0
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"A couple of broad comments. It's not clear these belong in a TFL to TOSA pass, as neither of them are generating TOSA, rather shape/arith/tensor/etc. They could be separated out into a separate pass doing TFL to tensor (or similar).\r\n\r\nIn addition, I'm working to propose DIM/tosa.dim as a new operator inside T... | 2023-07-17T19:24:32 | 2024-01-19T08:34:16 | 2024-01-19T08:34:10 | NONE | null | false | {
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"@MaheshwariAnkit Once you have loaded your TensorFlow Lite model into memory, you can perform inference using the tflite::Interpreter::Invoke() method:\r\n```\r\ninterpreter->Invoke();\r\n```\r\nPlease have a look at [this](https://www.tensorflow.org/lite/guide/inference) guide to know more on TFlite inference.\r\... | 2023-07-17T17:02:43 | 2023-08-09T01:52:18 | 2023-08-09T01:52:18 | NONE | null | null | null | ### 1. System information
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Linux
- TensorFlow installation (pip package or built from source): built from source
- TensorFlow library (version, if pip package or github SHA, if built from source):2.12
I am using tflilte(c++) and doing on device training ... | {
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"> Its a little bit difficult to evaluate pure on code, was there numerical evaluations done here additionally? Some stats as to them?\r\n\r\nFor an int8 quantized DETR model, there was sparse -1 discrepancies when comparing the output tensors of tosa.rsqrt and tfl.rsqrt. This patch fixes the reported issue and pas... | 2023-07-17T15:55:03 | 2023-09-15T21:11:25 | 2023-09-15T21:11:25 | CONTRIBUTOR | null | false | {
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Change-Id: Ibe1a6e24c069beddfb46cf40c665d346b88cf097 | {
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"Hi @caiotoledo-lunasystems \r\n\r\nThe [TensorFlow Lite Object Detection](https://github.com/tensorflow/examples/tree/master/lite/examples/object_detection/android#tensorflow-lite-object-detection-android-demo) Demo example uses different models trained on COCO dataset. \r\n\r\nIn the example, [TensorFlow Lite Tas... | 2023-07-17T13:53:12 | 2023-07-27T08:08:26 | 2023-07-27T08:08:23 | NONE | null | null | null | ### Issue type
Support
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
v2.11.1
### Custom code
Yes
### OS platform and distribution
Linux Ubuntu 20.04
### Mobile device
Android
### Python version
_No response_
### Bazel version
6.2.0
### GCC/compile... | {
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"@henghamao I have tried to replicate the code in both TF v[2.12](https://colab.research.google.com/gist/sushreebarsa/e16d74cbeafeed276592a84d5034591c/61298.ipynb) and [2.13](https://colab.research.google.com/gist/sushreebarsa/c469631cfe2252acf1a871f92496cf8a/61298.ipynb#scrollTo=7oZEGiY_t-0o). I haven't faced the ... | 2023-07-17T12:19:06 | 2023-08-11T16:56:23 | 2023-08-11T16:56:19 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
tf 2.13.0
### Custom code
Yes
### OS platform and distribution
Linux CentOS 7.9
### Mobile device
_No response_
### Python version
3.11.4
### Bazel version
_No response_
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"Correction: it doesn't crash on TPU, only nonterminating errors and nan loss as described.\r\n(the log above was wrong due to setting jit_compile=True while on TPU).\r\n\r\nCorrected error log is:\r\n\r\nWARNING:tensorflow:From /usr/local/lib/python3.8/site-packages/tensorflow/python/ops/ctc_ops.py:1512: alias_inp... | 2023-07-17T09:34:24 | 2023-07-24T14:49:28 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.12
### Custom code
Yes
### OS platform and distribution
Kaggle notebook
### Mobile device
_No response_
### Python version
3.10
### Bazel version
_No response_
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"@penpornk ",
"@penpornk done!",
"Done!"
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"Hi @cantonios, would you be able to help review this PR please?"
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cc @cantonios @nluehr @pjannaty | {
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"@AakashKumarNain Please follow [this](https://www.tensorflow.org/guide/tpu) guide to know more about the usability of TPU using TF. I tried to replicate the issue as mentioned above, and didn't face the error reported. I was able to run the code as expected. Could you please have a look at this [gist](https://cola... | 2023-07-17T05:53:45 | 2023-08-03T18:21:40 | null | MEMBER | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
2.12
### Custom code
No
### OS platform and distribution
Kaggle Notebooks
### Mobile device
_No response_
### Python version
3.8
### Bazel version
_N... | {
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"merged_at": "2023-07-... | I noticed extra copies of the callbacks.
By default, lambdas capture by const semantics. They need to marked mutable to move capture.
See https://godbolt.org/z/3Ec6zcK8r
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"> ### Issue type\r\n> Documentation Feature Request\r\n> \r\n> ### Have you reproduced the bug with TensorFlow Nightly?\r\n> Yes\r\n> \r\n> ### Source\r\n> source\r\n> \r\n> ### TensorFlow version\r\n> Tf2.8\r\n> \r\n> ### Custom code\r\n> Yes\r\n> \r\n> ### OS platform and distribution\r\n> _No response_\r\n> \r\... | 2023-07-16T21:10:22 | 2023-07-16T21:55:31 | 2023-07-16T21:55:30 | NONE | spam | null | null | ### Issue type
Documentation Feature Request
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
Tf2.8
### Custom code
Yes
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
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"@pjpratik I was able to replicate the issue, please find the [gist](https://colab.research.google.com/gist/sushreebarsa/d81e141e46491014502142931af458bc/61290.ipynb) here. Thank you!",
"Hi @drubinstein \r\n\r\nYou might need to add in\r\n\r\nhttps://github.com/tensorflow/tensorflow/blob/master/tensorflow/compile... | 2023-07-16T18:32:37 | 2024-01-31T19:28:23 | null | CONTRIBUTOR | null | null | null | **System information**
- MacOS 13.4.1
- binary (via pip)
- 2.13.0
**Provide the text output from tflite_convert**
```python3
loc(callsite(callsite(fused["Complex:", callsite("sequential/lambda/Complex@__inference__wrapped_model_30"("/opt/homebrew/lib/python3.11/site-packages/tensorflow/python/util/dispatch.py... | {
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"Hi @zamazan4ik ,\r\n\r\nThanks for reporting.I have to setup required environment and then will try to replicate the issue and let you know. Thanks",
"Just to note - the issue can be easily fixed by adding the missing `cstdint` header and using `std::uint64_t` and `std::size_t` types (I did just this on my local... | 2023-07-16T12:53:20 | 2023-12-03T04:28:18 | null | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
master branch
### Custom code
No
### OS platform and distribution
Fedora 38
### Mobile device
_No response_
### Python version
_No response_
### Bazel version
Automatically... | {
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"@SirKnightV If you want to use a gpu for TF , then please follow [this](https://www.tensorflow.org/guide/gpu#:~:text=TensorFlow%20supports%20running%20computations%20on,that%20is%20visible%20to%20TensorFlow.) guide. This [doc](https://github.com/tensorflow/docs/blob/master/site/en/guide/gpu.ipynb) will give you t... | 2023-07-16T09:06:06 | 2023-08-06T01:48:30 | 2023-08-06T01:48:27 | NONE | null | null | null | ### Issue type
Documentation Feature Request
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
tf 2.13.0
### Custom code
Yes
### OS platform and distribution
Windows 10 Pro 22H2
### Mobile device
_No response_
### Python versi... | {
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"Hi @PhyllisJi,\r\n\r\nThere is a new parameter called momentum in Batch Normalization which makes a difference during inference.\r\n\r\nFor Batch Normalization - **During inference (i.e. when using evaluate() or predict() or when calling the layer/model with the argument training=False (which is the default), the ... | 2023-07-16T03:39:41 | 2023-08-09T01:52:23 | 2023-08-09T01:52:20 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
tf2.12.0
### Custom code
Yes
### OS platform and distribution
MacOs
### Mobile device
_No response_
### Python version
3.9
### Bazel version
_No resp... | {
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"@GF-Huang \r\nCould you have a look at the below example of what decode jpeg function does in TensorFlow;\r\n```\r\n\r\nimport tensorflow as tf\r\npath_image = \"/content/kitten.jpg\"\r\nimage_open = open(path_image, 'rb')\r\nread_image = image_open.read()\r\nimage_decode = tf.image.decode_jpeg(read_image)\r\nimag... | 2023-07-15T13:33:28 | 2023-07-24T04:13:14 | 2023-07-23T08:50:23 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
2.10.1
### Custom code
Yes
### OS platform and distribution
Win11 22H2
### Mobile device
_No response_
### Python version
3.10.11
### Bazel version
_No response_
### GCC/compiler ver... | {
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"Hi @innat,\r\n\r\nThanks for reaching us. I have replicated the reported behaviour and attaching [gist](https://colab.research.google.com/gist/SuryanarayanaY/dfa90a5e94ff3f5d136bc2d27b72e6f0/61285_-grqad_of_pytorch_tf.ipynb) here for reference. Gradients will return None when `target` and `sources` not connected i... | 2023-07-15T11:35:56 | 2023-08-26T01:52:02 | null | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
tf 2.12
### Custom code
Yes
### OS platform and distribution
_No response_
### Mobile device
_No response_
### Python version
_No response_
### Bazel v... | {
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"@ubless607 \r\nIn order to expedite the trouble-shooting process, please provide the complete code snippet to reproduce the issue reported here. Please share all the dependencies [here](https://colab.research.google.com/gist/sushreebarsa/97272f7c7ea8dfcce3a2842680c7fe6e/61284.ipynb). Thank you!",
"This issue is ... | 2023-07-15T04:12:59 | 2023-08-06T01:48:32 | 2023-08-06T01:48:29 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
source
### TensorFlow version
tf 2.13
### Custom code
No
### OS platform and distribution
Linux Ubuntu 18.04.6 LTS
### Mobile device
_No response_
### Python version
3.10
### Bazel version
_No response_
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"Hi @YaoJiayi \r\n\r\nYou can expand the dimension by using expand_dims:\r\nx = np.expand_dims(x,axis=0)\r\n\r\nYou can also refer to a similar issue [#34720](https://github.com/tensorflow/tensorflow/issues/34720)\r\n\r\nPlease have a look at the gist [here](https://colab.research.google.com/gist/Varsha-anjanappa/7... | 2023-07-14T22:13:11 | 2023-08-02T01:49:41 | 2023-08-02T01:49:38 | NONE | null | null | null | ### 1. System information
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Linux Ubuntu 20.04
- TensorFlow installation (pip package or built from source): pip
- TensorFlow library (version, if pip package or github SHA, if built from source): 2.14.0-dev20230602
### 2. Code
This is the minimized code... | {
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"@GF-Huang [Migrate the SavedModel workflow](https://www.tensorflow.org/guide/migrate/saved_model), will guide you to migrate TF1 saved model to TF2 compatible. Please have a look at this [link](https://www.tensorflow.org/guide/migrate/saved_model#tensorflow_1_load_a_savedmodel_with_tfsaved_modelload) to export the... | 2023-07-14T21:48:59 | 2023-08-03T01:51:13 | 2023-08-03T01:51:11 | NONE | null | null | null | ### Issue type
Support
### Have you reproduced the bug with TensorFlow Nightly?
No
### Source
binary
### TensorFlow version
v2.10.0-76-gfdfc646704c 2.10.1
### Custom code
Yes
### OS platform and distribution
Win11 22H2
### Mobile device
_No response_
### Python version
3.10.11
### Bazel version
_No res... | {
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"Hi @FGRCL ,\r\n\r\nI have gone through the issue and replicated the reported behaviour and attached [gist](https://colab.research.google.com/gist/SuryanarayanaY/fff1cc34b602cdc91dcafb5f3a0051ba/61281_nightly.ipynb) for reference. What I observed is even with Numpy for empty arrays Numpy also generating `nan` only ... | 2023-07-14T19:06:49 | 2024-02-07T01:46:47 | 2024-02-07T01:46:41 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
v1.12.1-96880-g4499c968316 2.14.0-dev20230714
### Custom code
No
### OS platform and distribution
macOS 13.2.1
### Mobile device
v
### Python version
3.11.4
### Bazel version
n/a
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"Can you give advice on how to add IRFFT2D for the converter? I can't find a guide and I realize this PR is missing the MLIR implementation for the TF->TFLite conversion. ",
"All mlir and lite tests should be passing now",
"Bump. I've noticed that other people are making changes to similar files. Before I go an... | 2023-07-14T11:44:00 | 2024-06-07T16:09:49 | null | CONTRIBUTOR | null | false | {
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} | IRFFT2D has been implemented in TFLite for a couple of years now. In a lot of my use cases, the models I work with have both an RFFT2D (already builtin) and an IRFFT2D (not builtin) step and having IRFFT2D promoted to a built-in op would be massively useful for me. In this PR, I removed IRFFT2D from the custom ops list... | {
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"@Imacder Keras separates the concerns of saving your model architecture and saving your model weights.\r\nThe model structure can be described and saved using two different formats: JSON and YAML. You can save a model with model.save() or [keras.models.save_model()](https://www.tensorflow.org/api_docs/python/tf/ke... | 2023-07-14T08:34:09 | 2023-08-03T01:51:18 | 2023-08-03T01:51:15 | NONE | null | null | null | ### Issue type
Bug
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
source
### TensorFlow version
2.13.0
### Custom code
Yes
### OS platform and distribution
Mac mini m1
### Mobile device
_No response_
### Python version
3.9
### Bazel version
_No... | {
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"@jyingl3 can you help to have a look? thanks"
] | 2023-07-14T04:32:34 | 2023-08-18T10:30:02 | 2023-08-18T10:30:02 | CONTRIBUTOR | null | false | {
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"Thank you for reviewing the PR, I have addressed your comments. For the code refactoring, yes, we will create a separate PR after this is merged.",
"(Just for future reference)\r\nAll 3 failures seem unrelated.\r\n\r\n[AMD ROCm](http://ml-ci.amd.com:21096/blue/organizations/jenkins/tensorflow%2Fgithub-prs-upstre... | 2023-07-13T23:08:16 | 2023-07-21T20:53:30 | 2023-07-21T20:53:30 | CONTRIBUTOR | null | false | {
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"merged_at": "2023-07-... | - oneDNN v3.x requires Bias to be passed as float in QuantizedMatMul. There are some models that have Bias as QINT32. So we convert that Bias to float with proper scaling. This PR caches the scaled bias in the first iteration to avoid doing that conversion in subsequent iterations.
- This PR also enables weight cach... | {
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"Hi @sachinprasadhs Any update on this PR? Please. Thank you!",
"This PR is stale because it has been open for 14 days with no activity. It will be closed if no further activity occurs. Thank you.",
"Hi @sachinprasadhs Any update on this PR? Please. Thank you!",
"This PR is stale because it has been open for ... | 2023-07-13T22:30:25 | 2023-11-10T21:03:24 | 2023-11-10T21:03:22 | CONTRIBUTOR | null | false | {
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Fixes: https://github.com/tensorflow/tensorflow/issues/61163 | {
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"The error you are encountering indicates that the C code is unable to find the required TensorFlow C header files. To resolve this issue, you need to ensure that the necessary header files and libraries are correctly included in your build environment.\r\n\r\nHere are the steps to fix the issue:\r\n\r\n1. Make sur... | 2023-07-13T21:56:35 | 2023-08-03T01:51:21 | 2023-08-03T01:51:18 | NONE | null | null | null | ### Issue type
Build/Install
### Have you reproduced the bug with TensorFlow Nightly?
Yes
### Source
binary
### TensorFlow version
2.13.0
### Custom code
No
### OS platform and distribution
Windows 10 x86_64
### Mobile device
_No response_
### Python version
3.10.8
### Bazel version
_No response_
### ... | {
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"Hi, \r\n\r\nI don't we have any distributions done for Node Red and we don't provide any support outside of our releases published in our Github repo, https://pypi.org/project/tensorflow/.\r\n\r\nFrom the `Node Red` document, I was able to find the way to Install Tensorflow using community build. \r\nFor more deta... | 2023-07-13T19:42:52 | 2023-07-30T01:52:03 | 2023-07-30T01:52:00 | NONE | null | null | null | Hello, I am getting a tensor flow to install on my node red. It seems like there is and install issue and I keep on getting the error pictured below. I have also tried import an model from teachable machine too and I get the same error please help.
![Capture](https://github.com/tensorflow/tensorflow/assets/139502937/3... | {
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"Hi @elfringham Can you please resolve conflicts? Thank you!",
"Hi @elfringham Can you please resolve conflicts? Thank you!",
"@gbaned conflicts resolved. Sorry for the delay but I was out last week.",
"(Just for future reference)\r\n[AMD ROCm](http://ml-ci.amd.com:21096/blue/organizations/jenkins/tensorflow%... | 2023-07-13T16:34:20 | 2023-08-22T14:08:37 | 2023-07-25T14:13:34 | CONTRIBUTOR | null | false | {
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"@HemiFate,\r\nCould you please provide the complete standalone code and the tensorflow version you are trying to reproduce the issue which helps us to analyse the issue in an effective way. Thank you!",
"This issue is stale because it has been open for 7 days with no activity. It will be closed if no further act... | 2023-07-13T13:03:01 | 2023-08-18T01:46:32 | 2023-08-18T01:46:30 | NONE | null | null | null | In TFLite, I wrote a custom delegate in C++ and encountered an error: "Segmentation fault". This error occurs after the initialization is complete and specifically after the invocation of interpreter->invoke(). The custom delegate's prepare function is executed, but the eva function is not executed. | {
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