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# What does this PR do? Use newer typing for source files with `from __future__ import annotations`.
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ddp_time in TrainingArguments with deepspeed does not work
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-5.15.0-72-generic-x86_64-with-glibc2.35 - Python version: 3.11.5 - Huggingface_hub version: 0.30.2 - Safetensors version: 0.4.5 - Accelerate version: 1.8.0 - Accelerate config: not found - DeepSpeed version: 0.17.1 - PyTorch version (GPU?): 2.6.0+cu...
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Fix more flaky `test_initialization`
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# What does this PR do? Same as in #38607 > tests/models/depth_pro/test_modeling_depth_pro.py::DepthProModelTest::test_initialization run 300 times: number of failures: before: 11 after: 0 (for a failing job, see https://app.circleci.com/pipelines/github/huggingface/transformers/134769/workflows/57...
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# What does this PR do? We should revert once those are fixed on datasets side
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[qwen] refactor attentions for vision/audio
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# What does this PR do? As per title, these modalities were left out when refactoring VLMs earlier
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Enable XPU doc
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Hi @SunMarc . This PR enables XPU torchao example in the doc, and also fixed a minor bug on the doc. Please review it. Thanks!
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Improve CI/CD by completing migration from setup.py to pyproject.toml
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Since the release of [PEP 621](https://peps.python.org/pep-0621/), the .toml file has been increasingly adopted for simpler usage and its enhanced functionality. I believe that by adopting the .toml file for packaging and managing dependencies as well, we can also make the process of publishing future release versions ...
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-6.8.0-1029-aws-x86_64-with-glibc2.35 - Python version: 3.10.15 - Huggingface_hub version: 0.32.2 - Safetensors version: 0.4.3 - Accelerate version: 1.6.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?): 2.6.0...
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Clarify Python and framework version support in installation.md
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This PR improves the installation documentation by: - Clarifying that Transformers supports Python 3.7 and above - Listing the supported versions of PyTorch, TensorFlow, and Flax This helps new users better understand environment compatibility. No functional changes.
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-5.15.0-141-generic-x86_64-with-glibc2.35 - Python version: 3.11.11 - Huggingface_hub version: 0.33.0 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?):...
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38,924
Exporting Llava decoder into ONNX format
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2025-06-19T23:32:47
2025-08-12T08:03:14
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I am working on exporting Llava into ONNX format. I came across this previous issue: https://github.com/huggingface/transformers/issues/33637 which had a notebook that outlined how to export in three separate parts. I noticed there wasn't any actual code on how the decoder was exported unlike the other two components. ...
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Remove deprecated max_size support from YOLOS image processor
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2025-06-19T21:50:02
2025-06-20T13:39:10
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- Updated `test_image_processor_from_dict_with_kwargs` to remove the deprecated `max_size` argument. - Uses only `{"shortest_edge": ...}` in `size`, consistent with current API. - Ensures compatibility with the latest image processor spec. ## Before submitting - [x] Did you read the [contributor guideline](http...
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Remove `ALL_LAYERNORM_LAYERS`
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2025-06-19T18:33:06
2025-06-20T10:06:50
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# What does this PR do? As per the title and as discussed offline. The list is super badly maintained, and it's better/easier to rely on pattern matching. I personally checked that everywhere it was removed, the new patterns will allow to match the layers. Also took care of not making the new pattern too general, i....
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Add T5 summarization example to examples/t5
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2025-06-19T18:32:18
2025-06-19T18:33:49
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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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Add T5 summarization example to examples/t5
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2025-06-19T18:00:26
2025-06-19T18:00:44
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Remove deprecated classes in modeling_utils.py
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# What does this PR do? As per the title cc @qubvel! Got too annoyed to see them, it was time!
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Lack of IDE-Specific Authentication Instructions in Hugging Face "Quickstart" Documentation
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2025-06-19T17:16:32
2025-06-24T18:48:17
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Explanation: I’m currently exploring the Transformers library and want to understand its architecture in order to make meaningful contributions. I started with the Quickstart page, particularly the setup section, which provides instructions for getting started with the Hugging Face Hub. However, I noticed that the do...
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Add past_key_values as inputs to TorchExportableModuleWithStaticCache forward
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2025-06-19T17:05:24
2025-06-20T09:01:16
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### Feature request With https://github.com/huggingface/transformers/pull/38879, exporting with static cache as input should be supported in https://github.com/huggingface/transformers/blob/797860c68cfd8bd3ad38ce312540445073f76b30/src/transformers/integrations/executorch.py#L288. This helps the exported program preser...
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Fix custom generate from local directory
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2025-06-19T15:11:21
2025-06-20T16:36:58
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Passing a local folder to `custom_generate` via `model.generate(**inputs, custom_generate="custom_generate_example", ...)` fails because 1. `shutil.copy` in `src/transformers/dynamic_module_utils.py` silently fails if the parent directory structure doesn't exist. 2. The relative imports do not get correctly copied ...
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Small fixes for utils/check_docstrings.py
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2025-06-19T14:49:31
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1. fix ast deprecations for python 3.14 by replacing: 1. `node.n` by `node.value` ([deprecation notice](https://github.com/python/cpython/blob/af48f39a440a5c23d89508c038da5d560e74fe48/Lib/ast.py#L530)) 2. `ast.Num` by `ast.Constant` ([deprecation notice](https://github.com/python/cpython/blob/af48f39a440a5c2...
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Error: StaticCache.__init__() got an unexpected keyword argument 'batch_size'
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Upgrading transformers breaks the 'new' name and instead reverts back to the 'deprecated' name... ``` Attempting uninstall: transformers Found existing installation: transformers 4.46.1 Uninstalling transformers-4.46.1: Successfully uninstalled transformers-4.46.1 Successfully installed tokenizers-0.21...
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Apply GradientCheckpointingLayer to the whole repo
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2025-06-19T12:51:32
2025-06-23T14:49:43
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# What does this PR do? Apply `GradientCheckpointingLayer` to the remaining models in the repository. Most of the PR is pretty much similar changes for all models: 1) Add import for `GradientCheckpointingLayer` 2) Inherit `*Layer` modules from `GradientCheckpointingLayer` 3) Remove `if/else` path for gradient ...
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Modernbert fixes
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2025-06-19T11:41:54
2025-06-20T09:22:33
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This PR fixes two thing that led to several test fails in `modernbert`: - there was a deprecated argument, `pos_idx_in_fp32` , passed to flash_attention `RotaryEmbedding` (class is [here](https://github.com/Dao-AILab/flash-attention/blob/32c491f8c592650c38374545738f589cc3b73c5f/flash_attn/layers/rotary.py#L331)) which...
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feat: add flexible Liger Kernel configuration to TrainingArguments
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2025-06-19T11:38:08
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# What does this PR do? Add support for granular Liger Kernel configuration through a new `liger_kernel_config` parameter in TrainingArguments. This allows users to selectively enable/disable specific kernels (rope, swiglu, cross_entropy, etc.) instead of the current approach that rely on default configuration. F...
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`load_balancing_loss_func` doesn't support 4D attention mask
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### System Info - accelerate 1.7.0 - datasets 3.6.0 - deepspeed 0.16.9 - huggingface-hub 0.32.4 - llamafactory 0.9.3.dev0 - numpy 1.26.4 - torch 2.6.0+cu124 - transformers 4.51.0 ### Who can help? @Art...
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Add kyutai stt
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2025-06-19T11:07:14
2025-06-24T16:01:16
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# What does this PR do? Adds Kyutai's new STT model 🚀
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Add support to use config dtype in HybridChunkedCache
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# What does this PR do? This PR fixes the issue with the HybridChunkedCache initialisation since it does not consider the dtype present in the model config. Here: https://github.com/huggingface/transformers/blob/b949747b54b6d81c5e4ab93c4d98ebc7a5901b31/src/transformers/cache_utils.py#L1806
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Skip sdpa tests if submodule does not support sdpa
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2025-06-19T09:32:29
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The tests `test_sdpa_can_dispatch_on_flash` and `test_sdpa_can_compile_dynamic` fail if a submodule of the model being tested does not support sdpa. An example of this is `Blip2ModelTest` (and friends) because it has the submodule `Blip2QFormerModel` which does not support sdpa. With this PR we should now be skippi...
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2025-06-19T09:23:16
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# What does this PR do? This PR aims to add support to mistral-common to ensure best usage of Mistral models. For now Mistral tokenizers are converted to HF format which can cause some discrepancy with official usage. We'd like to propose a soft dependency and a smooth integration in the HF environment via a `Mistra...
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Add flexible configuration for Liger Kernel in TrainingArguments
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### Feature request The current Liger Kernel integration in HuggingFace Transformers only supports a boolean `use_liger_kernel` flag that applies all available kernels. The underlying `_apply_liger_kernel_to_instance` method supports granular configuration through `kwargs`, but this flexibility isn't exposed at the `T...
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Fix `fsmt` tests
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# What does this PR do? I make comments in `Files changed` tab, but in short, the hub repo. safetensors files are broken.
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Incorrect comparison when generating `special_image_mask` in Gemma3Model
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-5.15.0-139-generic-x86_64-with-glibc2.31 - Python version: 3.11.11 - Huggingface_hub version: 0.32.3 - Safetensors version: 0.5.3 - Accelerate version: 1.4.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?):...
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Skip and track hidden failing tests
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Disabling several tests that have been skipped in CI but had they not been they would have failed.
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Fix initialization of OneFormer
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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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Deprecate AutoModelForVision2Seq
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2025-07-14T09:42:06
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# What does this PR do? As per title, we'll remove it anyway in the end so let's start raising warnings. I already ask all new models to not use `Vision2Seq`
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When a user does `assert tokenizer` to ensure that the tokenizer is not None, they inadvertently set off a rather expensive process in the `__len__()` operator. This fix adds a trivial `__bool__()` that returns True, so that a `None` tokenizer asserts and an actual tokenizer returns True when asserted, without calling ...
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Qwen2_5OmniProcessor.__init__() got multiple values for argument 'image_processor'
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### System Info ### Your current environment ```text INFO 06-19 02:57:16 [__init__.py:244] Automatically detected platform cuda. Collecting environment information... ============================== System Info ============================== OS : Ubuntu 22.04.4 LTS (x86_64) GCC versio...
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# What does this PR do? These are detected and fixed by `ruff UP008`.
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Update SuperPoint model card
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# What does this PR do? Updates SuperPoint model card for #36979 ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). ## Who can review? @stevhliu
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Sandeepyadav1478/2025 06 19 deberta v2 model card update
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# What does this PR do? Updates the DeBERTa-v2 card according to the description in [#36979](https://github.com/huggingface/transformers/issues/36979) to standardize all model cards' look. The pr includes: - Model description - Examples for Pipeline, AutoModel, and command line usage Note: AttentionMaskVisua...
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docs: update LLaVA-NeXT model card
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2025-06-18T18:44:08
2025-07-09T18:32:40
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# What does this PR do? As mentioned in the issue https://github.com/huggingface/transformers/issues/36979 this PR updates the documentation of the Llava-Next model, which will now be aligned with the standardized format for all the docs. ## Before submitting - [x] This PR fixes a typo or improves the docs (you ca...
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Fix/deprecate max size conditional detr
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# What does this PR do? Fixes #37939 ## 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#create-a-pull-request), ...
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Allow make-fixup on main branch, albeit slowly
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I've seen a couple of cases of users making a fork and then developing on their `main` branch. This causes problems, but one of the more confusing ones is that our style tools stop working because they compare against `main` to generate a diff. Ideally, people wouldn't do this, but we can reduce the errors a little wit...
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Add EdgeTam to Transformers 🤗
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2025-06-18T15:46:45
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### Model description Happy to take this one, as I'm working on Sam2 and the implementation looks very similar. I'll have to dive deeper in the code to check if this even need to be a separate model. ### Open source status - [x] The model implementation is available - [x] The model weights are available ### Provid...
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The wrong config parameter found in src/transformers/models/qwen2_5_vl/configuration_qwen2_5_vl.py.
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### System Info According to Qwen2.5-VL Technical Report, the channel of ViT and the in channel of VL-merger could be 1280. ![Image](https://github.com/user-attachments/assets/4428c2ff-0888-4cde-99f6-a3341317eb43) And I try to load the pretrained Qwen2.5-VL-7B model, clearly, the intput hidden size of merger is 128...
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continue to fix distributed_type from TPU to XLA in LM examples (#38652)
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2025-06-18T14:56:25
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# What does this PR do? In some language-modeling and image-pretraining examples, the _no_trainer version training scripts check whether `accelerator.distributed_type` is `TPU`. However, `TPU` is already deprecated in new Accelerator library. They should be changed to `XLA`. This is a follow-up fix of #38652 . ...
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Add RF-DETR
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2025-06-18T14:27:36
2025-09-13T00:43:42
2025-07-05T14:15:05
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# What does this PR do? Draft PR to add RF-DETR based on: https://github.com/huggingface/transformers/pull/36895
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Allow compile with bnb
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# What does this PR do? This PR enable compilation when generating with bnb models. This is supported with the latest bnb.
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Fix loop var naming
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Our code contained the loop `for tuple in gen:` which clobbered the built-in Python `tuple`. This was a silent error that surfaced when we did some recent type hint fixes. This PR fixes it by renaming the loop variable to something that doesn't overwrite a Python built-in like that!
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Llama 4 conversion fix for moe models
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I think I broke it when adding support for Llama Guard.
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More PYUP fixes
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# What does this PR do? Most changes are using f-string.
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🔴 Update default `dtype` for pipelines to `auto`
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# What does this PR do? Issue: Currently, the auto-generated code snippets on the Hub don’t account for torch_dtype, resulting in models being loaded in float32 by default. This often leads to unnecessarily high memory usage and frequent OOM errors, especially in environments like Colab. For example: The [Qwe...
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[video processor] fix slow tests
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# What does this PR do? Fixes failing CI. Some models like InternVL have a shared image processor with a different model (GotOCR). So when we check for an `image_processor_type` and infer that changing `Image -> Video` gives us video processor, it fails. Because GotOCR has no video video processing and should not ha...
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[video processor] support torchcodec and decrease cuda memory usage
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# What does this PR do? As per title, adds a small utility for loading videos with torchcodec. Note that we don't use torchcodec to its fullest, i.e. loading to device or streaming. Loading to device incurs high memory usage because we load the whole video and sampling only after that. For streaming and other featur...
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Add serialization function for StaticCache
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# What does this PR do? Implements serialization functions for StaticCache similar to the one implemented for DynamicCache. Fixes https://github.com/pytorch/pytorch/issues/155862. ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] ...
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📄 Information about the usage of models and code with non-commercial LICENSE on transformers and diffusers
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Hi Team, I want to understand how HuggingFace handles code and models which are not licensed for commercial use in its repositories even though the repository itself is for commercial use. The `transformers` and `diffusers` libraries both are Apache License but both cater to non-commercial models as well. I have re...
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DOC: Clarify attention_mask usage in BertModel forward method
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This PR improves the documentation of the `attention_mask` parameter in the `forward()` method of the `BertModel` class. ### Changes made: - Added a clear explanation of how 1s and 0s in `attention_mask` control attention behavior - Included a minimal example tensor to demonstrate typical usage - Follows the Hugg...
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[bugfix] fix ATTN_MASK_NPU device mismatch error on multi-device NPU …
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# What does this PR do? This PR fixes a device mismatch error that occurs when using NPU flash attention functions across multiple devices. Currently, running the following test script with more than one npus ``` import torch from transformers import Qwen2_5_VLForConditionalGeneration, AutoProcessor from qwen_...
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add pytorch-xpu Dockerfile
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Reproducibility Issue of Siglip2 with Blackwell Architecture GPUs (RTX 5090)
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2025-06-18T01:07:30
2025-07-27T08:02:39
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### System Info - transformers version: `4.52.4` - Platform: Linux - Python version: 3.12 - PyTorch version: 2.7.0+cu128 - CUDA version: 12.8 - GPU: NVIDIA GeForce RTX 5090 (Blackwell architecture) - Driver Version: 570.144 ### Who can help? ## Who can help? @amyeroberts @qubvel (vision models - SigLIP2 related i...
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Inconsistency between from_pretrained and save_pretrained API
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2025-06-17T23:47:10
2025-06-18T12:23:52
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### System Info I have a phi-4-mini-reasoning model, here the config: https://huggingface.co/microsoft/Phi-4-mini-instruct/blob/main/tokenizer_config.json I downloaded it locally. and I use `tokenizer = AutoTokenizer.from_pretrained(input_folder)` and then `tokenizer.save_pretrained(output_folder)` Now the output toke...
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Fix loss scaling in Trainer during final step of gradient accumulation
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2025-06-17T21:30:36
2025-06-18T04:37:32
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Fix for bug in issue (#38837) # What does this PR do? This PR fixes a bug in the Trainer.training_step method where the loss is always divided by gradient_accumulation_steps, even on the final accumulation cycle of an epoch, which may contain fewer batches. This leads to an artificially small loss during the last o...
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Qwen3 thinking flag is flipped
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2025-06-17T21:28:02
2025-06-18T12:15:13
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### System Info ```python import transformers transformers.__version__ ``` ``` '4.52.4' ``` ### 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 ow...
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Safetensors deserializing silently mishandles tied parameters
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2025-06-17T20:13:56
2025-10-26T08:03:43
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-6.1.123+-x86_64-with-glibc2.35 - Python version: 3.11.13 - Huggingface_hub version: 0.33.0 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?): 2.6.0+cu124...
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[docs] TP
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Update TP docs
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Post-PR fixes!
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Divergent branches mean the CI is red after #38797, this PR fixes it by applying the style fixes to new files too!
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# What does this PR do? Follow up to https://github.com/huggingface/transformers/pull/38101 as the error still seems to happen with a similar error ``` [rank0]: File "/root/miniconda3/envs/py3.11/lib/python3.11/site-packages/transformers/trainer.py", line 2720, in _inner_training_loop [rank0]: self.control ...
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Super slow inference using `eager` attention with `Llama-4-Scout-17B-16E-Instruct`
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2025-06-17T16:54:18
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### System Info Env: ``` torch 2.7.1 pypi_0 pypi torchvision 0.22.1 pypi_0 pypi tqdm 4.67.1 pypi_0 pypi transformers 4.51.0 pypi_0 pypi pillow 11.2...
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# What does this PR do? See comments. All tests pass on the desired runners (multi-A10 runners). I haven't checked the flash attn test - let's make effort when I switch to A10 runners (soon). (Loading the FA model would require not to use the newly added `get_model`)
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🚨🚨 Fix initialization of Mask2Former
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# What does this PR do? Supersedes https://github.com/huggingface/transformers/pull/38512 for simplicity. Because the initialization was so bad originally, I needed to make extra sure to follow the module graph very carefully to retain BC init. Also, original PR had a lot of unwanted commits/contributors. @bvantu...
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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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# What does this PR do?
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Add SamImageProcessorFast with 4x performance improvement
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## 🎯 Summary Implements GPU-accelerated `SamImageProcessorFast` following the BEiT pattern, providing 4x performance improvement over the original CPU-bound processor while maintaining 100% compatibility. fixes https://github.com/huggingface/transformers/pull/36999
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# What does this PR do? Add kwargs for timm.create_model in TimmWrapper. requested in: - https://github.com/huggingface/transformers/pull/37878 related to: - https://github.com/huggingface/transformers/pull/35819 Kwargs are added to the config to save them. `timm` will read them, but for models without...
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Add MobileViT fast image processor
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## Summary This PR adds a fast image processor for MobileViT models, providing significant performance improvements while maintaining full functional equivalence with the existing slow processor. ## Changes - **Added**: `MobileViTImageProcessorFast` class in `src/transformers/models/mobilevit/image_processing_...
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-6.1.123+-x86_64-with-glibc2.35 - Python version: 3.11.13 - Huggingface_hub version: 0.33.0 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?): 2.6.0+cu124...
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Clarify per_device_train_batch_size scaling in TrainingArguments (#38…
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## What does this PR do? This PR clarifies in the `TrainingArguments` docstring that `per_device_train_batch_size` is multiplied by the number of devices when training on multiple GPUs or with distributed training. Closes #38484 ## Before submitting - [x] This PR fixes a typo or improves the docs ## Who...
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Hi @Rocketknight1, thanks for the great guidance on the previous PR! This new pull request follows your suggestion to fix the bug at its source. It resolves a `RuntimeError` that occurs in time series models inheriting from `TimeSeriesTransformerModel` (such as `InformerModel`) when `config.input_size` is set to 1. ...
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LlamaAttention forward function type hint is incorrect from new Branch
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2025-06-17T04:14:05
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Hi, this PR fixes a small issue in the LlamaAttention class. The return type in the forward method currently shows three values, but the function actually returns only two. This seems to have been missed during the attention refactor (possibly in PR https://github.com/huggingface/transformers/pull/35235). I’ve updat...
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38,854
scale loss per token/local sequence for discrete system representation
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2025-06-17T03:56:28
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### Feature request I have implemented a scaling loss for my discrete game usecase. I would like to be able to hand my model a batch with a map of sequences and their associated randomness(or importance) and then scale the loss relative to the next tokens predictability. My implementation works but is very slow relati...
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Update bamba model card
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2025-06-17T00:58:13
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# What does this PR do? Updates `bamba` model card for #36979 ## Before submitting - [x] 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/CONTRIBUTING.md#create...
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enable misc test cases on XPU
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2025-06-17T00:44:17
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@ydshieh, pls help review, thx very much.
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Should `compute_metrics` only run on the main process when doing DDP?
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2025-07-25T08:02:33
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Hi, I want to know when doing training and evaluation on a multi-GPU setup (DDP using trainer and accelerate), does `compute_metrics` only need to be run on the main process? The reason being that `trainer` itself already does `gather_for_metrics` ([here](https://github.com/huggingface/transformers/blob/v4.51-release...
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# What does this PR do? Fixes #38348 ## 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#create-a-pull-request), P...
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# What does this PR do? Fixes artifacts introduced in #37753 ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [x] Was this discussed/approved via a Github issue or the [forum](https://discuss.huggingface.co/)? Please add a link ...
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# What does this PR do? Updated Auto Class docs for #36979 ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [x] Was this discussed/approved via a Github issue or the [forum](https://discuss.huggingface.co/)? Please add a link ...
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Docs: add community fine‑tuning notebook link to TrOCR page # What does this PR do? Adds a link to a community tutorial notebook in the TrOCR model docs. The notebook demonstrates fine-tuning TrOCR on a custom custom dataset and includes multiple training strategies: - Train all parameters - Train encoder ...
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video_auto_processing.py breaks everything
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2025-06-16T14:24:56
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### System Info the video preprocessor now breaks everytthing, I have a model which need Qwen2.5 VL preporssor, it's OK before, but now it can not load, breaks. My model just need Qwen2.5 VL preprocessor, it doens't have Qwen2.5 VL arch, it's a customized model. But now, the video prerproecssor will reading the conf...
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Fix `qwen2_5_vl` tests
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# What does this PR do? As usual, trying to update/fix some value mismatching or OOM to make CI better. Passing now both on A10/T4 with torch 2.7.1
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We use possessive quantifiers with `regex` for Py < 3.11 or `re` for Py >= 3.11 to avoid huge slowdown here. cc @Michellehbn !
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Error when create ModernBert model with flash attention TypeError: RotaryEmbedding.__init__() got an unexpected keyword argument 'pos_idx_in_fp32'
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### System Info linux ubuntu 22.04 Python 3.12.4 transformers 4.52.4 flash-attn 2.8.0.post2 ### 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 ow...
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Fix incorrect width ratio calculation in Llama4 image processor
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In the `Llama4ImageProcessorFast` class ([source](https://github.com/huggingface/transformers/blob/main/src/transformers/models/llama4/image_processing_llama4_fast.py#L432)), the image resizing ratios for height and width are incorrectly calculated using the image height for both dimensions: ```python ratio_h, rati...
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Fix peft integration
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# What does this PR do? Otherwise there is a circular import - as the list is only for BC, it's fine to copy it
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[video processor] fix BC when no video config if found
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# What does this PR do? For BC we need to check if there is an image processor, not feature extractor. Previously all video processors could be only an instance of image processor Reported in https://github.com/huggingface/transformers/issues/38665#issuecomment-2975331102
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[DO NOT MERGE] Testing saftensors 0.6.0
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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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Delete deprecated stuff
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# What does this PR do? As per title. Removes - deprecated legacy cache - deprecation we has for new processor API - `**rope_kwargs` from the RoPE API - `_seen_tokens` in cache classes First review @gante as most modifications are around cache/generation
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Loss is incorrectly scaled in Trainer during the last step with gradient accumulation when the final batch is smaller than accumulation steps.
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### System Info - `transformers` version: 4.51.3 - Platform: Linux-5.10.134-010.ali5000.al8.x86_64-x86_64-with-glibc2.32 - Python version: 3.10.16 - Huggingface_hub version: 0.30.2 - Safetensors version: 0.5.3 - Accelerate version: 1.6.0 - Accelerate config: not found - DeepSpeed version: 0.15.4 - PyTorch version (...
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Fix DTensor import compatibility for PyTorch < 2.5
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# What does this PR do? This PR fixes a compatibility issue related to `DTensor` import introduced in PyTorch 2.5. Previously, `DTensor` was imported only under the condition: ```python if _torch_distributed_available and is_torch_greater_or_equal("2.5"): from torch.distributed.tensor import DTensor ``...
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38,835
Update roc bert docs
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2025-06-16T00:56:37
2025-06-17T18:02:19
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# What does this PR do? This PR updates the model card according to the changes needed on the pull request. <!-- 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 ...
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38,834
Fix broken notebooks link in Italian training docs
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2025-06-15T17:35:51
2025-06-16T14:38:52
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Replaced the relative link to the notebooks directory in docs/source/it/training.md with an external link to the official Hugging Face Notebooks repository on GitHub. This ensures users can always access the latest and correct set of example notebooks.
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