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40,440
Fix collated reports uploading
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Fix https://github.com/huggingface/transformers/issues/40292
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# What does this PR do? Fixes #40292 https://github.com/huggingface/transformers/issues/40292#issuecomment-3220768012 ## 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/hug...
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Resolve automatic label name detection when single label provided
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# What does this PR do? Users frequently encounter a confusing KeyError when setting label_names=['label'] in TrainingArguments, leading to errors like: ``` KeyError: "The `metric_for_best_model` training argument is set to 'eval_f1', which is not found in the evaluation metrics. The available evaluation metrics a...
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Fix collated reports model directory traversal
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Given that a model directory is named for example `single-gpu_whisper_test_results`, and not `single-gpu/whisper_test_results` we want to iterate for each of them - not iterate inside of them.
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Fixed incorrect normalization
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I've notices a possible typo in [s`rc/transformers/image_processing_utils_fast.py#compile_friendly_resize`](https://github.com/huggingface/transformers/blob/c81723d31b8a532803feee2bbce66e4f03829759/src/transformers/image_processing_utils_fast.py#L307) for `uin8` the normalization is done slightly off with `256` instead...
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Remove working-dir from collated reports job
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flash_paged: s_aux may not exist
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Some implementations (i.e., https://huggingface.co/kernels-community/vllm-flash-attn3) support an `s_aux` arg for attention sinks, but others (https://huggingface.co/kernels-community/flash-attn) do not. If s_aux is present in the kwargs, we forward it, otherwise we don't. The user will still get an error if they ...
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Update collated reports working directory and --path
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# What does this PR do? Sets `working-directory: /transformers` in the job and `--path .` in the script call.
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Add Copilot instructions
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I think most of our code agent PRs are coming from Copilot, not Codex/Claude Code. This PR adds `.github/copilot-instructions.md`, which is the location that Copilot searches. The text is almost identical to `AGENTS.md`. cc core maintainers @ArthurZucker @Cyrilvallez
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# What does this PR do? The modular was ill-formed, resulting in mostly skipping all the rules and instead importing the classes from modernbert in the modeling (which is illegal as we want 1-model -> 1-file). This fixes it. Note that as it was mistakenly inheriting from `ModernBertPreTrainedModel` instead of us...
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# What does this PR do?
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[docs] remove last references to `transformers` TF classes/methods
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# What does this PR do? Last PR regarding Flax/TF docs updates 🤗 This PR removes all traces to `transformers` TF classes/methods uses in the docs. Spiritual successor to https://github.com/huggingface/transformers/pull/40372 Methodology: 1. Find all `tf`/`tensorflow`/`xla` references in files within docs/so...
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🚨 Remove Contrastive Search decoding strategy
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Removes Contrastive Search generation strategy from the codebase. Directs users to the `transformers-community/contrastive-search` repository. It has been a warning for a few releases, but now `trust_remote_code=True` is required to run contrastive search.
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Fix Issue #40376: Training Arguments silently resets accelerator state
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# 🚀 **Fix Issue #40376: Training Arguments Reset Bug** ## 📋 **Overview** This PR fixes **Issue #40376** where `TrainingArguments` initialization was silently resetting the global accelerator state, causing distributed training workflows to fail unexpectedly. ## 🐛 **Problem Description** ### **Issue #40376: Train...
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Continuous batching refactor
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This PR refactors the files related to continuous batching and changes a few parts of the logic: - the way the `max_batch_tokens` and `num_blocks` is computed; - the static inputs of the CB are now sliced to avoid passing an arbitrary amount of padding in the forward - the example file for CB has been reworked to al...
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Fix check_quantized_param method when param_value is a safetensors slice
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# What does this PR do? Fixes a case where when loading a quantized model from safetensors with tensor parallelism enabled (`device_mesh!=None`) , `check_quantized_param(...)` method was failing as it was expecting a torch.Tensor as input for `param_value` and it was supplied with a `slice`. More details: #40361 ...
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[`FA`] Remaining Cleanup
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Parts of the flash attention generation was moved to the generate preparation and was reverted in #40161 The prepare in generation had more ripple effects tho: - #39814 was now happening with the subsequent fix in #39843 - However, #39843 introduces a somewhat breaking change in the API as seen in #40399 This P...
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Fix CI (hunyuan moe does not support fullgraph)
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# What does this PR do?
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[Feature] Add new SOTA backbone for Vision as MetaFormer series
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### Feature request Source code: https://github.com/sail-sg/metaformer.git Paper: https://ieeexplore.ieee.org/document/10304335 ### Motivation Latest SOTA backbone for Vision. Contibutions to computer vision community. ### Your contribution Collaborating with submitting a PR. --- ```bibtex @article{yuMetaFormer...
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# What does this PR do? The test `test_generate_compile_model_forward_fullgraph` for this model fails, see [here](https://app.circleci.com/pipelines/github/huggingface/transformers/143418/workflows/c4499a68-ac31-40f7-91a8-65d81c7b9e4e/jobs/1896331/parallel-runs/7) with ```bash FAILED tests/models/hunyuan_v1_...
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Use the config for DynamicCache initialization in all modelings
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2025-08-25T08:27:48
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# What does this PR do? As per the title
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Fix language code for Javanese from 'jw' to 'jv' based on ISO 639-1
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2025-08-25T07:15:31
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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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Javanese language code is `jv`, not `jw` if based on ISO 639-1
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2025-08-25T06:52:38
2025-10-02T08:02:48
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I kept getting error when testing my finetuned voxtral using Javanese language. Then, I realize that language code for Javanese is wrong here. It should be `jv`, not `jw`, based on ISO 639-1. https://github.com/huggingface/transformers/blob/3fd456b200ba434e567412cc4517309482653f60/src/transformers/models/whisper/token...
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feature: Add robust token counting with padding exclusion
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2025-08-25T04:37:08
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Fixes #40401 This pull request improves the Trainer by adding a better way to count input tokens. It includes a new option to exclude padding. This is done by expanding the functionality of the current include_num_input_tokens_seen argument in TrainingArguments, ensuring full backward compatibility. **What was th...
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Unexpected behavior when modifying Linear.forward with device_map="auto" offloading
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2025-08-25T02:14:42
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Hi, thanks for maintaining this great library! I encountered an unexpected behavior when trying to run inference with a 40B model (~83GB) using `transformers` with `device_map="auto"`. ### Setup - `transformers` version: 4.41.0 - GPU memory: 24GB - CPU memory: 90GB - Model size: ~83GB - Inference config: `batch_size...
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🌐 [i18n-KO] Translated smolvlm.md to Korean
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2025-08-25T01:08:45
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# What does this PR do? Translated the smolvlm.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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Fix TrainingArguments silently resetting existing AcceleratorState #40376
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2025-08-24T21:51:52
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- Add detection for existing AcceleratorState before resetting - Reuse existing configuration instead of forcing reset - Add informative log message when reusing existing state - Fixes issue #40376 where TrainingArguments would silently reset previously configured Accelerator instances This improves user experien...
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Fix Flash Attention query_length validation to be compile-friendly#40399
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feat: Add DINOv3 support to AutoBackbone
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2025-08-24T18:03:48
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# What does this PR do? This PR implements DINOv3 support for AutoBackbone. ### ✅ What's Implemented: - **DINOv3ViTConfig**: Complete configuration class with all DINOv3-specific parameters - **DINOv3ViTModel**: Full model implementation with RoPE embeddings, register tokens, and SwiGLU MLP - **DINOv3ViTBackbo...
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40,410
Cannot get per-token scores in each beam in each step using beam search.
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2025-08-24T11:50:08
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### System Info Environment: Google Colab with T4 without installing anything else (the colab ran just now) Transformers env output: ``` - `transformers` version: 4.55.2 - Platform: Linux-6.1.123+-x86_64-with-glibc2.35 - Python version: 3.12.11 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerat...
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AcceleratorError: CUDA error: device-side assert triggered
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2025-08-24T11:39:47
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### System Info Python 3.11.13 torch==2.6.0+cu124 transformers==4.55.2 bitsandbytes==0.47.0 peft==0.17.0 accelerate==1.10.0 numpy==1.26.4 scipy==1.14.1 GPU: NVIDIA A100-SXM4-40GB CUDA Version: 12.4 # Dataset Train {'text': Value('string'), 'label': Value('int64'), 'input_ids': List(Value('int32')), 'attention_mask...
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Fix typo and improve GPU kernel check error message in MXFP4 quantization (#40349)
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2025-08-24T10:47:20
2025-08-25T15:21:55
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## Description This PR fixes a typo in MXFP4 quantization tests and improves the consistency of GPU kernel check error messages. The changes address both code quality and user experience improvements. ## What was fixed - **Typo Fix**: Corrected `is_kernels_availalble` → `is_kernels_available` in test patches (...
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Fix typo: 'casual' -> 'causal' in code and documentation (#40371)
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## Description This PR fixes a widespread typo where "casual" was incorrectly used instead of "causal" throughout the codebase. The typo affected variable names, documentation strings, and test function names across multiple model implementations. ## What was fixed - **Variable naming**: Fixed `casual_mask` → ...
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Cache tokenlizer
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2025-08-24T08:36:14
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### Feature request I am using Grounding DINO, which makes use of the `bert-base-uncanned` tokenlizer. Unfortunately, this model is never downloaded to cache, forcing a remote call to the API. Please allow for tokenlizer to be cached locally. ### Motivation I want to use my software offline. ### Your contribution ...
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Fix Flash Attention query_length API design issue (#40399)
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2025-08-24T07:29:51
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- Add parameter validation and auto-correction in _prepare_from_posids - Detect when query_length != query.shape[1] and auto-correct - Add warning message for debugging monkey patch scenarios - Fix position_ids.view(-1) -> position_ids.reshape(-1) for memory layout compatibility - Ensures correct branch selection i...
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update model card for gpt-j
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# What does this PR do? This PR updates the documentation for the model GPT-J according to #36979 to improve the model cards with a consistent format. ## 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? Anyone in t...
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Customizable Logit Warping Strategies for Generation #40010
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2025-08-23T23:54:15
2025-10-09T14:41:38
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# What does this PR do? Feature request Improve the generate() API by supporting custom, declarative logit warping strategies. Make it easier for users to plug in standard and custom LogitProcessors via configuration or arguments without needing to subclass or dive into internals. Motivation The generation modu...
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Fix UnboundLocalError in WER metric computation
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2025-08-23T20:46:12
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## Summary Fixes a variable naming conflict in the `compute_metrics` function example in the ASR documentation that causes an `UnboundLocalError`. ## Problem The original code had a naming conflict where `wer` was used both as: 1. The loaded evaluate metric (`wer = evaluate.load("wer")`) 2. The variable to store...
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`num_input_tokens_seen` should exclude padding tokens
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2025-09-11T07:16:08
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### Feature request The `Trainer` enables tracking [the number of input tokens](https://github.com/huggingface/transformers/blob/241c04d36867259cdf11dbb4e9d9a60f9cb65ebc/src/transformers/trainer.py#L2492-L2496). I was puzzling over why the logged number of input tokens was so much higher than the number of tokens in m...
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2025-08-23T17:40:24
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This PR fixes a minor redundancy in the README documentation: - Changed "over 1M+" to "over 1M". This improves readability and consistency of the documentation.
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[API] Current `query_length` API can break ulysses-sp patch
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2025-08-23T13:54:10
2025-08-28T13:01:20
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### System Info - `transformers` version: 4.55.4 - Platform: Linux-5.10.135.bsk.6-amd64-x86_64-with-glibc2.35 - Python version: 3.10.12 - 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 (accele...
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NVIDIA RADIO-L
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2025-08-26T14:44:11
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### Model description While exploring, I came across [nvidia/RADIO-L](https://huggingface.co/nvidia/RADIO-L) and was wondering about its current support. 1. May I ask if RADIO-L is already supported in Transformers? 2. If not, would it be considered suitable to add? 3. If a model requires trust_remote_code=True, what...
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2025-08-23T09:22:44
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# What does this PR do? As discussed internally. This PR adds `flash-attn` in the CI docker image so the FA2 tests would be run.
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# What does this PR do? In vLLm inference and SFT training, there are lots of blocking operations of image_grid_thw such as `torch.prod` and `torch.tolist`, so let's always fix image_grid_thw to CPU to avoid them. A simple grep gives the following examples: ``` src/transformers/models/qwen2_5_vl/modeling_qwen2_5_...
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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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2025-08-22T23:30:32
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Removed unnecessary print statement that was outputting normalized_path during vision weight conversion in convert_shieldgemma2_weights_orbax_to_hf.py This appears to be a leftover debug statement that should not be in production code. 🤖 Generated with [Claude Code](https://claude.ai/code) # What does this PR...
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fix: fix keras compat with TF_USE_LEGACY_KERAS in tensorflow <2.15
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# What does this PR do? Tensorflow 2.16 made keras 3 the default https://github.com/tensorflow/tensorflow/releases/tag/v2.16.1 Since huggingface does not support keras 3 yet, this compat logic was introduced in https://github.com/huggingface/transformers/commit/df1542581ee89107eea0569ee044fa8797b66ab0 However,...
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Fix typo: 'lenght' to 'length'
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Fixed 2 instances of the typo "lenght" → "length" in docstring comments in tests/models/kyutai_speech_to_text/test_modeling_kyutai_speech_to_text.py The typo was in test method documentation explaining context length divergence behavior. 🤖 Generated with [Claude Code](https://claude.ai/code) # What does this ...
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Fixed 4 instances of the typo "seperator" → "separator" in variable names: - 2 instances in src/transformers/models/shieldgemma2/convert_shieldgemma2_weights_orbax_to_hf.py - 2 instances in src/transformers/models/gemma3/convert_gemma3_weights_orbax_to_hf.py These typos were in variable names used for parsing path...
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- Added fromjson filter to parse JSON strings in chat templates - Enables deserializing tool_calls.function.arguments from JSON strings to dictionaries - Allows iterating over argument key-value pairs in templates - Added comprehensive tests for the new filter functionality - Handles graceful fallback when JSON par...
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InternVL MI325 test expectations
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# What does this PR do? Adds the failing test expectations for MI325 GPUs. 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 guideline](https://github.com/huggingface/transformers/b...
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- Fixed 'casual mask' to 'causal mask' in logger messages across encoder-decoder models - Fixed variable name 'casual_mask' to 'causal_mask' in mistral/modeling_flax_mistral.py - Affects 11 files in total: speech_encoder_decoder, encoder_decoder, musicgen, musicgen_melody, mistral, and vision_encoder_decoder models ...
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Fix typo: 'seperate' -> 'separate' in mm_grounding_dino conversion sc…
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…ript - Fixed typo in convert_mm_grounding_dino_to_hf.py where 'image_seperate.weight' should be 'image_separate.weight' - This improves code readability and consistency # 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 t...
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Gemma3 text fixes: Add expectations for MI325
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# What does this PR do? This PR adds the proper expectation for MI355 GPUs. After this PR, only the `Gemma3IntegrationTest::test_export_text_only_with_hybrid_cache` test fails, which is due to https://github.com/huggingface/transformers/pull/40316. <!-- Remove if not applicable --> Fixes # (issue) ## Before...
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remove the redundant non maintained jieba to rjieba
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Fixes #40239 The commit moves away old dependency on jieba to a much efficient rjieba which is a python binding for jieba-rs (jieba implemented in rust) ## 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 [contributo...
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Cannot resize token embeddings in distributed training setups with FSDP
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### System Info - `transformers` version: 4.55.2 - Platform: Linux-5.14.0-570.33.2.el9_6.x86_64-x86_64-with-glibc2.39 - Python version: 3.12.3 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.0 - Accelerate config: compute_environment: LOCAL_MACHINE ...
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HF papers in doc
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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? <!-- 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? I broke the CI in https://github.com/huggingface/transformers/pull/40339 🙈 No idea why the tests weren't triggered before merging The newly added test is failing for InetrnVL, QwenAudio (and others) because the number of video/audio placeholders doesn't match number of actual video/aud...
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Reactivate a lot of tests skipped for no reason anymore
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# What does this PR do? As per the title. It's been some time that the small models are defaulting back to a DynamicCache. Time to stop skipping them! cc @ArthurZucker @gante
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[processors] Unbloating simple processors
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# What does this PR do? I think most processor don't have special functions except for passing each modality to its own preprocessor and combining outputs. This PR is an attempt to modularize processor's `__call__` method, we define a default call and delete model-specific code in processor files if it is same as th...
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Training Arguments resets accelerator
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### System Info Related package versions: `transformers=4.51.3` `accelerate==1.3.0` ### Who can help? _No response_ ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [x] My own task or...
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[pipeline] ASR pipeline kwargs are forwared to `generate`
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# What does this PR do? Related to #25084 Makes the ASR pipeline behave as other text-generating pipelines: kwargs at call time are forwared to `generate`, as opposed to needing a special keyword. _____________________ ```py from transformers import pipeline from datasets import load_dataset model =...
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Fix typo: 'casual' to 'causal'
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# What does this PR do? Fixes a typo: 'casual' to 'causal' <!-- 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 contributi...
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Rework the Cache documentation
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# What does this PR do? As per the title. I think it's super important for users that we stay up-to-date with all the recent changes! cc @gante would you mind double checking as well? feedback always appreciated for the doc
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[docs] flax/jax purge
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# What does this PR do? This should be the last PR removing JAX/FLAX from our docs 🤗 After this PR, the only JAX/FLAX mentions in our docs are either historical (e.g. "(written in JAX)" as a note regarding the model origin) or useful for model addition information (e.g. tips to debug models originally written in ja...
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Typo: "casual" should be "causal" in code and docs
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2025-08-22T10:32:40
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### System Info N/A (not related to environment) ### 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) ### ...
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[ESM] support attention API
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# What does this PR do? Addresses https://github.com/huggingface/transformers/pull/34954 and updates ESM to supports attention API and modeling outputs
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fix(example): align parameter names with the latest function definition for gdino
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2025-08-22T07:59:54
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# What does this PR do? fix function parameter with the latest function implementation <!-- 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 e...
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Remove redundant dependency jieba in favor of rjieba
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# What does this PR do? Fixes issue #40239: remove jieba dependenc and replace iwht wiht rjieba <!-- 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 reflect...
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[Feature][GLM45] Add fromjson filter to jinja2 environment
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[Feature] Support fromjson in jinja2 chat template rendering
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### Feature request GLM45 requires `fromjson` in jinja2 to deserialize str typed `tool_calls.function.arguments` to dict within chat template so it can iterate over `arguments`'s k-v within jinja2 chat template. ``` {% for tc in m.tool_calls %} {%- if tc.function %} {%- set tc = tc.function %} {%- endif %} {{ '\n<to...
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add scattermoe kernel for fast MoE training
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Add `tokenizer_kwargs` argument to the text generation pipeline
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# What does this PR do? This PR adds a `tokenizer_kwargs` argument to the `TextGenerationPipeline`, allowing users to pass arbitrary arguments to the tokenizer during preprocessing. In particular, this lets users set chat template arguments, such as the `enable_thinking` flag for Qwen3 or SmolLM3. ## Before su...
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rename get_cuda_warm_up_factor to get_accelerator_warm_up_factor
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since hfquantizer now supports XPU too, so change `get_cuda_warm_up_factor` to a more device agnostic naming `get_accelerator_warm_up_factor`. @Rocketknight1 , pls help review, thx very much.
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Registering attention fn with AttentionInterface changes its computation, potentially loses mask
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### System Info - `transformers` version: 4.55.2 - Platform: Linux-6.8.0-60-generic-x86_64-with-glibc2.35 - Python version: 3.11.13 - Huggingface_hub version: 0.35.0.rc0 - Safetensors version: 0.6.2 - Accelerate version: 1.10.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (ac...
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Quantized model loading failing with custom device mesh
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### System Info ``` - `transformers` version: 4.55.3 - Platform: Linux-5.10.228-219.884.amzn2.x86_64-x86_64-with-glibc2.35 - Python version: 3.11.13 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.5.2 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch ...
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Fix idefics3 vision embeddings indices dtype
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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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Llama4UnfoldConvolution possible bug
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### System Info not relevant ### Who can help? For input of shape [B, 3, 14, 14] (3 colours, 14x14 patches) Llama4UnfoldConvolution output always has the shape [B, 1, D] (where D is hidden_size from config) This means here (line 1083 in src/transformers/models/llama4/modeling_llama4.py) ``` batch_size_times_num_ti...
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Fix MXFP4 mlp_forward to handle 2D and 3D hidden_states shapes for multi-turn chat
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Fixes #40202 This pull request fixes the AssertionError: assert num_stages >= 1 error that happens during multi-turn chat generation in GPT-OSS models using MXFP4 quantization. The issue arises because the input tensor shape to the MXFP4 Triton kernel is different between the first chat turn, which uses a 3D tensor ...
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AutoModel failed with empty tensor error
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### System Info - `transformers` version: 4.55.3 - Platform: Linux-6.8.0-1029-aws-x86_64-with-glibc2.39 - Python version: 3.10.16 - 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 (accelerat...
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[pipelines] add support to `skip_special_tokens` in the main text generation pipelines
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# What does this PR do? Useful for thinking models, where we sometimes want to retrieve all generated tokens (including special tokens). Test script: ```py from transformers import pipeline model_id = "Qwen/Qwen3-0.6B" chat = [{"role": "user", "content": "What's your name?\n\n"}] generator = pipeline("text...
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[4/N]more docs to device agnostic
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2025-08-21T16:18:39
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@stevhliu , seems we have more, pls help review, thx very much.
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Add more missing arguments
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# What does this PR do? Follows #40068
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DOCS: Clarification on the use of `label_names` as an argument to TrainingArguments
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# What does this PR do? This PR clarifies the documentation for the label_names argument in TrainingArguments. Currently, it may be unclear when label_names should be used. For classification tasks (binary, multi-class), labels are expected as a single tensor (labels), so label_names is not required and can cause er...
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Bug Fix: Dynamically set return_lse flag in FlexAttention
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# What does this PR do? Dynamically sets return_lse depending on output_attentions from model config. This enables the models to run on CPU devices as well. <!-- 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 t...
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Add DCO check utility and corresponding tests
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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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[`FA`] Fix some model tests
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2025-08-21T13:32:09
2025-08-22T13:54:43
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As internally discussed we want to have FA in our CIs so the first step is to enable it to run without corrupting the cuda state (i.e. device errors trigger subsequent device errors if in the same process). cc @ydshieh @Cyrilvallez
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Typo and GPU kernel check bug in MXFP4 quantization (v4.55.3)
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### System Info - `transformers` version: 4.55.3 - Platform: Linux-5.10.0-35-cloud-amd64-x86_64-with-glibc2.31 - Python version: 3.10.18 - 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 (ac...
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Clean up XCodec and other codecs
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# What does this PR do? - Remove `**kwargs` input from methods - Inherit from `PreTrainedAudioTokenizerBase` like DAC - Remove creation of `self._input_length` inside `encode`, and use same truncation logic as in DAC's `forward`
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FIX(trainer): ensure final checkpoint is saved when resuming training
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### Fixes Closes #38939 ### Description This PR addresses an issue where the `Trainer` fails to save the final checkpoint when resuming from an interrupted training run. The root cause is that the `step` variable within the training loop is always initialized to -1, even when resuming from a checkpoint. Thi...
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Fix AutoAWQ version check for module skipping (Fixes #39798)
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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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Flexattention Implementation in Gemma Failing on CPU
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### System Info - `transformers` version: 4.55.3 - Platform: Linux-5.15.0-119-generic-x86_64-with-glibc2.35 - Python version: 3.10.18 - 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 (a...
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[docs] remove TF 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 "tf" and "tensorflow" references 2. deletes all tensorflow-related references in those files 3. (minor nits were also fixed in those files along the way) (same as #40311, but now tracking all referen...
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Fix deprecation warning version
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2025-08-21T10:17:21
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# What does this PR do? As per the title. It was a typo, all other classes are scheduled for 4.59
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🚨 Allow `check_model_inputs` in core VLMs
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2025-08-21T10:04:28
2025-09-05T10:05:57
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# What does this PR do? Unblocks https://github.com/huggingface/transformers/pull/39722 so we can use `check_model_inputs` in VLMs copied from llava. Otehrwise #39722 would need to re-define model classes to change forward pass and delete `output_xxx` kwargs
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wav2vec2 fixes
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2025-08-21T09:59:47
2025-08-22T09:32:29
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The `wav2vec2` model tests use a dataset that is no longer compatible with `datasets`, so this PR replaces it with a newer dataset and changes the expected transcriptions. They match the dataset labels close enough. cc. @eustlb because this is an audio model
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