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Fix AutoAWQ version check for module skipping (Fixes #39798)
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2025-08-21T09:57:11
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# What does this PR do? Fixes AutoAWQ version checking logic that was causing AttributeError when version attributes are missing, preventing legitimate users with correct versions from loading AWQ models. Fixes #39798 ## Root Cause & Solution **Problem**: Version checking logic failed when AutoAWQ module di...
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[processor] move commonalities to mixin
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2025-08-21T08:41:13
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# What does this PR do? As per title, moves `batch_decode, decode, model_input_names` to the Mixin so we stop duplicating the same code in all processors. Partially related to code unbloating since I am planning to modularize processors slightly in the next PR. This one is the first clean-up
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[Kosmos 2.5] Rename checkpoints
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2025-08-21T08:07:58
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# What does this PR do? This PR renames all instances of `ydshieh/kosmos-2.5` to `microsoft/kosmos-2.5`. cc @ydshieh feel free to take over this PR To do: - [x] add KOSMOS-2.5 chat to the docs
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Remove more PyTorch 2.2 compatible code
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# What does this PR do? Follows the recent changes
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Fix qwen-omni processor text only mode
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2025-08-21T07:34:03
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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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repetitio/flan-t5-small is not longer exists
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### System Info latest main branch of transformers and pytorch 2.8 ### Who can help? @SunMarc ### 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 detail...
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It takes too long time to load GGUF tokenizer
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### System Info Latest main branch of transformers and PyTorch 2.8 released ### Who can help? @SunMarc @ArthurZucker ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own tas...
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fix qwen25-vl grad acc
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# What does this PR do? Currently, there are still many models that do not accept loss_kwargs (such as Qwen25-VL). Therefore, this PR is proposed with reference to the gemma3 PR. Now, the training loss and grad_norm are normal. ## reference #37208
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fix spelling error and inconsistencies
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2025-08-21T02:39:14
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Summary - Corrected a spelling mistake in the speech recognition CTC example so that inputs and labels are described as having different “lengths” instead of “lenghts,” improving clarity in the batching logic - Fixed dtype selection in the data collators by replacing strict type(...) is int checks with isinstance(......
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Update quantization overview for XPU
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Update quantization overview for XPU. Keep in draft until optimum-quanto PR: [395](https://github.com/huggingface/optimum-quanto/pull/395) merged.
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open-qwen2vl-base
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### Model description is there any plan to add open-qwen2vl-base model? ### Open source status - [x] The model implementation is available - [x] The model weights are available ### Provide useful links for the implementation _No response_
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[EfficientLoFTR] LRU Cached embedding computation at inference
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# What does this PR do? Reverted EfficientLoFTR RoPE computation back to inference time to allow different image sizes usage Decorated with LRU Cache similarly to DinoV3 implementation ## Who can review? @qubvel
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[rfc] Prototype to make torch.compile work with DynamicCache
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# What does this PR do? ## Background on StaticCache vs DynamicCache A static KV cache must be preallocated for the model’s maximum context window (e.g., 32k tokens), even if you only generate a few tokens. That leads to large memory pressure and wastage. A dynamic cache grows with the sequence actually in use: wit...
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ValueError when loading 4-bit quantized models with sharded weights on Transformers >=4.54.0
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### System Info - **transformers version**: 4.54.0 (fails), 4.51.3 (works) - **Platform**: Linux-5.19.0-32-generic-x86_64-with-glibc2.35 - **Python version**: 3.12 - **Huggingface_hub version**: 0.34.4 - **Safetensors version**: 0.6.2 - **Accelerate version**: 1.10.0 - **PyTorch version**: 2.8.0 - **GPU**: NVIDIA RTX ...
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Fix an infinite loop bug in recursive search of relative imports
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# What does this PR do? This PR fixes a bug in `get_relative_import_files` in `dynamic_module_utils`. The mechanism to exclude already-found imports from the next iteration had a wrong inclusion check, as it was missing a ".py" suffix. This means that even if an import was in `all_relative_imports`, it wasn't excl...
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Feature/mean token accuracy trainer #40303
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# What does this PR do? Feature : Add mean token accuracy to Trainer Fixes #40303 ### Description 1. For the file --> src/transformers/training_args.py Added a new boolean argument to allow users to toggle the mean token accuracy computation. 2. For the file --> src/transformers/trainer.py. Added the ne...
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Fix chunked attention mask with left-padding
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# What does this PR do? When we go beyond the chunk size in prefill or decoding with some sequences not spanning the chunk size yet, and we have batched inputs with padding, the padded sequences need some offset to start the chunk at the correct index. Fixes https://github.com/huggingface/transformers/issues/40214 ...
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Is there a plan to add DINOv3 into AutoBackbone?
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### Feature request Is there a plan to add DINOv3 to AutoBackbone. At present, DINOv2 is already inside, and I think DINOv3 should be able to inherit it directly. Appreciate a lot. ### Motivation For the convenience of use ### Your contribution DINOv3 should be able to inherit from DINOv2 directly.
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Fix: Only call Trainer.align_special_tokens if model has "config" attribute
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Resolves https://github.com/huggingface/transformers/pull/38441#issuecomment-3206817330 # What does this PR do? #38441 introduced a function on the `Trainer` that calls `self.model.config`, but this only works if the trained model has a `config` parameter. This isn't always the case, especially for third parties ...
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[WIP] Add Ovis2.5
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# What does this PR do? This PR adds support for Ovis2.5, a multimodal vision-language model designed for native-resolution visual perception and reflective reasoning. Ovis2.5 is released in two variants: - [Ovis2.5-9B](https://huggingface.co/AIDC-AI/Ovis2.5-9B) - [Ovis2.5-2B](https://huggingface.co/AIDC-AI/Ovi...
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[RoPE] explicit factor > implicit factor in YaRN
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# What does this PR do? Fixes #38224 This PR: - Makes the explicit RoPE factor take precedence over the implicit RoPE factor - On YaRN validation, throw warnings if it has missing/bad parameterization (related to the implicit RoPE factor)
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# What does this PR do? Add type hints to `import_utils.py` Based on these [docs](https://mypy.readthedocs.io/en/stable/running_mypy.html#missing-library-stubs-or-py-typed-marker), this change should avoid errors like: ``` infinity_emb/inference/loading_strategy.py:10: error: Skipping analyzing "transformers.ut...
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TypeError: 'builtins.safe_open' object is not iterable / ValueError: Exception encountered when calling layer 'vit' (type TFViTMainLayer).
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### System Info Transformer version: 4.55.2, TF: 2.19.0, Python: 3.11.11, Ubuntu: 24.04, ### Who can help? @amyeroberts @qubvel ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [x]...
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byebye torch 2.1
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Torch 2.1 is almost 2 years old now and breaks in a lot of cases, so it's time to bump the minimum torch version to 2.2. Because we now support SDPA in all cases, this PR also removes `require_torch_sdpa` in tests, and `is_torch_sdpa_available` is now mostly a dummy function that we retain for compatibility with re...
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With recent changes introduced in #39836 the tests related to `executorch.py` such as `test_export_text_only_with_hybrid_cache` will fail if the model `generation_config` has no `cache_config` or if any of the required attribute is missing from `cache_config` . This is the case for models such has https://huggingface.c...
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Remove unnecessary contiguous calls for modern torch
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`sdpa_integration.py` calls `contiguous()` on the three attention tensors to work around a bug that was present before `torch 2.2`. However, our minimum version is now >= 2.2 anyway, so this bug should not longer be relevant, and we can remove the workaround to boost performance. Pytorch issue link: https://github.c...
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Update notification service amd_daily_ci_workflows definition
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Add mi355 wf to amd_daily_ci_workflows
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# What does this PR do? This PR fixes the tests for the T5 model. I encountered some actual target device issues in `executorch` which I've tried to fix. By the looks of it, there are no regressions, but it requires a proper review. Fixes # (issue) ## Before submitting - [ ] This PR fixes a typo or improves...
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Fix GOT-OCR2 and Cohere2Vision image processor patches caculation
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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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[docs] remove flax references from `/en/model_doc`
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# What does this PR do? In all files in `/en/model_doc` (i.e. transformers model docs): 1. finds all files with `"flax"` references 2. deletes all `"flax"` and `"tf"` references in those files 3. (minor nits were also fixed in those files along the way, like missing terminations of code blocks or missing paper re...
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# What does this PR do? As per title, it was reported to be flaky due to excess requests in CI
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# What does this PR do? This PR adjusts the output expectations for the ROCm platform in testing. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guideline](https://github.com/huggingface/transformers...
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Qwen2.5-Omni test fixes
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# What does this PR do? This PR makes the test suite for Qwen2.5-Omni green: updates output expectations and fixes the model parallel test. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guideline]...
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# What does this PR do? Fix CI with nightly torch + make it produce the new failed tests reports (compared to the Nvidia CI with stable torch). See comments in `Files changed`
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Remove OTel SDK dependencies
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Gpt oss optim
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Enabling fast indexing for CPU. This optimization can bring 3x speed-up for [lmsys/gpt-oss-20b-bf16](https://huggingface.co/lmsys/gpt-oss-20b-bf16) on Intel 6th Gen Xeon.
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Add mean_token_accuracy from TRL's `SFTTrainer` to `Trainer`
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### Feature request TRL's `SFTTrainer` has a metric called `mean_token_accuracy`: https://github.com/huggingface/trl/blob/main/trl/trainer/sft_trainer.py#L1095-L1123: ``` shift_logits = outputs.logits[..., :-1, :].contiguous() shift_labels = inputs["labels"][..., 1:].contiguous() ...
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Add audio-text-to-text task
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2025-08-19T23:18:30
2025-09-09T20:52:48
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### Feature request Add `audio-text-to-text`, for models like Voxtral. https://github.com/huggingface/transformers/blob/main/utils/update_metadata.py#L71, or something like `multimodal-text-generation` works too. @Rocketknight1 ### Motivation Needed to enable Voxtral on Optimum ET cleanly ### Your contribution N...
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40,301
Label smoothing for multi-label classification
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2025-08-19T22:57:37
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### Feature request Implement a method to apply label smoothing for multi-label classification tasks ### Motivation I tried applying label smoothing to my multi-label classification problem—given that my dataset is noisy and unbalanced, I thought it might help—but I ran into issue #40258 ### Your contribution I r...
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fix: use consistent dtype for DETR sine positional embeddings
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# What does this PR do? Allows the use of non-float32 types, such as float16, with DETR models. ## 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/b...
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Remove deprecated max_size parameter from ConditionalDetr image processors
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2025-08-19T22:31:50
2025-08-20T11:21:35
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## Summary This PR removes the deprecated `max_size` parameter from both `ConditionalDetrImageProcessor` and `ConditionalDetrImageProcessorFast` classes. ## Fixes Closes #37939 ## Changes - **Removed** `max_size` parameter handling from `ConditionalDetrImageProcessor.__init__` - **Removed** `max_size` parameter ha...
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[3/3] make docs device agnostic, all en docs for existing models done
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Following https://github.com/huggingface/transformers/pull/40143 and https://github.com/huggingface/transformers/pull/40256, this is the last PR to make docs device agnostic, we've made all english docs for existing models device agnostic. @stevhliu , pls help review, thx very much.
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Add Voxtral to AutoModelForSpeechSeq2Seq
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# What does this PR do? Add Voxtral to AutoModelForSpeechSeq2Seq, needed for enabling this model in Optimum ET (specifically for the CLI). ## 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](ht...
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Fix label smoothing incompatibility with multi-label classification
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# What does this PR do? Fixes a RuntimeError when using `label_smoothing_factor > 0` with multi-label classification. Previously, users would get a confusing error: `RuntimeError: gather(): Expected dtype int32/int64 for index` This PR adds a clear validation check in `LabelSmoother` that detects this incompa...
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[`FA`] Fix dtype in varlen with position ids
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Fixes #40293 `cu_seqlens` preparation changed in #40060 and led to int64 casts. cc @ArthurZucker @Cyrilvallez @sfc-gh-sbekman
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Add Higgs Audio V2 Model
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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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main seems to break the FA2 interface, ok with 4.55.2
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2025-08-19T19:10:57
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### System Info FA2 varlen forward works fine with latest release `4.55.2`, breaks with the latest `main` torch==2.8.0+cu129 flash-attn==2.8.3 ### Who can help? @ArthurZucker ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [ ] An officially supported task in the `exam...
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transformers==4.55.2 still imports TFPreTrainedModel even with TRANSFORMERS_NO_TF=1"
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### System Info **Describe the bug** When using transformers==4.55.2 with TensorFlow disabled (TRANSFORMERS_NO_TF=1), the library still attempts to import TFPreTrainedModel internally, causing an ImportError even though only PyTorch is being used. **Environment info** -> Python version: 3.13 (Windows 11, x86_64-pc-wi...
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Fix Command-A-Vision get_number_of_image_patches
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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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[models] Add AudioFlamingo3 integration
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This PR adds support for **AudioFlamingo3 (AF3)** — NVIDIA’s open large audio language model capable of reasoning over speech, sounds, and music. - **Paper**: [Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models](https://arxiv.org/abs/2507.08128) - **Model Weights**: [nvidia/a...
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[docs] delete more TF/Flax docs
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# What does this PR do? Deletes a few more traces of TF/Flax from our docs 👼 This PR required modifying the repo consistency script, so that it is okay to have undocumented TF/Flax classes. major folders to be touched in follow-up PRs: - `model_docs` (many TF/Flax classes documented here) - `tasks` (several TF...
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[`GPT OSS`] Refactor the tests as it was not properly checking the outputs
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* Changed the format of `integration_tests.json` from a list of dictionaries to a dictionary keyed by configuration strings, making lookups and validation more direct and maintainable.
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No more `natten`
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# What does this PR do? This is required by `nat` (already depreciated) and `dinat`. We have to pin it to a very old version to avoid `natten2dav` issue, but now we get > ImportError: cannot import name '_device_t' from 'torch.cuda' (/usr/local/lib/python3.10/dist-packages/torch/cuda/__init__.py) with torc...
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Add MOSS-TTSD with XY-Tokenizer
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# What does this PR do? ## MOSS-TTSD 🪐 [[Files and versions]](https://huggingface.co/fnlp/MOSS-TTSD-v0.5/tree/main) [[Community]](https://huggingface.co/fnlp/MOSS-TTSD-v0.5/discussions) ### Overview MOSS-TTSD (text to spoken dialogue) is an open-source bilingual spoken dialogue synthesis model that supports bo...
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Fix attention vizualizer
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2025-08-19T14:45:55
2025-08-21T13:13:36
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# What does this PR do? I noticed a few models were broken with the visualizer, because it relied on `_update_causal_mask`, and we changed the interface quite a bit. I tested it, added a test for PaliGemma and Llama3.2 as well. Also added a test to make the tool a tad more durable!
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Update `test_spm_converter_bytefallback_warning`
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# What does this PR do? not sure why, but now we get ``` {message : DeprecationWarning('builtin type SwigPyObject has no __module__ attribute'), category : 'DeprecationWarning', filename : '<frozen importlib._bootstrap>', lineno : 241, line : None} ``` which is unrelated to the test goal
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fix which routing method
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2025-08-19T14:12:18
2025-08-19T14:38:18
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# What does this PR do? Fixes #40031! Tested on both TP and DP Run output: ```python   arthur   transformers   fix-dp-gpt-oss ≢  ~1    cd /fsx/arthur/transformers ; /usr/bin/env /fsx/arthur/.venv/bin/python /admin/home/arthur/.vscode-server/extensions/ms-python.debugpy-2025.10.0-linux-x64/bundled/lib...
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Remove deprecated functions
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2025-08-19T14:04:44
2025-08-31T14:49:46
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# What does this PR do? The test utility functions for FT&JAX have been deprecated and not used.
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Fix AttributeError in AwqQuantizer when version attribute is missing
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2025-08-19T13:46:48
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## What does this PR do? This PR adds an explicit version check for **AutoAWQ** when using `modules_to_not_convert` (module quantization skipping). - Module skipping requires functionality added in **AutoAWQ 0.1.8**. - Older versions or missing installs previously caused confusing runtime errors. - This upd...
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Fix: Apply `get_placeholder_mask` in Ovis2
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2025-08-19T13:06:21
2025-08-20T15:12:11
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# What does this PR do? The `get_placeholder_mask` function is currently unused. I’ve updated the code so that this function is now properly utilized. ## Who can review? @Cyrilvallez
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Adjust ROCm test output expectations
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# What does this PR do? This PR corrects the expected output for ROCm devices. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBU...
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[BUG] GPT-OSS weight dequantization discrepancy for online and offline methods
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For offline dequantization using quantization_config=Mxfp4Config(dequantize=True) when converting, the dequantization function is `convert_moe_packed_tensors`. For online dequantization using triton kernel, the weight is dequantized on-the-fly in the `triton _matmul_ogs` function. Theoretically, they should produce t...
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[generate] handle support for cache classes when num enc layers != num dec layers
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2025-08-19T11:29:55
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# What does this PR do? I think this bug has been in since `EncoderDecoderCache` was added: we naively assumed that # encoder layers == # decoder layers, as we used `config.num_hidden_layers` (# encoder layers in encoder-decoder models) to instantiate both caches 👀 This PR adds the missing logic: - we can spec...
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One cache class to rule them all
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2025-08-19T11:01:36
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# What does this PR do? Now that we moved the cache logic to a per-layer approach and added DynamicSliding layer, duplicating the number of Cache classes is kind of useless, and brings a lot of unnecessary complexity. This PR deprecates all Cache classes to keep only 3: - DynamicCache -> each layer type is inf...
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SmolVLM test fixes
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2025-08-19T10:56:36
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# What does this PR do? This PR makes the CI for SmolVLM again: fixes the export test + adjusts the expected values for AMD. Fixes # (issue) ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guidelin...
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Fix AttributeError in AwqQuantizer when version attribute is missing
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## What does this PR do? This PR adds an explicit version check for **AutoAWQ** when using `modules_to_not_convert` (module quantization skipping). - Module skipping requires functionality added in **AutoAWQ 0.1.8**. - Older versions or missing installs previously caused confusing runtime errors. - This upd...
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docs(layoutlm): add missing `id=usage` to `<hfoptions>` tag in LayoutLM model card
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LayoutLM model card # Add missing `id=usage` to `<hfoptions>` tag This PR fixes a documentation issue in the LayoutLM model card by adding the missing `id=usage` option to the `<hfoptions>` tag. This ensures correct rendering via Hugging Face doc-builder. No code changes. No dependencies. Related to #...
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Addiing ByteDance Seed Seed-OSS
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# What does this PR do? This PR adds the support of codes for the coming Seed Oss models <!-- 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...
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Clean up xcodec addition.
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2025-08-19T08:26:35
2025-08-20T10:16:34
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# What does this PR do? Clean up recent model addition for X-Codec #38248 - Remove unnecessary inputs to config (many are actually derived from other parameters - Make more consistent with other codecs (DAC and Encodec), as discussed in [X-Codec2 PR](#37868) with @eustlb - Add all codec models (5) from original...
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Remove MI300 CI
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Cleaning up as we no longer have runners for these types. In commit history if we need it back :)
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Fix attention mask for RT-DETR-based models
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2025-08-19T07:14:35
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# What does this PR do? Currently the attention mask is not handled correctly for RT-DETR-based models (`rt_detr`, `rt_detr_v2`, `d_fine`). The docs for `get_contrastive_denoising_training_group` say that it should return a `torch.FloatTensor` for the attention mask, but it actually returns `torch.bool`. The mask is...
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Some csm testcases fail because of incompatible with torch_comiple
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### System Info root@d1d4a7d93896:/workspace/upstream/transformers# transformers env 2025-08-19 16:10:36.294548: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them o...
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Skip some csm testcases because of incompatible with torch_comiple
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2025-08-19T06:42:55
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# What does this PR do? Skip some csm testcases because of CSM output recording incompatible with torch_comiple Before: <img width="790" height="149" alt="image" src="https://github.com/user-attachments/assets/30a66625-f35c-4a43-84eb-e31ff96d8609" /> After: <img width="777" height="217" alt="image" src="https://gi...
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PretrainedConfig `from_pretrained` does not maintain `save_pretrained` values with `sub_configs`
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### System Info - `transformers` version: 4.55.0.dev0 - Platform: macOS-15.6-arm64-arm-64bit - Python version: 3.12.2 - Huggingface_hub version: 0.34.3 - Safetensors version: 0.5.3 - Accelerate version: 1.9.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (accelerator?): 2.7.1 (...
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Enable PLW and PLE rules
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# What does this PR do? Enable ruff `PLW` and `PLE` rules, which implement warnings and errors of Pylint.
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40,264
Model loads with inconsistent `dtype` based on `from_pretrained` and `from_config`
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2025-08-19T06:04:46
2025-08-19T13:42:15
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### System Info - `transformers` version: 4.55.0.dev0 - Platform: macOS-15.6-arm64-arm-64bit - Python version: 3.12.2 - Huggingface_hub version: 0.34.3 - Safetensors version: 0.5.3 - Accelerate version: 1.9.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (accelerator?): 2.7.1 (...
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[VLMs] How to process a batch that contains samples with and without images?
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2025-08-19T05:09:36
2025-09-18T08:08:51
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MEMBER
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Is there a **standard** way to process a batch that contains samples with and without images? For example: ```python from transformers import AutoProcessor from PIL import Image import numpy as np model_id = ... # tested are "google/gemma-3-4b-it", "HuggingFaceM4/idefics2-8b", "HuggingFaceM4/Idefics3-8B-Llama3", "H...
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v4.55.3 tag miss some codes for patch, affect FA2 on Ascend NPU
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2025-08-19T03:05:33
2025-08-21T09:50:39
2025-08-21T09:50:39
CONTRIBUTOR
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### System Info codes related to Flash-Attention2 judgment logic in `4.55.3` is different from `main`, `4.55.3` branch code is unavailable on Ascend NPU, `main` branch is OK For Ascend NPU, `4.55.3` branch will go into else logic branch, and search `flash-attn` package, which will cause `ImportError` on Ascend NPU. ...
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Fix slow static cache export tests
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2025-08-18T22:36:18
2025-08-19T09:24:07
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# What does this PR do? Fix failures on RUN_SLOW `export_static_cache` tests introduced by https://github.com/huggingface/transformers/pull/39836. Reverts to export on token-by-token since: 1. The [generate function used for testing](https://github.com/huggingface/transformers/blob/main/src/transformers/integration...
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Add dynamic shapes to ExecuTorch static cache export tests
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2025-08-18T22:34:13
2025-08-28T17:12:18
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### Feature request Add dynamic shapes to the ExecuTorch `text_export_static_cache` tests on [causalLM models such as Qwen](https://github.com/huggingface/transformers/blob/main/tests/models/qwen3/test_modeling_qwen3.py#L297). Then modify the test generation function to prefill all at once [instead of sequentially](h...
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Add LFM2-VL support
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2025-08-18T22:19:14
2025-09-19T10:48:18
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Add support for LFM2-VL models. LFM2‑VL is [Liquid AI](https://www.liquid.ai/)'s first series of multimodal models, designed to process text and images with variable resolutions. Built on the [LFM2](https://huggingface.co/collections/LiquidAI/lfm2-686d721927015b2ad73eaa38) backbone, it is optimized for low-latency ...
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RuntimeError in loss computation with label_smoothing_factor > 0 for multi-label classification
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2025-08-18T19:16:18
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### System Info ``` OS: Linux-5.15.0-1092-azure-x86_64-with-glibc2.35 Python: 3.10.12 (main, May 27 2025, 17:12:29) [GCC 11.4.0] PyTorch: 2.0.1+cu118 TensorFlow: 2.14.1 transformers: 4.36.1 ``` ### Who can help? @zach-huggingface @SunMarc ### Information - [ ] The official example scripts - [x] My own modified sc...
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Fix: correct `k_proj` weight and bias slicing in D-FINE
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2025-08-18T19:12:11
2025-08-19T09:45:21
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This PR fixes the slicing of the `k_proj` weight and bias during checkpoint conversion for D-FINE. Fixes #40253 **Changes:** * Corrected `k_proj.weight` from `in_proj_weight[256:384, :]` → `in_proj_weight[128:256, :]`. * Corrected `k_proj.bias` from `in_proj_bias[256:384]` → `in_proj_bias[128:256]`. **Imp...
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make model docs device agnostic (2)
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2025-08-18T18:46:21
2025-08-19T20:26:47
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@stevhliu , following https://github.com/huggingface/transformers/pull/40143, i am updating more model docs to make them device agnostic, pls help review, thx very much.
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SAM decoder training error
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### System Info - `transformers` version: 4.55.2 - Platform: Linux-4.18.0-553.16.1.el8_10.cloud.0.1.x86_64-x86_64-with-glibc2.28 - Python version: 3.12.10 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.0 - Accelerate config: not found - DeepSpeed version: not installed - P...
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Fix benchmark workflow
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2025-08-18T18:03:34
2025-08-18T18:14:50
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# What does this PR do? This PR fixes a path issue introduced in https://github.com/huggingface/transformers/pull/39768. Fixes # (issue) ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guidelin...
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Wrong attention weights conversion for D-FINE
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2025-08-18T17:11:34
2025-08-20T10:05:24
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### System Info I was trying to train D-FINE on a custom dataset, but for some reason I could never get it to work with huggingface's implementation, while with the original repo it was training just fine. I went over the two implementation layer by layer, and the self-attention weights in the decoder layer seem to be...
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Update image_processing_perception_lm_fast.py to allow for proper override of vision_input_type
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Allow for a proper override of vision_input_type in hf fast image processor, otherwise we need to resort to manually setting the attribute. # What does this PR do? Allow for a proper override of vision_input_type in hf fast image processor, otherwise we need to resort to manually setting the attribute. Fixes #...
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PerceptionLM Image Processor doesn't properly allow for vision_input_type override
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### System Info - `transformers` version: 4.55.2 - Platform: Linux-5.10.0-35-cloud-amd64-x86_64-with-glibc2.31 - Python version: 3.13.5 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (acc...
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Standardize BertGeneration model card
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2025-08-18T15:34:50
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# What does this PR do? #36979 Updated the BertGeneration model card to follow the new standardized format including: - New consistent layout with badges - Friendly description written for accessibility - Usage examples with Pipeline, AutoModel, and transformers-cli - Quantization example with BitsAndBytesC...
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[`CI`] Fix repo consistency and docs
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Missed in #37088, just a typo to be passed from modular :eyes:
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set inputs_embeds to None while generate to avoid audio encoder forward in generation process
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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...
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⚠️ 🔴 Add ministral model
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Coming from #39799, adding Ministral model to support its interleaved attention.
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MT5ForConditionalGeneration no longer importable after torch and transformers upgrade
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2025-08-18T11:44:17
2025-08-18T11:57:21
2025-08-18T11:56:58
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### System Info ModuleNotFoundError: Could not import module 'MT5ForConditionalGeneration'. Are this object's requirements defined correctly? ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examp...
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When elastic training is enabled, data may be lost or over-read.
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2025-08-18T11:17:41
2025-10-05T08:02:52
2025-10-05T08:02:52
NONE
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### System Info master ### 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 When elastic...
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add-loftr-keypoints-to-map
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2025-08-18T11:05:20
2025-08-18T11:14:54
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# What does this PR do? The[ official demo for eloftr](https://huggingface.co/zju-community/matchanything_eloftr) does not work with the current transformers because `EfficientLoFTRForKeypointMatching` is not instantiated when the model is called. This fixes the problem by adding it to the model mapping. ## Befor...
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AMD scheduled CI ref env file
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2025-08-18T10:45:51
2025-08-18T20:23:31
2025-08-18T13:23:27
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Some of our AMD runners require us to reference an env-file, some do not. Added new input to the workflow to enable this functionality [here](https://github.com/huggingface/hf-workflows/pull/43).
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All versions of Transformers after 4.52.4 break batch inference on MPS when padding_side = left with SmolVLM
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2025-08-18T09:39:16
2025-09-29T08:02:33
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### System Info - `transformers` version: 4.55.2 - Platform: macOS-15.6-arm64-arm-64bit-Mach-O - Python version: 3.13.3 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.9.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (accelerator?): 2.7.1 (...
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[configuration] allow to overwrite kwargs from subconfigs
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2025-08-18T09:28:45
2025-08-22T11:31:26
2025-08-22T11:31:26
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# What does this PR do? Fixes https://github.com/huggingface/transformers/issues/38258 and allows users to overwrite kwargs from subconfigs in the same way as we allow to overwrite in the main config. See below code for what has changed ```python # Create a config that is same as the LLaVa-NeXT Mistral with sm...
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