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https://api.github.com/repos/huggingface/transformers/issues/23301
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Agents extras
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Approved as seen offline" ]
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Adds an extras for `agents`. Fix https://github.com/huggingface/transformers/issues/23298
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Add gradient_checkpointing parameter to FlaxWhisperEncoder
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Merging as the failing tests are also failing on main and not related to this PR" ]
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Ref https://github.com/huggingface/transformers/pull/23173#discussion_r1188815621 @sanchit-gandhi
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Add gradient_checkpointing parameter to FlaxWhisperEncoder.
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Ref https://github.com/huggingface/transformers/pull/23173#discussion_r1188815621 @sanchit-gandhi
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ImportError: Datasets needs to be installed if not passing speaker embeddings.
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[ "Thanks @pannous! Indeed, we should show what are the requirements. The error you're getting is due to `datasets` not being installed.", "This PR should fix it: https://github.com/huggingface/transformers/pull/23301" ]
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### System Info - `transformers` version: 4.29.0 - Platform: macOS-13.3.1-arm64-arm-64bit - Python version: 3.10.10 - Huggingface_hub version: 0.14.1 - Safetensors version: 0.3.1 - PyTorch version (GPU?): 2.0.0 (False) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not instal...
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Fix broken links in the agent docs
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# What does this PR do? This PR fixes a bung of broken links in the documentation.
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23,296
Seq2Seq Trainer Handling for MLFlow Exception
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[ "We don't maintain the MlFlow integration ourselves, so I can't really help. Maybe try to tag the persons who added it?", "Thanks for the quick reply! Although my question involves MLFlow, I think the question more broadly is:\r\n\r\nif an integration callback throws an error, how can we disable that integration ...
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CONTRIBUTOR
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### System Info Transformers 4.28.1, torch 1.13.1 When using the Seq2SeqTrainer with the MLFlow integration enabled, if I lose my connection to mlflow after the training has begun (if the server crashes or if there is a network error), MLFlow throws the exception: ``` raise MlflowException(f"API request to {url...
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23,295
Update conditional logic and -> or in SAM postprocessing
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@younesbelkada exactly but with the current implementation it could also be a list of arrays and the exception would not be thrown", "FYI, this PR triggered 3 test failures on the CI.\r\n\r\n(The third one is GPU OOM, which is like...
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CONTRIBUTOR
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should be ors here
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23,294
Getting ValueError: model.shared.weight doesn't have any device set in running a M2M100's-12B model on colab while using with accelerate
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[ "Hi @abhishektcs1, thanks for reporting this issue! \r\n\r\nCould you provide information about the running environment: run `transformers-cli env` in the terminal and copy-paste the output? ", "> Hi @abhishektcs1, thanks for reporting this issue!\r\n> \r\n> Could you provide information about the running environ...
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NONE
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### System Info I am getting following error while using accelerate for M2M100 on google colab pro. Following is the code snippet: import torch device=torch.device('cuda' if torch.cuda.is_available() else 'cpu') from transformers import AutoConfig, M2M100ForConditionalGeneration, M2M100Tokenizer, AutoModel f...
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unpin tf prob
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# What does this PR do? unpin tf prob
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Update custom_tools.mdx: fix link
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CONTRIBUTOR
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Wrong parantheses
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add GPTJ/bloom/llama/opt into model list and enhance the jit support
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[ "@amyeroberts please help review", "@jiqing-feng @yao-matrix", "_The documentation is not available anymore as the PR was closed or merged._", "@amyeroberts for context, this PR builds upon https://github.com/huggingface/transformers/pull/22265 -- an example of how to JIT trace text generation", "> Thanks f...
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CONTRIBUTOR
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# What does this PR do? extend the text generation to more model - generate: @gante
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23,290
Problem with Transformers Agents: audio generation
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[ "How does it go if you decompose the process in several steps ? \r\n\r\nfor example : \r\n```python\r\nroom = agent.run(\"Generate an image of a 19th century ballroom\")\r\ndescription = agent.run(\"describe the contents of the `image`\", image=room)\r\naudio = agent.run(\"Read out load the content of `description`...
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### System Info Hello. I'm exploring Transformers Agents capabilities and wanted to generate an image and ask the agent to say what it contains. I created the image with the command: room = agent.run("Generate an image of a 19th century ballroom") that works fine, but when I ask to describe the image with: aud...
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PR_kwDOCUB6oc5QRo6W
23,289
Update transformers_agents.mdx
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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Make `huggingface-tools` to [`huggingface-tools`](https://huggingface.co/huggingface-tools)
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23,288
Temporarily increase tol for PT-FLAX whisper tests
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[ "Updated issue #23258 to reference this PR too", "_The documentation is not available anymore as the PR was closed or merged._" ]
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# What does this PR do? Flax whisper equivalence tests have also started to fail in a flaky manner with small increase in the difference between the PT and FLAX model e.g. for [this run](https://app.circleci.com/pipelines/github/huggingface/transformers/64230/workflows/e2d42ca4-f367-4a85-9054-a0ea99e49849/jobs/79453...
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PR_kwDOCUB6oc5QRTg2
23,287
Added missing " in CHAT_PROMPT_TEMPLATE
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Merging as failing test is independent of this PR and has been resolved on main. " ]
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CONTRIBUTOR
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# What does this PR do? It adds a missing `"` in `CHAT_PROMPT_TEMPLATE`
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I_kwDOCUB6oc5lpdw7
23,286
`offset_alibi` is not used
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[ "Hi @JaheimLee, thanks for raising an issue! \r\n\r\nThis is a question best placed in our [forums](https://discuss.huggingface.co/), as we try to reserve the github issues for feature requests and bug reports. Another good place to ask would be opening a discussion [on the model page on the hub](https://huggingfac...
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NONE
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What's the meaning of `offset_alibi`? It's not used in Bloom's source codes. Does it make sense?
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23,285
AutoModelFromCausalLLM of Bloom not releasing GPU memory after each inference batch
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[ "Hi @chuckhope, thanks for raising this issue. \r\n\r\nSo that we can best help, could you provide the following information: \r\n* a minimal code snippet to reproduce the error\r\n* Information about the hardware - are you running on a single GPU? \r\n* Information about the model - are you using a single checkpoi...
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### System Info Hi there, I have set torch.no_grad() and torch.cuda.empty_cache(), but the GPU still encounters out-of-memory (OOM) errors after a few inferences. My torch version is 1.13.1, deepspeed version is 0.9, and transformer version is 4.28. ### Who can help? _No response_ ### Information - [ ] The officia...
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23,284
[WIP]/[DRAFT] Add ImageBind model
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[ "@shehanmunasinghe Awesome work with all these model PRs 🤗 let me know when it's ready for review! ", "This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.\n\nPlease note that issues that do not fol...
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CONTRIBUTOR
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# What does this PR do? Adding ImageBind model (DRAFT/ WORK IN PROGRESS - not ready for review yet) <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully r...
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23,282
T5-Flan Resuming Int-8 / LoRA / Deepspeed Checkpoint
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[ "Totally didnt try the trainer, but it works!\r\n`trainer.train('checkpoint-xxxx')`" ]
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### System Info transformers 4.29 accelerate 0.19 peft 0.3 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [X] My own task or dataset (give deta...
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23,280
[bloomz] attn_mask return bool, but Deepspeed softmax input needs int
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[ "Hi @shenzhuo, \r\n\r\nThe linked PR was closed and the commits not added - the PR introducing the change was #18344. From the PR description, it seems converting `causal_mask` to `bool` was intentional and not a side-effect. I'll let @thomasw21 explain why this change was made :) ", "Yeah so there's no reason to...
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### System Info - `transformers` version: 4.27.1 - Platform: Linux-4.18.0-240.el8.x86_64-x86_64-with-glibc2.2.5 - Python version: 3.8.12 - Huggingface_hub version: 0.13.3 - PyTorch version (GPU?): 1.11.0+cu102 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not installed...
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23,279
xlm-roberta-xlarge doesn't exist
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[ "Hi @Jack000 , thanks for reporting this issue. \r\n\r\nThis is indeed odd - the checkpoint being reference doesn't seem to exist. In the original PR adding the model to the library - it seems the [checkpoints were added under the facebook org](https://github.com/huggingface/transformers/pull/13727#pullrequestrevie...
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### System Info from https://huggingface.co/docs/transformers/model_doc/xlm-roberta-xl `model = XLMRobertaXLForSequenceClassification.from_pretrained("xlm-roberta-xlarge") ` I can't find xlm-roberta-xlarge on https://huggingface.co/models there's facebook/xlm-roberta-xl - but this is the raw masked token mod...
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AttributeError: module transformers.tools has no attribute DocumentQuestionAnsweringTool keeps appearing in transformers version 4.29.0
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[ "In my case, re-installation solved the problem.\r\n\r\nI got an error:\r\n> Failed to import transformers.tools.agents ...`\r\n\r\nTry this:\r\n`$ pip install huggingface_hub>=0.14.1 git+https://github.com/huggingface/transformers@v4.29.0 diffusers accelerate datasets torch soundfile sentencepiece opencv-python op...
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### System Info - `transformers` version: 4.29.0 - Platform: macOS-13.3.1-arm64-arm-64bit - Python version: 3.10.11 - Huggingface_hub version: 0.14.1 - Safetensors version: not installed - PyTorch version (GPU?): 2.0.1 (False) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): no...
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23,277
Fix doctest files fetch issue
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[ "_The documentation is not available anymore as the PR was closed or merged._", "As said offline I don't think we need to revert urgently, we can just ignore the red check on main.", "@sgugger FYI The doctest PR also has some problem running on our GitHub Actions runner. See error below.\r\nI will take a look, ...
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Reverts huggingface/transformers#23271 Embarrassingly and unfortunately, the new job `tests_pr_documientation_tests` fails at the step `Get files to test` when the job is run on the `main` branch. https://app.circleci.com/pipelines/github/huggingface/transformers/64235/workflows/54a99003-258e-4c2a-8366-b4461b3ec3...
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23,276
`transformers-cli` -> `huggingface-cli`
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[ "_The documentation is not available anymore as the PR was closed or merged._", "lgtm!" ]
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CONTRIBUTOR
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Leftover from the last PR - `transformers-cli` should be `huggingface-cli` now.
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23,275
Remove missplaced test file
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# What does this PR do? I just stumbled unto this test file leaving in `src/transformers/data` which is never executed. Upon verification with @gante nothing inside of it is necessary as it predates the logit processors, so we can safely remove it.
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23,274
Fix link displayed for custom tools
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# What does this PR do? This fixes the link displayed when a custom tool downloads code files from the Hub.
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23,273
replaced assert with raise ValueError for t5, switch_transformers, pix2struct, mt5, longt5, gptsan_japanese.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Hi @sanchit-gandhi just pushed the change that you requested.", "Awesome thanks - requesting a final review!", "Hi @amyeroberts, just pushed the changes you requested! \r\nLet me know if any more changes are needed or not.", "M...
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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23,271
Bring back the PR `Refactor doctests + add CI` to `main`
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[ "> Can you put the new testing utils (from `doctest_utils`) in `testing_utils`, so it all goes in the same place?\r\n\r\nIn this case, am I allowed to put the import of `pytest` and `_pytest` on the top level of `testing_utils`? I am asking because I see in that file there is\r\n\r\n```python\r\n try:\r\n ...
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Reverts huggingface/transformers#23245 So we can keep the PR #22987 regarding the new doctest way, but without exposing `doctest_utils` to `src/transformers`. @sgugger Let me know if you prefer to move this `doctest_utils.py` to `tests` folder.
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23,270
OPT/BioGPT: Improved attention mask shape exception
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# What does this PR do? Related exception: #23197 Currently, in OPT/BioGPT, if we don't pass an attention mask or if we pass an attention mask with a wrong shape, an exception will be printed in the attention layer: `Attention mask should be of size {(bsz, 1, tgt_len, src_len)}, but is {attention_mask.size()}`. T...
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23,269
Render custom tool docs a bit better
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# What does this PR do? This PR disables syntax highlighting on the blocks that shouldn't have it.
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23,268
Convert numpy arrays to lists before saving the evaluation metrics as json
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[ "@sgugger Can you please review this small update.", "_The documentation is not available anymore as the PR was closed or merged._", "> LGTM! Can you just run `make style` on your branch to fix the styling issue?\r\n\r\nyes, the styling issue is now fixed." ]
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eval_metrics contains: - mean_iou: float - mean_accuracy: float - overall_accuracy: float - per_category_iou: ndarray of shape (num_labels,) - per_category_accuracy: ndarray of shape (num_labels,) ndarrays are to be converted to lists for json serialization.
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23,267
Fix new line bug in chat mode for agents
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23267). All of your documentation changes will be reflected on that endpoint." ]
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# What does this PR do? Depending on the agent used we might get too many new lines here. Just stripping everything and adding the right amount fixes this.
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23,266
Refine documentation for Tools
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# What does this PR do? Refine a bit the documentation of agents and tools.
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agent fail
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[ "cc @sgugger ", "Run normally meaning? I'm not even completely sure what you want the agent to run so I don't see how the LLM could find out too ;-)\r\nMake sure to:\r\n1. Use openAI, sadly it's better than the opensource alternatives\r\n2. refine your prompt input, we have a great guide for that [here](https://h...
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### System Info transformers==4.30.0.dev0 ### Who can help? _No response_ ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or dataset (give details bel...
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23,261
Update Image segmentation description
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23,260
pin TF prob in docker files
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# What does this PR do? Same as in #23220 but for docker file
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Metadata update
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23259). All of your documentation changes will be reflected on that endpoint." ]
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Automatically updates the metadata to contain the `tool` tag.
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23,258
Flaky Whisper PT-TF & PT-Flax Equivalence Test
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[ "If this started happening recently, it might be related to https://github.com/huggingface/transformers/pull/21998\r\n\r\nIt's possible the feature extraction for PyTorch now gives different results than the TF / Flax versions. It shouldn't, but it's possible that a small difference in the preprocessed inputs is ca...
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### System Info transformers 4.29.0 dev ### Who can help? @ArthurZucker @sanchit-gandhi @ydshieh ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or d...
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1,703,719,916
PR_kwDOCUB6oc5QLrPC
23,257
Temporary tolerance fix for flaky whipser PT-TF equiv. test
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[ "Issue: #23258 ", "_The documentation is not available anymore as the PR was closed or merged._" ]
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# What does this PR do? The PT-TF whisper tests have recently become flaky e.g. for [this CI run](https://app.circleci.com/pipelines/github/huggingface/transformers/64100/workflows/b4463c5d-b3dc-4b00-a7cd-19acd096cb07/jobs/792381). Although the differences are still relatively small, it represents ~2x on the lar...
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23,256
[`gpt`] Gpt2 fix half precision causal mask
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# What does this PR do? Applies a similar fix than https://github.com/huggingface/transformers/issues/23136 but for GPT2. To reproduce: ```python import torch from transformers import AutoModelForCausalLM, AutoTokenizer model = AutoModelForCausalLM.from_pretrained("gpt2", device_map="auto", load_in_8bit=Tr...
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23,255
Improve Docs of Custom Tools and Agents
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23255). All of your documentation changes will be reflected on that endpoint." ]
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# What does this PR do? This PR improves the docs explaining how to customize prompts and corrects some grammar, spelling, code snippets of both `transformers_agent.mdx` and `custom_tools.mdx`. Also `agent.toolbox` is made a get method / property which should help both with documentation and forbid the user to overw...
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23,254
Making `safetensors` a core dependency.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "> If it is in the `install_requires` it doesn't need to be anywhere else.\r\n\r\n`tokenizers` is in the `install_requires` too, yet in a bunch of other places (I merely copied it). Isn't `tokenizers` a core dependency ? ", "Yes it...
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CONTRIBUTOR
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# What does this PR do? Making `safetensors` a core dependency. <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contrib...
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23,253
KeyError: 'num_special_tokens_to_add'
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[ "Hi @elcolie, \r\n\r\nThe error is arising because `TextDataset` takes a `tokenizer` object as its first argument for instantiation. `train_encodings` is a dictionary containing the input ids and attention mask for the text input \"shakespeare.txt\" to be fed to the model. This is what you want: \r\n\r\n```\r\ntra...
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### System Info transformers==4.28.1 M2 MBP OSX 13.2 Python 3.10.10 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [X] My own task or dataset (giv...
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23,252
Add document-question-answering in task_summary
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@stevhliu I only changed the docs. I don't know why the checks keep failing. It says it is having problems with ffmpeg?", "Thank you so much for you help @stevhliu I think I should open a new PR. I made a mess here", "I created a...
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CONTRIBUTOR
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# What does this PR do? From issue #18926 This PR adds Document Question Answering summary to task_summary.mdx It also provides an example using pipeline and this [model](https://huggingface.co/naver-clova-ix/donut-base-finetuned-docvqa) ## Who can review? @stevhliu
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1,703,456,558
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23,251
Check for Bool instead of Optionals
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[ "Hi @seboslaw, thanks for raising this issue. \r\n\r\nI don't believe the logic there is checking for `None` values. In [L2850](https://github.com/huggingface/transformers/blame/3335724376319a0c453049d0cd883504f530ff52/src/transformers/generation/utils.py#L2850), `return_dict_in_generate` is set to either the bool ...
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Hey guys, forgive me if this note is naive (I'm not a Python professional) but during debugging the code I got thrown off by this line: ``` if return_dict_in_generate and output_scores: beam_indices = tuple((beam_indices[beam_idx[i]] + (beam_idx[i],) for i in range(len(beam_indices)...
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1,703,226,917
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23,250
skip_special_tokens has different behavior between slow and fast tokenizer
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[ "I'd like to confirm my understandings to the concept, since the [PR 23312](https://github.com/huggingface/transformers/pull/23312) is in progressing:\r\n\r\nIn 🤗 Transformers, for both slow and fast tokenizers, there are only two types of tokens:\r\n\r\n- ***normal tokens***: these tokens can be split. These toke...
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### System Info - `transformers` version: 4.26.1 - Platform: Linux-5.10.16.3-microsoft-standard-WSL2-x86_64-with-glibc2.31 - Python version: 3.9.16 - Huggingface_hub version: 0.12.1 - PyTorch version (GPU?): 1.12.1+cu113 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not ...
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23,249
Every call to the generate method will repeatedly print "Generate config {config}" on the console
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[ "cc @gante ", "Hey @Silypie 👋 \r\n\r\nConsider the following points:\r\n1. `logger.info` messages are not printed by default\r\n2. Logging with `info` on `from_dict` configuration methods is also standard across the library\r\n3. This line should only be reached from `.generate()` in a legacy setup\r\n\r\nBecaus...
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https://github.com/huggingface/transformers/blob/3335724376319a0c453049d0cd883504f530ff52/src/transformers/generation/configuration_utils.py#L577 Is it feasible to delete this line of code? Or is there a better way?
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23,248
Incorrect preprocessing in run_t5_mlm_flax.py
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[ "Hi @BSharmi, \r\n\r\nThe example code here isn't exactly the same as the `run_t5_mlm_flax.py` script and is missing some important lines. For example, [this one](https://github.com/huggingface/transformers/blob/291c5e9b256ad3ae970f8ef47d1693f3ae976a6e/examples/flax/language-modeling/run_t5_mlm_flax.py#LL660C10-L66...
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### System Info Hi there! I am running the run_t5_mlm_flax.py as is and noticed this error `ValueError: `input_ids` are incorrectly preprocessed. `input_ids` length is 922, but should be 1024.` while running ``` for step, batch_idx in enumerate(tqdm(train_batch_idx, desc="Training...", position=1)): ...
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Fix `from_config`
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# What does this PR do? Resolves https://github.com/huggingface/transformers/issues/23241 <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects th...
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Revert "[Doctests] Refactor doctests + add CI"
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23245). All of your documentation changes will be reflected on that endpoint." ]
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Reverts huggingface/transformers#22987 This PR created a hard dependency on `pytest` which we don't want in Transformers. Looking a bit more it would be better if the whole `doctest_utils.py` module lived outside of the Transformers library, so it should be structured differently.
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Hot Fix
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[ "_The documentation is not available anymore as the PR was closed or merged._", "No need to have this PR anymore after #23245 and the decision made there." ]
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# What does this PR do? Fix the failing GitHub Action `Update Transformers metadata` due to the missing `pytest` after PR #22987. But it's kind strange that a simple `from transformers.utils import direct_transformers_import` will need `pytest`. Maybe we need to re-think if to have `from .doctest_utils import HfDocT...
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23,243
CTC example: updated trainer parameters to save tokenizer
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks @MKhalusova!" ]
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The current example only passes `feature_extractor` to `Trainer` and thus `tokenizer` is not saved and won't be pushed to Hub. This PR fixes this by passing the `processor` to `Trainer`. It can probably be refactored further to get the tokenizer and feature_extractor from the instantiated processor, but with regard to ...
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CTC example: updated trainer parameters to save tokenizer
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[ "Sorry, wrong branch, will open a new PR", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23242). All of your documentation changes will be reflected on that endpoint." ]
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The current example only passes `feature_extractor` to `Trainer` and thus `tokenizer` is not saved and won't be pushed to Hub. This PR fixes this by passing the `processor` to `Trainer`. It can probably be refactored further to get the tokenizer and feature_extractor from the instantiated processor, but with regard to ...
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`from_config` errors for `bigcode/santacoder`
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[ "Not an expert but I feel like we could do something here https://github.com/huggingface/transformers/blob/main/src/transformers/models/auto/auto_factory.py#L410-L411\r\n\r\n```diff\r\n class_ref = config.auto_map[cls.__name__]\r\n if \"--\" in class_ref:\r\n repo_id, class_ref ...
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### System Info transformers commit (current main branch): c34a525d2 ### Who can help? @sgugger ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [X] My own task or dataset (give deta...
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[New model] ImageBind: One Embedding Space To Bind Them All
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[ "Hi @xenova , I would like to work on implementing this model.", "> Hi @xenova , I would like to work on implementing this model.\n\nSweet!", "Hi, since it looks like the PR for this model (#23284) has been closed, I would be interested in working on a new PR to implement the ImageBind model :)", "I have open...
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### Model description As stated in their [blog post](https://ai.facebook.com/blog/imagebind-six-modalities-binding-ai/), > "[ImageBind is] the first AI model capable of binding information from six modalities. The [model](https://github.com/facebookresearch/ImageBind) learns a single embedding, or shared represent...
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[docs] Audio task guides fixes
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Related to https://github.com/huggingface/transformers/issues/23188 and https://github.com/huggingface/transformers/issues/23222 In the guide examples, only `feature_extractor` is passed to `Trainer`, so that's the only part of the processor that gets pushed to Hub. This PR fixes the docs to pass `processor` to Trai...
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[Bug] Failiure to generate Diffusion images / AI language responses when upgrading past 4.19.2
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[ "This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.\n\nPlease note that issues that do not follow the [contributing guidelines](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md) a...
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### System Info I've posted this to both Auto1x4 and Opinionated, but I don't think it's an issue on their end. So here I am. For some reason, I am completely unable to generate images or use ai language models if I upgrade my transformers past 4.19.2. This ticket details my enite [install/diagnostic workflow](h...
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Cannot Convert CLIP to TensorRT
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[ "When it comes to production and deployment, you should use TensorFlow. This repo already supports TFCLIPModel and Triton Inference Server supports Tensorflow as well. I was able to convert some TF models in this repo into TensorRT without any bugs (including CLIP), and the success rate is 100%. For CLIP model, I r...
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### System Info - `transformers` version: 4.26.1 - Platform: Linux-4.14.301-224.520.amzn2.x86_64-x86_64-with-glibc2.29 - Python version: 3.8.10 - Huggingface_hub version: 0.14.1 - PyTorch version (GPU?): 1.13.1+cu117 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not in...
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accelerate deepspeed and gradient accumulation integrate
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[ "_The documentation is not available anymore as the PR was closed or merged._", "> Thanks for working on this. Is the diff longer than expected because of other PRs to be merged before?\r\n\r\nDue to updating from main, it is not showing the diff wrt previous branches. Weird. \r\n\r\n> Might be cool to Have Stas ...
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### What does this PR do? 1. Shift deepspeed integration to accelerate 2. Shift Gradient Accumulation to Accelerate 3. Merge after #23168 4. no user facing change. Now user can use `accelerate launch` with trainer for DeepSpeed, e.g.: ``` accelerate launch --num_processes=2 --mixed_precision=bf16 --use_deepspeed...
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Support ratios for `logging_steps`, `eval_steps`, and `save_steps`
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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23,234
Overhaul TF serving signatures + dummy inputs
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[ "_The documentation is not available anymore as the PR was closed or merged._", "This should be ready to review now - it shouldn't affect any existing models, as all our existing models override `serving`, `serving_output` and `dummy_inputs`. However, it should hopefully be a default that \"just works\" for a lot...
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Right now, our default TF serving signature is only really appropriate for BERT-like models, which means it needs to be overridden in most cases. This PR does inspection of `self.call` to figure out what to actually use, but can still be overridden if required. It also moves the definition of the serving signature to t...
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404 Client Error: Not Found for url: https://huggingface.co/api/models/bert-large-cased
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[ "Same here.\r\nIt seems to have something to do with [this](https://twitter.com/huggingface/status/1655760648926642178)", "This is a duplicate of #23228 and #23229. The HuggingFace Hub is undergoing some problems, you can follow progress on resolution on the [HF status twitter](https://twitter.com/hf_status) acco...
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### System Info - `transformers` version: 4.9.1 - Platform: Linux-4.15.0-210-generic-x86_64-with-debian-buster-sid - Python version: 3.7.10 - PyTorch version (GPU?): 1.9.0 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not installed (NA) - Jax version: not installed - Ja...
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Add Japanese translation to accelerate.mdx
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks a lot!" ]
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CONTRIBUTOR
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# What does this PR do? Adds Japanese translation to accelerate.mdx <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your aweso...
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23,231
Whisper is inconsistent with returning last segment
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[ "Thanks for the super comprehensive write-up! For sure, let's discuss here what the best approach to fixing this issue is. Here are my thoughts:\r\n1. It's better to return the last segment with an incomplete timestamp rather than dropping it completely - when decoding with timestamps, many users will look just at ...
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### Feature request When the input audio is cut off in the middle of a word, Whisper may not predict an ending timestamp. How we handle this differs between decoding using the tokenizer or using a pipeline. It's also different from how OpenAI handles this. To see what happens, let's run Whisper: ```python # loa...
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23,230
llama model can't generate EOS
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[ "cc @ArthurZucker ", "Hey!\r\nThis seems to be a bit similar to #23175. \r\nWhen the `generate` function is called, it should stop once the `eos_token` (which is `2`). \r\nIf the model does not predict it, then the generate function will not stop. This can come from the training, but is most probably not an issue...
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### System Info python 3.8.16 torch 1.13.1 transformers 4.28.0 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folde...
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OSError: sentence-transformers/all-distilroberta-v1 is not a local folder and is not a valid model identifier listed on 'https://huggingface.co/models'
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[ "Experiencing the same issue with a different model. Looks like [the entire sentence-transformers page](https://huggingface.co/sentence-transformers) is down. Hopefully a fix is on the way.\r\n\r\nUPDATE: Indeed, it looks like HuggingFace is aware of the issues and working on it: https://twitter.com/huggingface/sta...
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### System Info - `transformers` version: 4.28.1 - Platform: macOS-13.3-x86_64-i386-64bit - Python version: 3.9.6 - Huggingface_hub version: 0.13.4 - Safetensors version: not installed - PyTorch version (GPU?): 1.13.1 (False) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not...
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504 Server Error: Gateway Time-out for BertTokenizer
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[ "Hi @ZhengMengbin, thanks for raising this issue. \r\n\r\nWe had a short outage of the hub website and API earlier today, which is likely the result of the 504 error. I'm able to load the `bert-base-uncased` checkpoint locally on the dev branch of transformers.\r\n\r\nIf the error persists on your end, could you re...
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`File /usr/local/lib/python3.9/dist-packages/huggingface_hub/utils/_errors.py:259, in hf_raise_for_status(response, endpoint_name) 258 try: --> 259 response.raise_for_status() 260 except HTTPError as e: File /usr/local/lib/python3.9/dist-packages/requests/models.py:1021, in Response.raise_for_status(s...
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Fix typo ; Update output.mdx
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# What does this PR do? Fixes a typo. <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, plea...
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23,226
NSP Support for Zero-shot Text Classification Pipeline
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[ "cc @Narsil " ]
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### Feature request Zero-shot classification can be solved with NextSentencePrediction task of BERT, and it has shown competitive results to NLI-based zero-shot classification in some cases. There could be a parameter where we choose the type of submethod that we are going to use for the pipeline like `pipeline(task...
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fix: Update run_qa.py to work with deepset/germanquad
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23225). All of your documentation changes will be reflected on that endpoint.", "Could you explain what fails when leaving the code as is?", "Sure! I get a `pyarrow` error that the format of `predictions` does not match t...
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CONTRIBUTOR
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# What does this PR do? This updates the `run_qa.py` script in the `examples/pytorch/question-answering` folder to work with the `deepset/germanquad` dataset. The script expects the ID field for each example in the dataset to be a string type, but the previously mentioned dataset stores the ID field as an int. So I ad...
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[SAM] Add resources
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23224). All of your documentation changes will be reflected on that endpoint." ]
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# What does this PR do? This PR adds links to 2 demo notebooks I made regarding SAM. It also fixes a hyperlink which didn't render properly in the docs. cc @younesbelkada
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23,223
Fix wav2vec2 is_batched check to include 2-D numpy arrays
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[ "Note: I was having some trouble running the relevant test(s). For instance, `pytest tests/models/wav2vec2/test_feature_extraction_wav2vec2.py` fails with \r\n\r\n```\r\nFile ... path/to/file/transformers/src/transformers/training_args.py\", line 67, in <module>\r\n from accelerate import PartialState\r\nImportE...
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# What does this PR do? Fixes #22175 so it treats 2-D numpy arrays as being batched. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [X] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/...
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ASR example doesn't save tokenizer settings
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[ "The comment on `Trainer.push_to_hub` does say `Upload *self.model* and *self.tokenizer* to the 🤗 model hub`. And in fact, it does call the trainer's `tokenizer.save_pretrained` function. However, in `run_speech_recognition_ctc.py`, `tokenizer` is set to `feature_extractor` in the initialization, and `Wav2Vec2Feat...
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### System Info - `transformers` version: 4.28.1 - Platform: Windows-10-10.0.22621-SP0 - Python version: 3.11.2 - Huggingface_hub version: 0.14.1 - Safetensors version: not installed - PyTorch version (GPU?): 2.0.1+cu117 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): n...
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T5 working on cpu but not gpu
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[ "Hi @mystsec, thanks for raising this issue! \r\n\r\nVersion 4.16.2 is over a year old and since then there have been a lot of updates to our generation code. I'm able to run the example provide on the most recent release of transformers - v4.28.1\r\n\r\n", "@amyeroberts I updated transformers to 4.28.1, and now ...
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### System Info transformers 4.16.2 ubuntu 22.04 python 3.10.6 gpu = amd radeon vii torch 2.0.1 + rocm 5.4.2 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` folder (s...
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Pin tensorflow-probability
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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# What does this PR do? All is said in the title. Latest release requires TensorFlow>=2.12 which we don't support (not sure why, it's been a month and a half).
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ValueError: DistilBertModel does not support gradient checkpointing.
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[ "Yes DistilBert does not support gradient checkpointing. DistilBERT is a small model, so that feature is not needed for it.", "I want to run this model across large batch sizes to see how much I can benefit from this. Is there any way I can enable for this model as well using torch.utils.checkpoint.checkpoint, bu...
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How to enable the "gradient_checkpointing" for DistilBert model ? However, it's working fine for the Bert model, I've followed the steps given on this page to enable it https://huggingface.co/docs/transformers/v4.18.0/en/performance I've gone through the huggingface code of respective classes and found that the fea...
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23,218
Model outputs are impacted by the aspect ratios of other images in a batch
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[ "Hi @rstebbing, \r\n\r\nIndeed, this is a pretty tricky issue. You're understanding of the image processor and model matches mine :) \r\n\r\nIt seems that the effect of batch size is something the authors were aware of: https://github.com/facebookresearch/detr#evaluation, although they don't specify why e.g. the in...
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### System Info - `transformers` version: 4.27.4 - Platform: macOS-13.3.1-arm64-arm-64bit - Python version: 3.10.11 - Huggingface_hub version: 0.13.3 - PyTorch version (GPU?): 1.13.1 (False) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not installed (NA) - Jax version: not in...
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Paged Optimizer + Lion Optimizer for Trainer
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[ "_The documentation is not available anymore as the PR was closed or merged._", "This feature truely needed, does there any timeline on when will new release of bitesandbytes?" ]
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# What does this PR do? This PR introduces one new optimizer (Lion) and one new feature from bitsandbytes (paged optimizers) for the trainer `--optim` variable. Paged optimizers is an idea that will be published in an upcoming paper where we fine-tune 65B models on a single GPU. Paged optimizers use as much GPU ...
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docs: Fix broken link in 'How to add a model...'
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# What does this PR do? See https://huggingface.co/docs/transformers/add_new_model#run-a-pretrained-checkpoint-using-the-original-repository:~:text=Get%20familiar%20with%20the%20original%20repository No issue filed <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, y...
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transformers.set_seed seems to do nothing
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[ "@mojejmenojehonza 👋\r\n\r\nTwo notes:\r\n1. You should pass `do_sample=True` in your generation config or in your `.generate()` call. Most models have it off by default, causing the generation to be deterministic (and ignoring parameters like `temperature`, `top_k`, etc).\r\n2. With `temperature=0.2`, the relativ...
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### System Info - `transformers` version: 4.28.0.dev0 - Platform: Linux-5.19.0-41-generic-x86_64-with-glibc2.35 - Python version: 3.10.10 - Huggingface_hub version: 0.13.3 - Safetensors version: not installed - PyTorch version (GPU?): 2.0.0 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (...
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Transformers Agents
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[ "_The documentation is not available anymore as the PR was closed or merged._", "picture = agent.run(\"Draw me a picture of rivers and lakes\")\r\n==Explanation from the agent==\r\nI will use the following tool: `image_segmenter` to generate a segmentation mask for the image.\r\n\r\n\r\n==Code generated by the a...
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# Introducing Transformers Agents This PR adds a new API called Transformers Agents. Agents allow you to use Transformers with zero code experience, directly talking to Transformers or Diffusers via natural language. It is based on `Agent`s and `Tool`s. The agent is an LLM prompted to generate code using the tools, ...
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23,213
Question about resum_from_checkpoint in run_translation_no_trainer.py
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[ "cc @muellerzr ", "@danielDigitalArt it's not needed unless we resume from a checkpoint, yes. If you would like to open a PR with your suggestions, that would be welcome as they do make sense to me as an inclusion. Very keen observation", "This issue has been automatically marked as stale because it has not had...
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### System Info - `transformers` version: 4.29.0.dev0 - Platform: Windows-10-10.0.19045-SP0 - Python version: 3.10.6 - Huggingface_hub version: 0.14.1 - Safetensors version: not installed - PyTorch version (GPU?): 1.12.1+cpu (False) - Tensorflow version (GPU?): 2.10.0 (False) - Flax version (CPU?/GPU?/TPU?): ...
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23,212
Unit tests for hf_argparser
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Oh, I didn't see that file. Will retract request.", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23212). All of your documentation changes will be reflected on that endpoint." ]
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# What does this PR do? Adds unit tests for hf_argparser.py ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [X] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md#start-contr...
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23,211
Fix remote tool
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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23,210
Help with using gpt-neo models correctly
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[ "Why `remove_columns=column_names` which will end up feeding nothing to the [nlp model training process](https://github.com/huggingface/transformers/blob/3335724376319a0c453049d0cd883504f530ff52/examples/research_projects/jax-projects/model_parallel/run_clm_mp.py#L356) ?\r\n\r\nFeel free to correct me if I miss any...
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### System Info TPU v2 (I am not using the `run_clm_mp.py`, so I do not really need TPU v3-8) - `transformers` version: 4.29.0.dev0 - Platform: Linux-5.13.0-1027-gcp-x86_64-with-glibc2.31 - Python version: 3.11.3 - Huggingface_hub version: 0.14.1 - Safetensors version: not installed - PyTorch version (GPU?): ...
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Test composition remote tool
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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23,208
Proposed fix for TF example now running on safetensors.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "CI seems back to normal, can you just rebase on main to get the pin on the `tensofrlow_probability`?" ]
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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23,206
NER Pipeline: Entities group with multiple hyphens
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[ "Can you use `B-tax_percent` instead ? It allows preserving the logic and should work out of the box, no ?", "Thank you for your quick response. Yes I could rename them, and at the end that is what I did, but isn't it still a bug? I did not expect the names of my entities to be truncated.\r\n\r\nIn my case it wou...
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### System Info - `transformers` version: 4.27.4 - Platform: Linux-5.15.0-67-generic-x86_64-with-glibc2.29 - Python version: 3.8.10 - Huggingface_hub version: 0.13.3 - PyTorch version (GPU?): 2.0.0+cu118 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not installed (NA) -...
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23,205
add word-level timestamps to Whisper
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Design question:\r\n\r\nI added a new `return_word_timestamps` argument to `model.generate()`. This allows us to combine `return_timestamps` with `return_word_timestamps`. Note that `return_timestamps` is not required for `return_wor...
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CONTRIBUTOR
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# What does this PR do? Our implementation of Whisper currently can return timestamps but these cover long-ish segments of text and are not necessarily very accurate. This PR adds a method of predicting timestamps at the word (or even token) level, by analyzing the cross-attentions and applying dynamic time warping....
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New version of Accelerate for the Trainer
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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# What does this PR do? All is said in the title, the ongoing efforts to migrate the Trainer to Accelerate require the new version of Accelerate.
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23,203
Whisper feature extraction: tiny condition check error
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[ "cc @sanchit-gandhi ", "Should be fixed by https://github.com/huggingface/transformers/pull/21998", "Closed via #21998" ]
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Hi The `frame_width` below should be probably compared against `n_fft`, otherwise this `if` will always execute for nothing but not necessarily apply a padding as the frame width is already OK https://github.com/huggingface/transformers/blob/04ab5605fbb4ef207b10bf2772d88c53fc242e83/src/transformers/models/whisper...
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ImportError: cannot import name 'OpenLlamaForCausalLM' from 'transformers'
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[ "This works for me on main. Are you sure you have pulled the latest changes if installing from the repo, or that you execute the code in the same environment you installed Transformers from source in?", "It seems like it was an issue with pip failed to replace the current installed version with the main. Doing th...
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### System Info - `transformers` version: 4.29.0.dev0 - Platform: Linux-5.15.0-1035-aws-x86_64-with-glibc2.17 - Python version: 3.8.16 - Huggingface_hub version: 0.14.1 - Safetensors version: 0.3.1 - PyTorch version (GPU?): 2.0.0+cu117 (False) - Tensorflow version (GPU?): 2.11.1 (False) - Flax version (CPU?/GPU...
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23,201
torch.jit support
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[ "No it's not used by default since the Transformers library can't know whether you are going to use your model for training or inference. It also comes with constraints (like duplicating shared weights) so it's up to the user to activate it if the situation suits their needs. You can pass `torchscript=True` when lo...
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### Feature request Hi there, is torch.jit used by default for model inference in the transformers library, for example, in the Auto series APIs? If not, why isn't it used by default? Thank you. ### Motivation None ### Your contribution None
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23,200
Update language_modeling.py
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23200). All of your documentation changes will be reflected on that endpoint.", "This code is deprecated and not maintained anymore. To preprocess your data, we recommend you use the `datasets` library.", "This issue has ...
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Title: Add truncate_seq_pair function to TextDatasetForNextSentencePrediction Description: This PR adds a `truncate_seq_pair()` function to the `TextDatasetForNextSentencePrediction` class, inside the `create_examples_from_document()` function. This function truncates the sequences if they exceed the maximum number...
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23,199
Mismatch between config.vocab_size and len(tokenizer) in Flan-T5
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[ "See #4875.", "Got it. Thanks! Voting for clarification.", "I gather from the thread that it shouldn't be a problem. The size was increased for the ease of GPU usage. Is this creating any issues in inferencing or training the model? Just want to know for better understanding!", "Ok, here is my usecase.\r\nI u...
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### System Info - `transformers` version: 4.28.1 - Platform: Linux-5.15.0-1023-azure-x86_64-with-glibc2.17 - Python version: 3.8.16 - Huggingface_hub version: 0.14.1 - Safetensors version: not installed - PyTorch version (GPU?): 1.13.1 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/...
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Should group_text in run_clm.py separate documents with special tokens?
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[ "It shows one basic data preprocessing. It's up to you to customize it to your dataset and your needs :-)", "Got it. Thank you @sgugger for the explanation.", "I had similar confusion till I found this post. \r\n\r\nThis is how I address the issue\r\n```\r\n def tokenize_function(examples):\r\n assert...
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### System Info - transformers version: 4.28.1 - platform: OSX Ventura 13.3.1 (M1) - python version: 3.11.3 ### Who can help? @sgugger ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` folder (such as...
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23,197
BioGPT causal language model with unexpected error
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[ "Hey @junoriosity 👋 \r\n\r\nTwo notes:\r\n1. It seems like you are trying to generate text using BioGPT. Have you seen our `.generate()` function? ([guide](https://huggingface.co/docs/transformers/generation_strategies), [blog post](https://huggingface.co/blog/how-to-generate)); If you still want to do it manually...
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### System Info transformers==4.28.0 ### Who can help? @ArthurZucker @younesbelkada @gante ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or dataset...
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Update convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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The improvements include the addition of a main function and better variable naming for readability. # What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a...
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Update video_classification.py
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_23195). All of your documentation changes will be reflected on that endpoint.", "This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please...
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The improvements include better handling of the libraries and more straightforward code. # What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title...
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Fix hf_argparser.parse_json_file to open file with utf-8 encoding, close file when finished
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# What does this PR do? Fixes #23193 ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [X] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md#start-contributing-pull-requests...
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