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Configure assistant model's generation_config with user parameters
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# What does this PR do? Fixes issue where num_assistant_tokens and other parameters intended for the assistant model are not properly passed down, leaving the assistant model with default values. Ultimately, we want to configure the assistant model properly, so that it: 1. Is properly configured with user-prov...
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num_assistant_tokens not configured in assistant model
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### System Info `num_assistant_tokens` and other parameters intended for the assistant model are not properly passed down, leaving the assistant model with default values. ```python outputs = model.generate(**inputs, assistant_model=assistant_model, num_assistant_tokens=5) print(f'num_assistant_tokens: {assistant_mod...
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Docs: Clarify rjieba installation for RoFormerTokenizer
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This PR improves the RoFormer documentation by clearly explaining how to install `rjieba` before using RoFormerTokenizer. Previously the install command was either missing or commented out, which could confuse new users. This update adds proper `pip install rjieba` code blocks in both Pipeline and AutoModel examples...
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# What does this PR do? This PR updates the `starcoder2.md` model card to follow the new Hugging Face documentation standard, as part of [issue #36979](https://github.com/huggingface/transformers/issues/36979). ### Changes made: - Updated section headers and formatting to match the standardized template. - Clea...
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🌐 [i18n-KO] Translated `jan.md` to Korean
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# What does this PR do? Translated the `jan.md` file of the documentation to Korean 😄 Thank you in advance for your review! Part of https://github.com/huggingface/transformers/issues/20179 ## Before reviewing - [x] Check for missing / redundant translations (번역 누락/중복 검사) - [x] Grammar Check (맞춤법 검사) - [x...
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[torchao safetensors] integrate torchao safetensors support with transformers
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**Context** Currently, we need to use `safe_serialization=False` while saving models as shown [here](https://huggingface.co/pytorch/Qwen3-8B-INT4#quantization-recipe). This PR enables safetensors support for torchao so that users can now save and load checkpoints using safetensors. Currently, only Float8Tensor is su...
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Amanr/olmo3 sttn sink
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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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Fix doc for PerceptionLMForConditionalGeneration forward.
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@auto_docstring for `PerceptionLMForConditionalGeneration`'s `forward` would pin the doc for the method in modeling file to a stale version even if the doc was manually updated in the modular file. Removing it and then run ``` python utils/modular_model_converter.py --files_to_parse src/transformers/models/percep...
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Fix `continue_final_message` in `apply_chat_template` to prevent substring matching issues
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# What does this PR do? This PR fixes an edge case in `apply_chat_template` where the `continue_final_message` parameter could behave unexpectedly if the final message is empty or happens to match a substring in the rendered template. Previously, the function relied on `rindex(final_message.strip())` to locate ...
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"AutoProcessor.from_pretrained" cannot run in distributed environments after v4.56.0
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Python 3.12 transformers>=4.56.0 Running "AutoProcessor.from_pretrained" (e.g. AutoProcessor.from_pretrained('Qwen/Qwen2.5-VL-7B-Instruct')) in a ray or torchrun environment causes error: `OSError: Can't load image processor for 'Qwen/Qwen2.5-VL-7B-Instruct'. If you were trying to load it from '[https://huggingface....
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# What does this PR do? As per title, adds support for LongCat-Flash, a 560B MoE from Meituan. Status: - [x] Current `modeling_longcat_flash` file allows loading checkpoint without `trust_remote_code`, using a specific `base_model_tp_plan` found in the config. `from_pretrained('..., tp_plan='auto') loads the...
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[deprecations] Remove generate-related deprecations up to v4.56
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# What does this PR do? See title :)
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feat(serve): add OTEL
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Adding open-telemetry to `transformers serve`
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# What does this PR do? We have a lot of `torch.testing.assert_close` and `unittest.TestCase.assertEquatl` (and its variants) in our tests. Sometimes, we even have multiple such statements in a single test. It's quite annoying and tedious to run a test, failing to get the (full) output, copy-paste to the source c...
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[generate] `PromptLookupCandidateGenerator` won't generate forbidden tokens
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# What does this PR do? See title. In the process, deflakes a lot of tests :) (It was generating forbidden tokens in tests, like image tokens in VLMs -- now we can specify which sequences are forbidden) `py.test tests/models/voxtral/test_modeling_voxtral.py -k test_prompt_lookup_decoding_matches_greedy_search ...
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Segformer tests fix
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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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Fixed loading LongT5 from legacy checkpoints
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Gemma3 with flash-attention2 outputs warning
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### System Info When training with the GRPO trainer with flash-attention2 or any other mechanism other than eager you get a warning that can be quite confusing. The warning comes from here: https://github.com/huggingface/transformers/blob/main/src/transformers/models/gemma3/modeling_gemma3.py#L657-L661 However, looki...
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refactor(serve): move `request_id` to headers
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Adding a middleware to `serve` to parse request id from headers rather than adding it to the request body.
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Fix: handle None defaults safely in SegformerMixFFN
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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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[tests] remove overwrites of removed test
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# What does this PR do? Contrastive beam seach has been moved to a hub method, so we no longer have related tests in `GenerationTesterMixin`. This PR removes their overwrites (skips)
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# What does this PR do? They are deprecated.
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rm src/transformers/convert_pytorch_checkpoint_to_tf2.py
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# What does this PR do? We don't want to convert more PT weights into TF2 weights :)
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[serve] re-enable tests
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2025-09-05T12:08:16
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# What does this PR do? `RUN_SLOW=1 py.test tests/commands/test_serving.py` is crashing locally. I couldn't pin the exact cause, the but it is triggered by a UX-related warning. This PR: - removes the test-crashing warning, so we can run tests - adds the needed requirements to `extras[testing]` so these tests a...
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Benchmarking v2 GH workflows
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2025-09-05T11:56:30
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# What does this PR do? This PR is a follow-up to https://github.com/huggingface/transformers/pull/40486 that adds the workflows and HF Datasets upload to start collecting data. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Di...
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🔴 Move variable output controls to `_prepare_generation_config `
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This PR takes the defaults defined in #33870 and now ENFORCES that `prepare_inputs_for_generations()` passes along unused `model_kwargs` to `model_inputs`. This allows to clean up generation loops (and prefill steps). Thus, **it might break Hub-defined old models that do not pass unused arguments**. Changes: 1. Cle...
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Remove TF and Flax from README
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# What does this PR do? Removes TF and Flax from README, + update minimum torch version
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Skip `VitMatteImageProcessingTest::test_fast_is_faster_than_slow`
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# What does this PR do? So many times ... https://app.circleci.com/pipelines/github/huggingface/transformers/145119/workflows/e763cbaa-6a14-421e-b6f2-dc26f0b4d38c/jobs/1918234
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🔴 Update Glm4V to use config values
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2025-09-05T09:32:41
2025-09-05T13:19:50
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# What does this PR do? As discussed earlier, we should use config values which authors confirmed are correct. Kinda breaking, so marking it with 🔴 Probably will need update slow tests as well, let's see what CI says
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Fix missing self in post-process methods
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2025-09-05T09:24:08
2025-09-05T11:05:51
2025-09-05T10:49:52
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# What does this PR do? This PR fixes a repeated bug across several image processor classes (ConditionalDetrImageProcessorFast, DeformableDetrImageProcessorFast, GroundingDinoImageProcessorFast, Mask2FormerImageProcessorFast, and RTDetrImageProcessorFast). Several post_process* methods were defined without a self...
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40,710
Fetch more test data with `hf_hub_download`
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2025-09-05T09:17:12
2025-09-05T09:49:32
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# What does this PR do? I will check if they are ok to download + build the docker images to have these downloaded in images. But here we go
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40,709
Divide gradient_accumulation_steps repeatedly in Trainer
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2025-09-05T08:54:14
2025-09-12T03:30:24
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### System Info `NA` ### Who can help? _No response_ ### 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 (give details below) ### Reproduction In Trainer's c...
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When using a custom model, it copies the code into Hugging Face’s cache directory.
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2025-09-05T07:21:40
2025-10-13T13:37:08
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``` model = AutoModel.from_pretrained( model_args.model_name_or_path, trust_remote_code=True, torch_dtype=compute_dtype, device_map=device_map, # init_vision=True, # init_audio=False, # init_tts=False, ) ``` `model_args.model_name_or_path=/mnt/241hdd/wzr/M...
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# fix: Prevent auto_docstring from crashing when running with python -OO
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2025-09-05T02:48:07
2025-09-05T11:42:28
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This PR addresses an issue where `AutoModel.from_pretrained` fails when the Python interpreter is run with the `-OO` flag. The root cause is that the `-OO` flag strips all docstrings from the code. The `auto_docstring` utility in `transformers` relies on introspecting these docstrings at runtime to generate document...
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Improved exception handling for apply_transpose
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2025-09-05T01:49:39
2025-09-05T20:07:44
2025-09-05T20:07:44
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# What does this PR do? **Before** RuntimeError from PyTorch reshape, not caught by apply_transpose. ``` Traceback (most recent call last): File "/transformers/repro.py", line 12, in <module> result = apply_transpose( ^^^^^^^^^^^^^^^^ File "/transformers/modeling_tf_pytorch_utils.py", line...
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[Potential Issue] Inappropriate handling of falsy values when parameters default to None
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2025-09-05T00:50:24
2025-10-13T08:03:06
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## Problem Description This issue is identified using **CodeQL**. When any parameter of a function is set default to None, it is inappropriate to re-define it in the function body with a short-circuit evaluation like `lst = lst or []` because this will change any **falsy** value passed to the function for this paramete...
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Fix Whisper transcription accuracy degradation from end-of-audio noise : issue #40054
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2025-09-04T21:19:35
2025-09-05T20:37:14
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Fixes #40054 **Problem :** Whisper models in transformers exhibit transcription accuracy issues when audio contains noise or non-speech signals at the very end. This causes the model to produce incomplete or inaccurate transcriptions, missing significant portions of the actual speech content. **Solution:** ...
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Fetch one missing test data
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# What does this PR do? It was missed ..
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Avoid `T5GemmaModelTest::test_eager_matches_sdpa_inference` being flaky
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# What does this PR do? See https://app.circleci.com/pipelines/github/huggingface/transformers/144943/workflows/f4bc060c-b21f-4528-9393-9fadc27fe49e/jobs/1916024 This is specific to `T5GemmaForTokenClassification` (maybe `T5GemmaForSequenceClassification` too), as they specify > self.model(use_cache=False, .....
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[tests] update `test_past_key_values_format` and delete overwrites
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# What does this PR do? (Carved from https://github.com/huggingface/transformers/pull/40553, which is becoming messy) This PR: - Updates `test_past_key_values_format` to support things like GQA or skipped kv cache layers. As a result, we can remove some overwrites/skips 💛 - In `get_text_config`, fixes a bug -...
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[`Gemma Embedding`] Fix SWA
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## The issue at hand - Sliding window in eager/sdpa/flex used a window size of roughly `(SW-1, SW // 2)` instead of the intended `(SW // 2, SW // 2)` - Sliding window in flash attention ignored the bidirectionality and used a window size of `(SW-1, SW-1)` ## The fix - Indicate bidirectionality at init with the ne...
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[tests] fix blip2 edge case
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# What does this PR do? (Carved from #40553, which is becoming messy) Our tests have the `model.config.get_text_config(decoder=True).is_encoder_decoder` pattern, which doesn't make sense -- we're pulling the decoder if it exists, and then checking if it is encoder-decoder. The pattern exists because of `blip2`...
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# What does this PR do? Addresses https://github.com/pytorch/pytorch/issues/161636 by correctly constructing the kwarg for FakeTensors: in fake_tensors the device property is stored as "fake_device" when accessed via `__dict__`. However the initializer expects the device to be passed in as "device". This PR updates ...
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feat(serve): add healthcheck test
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Adding a test to make sure we don't remove the healthcheck endpoint
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[Glm4.5V] fix vLLM support
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# What does this PR do? GLM-4.5V inference does not work in the latest release and this PR fixes it. Specifically, users can now pass in a `VideoMetadata` object to processor's call which is needed to backwards compatibility (adding a test for this, one sec) And a tiny fix in image processing to make helper utili...
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reference internal chat: https://huggingface.slack.com/archives/C070Q9GGGGY/p1756985150983899 Qwen models are tagged as both vision2seq as well as `image-text-to-text`, removing the former since it's deprecated.
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# What does this PR do? Adds support for embedding model use cases to Gemma 3. * Adds `use_bidirectional_attention` config flag * Adds `_bidirectional_window_overlay()` for local sliding attention * Adds relevant `or_mask` functions * Updates weights conversion script with entries for EmbeddingGemma and Gemm...
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# What does this PR do? The mainstream support for ROCm 7.0 in the official images is still a few weeks away, until then, we have to use a preview image for this CI pipeline. <!-- Remove if not applicable --> Fixes # (issue) ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can di...
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This pull request introduces improvements to sampling support in continuous batching generation, enhances tensor shape handling for logit processors, and expands test coverage for batch generation with sampling. The main changes are grouped below: **Sampling and Generation Behavior:** * Enabled sampling in `batch...
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Fix loaded data order bug when resuming from epoch >= 1
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2025-10-28T10:13:01
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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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Batches loaded from wrong epoch when resuming from second epoch
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2025-09-04T11:48:41
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### System Info **Required system information** ```text - `transformers` version: 4.57.0.dev0 - Platform: Linux-5.15.0-133-generic-x86_64-with-glibc2.35 - Python version: 3.10.12 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.1 - Accelerate config: not found - DeepSpeed ve...
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Final test data cache - inside CI docker images
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2025-09-04T11:10:12
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# What does this PR do? Cache the test data during the CI docker image build time. Hope you would be happy with this :-) @manueldeprada I tried with the dev images which works. I will push the real images then merge if you are happy.
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Support sliding window in CB
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This PR introduces support for sliding window attention in CB, using an allocator that can support both full attention and sliding window attention. Code works with almost similar performances (665 -> 655 tok/s in the example) but I am putting the PR in draft status until: - [x] Code is tested on Nvidia with and wit...
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the continue_final_message parameter in apply_chat_template can behave unexpectedly in some cases
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### System Info In `transformers/src/transformers/utils/chat_template_utils.py@render_jinja_template()`, if `continue_final_message` is set to `True`, then the content of the final message will be used to split the `rendered_chat` string. ```python final_msg_loc = rendered_chat.rindex(final_message.strip()) ... render...
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Add Optional typing
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# What does this PR do? Add Optional to more types, these are not detected by ruff. The incorrect typing was found by ``` grep ': [^:=O|N,]*= *None' -r src/transformers | grep -v tf | grep -v flax | more ``` The changes were generated by the following commands: ``` sed -i -e 's/: AudioInput = None/: Optional[...
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Fix parent classes of AllKwargsForChatTemplate
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# What does this PR do? Remove unused members of AllKwargsForChatTemplate
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Load a tiny video to make CI faster
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2025-09-04T08:09:30
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# What does this PR do? As discussed internally, let's load a smaller video here because the processor doesn't do video sampling during the test. The new tiny video consists of only 10 frames Some values were updated in tests because the sampling logic depends on loaded video's length and FPS
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Mark `Aimv2ModelTest::test_eager_matches_sdpa_inference_04_fp16_pad_right_sdpa_kernels` as flaky
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# What does this PR do? Without this, we get 0.026% of failure rate.
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Performance Regression in Whisper with torch.compile on v4.52.0+ (vs v4.51.0)
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2025-09-04T08:01:38
2025-10-12T08:02:37
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### System Info - `transformers` version: 4.52.0 - Platform: Linux-5.15.0-106-generic-x86_64-with-glibc2.39 - Python version: 3.12.3 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.5.2 - Accelerate version: 1.5.2 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?): ...
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CircleCI docker images cleanup / update / fix
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2025-09-04T07:35:21
2025-09-04T08:42:20
2025-09-04T08:42:18
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# What does this PR do? CircleCI docker images cleanup / update / fix: - remove tf/jax related docker files and their usage - remove `tests_onnx` job on CircleCI which currently use `"image":"huggingface/transformers-torch-tf-light"` - a few fix for docker images failing to build: see [here](https://github.c...
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40,680
Idea: Exploring Mathematical Extensions for GPT-style Models (teaser)
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2025-09-04T07:23:29
2025-10-12T08:02:38
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Hi Transformers team 👋, I’ve been experimenting with a conceptual enhancement to GPT-style architectures—introducing mathematical mechanisms for memory and adaptive learning—while keeping the overall transformer backbone intact. I’ve documented the approach in Markdown (README + comparison notes), but haven’t publis...
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Fix TypedDict usage
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2025-09-04T07:19:21
2025-09-10T09:34:02
2025-09-10T09:33:58
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# What does this PR do? Remove default values for keys because they have no effect.
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updating `dtype` during `from_pretrained()` causes minor issue
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2025-09-04T07:13:51
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### System Info transformers 4.56.0 ### Who can help? @ArthurZucker ### 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 below) ### Reproductio...
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40,677
Avoid night torch CI not run because of irrelevant docker image failing to build
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2025-09-04T06:53:00
2025-09-04T07:08:57
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# What does this PR do? Currently, the workflow > .github/workflows/self-nightly-caller.yml calls ``` build_nightly_torch_ci_images: name: Build CI Docker Images with nightly torch uses: ./.github/workflows/build-nightly-ci-docker-images.yml ``` which builds 2 docker images in 2 jobs ``...
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Fix parent classes of ProcessingKwargs
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2025-09-04T06:50:24
2025-09-06T06:48:40
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# What does this PR do? The parent classes of `ProcessingKwargs` look incorrect.
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Skip more fast v.s slow image processor tests
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2025-09-04T04:30:31
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# What does this PR do? Either flaky or always failing. Get rid of this ...
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Add object detection heads to DINOv3
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2025-09-04T01:01:56
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### Feature request The DINOv3 codebase includes several task-specific heads for a variety of tasks, including classification, depth estimation, object detection, and semantic segmentation. The initial focus of this feature request is to integrate the **object detection head**, with the hope that other heads like sem...
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[Quantization] Allow loading of transform configs
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2025-09-03T23:28:31
2025-10-08T22:31:35
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## Purpose ## * Support loading models with online transforms applied via Compressed Tensors (LLM Compressor) ## Prerequisites ## * https://github.com/neuralmagic/compressed-tensors/pull/445 ## Changes ## * Require a minimum compressed tensors version of `0.11.0` (to support transform features) * Load transfo...
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Preserve original GGUF dtypes during fp32 conversion
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2025-09-03T22:49:07
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Hi there, Just curious, I noticed when using `gguf` within transformers to load a .gguf model, it is dequantised to fp32. Would it be possible to include a patch which propagates some of the original tensor dtype information as model metadata? The end goal here is so that a dev could load a .gguf model via transforme...
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Fixing bug in Voxtral when merging text and audio embeddings
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2025-09-03T21:54:46
2025-09-04T15:15:50
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# What does this PR do? This PR addresses two issues arising from an [in-place operation where audio and text embeddings are merged](https://github.com/huggingface/transformers/blob/main/src/transformers/models/voxtral/modeling_voxtral.py#L512) in the Voxtral model. This fixes [Issue #40488](https://github.com/huggi...
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Add ability to run Gemma 2 models without post layer norm
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2025-09-03T18:58:10
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# What does this PR do? adds the ability for Gemma2 models to run without post attention layer normalization and post feedforward layer normalization. <!-- 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 yo...
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fix broken offline mode when loading tokenizer from hub
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# What does this PR do? #39874 broke loading tokenizers from_pretrained when using offline mode. Hub's `OfflineModeIsEnabled` extends python's builtin `ConnectionError` , not `requests.exceptions.ConnectionError` <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your...
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Fix backward compatibility with accelerate in Trainer
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`Accelerator().parallelism_config` only exists from accelerate 1.10. This PR ensure backward compatibility with older versions cc @ArthurZucker for patch please 🙏
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Fix self.dropout_p is not defined for SamAttention/Sam2Attention
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# What does this PR do? Fixes https://github.com/huggingface/transformers/issues/40255#issuecomment-3247886994 `self.dropout_p` shouldn't be used for SamAttention/Sam2Attention, only for RoPE attention (memory attention) in Sam2Video
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Remove overwritten `GitModelTest::test_beam_search_generate`
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# What does this PR do? This test overwrites the one from `GenerationTesterMixin` and we have it being flaky > FAILED tests/models/git/test_modeling_git.py::GitModelTest::test_beam_search_generate - AssertionError: torch.Size([26, 16]) != (26, 20) https://app.circleci.com/pipelines/github/huggingface/transf...
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Add codebook_dim attribute to DacVectorQuantize for DacResidualVectorQuantize.from_latents()
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# What does this PR do? This PR fixes an issue where DacResidualVectorQuantize.from_latents required an additional attribute from the DacVectorQuantize class. - Added the missing instance attribute in the class initialization. - Prevents runtime errors when calling from_latents. ## Before submitting - [x] Bug-fi...
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Skip `test_prompt_lookup_decoding_matches_greedy_search` for `qwen2_audio`
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# What does this PR do? Same as #40643 We will soon make it more automatically, but for now just skip this way.
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Skip `test_fast_is_faster_than_slow` for `Owlv2ImageProcessingTest`
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# What does this PR do? Similar to #40599 Never pass, but not reported due to CI pytest worker crash for some time
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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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Update `check_determinism` inside `test_determinism`
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2025-09-03T15:15:18
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# What does this PR do? Flaky at least for > FAILED tests/models/evolla/test_modeling_evolla.py::EvollaModelTest::test_determinism - ValueError: zero-size array to reduction operation maximum which has no identity where tensors on both sides are all `nan`. Let's simply not compare in this case. ### Faile...
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Fix Metaclip modular conversion
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Likely a CI issue on our end - the CI passed for https://github.com/huggingface/transformers/pull/40565 but there were some issues with the modular conversion. I reran `make fix-copies` to fix.
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Automodel.from_pretrained fails with -OO flag
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### System Info - `transformers` version: 4.56.0 - Platform: Linux-6.1.0-37-amd64-x86_64-with-glibc2.36 - Python version: 3.11.2 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: not installed - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (accele...
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Avoid attention_mask copy in qwen2.5
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2025-09-03T13:58:18
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# What does this PR do? Avoid attention_mask copy
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Align assisted generate for unified signature in decoding methods
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2025-09-03T13:56:41
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@gante let me know what do you think of something like this, it would make my life easier for #40652, which is still not ready for review. It also progresses towards the goal of a set of defined stages with readable general signatures.
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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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Mark `LongformerModelTest::test_attention_outputs` as flaky
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2025-09-03T12:54:34
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# What does this PR do? Small failure rate, but still seeing it https://app.circleci.com/pipelines/github/huggingface/transformers/143883/workflows/85ccd674-ccf8-4880-9144-4a2660676b0b/jobs/1902199 Not sure the way `LongformerAttention` and/or `LongformerSelfAttention` processing the attentions they would retu...
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Remove TF/Flax examples
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2025-09-03T12:35:37
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As the title says, the frameworks have been deprecated, so we should probably drop the examples as well! One thing to note: `check_copies.py` had a `check_full_copies` function that checked when files should be exact copies of each other. This was only used for TF/Flax examples. I've removed the `FULL_COPIES` list, ...
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feat(serving): add healthcheck
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🔴 Isolate prefill from generation loops
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Add DINOv3Backbone for ConvNext variant
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2025-09-03T11:48:55
2025-10-14T12:57:14
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I've taken a stab as it was a convolutional model it's very straightforward. The tests I borrowed from Dinov2, I hope it's ok @qubvel can you review if you have bandwidth? If it's good I will try with AIMv2, PE and some other image backbones as well!
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Apertus - Error while loading model
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2025-09-03T11:28:24
2025-09-03T14:42:45
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### System Info Latest VLLM Docker image with latest git transformers, running on an NVIDIA GPU ### Who can help? @ArthurZucker @EduardDurech @Cyrilvallez ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such ...
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Support for HumanMLLM/HumanOmni
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2025-09-03T11:26:52
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### Model description this repo https://github.com/HumanMLLM/HumanOmni I want to support multi-GPU inference for this model on Huawei 300v GPUs ### Open source status - [x] The model implementation is available - [x] The model weights are available ### Provide useful links for the implementation [HumanOmni-7b-...
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Bump torch from 2.7.1 to 2.8.0 in /examples/flax/vision
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Bumps [torch](https://github.com/pytorch/pytorch) from 2.7.1 to 2.8.0. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/pytorch/pytorch/releases">torch's releases</a>.</em></p> <blockquote> <h1>PyTorch 2.8.0 Release Notes</h1> <ul> <li><a href="https://github.com/pytorch/pytorc...
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how to get response text during training
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2025-09-03T10:37:51
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I want to obtain the inferred output text during the evaluation step in the training process, not just the eval loss. <img width="1264" height="211" alt="Image" src="https://github.com/user-attachments/assets/9dd432c5-74ea-4290-adff-7865cf3ea481" />
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refactor: use `tolist` instead of list comprehension calling `.item()`
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Revert change in `compile_friendly_resize`
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2025-09-03T09:11:03
2025-09-18T15:25:46
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# What does this PR do? Reverts https://github.com/huggingface/transformers/pull/40436 and adds comments to avoid regression cc @remi-or @yonigozlan
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`BlenderbotForConditionalGeneration` errors out with `list index out of range`
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2025-09-03T09:03:33
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Running the following: ```py from transformers import AutoTokenizer, BlenderbotForConditionalGeneration mname = "facebook/blenderbot-400M-distill" model = BlenderbotForConditionalGeneration.from_pretrained(mname) tokenizer = AutoTokenizer.from_pretrained(mname) UTTERANCE = "My friends are cool but they eat too many ca...
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Skip `test_prompt_lookup_decoding_matches_greedy_search` for `voxtral`
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2025-09-03T08:43:24
2025-09-03T11:45:30
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# What does this PR do? > tests/models/voxtral/test_modeling_voxtral.py::VoxtralForConditionalGenerationModelTest::test_prompt_lookup_decoding_matches_greedy_search is flaky https://app.circleci.com/pipelines/github/huggingface/transformers/144445/workflows/829f1347-398e-493f-a531-36c3178da153/jobs/1909491 ...
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40,642
Llama-4-Scout-17B-16E-Instruct model perplexity anomaly when transformers==4.55.1
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2025-09-03T08:06:52
2025-09-22T03:12:26
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### System Info The hardware environment and other major software packages used are as follows. ``` gpu mi300 rocm 6.10.5 python 3.12.11 numpy 2.1.3 tokenizers 0.21.4 torch ...
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add DeepseekV3ForTokenClassification
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2025-09-03T07:27:11
2025-09-04T01:50:17
2025-09-03T12:30:09
CONTRIBUTOR
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# What does this PR do? Add DeepseekV3ForTokenClassificaiton for using as a value model. Fixes #40639 ## Before submitting - [x] 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/tr...
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