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38,022
Skip `test_push_to_hub_with_saves_each_epoch` for now
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# What does this PR do? Need to check if it is staging hub issue or anything else.
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Update Loss Functions to Accept Tensor num_items_in_batch
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This PR updates the ForCausalLMLoss and ForMaskedLMLoss functions to handle num_items_in_batch as a torch.Tensor instead of an int, aligning with how the parameter is actually passed during training. Changes: Updated num_items_in_batch: Optional[int] → Optional[torch.Tensor] in both functions. Applied .item() ...
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Print commit SHA on slack message for new model notification.
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# What does this PR do? Print commit SHA on slack message for new model notification.
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Fix `Optional` typing
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# What does this PR do? Make style CI green again cc @ydshieh
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Maybe the vocab_size can be duplicated to the mainconfig for PEFT to pick up
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https://github.com/huggingface/transformers/blob/06c16de3d3971e125232c2682ec99d282bb1a27d/src/transformers/models/gemma3/configuration_gemma3.py#L322 ``` self.vocab_size=self.text_config.vocab_size; ``` Due to the following check in peft https://github.com/huggingface/peft/blob/6c489499300c652a4990cfbcc185394...
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Fix OneFormer integration test
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# What does this PR do? Fix OneFormer integration test
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Fix linalg.norm for CovnNextV2
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# What does this PR do? Bug introduced in - https://github.com/huggingface/transformers/pull/37041 While we are normalizing on multiple dimensions 1. `torch.linlag.norm` much slower than `torch.norm` 2. `torch.linlag.norm` **is not equivalent** to `torch.norm` Instead, `torch.linlag.vector_norm` should b...
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fix(conversion): Fix size mismatch error during TF->PT model loading
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2025-05-08T10:17:48
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# What does this PR do? Loading a PyTorch model from a saved TensorFlow checkpoint using `from_pretrained(..., from_tf=True)` could fail with a `RuntimeError: size mismatch`. The error indicated that weights like position embeddings were expected to have the shape of word embeddings (e.g., [vocab_size, hidden_si...
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Qwen2.5-Omni: Update modeling_qwen2_5_omni.py to fix error when loading quantized weights with AutoAWQ.
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Qwen2.5-Omni: Update modeling_qwen2_5_omni.py to fix loading quantized weights with AutoAWQ. What does this PR do? while loading AWQ quantized Qwen-Omni model with AutoAWQ, there will be an error as below: Traceback (most recent call last): File "/nas/yuehu/NEW/AutoAWQ/./examples/quantize_qwen_omni.py", line ...
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special_image_mask handling can get hit by accidental same embedding value at certain dims
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https://github.com/huggingface/transformers/blob/5c47d08b0d6835b8d8fc1c06d9a1bc71f6e78ace/src/transformers/models/gemma3/modeling_gemma3.py#L1262 FWIS should be testing if the [whole vector] is same enough to the special token embedding, instead of testing same at each dim, which should be something like ``` ...
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update bnb tests
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Update bnb tests results as bnb has new kernels, the output will be slightly different, but still reasonable. @SunMarc @ydshieh Please review it cc @Titus-von-Koeller @matthewdouglas
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make `test_speculative_decoding_non_distil` device-agnostic
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## What does this PR do? This test is not a cuda-specific test and can work on other GPUs, e.g. on XPU it can pass. cc @ydshieh @yao-matrix
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enable generation fsdp/utils cases on XPU
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Trainer Stuck at 0% Progress during Training on Multi-GPU Setup
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### System Info - transformers version: 4.37.2 - Platform: Linux version 5.15.0-105-generic - Python version: 3.10.17 - Huggingface_hub version: 0.31.1 - Safetensors version: 0.5.3 - Accelerate version: 0.26.0 - PyTorch version (GPU?): 2.1.2+cu121 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (...
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Does Qwen_2_5_VL support variable length attention computation?
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### Feature request Qwen_2_5_VL support variable length attention computation ### Motivation Hello, I try to run qwen25_vl with packing samples, however, I found that it seems this function only passes the attention_mask, not the position_ids in [https://github.com/huggingface/transformers/blob/main/src/transformers...
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enable mamba2 integration cases on xpu
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all 4 cases passed. @ydshieh , pls help review, thx.
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@ydshieh @IlyasMoutawwakil , pls help review, thx.
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# What does this PR do? This PR improves documentation by fixing a small typo. ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [x] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBU...
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Potential bug in Qwen 2/2.5 VL Image Preprocessor
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2025-05-07T20:23:56
2025-05-14T10:28:23
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ERROR: type should be string, got "https://github.com/huggingface/transformers/blob/5c47d08b0d6835b8d8fc1c06d9a1bc71f6e78ace/src/transformers/models/qwen2_vl/image_processing_qwen2_vl.py#L278\n\nThe `temporal_patch_size` is used to group consecutive video frames. However, if the number of frames are not divisible, then the last frame is repeated. The current number of repetitions is `temporal_patch_size - 1`. While this will work for `temporal_patch_size = 2` but it wouldn't work for larger patch sizes.\n\nIn my opinion, the code should be modified to:\n```\nrepeats = np.repeat(patches[-1][np.newaxis], temporal_patch_size - (patches.shape[0] % temporal_patch_size), axis=0)\n```"
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38,002
[bug] `use_sliding_window` doesn't work as expected
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2025-05-07T19:24:03
2025-05-20T09:32:20
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### System Info * transformer: main * pytorch, cuda: anyversion ### Who can help? _No response_ ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or dataset (give detai...
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[CSM] tiny fix on generation
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2025-05-07T15:32:57
2025-05-07T16:01:02
2025-05-07T15:45:23
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# What does this PR do? Nit fix when `output_audio=True`.
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Why can't InternVL3-8B start vLLM after being converted to the Hugging Face format? It shows the error: `ValueError: 'limit_mm_per_prompt' is only supported for multimodal models.'
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2025-05-07T13:29:37
2025-06-22T22:06:46
2025-06-21T08:02:43
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### System Info vllm 0.8.5.post1 transformers 4.52.0.dev0 ### Who can help? @amyeroberts @qubvel ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folde...
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RuntimeError when converting and saving Flax ViT model to PyTorch
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2025-05-07T12:32:12
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### System Info Env: - transformers version: 4.51.3 - Platform: Linux-6.8.0-59-generic-x86_64-with-glibc2.39 - Python version: 3.10.16 - Huggingface_hub version: 0.30.2 - Safetensors version: 0.5.3 - Accelerate version: not found - Accelerate config: not found - DeepSpeed version: not found - PyTorch version (GPU?): 2...
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Update AMD docker with needed packages
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2025-05-07T11:52:48
2025-05-07T13:42:36
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# What does this PR do? The AMD Dockerfile is based on ubuntu base container we expect pytorch docker to have needed hip dependencies also added bitsandbytes and flash attention packages to fix failing tests these changes were discussed in a meeting. These changes are expected to solve 99/144 test cases posted in sl...
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Add a check to import_utils.py to allow for use of faiss_gpu installation
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2025-05-07T10:54:53
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# What does this PR do? When using Transformers RagRetriever and Milvus in a jupyter notebook, the faiss library is required. I specifically need faiss-gpu, but as the check for this is not implemented here I am unable to run my code. This PR adds a check for faiss-gpu to the existing faiss and faiss-cpu checks. <...
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[Temporary] Log some information in some pytest/pluggy internal places
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2025-05-07T10:12:29
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# What does this PR do? We get > Too long with no output (exceeded 10m0s): context deadline exceeded from time to time. It's very unclear how could this happen. It might be pytest, pytest's plugin, our code, or even the `tee` command. This time, let's monitor some progresses in pytest and see if we can get...
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Qwen2.5-Omni: Update modeling_qwen2_5_omni.py to fix error when loading quantized weights with AutoAWQ.
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2025-05-07T09:47:28
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Qwen2.5-Omni: Update modeling_qwen2_5_omni.py to fix loading quantized weights with AutoAWQ. # What does this PR do? while loading AWQ quantized Qwen-Omni model with AutoAWQ, there will be an error as below: ```bash Traceback (most recent call last): File "/nas/yuehu/NEW/AutoAWQ/./examples/quantize_qwen...
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proof of concept for using dataset of test cases for tokenizer tests
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To refactor comparing slow == fast, we need to 'freeze' current working behavior of tokenizers. We move the test strings to the hub (https://huggingface.co/datasets/hf-internal-testing/tokenization_test_data), with expected tokens, encoded_ids, and encoded_ids with special tokens. I got the test strings for all sentenc...
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update loss computation in modeling code
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2025-05-07T09:25:45
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# What does this PR do? cc @stas00 Follow up of #36607, see [this comment](https://github.com/huggingface/transformers/pull/36607#issuecomment-2781494656). The following code snippet gives #### on main > tensor(7.0538, grad_fn=<NllLossBackward0>) None #### with this PR. > tensor(7.0538, grad_fn=<Nl...
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Versions greater than 4.49 are not compatible with Ascend NPU
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### System Info 910B1,python==3.10,transformers==4.51.0 ### Who can help? ![Image](https://github.com/user-attachments/assets/f08b4c44-1c47-41b0-87b2-5b85a5f6ad48) When torch==2.2.0 and torch-npu==2.2.0 and transformers>4.49, the error "AssertionError: Torch not compiled with CUDA enabled" will appear. <=4.49 has no...
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remove duplicate code
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2025-05-07T08:38:56
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@amyeroberts, @qubvel pls help review.
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make aya vision 5 integration tests pass on xpu
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tests/models/aya_vision/test_modeling_aya_vision.py::AyaVisionIntegrationTest::test_small_model_integration_forward tests/models/aya_vision/test_modeling_aya_vision.py::AyaVisionIntegrationTest::test_small_model_integration_generate_text_only tests/models/aya_vision/test_modeling_aya_vision.py::AyaVisionIntegrationTe...
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Bug Report: Unexpected Keyword Argument 'padding_side' in PreTrainedTokenizerFast
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2025-05-07T07:31:05
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### System Info absl-py==2.1.0 accelerate==1.6.0 aiohappyeyeballs==2.3.5 aiohttp==3.10.2 aiosignal==1.3.1 aniso8601==9.0.1 annotated-types==0.7.0 anyio==4.4.0 async-timeout==4.0.3 attrs==24.2.0 blinker==1.8.2 certifi==2024.7.4 charset-normalizer==3.3.2 chinesebert==0.2.1 click==8.1.7 confluent-kafka==2.5.0 datasets==1...
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[bug] fix llava processor to calculate unpadding size correctly
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2025-05-07T05:20:23
2025-05-13T13:49:44
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# What does this PR do? Additional fix for https://github.com/huggingface/transformers/pull/37819. I didn't fix _get_unpadded_features methods in llava family processor. ## 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 ...
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Add BLIP and GIT model support to image-to-text pipeline
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2025-05-06T23:04:29
2025-05-07T19:01:28
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# What does this PR do? This PR adds support for using BLIP and GIT models with the `image-to-text` pipeline. Both model types already had underlying compatibility in `ImageToTextPipeline`, but they were not formally registered in `SUPPORTED_TASKS`, which prevented `pipeline(..., model="Salesforce/blip-image-captio...
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Do not erase a cache_position passed explicitly to generate(), if there is one
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2025-05-06T21:18:40
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# What does this PR do? Currently, any `cache_position` passed to `model.generate()` is silently replaced by the initial initialization. This seems wrong, since there is no need to reinitialize an argument that has already been passed. In some models, being able to pass custom cache_positions which are not 0-initial...
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Fix Qwen models export with torch 2.7
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# What does this PR do? Due the regression in `torch 2.7` reported in https://github.com/pytorch/pytorch/issues/150994, export with `strict=True` will fail. The workaround is to toggle the `strict=False` on 2.7. Fixes #37876 ## Before submitting - [x] Did you read the [contributor guideline](https://githu...
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Adds use_repr to model_addition_debugger_context
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# What does this PR do? Adds a `use_repr: bool` option to `model_addition_debugger_context` to support saving full tensors to disk instead of `repr()`-ized versions in the JSON file. Fixes #37983 ## Before submitting - [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's...
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Support saving tensors to a file in Model addition debuggers
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### Feature request Current state: [`model_addition_debugger_context` context manager](https://huggingface.co/docs/transformers/v4.51.3/en/internal/model_debugging_utils#model-addition-debuggers) write out a `FULL_TENSORS.json` file containing `repr()`-ized version of the relevant tensors. Request: Add a `use_repr: ...
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[offload] respect `max_memory` argument when factoring in unused reserved memory
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# What does this PR do? Our daily CI had >1000 new failures since #37920, on tests that use the `max_memory` argument in `from_pretrained`. This is because we now recapture unused reserved GPU memory, which caused us to go beyond the user-defined `max_memory`. This PR fixes it. Affected tests, which set `max_memo...
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Updated BERTweet model card.
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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 BigBird model, which will now be aligned with the standardized format for all the docs. <!-- Congratulations! You've made it this far! You're not quite done yet though. ...
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update seed_worker to set seed based on worker_id and rank
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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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model.generate() leads to poor generation quality when providing a batch of sample with various length with some translation models
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## System Info Name: transformers Version: 4.49.0 Summary: State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow Home-page: https://github.com/huggingface/transformers Author: The Hugging Face team (past and future) with the help of all our contributors (https://github.com/huggingface/transformers/graphs/c...
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### System Info transformers 4.26.1 pypi_0 pypi ### Who can help? _No response_ ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or...
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[vLLM] GPT2 with transformers backend
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I am pretty sure the merge resolution (#36943) removed the current changes. You can run the following with `vLLM` to check the current changes. ``` python examples/offline_inference/basic/generate.py --model gpt2 --model-impl transformers --enforce-eager ```
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[caches] Raise exception on offloaded static caches + multi device
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# What does this PR do? Follow-up to this comment: https://github.com/huggingface/transformers/pull/37922#issuecomment-2854023534 Tests for offloaded static caches are failing on multiple devices because the implementation of these caches doesn't work with multiple devices. This PR raises an informative exception...
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add job links to new model failure report
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# What does this PR do? Make it is easier to go to the job run page when checking new model failures. Previous, it looks like ```json { "ydshieh": { "vit": { "single-gpu": [ { "test": "tests/models/vit/test_modeling_vit.py::ViTModelTest::test_co...
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New cache tests and modular Hybrid Cache
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## What does this PR do? 1. Refactor out the cache update logic for static and sliding window attention mechanisms. Extracts the core update logic into two new utility functions: `_static_cache_update_logic` and `_sliding_cache_update_logic`. This way, there is only one implementation for StaticCache, SlidingWindow...
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Add `pruna` integration for loading model through `transformers.from_pretrained` / `pipeline`.
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### Feature request [Pruna](https://github.com/PrunaAI/pruna) is an open source AI model Optimization framework. As discussed with @SunMarc, it would be nice to load Pruna optimized models through the `transformers.from_pretrained` interface as an alternative to the [PrunaModel](https://docs.pruna.ai/en/stable/docs_p...
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[CI] remove duplicated message on GH comment to run slow tests
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# What does this PR do? `This comment contains run-slow, running the specified jobs:` appears twice on the GH comment to trigger slow tests ([example](https://github.com/huggingface/transformers/pull/37922#issuecomment-2853876256)). This PR removes one of the copies 🤗
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## What does this PR do? The issue addressed in this PR https://github.com/huggingface/transformers/pull/37920 also applies to other GPUs. Otherwise, the device index in `device_map` on Intel GPU and NV GPU doesn't align with each other. On CUDA, this is {"": 0}, but on XPU this is {"": 1}, which leads to following te...
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[docs] add uv installation instructions for source builds
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# What does this PR do? Fixes #37956 ## Who can review? @vasqu
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feat: Add encode, patch_token to RagTokenizer (fixes #35532)
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Addresses #35532. Please do let me know if the implementation is correct
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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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Object detection experiment
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enable d_fine finetuning properly
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Use T4 single GPU runner with more CPU RAM
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# What does this PR do? Currently this runner type has only 32G CPU RAM, and the new one has 64G RAM.
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Add ALL_ATTENTION_FUNCTIONS compatibility for Pixtral model
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### What does this PR do? This PR adds support for `ALL_ATTENTION_FUNCTIONS` to the Pixtral model’s attention mechanism. I added and verified compatibility with `sdpa`, `flash_attention_2`, and `flex_attention`. Since Pixtral also serves as the vision tower in `Mistral 3.1`, users can now set the entire model to use...
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Updated BigBird Model card as per #36979.
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Fix torch.compile issues with past_key_value vs past_key_value
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# What does this PR do? replaced past_key_value with past_key_value also checked for backward compatibility Fixes #36290 ## Before submitting - [x ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ x] Did you read the [contributor guideline](https://g...
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[D-FINE] Update names
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# What does this PR do? As [all D-FINE models](https://huggingface.co/collections/ustc-community/d-fine-68109b427cbe6ee36b4e7352) were renamed on the hub, this PR updates the Transformers docs accordingly.
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Inconsistency in installation instructions for `venv` and `uv`
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In the README, we have installation instructions for both `venv` and `uv`. ![Image](https://github.com/user-attachments/assets/944fcbea-107e-402e-816a-1e40a145c40b) The last step should be: ``` # venv pip install . ``` and ``` # uv uv pip install . ``` No? It's a minor issue (so if you close this issue, that's f...
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# What does this PR do? Fixes #37909, This PR fix invalid type hint syntax in get_auxiliary_logits (Dict[str, Tensor]) ## Before submitting - [X] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [X] Did you read the [contributor guideline](https://github.com/hugg...
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jinja2.exceptions.UndefinedError: 'list object' has no attribute 'startswith'
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### System Info linux transforemres 4.52.dev9 ### Who can help? text = self.processor.apply_chat_template( ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/miniconda3/lib/python3.12/site-packages/transformers/processing_utils.py", line 1534, in apply_chat_template prompt = self.tokenizer.apply_chat_t...
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# What does this PR do? This PR fixes the `past_key_values` type hint in model output types to adopt the new `Cache` type. ## 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....
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Object detection experiment for transformers
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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? As described in the issue, this PR updates the model card for Mamba. Please let me know if any modifications are required and I will make the necessary changes. Refs #36979 ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the ca...
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add character-bert from cli
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> NOTE: I'll take care of all the details when I'm done with the code part. # 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 r...
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Qwen3 Chat Template `enable_thinking` tag reversed?
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### System Info `transformers version: 4.52.0.dev0` ### Who can help? @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 task or dataset (give details below) ...
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Model card for mobilenet v1 and v2
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# What does this PR do? As suggested in this issue - https://github.com/huggingface/transformers/issues/36979 - this PR updates the documentation of the MobilenetV1 and V2 model, which will now be aligned with the standardized format for all the docs. <!-- Congratulations! You've made it this far! You're not qui...
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Add examples that showcase the use of Hyperparameter search with Transformers
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Hyperparameter search can result in a well-trained model as well as saving time and computational resources. I think we can add notebooks which can showcase the use of this feature to the [huggingface/notebooks](https://github.com/huggingface/notebooks) repo and link it to the [docs](https://huggingface.co/docs/transfo...
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[docs]: update roformer.md model card
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# What does this PR do? Updates the RoFormer card according to the description in #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: Quantization is not applied becau...
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Alternative to trainer.hyperparameter_search for models used with custom optimizer / lrscheduler etc.
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roberta_config = RobertaConfig( hidden_size=HIDDEN_SIZE, num_attention_heads=NUM_ATTENTION_HEADS, num_hidden_layers=NUM_HIDDEN_LAYERS, intermediate_size=INTERMEDIATE_SIZE, hidden_dropout_prob=HIDDEN_DROPOUT_PROB, max_position_embeddings=MAX_POSITION_EMBEDDINGS, ...
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fix graph break for torch.compile in attention mask check
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2025-05-03T22:18:24
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# What does this PR do? `torch.compile` gives a graph break: ``` W0503 22:06:01.020000 30493 site-packages/torch/_dynamo/variables/tensor.py:869] [12/0] Graph break from Tensor.item(), consider setting: W0503 22:06:01.020000 30493 site-packages/torch/_dynamo/variables/tensor.py:869] [12/0] torch._dynamo.confi...
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[Bug] Gemma3Processor.apply_chat_template returns Tensor instead of dict with long multimodal few-shot inputs
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### System Info transformers version: 4.50.0.dev0 tokenizers version: 0.21.1 torch version: 2.6.0 Python version: 3.10.16 Model: google/gemma-3-27b-it ### Who can help? @ArthurZucker @itazap ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [ ] An officially supporte...
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docs(swinv2): Update SwinV2 model card to new standard format
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# What does this PR do? This PR updates the Swin Transformer V2 model card (`swin_transformer_v2.md`) to align with the new standardized format. - Follows the template provided in [Community contributions] Model cards #36979. - Includes working Pipeline and AutoModel examples (tested locally). - Removed t...
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Add dia
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2025-05-03T17:39:57
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# What does this PR do? Superseeds #37832 as it was on the main branch did not want to push to it! Todos: - cleanup cache, attention masks and cache positions. - cleanup generation, might be a way to make it `generate` compatible? if you always sample the top_k *num_channel tokens, you are getting the correct nu...
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The default value for the `size` argument of `DepthProImageProcessor` is not synced with the documentation
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2025-05-03T14:47:11
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At the the [`DepthProImageProcessor`](https://github.com/huggingface/transformers/blob/main/src/transformers/models/depth_pro/image_processing_depth_pro.py) class, the default value for the `size` argument is `None`, but the documentation says `{"height": 1536, "width": 1536}`, as can be seen in the following code: ``...
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`ConditionalDetrImageProcessor` still accepts the deprecated parameter `max_size`
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2025-05-03T14:15:32
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At the `__init__` method of [ConditionalDetrImageProcessor](https://github.com/huggingface/transformers/blob/main/src/transformers/models/conditional_detr/image_processing_conditional_detr.py) file, we still accept the deprecated parameter, `max_size`: ```python if "max_size" in kwargs: logger.warn...
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Small typo lines 47 and 199 perf_infer_gpu_one.md
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2025-05-03T13:50:56
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# What does this PR do? Fix a small typo. ## 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-a-pull-request), ...
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[generate] Fix `vocab_size` access for multimodal models
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# What does this PR do? Fixes #37930 Prior to this PR, `compute_transition_scores`, `_get_candidate_generator` and `_get_logits_processor` still used `config.vocab_size` to access a model's vocab size. This caused issues with multimodal models, as the vocab_size is stored within their `text_config`. This PR addres...
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fix docs serving typos.
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2025-05-03T07:57:55
2025-05-06T21:28:35
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Include output embedding as well with `include_embedding` flag
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2025-05-02T23:46:04
2025-05-16T10:07:04
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Summary: att Test Plan: python tests/quantization/torchao_integration/test_torchao.py -k test_include_input_output_embeddings Reviewers: Subscribers: Tasks: Tags:
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Is Llama4TextL2Norm meant to be RMS norm?
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2025-05-02T21:28:05
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https://github.com/huggingface/transformers/blob/main/src/transformers/models/llama4/modeling_llama4.py#L118 ``` x * torch.rsqrt(x.pow(2).mean(-1, keepdim=True) + self.eps) ``` This is just the rms norm?
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Feat: Add ddp_param_to_hook_all_reduce option
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2025-05-02T18:37:39
2025-05-06T23:13:27
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Addresses #36941, Tried to implement please let me know if its anything useful
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Different DataLoader worker share the same seed and lost randomness
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2025-05-02T16:09:48
2025-05-12T15:59:18
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### System Info train_dataloader use `seed_worker` to set the seed on different workers. But when working with distributed training, e.g. DDP, deep speed, etc, different ranks will shared the same seed. If there are random data augmentation, they will be the same across different ranks. https://github.com/huggingface...
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[speech2text] fix init of sinusoidal embeddings
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2025-05-02T15:19:38
2025-05-06T13:49:03
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# What does this PR do? Fixes #37874 Problem: `nn.Parameter()` defined in `__init__` -> we initialize in the `meta` device -> whatever is stored in this parameter at init time gets shredded Solution: Don't init the sinusoidal embeddings in `nn.Parameter`, e.g. use a non-persistent buffer. The buffer solutio...
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`compute_transition_scores` fails for vision-language models
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2025-05-02T14:06:07
2025-05-05T14:56:57
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### System Info - `transformers` version: 4.48.3 - Platform: Linux-4.18.0-513.5.1.el8_9.x86_64-x86_64-with-glibc2.35 - Python version: 3.11.11 - Huggingface_hub version: 0.30.2 - Safetensors version: 0.5.3 - Accelerate version: 1.6.0 - Accelerate config: not found - PyTorch version (GPU?): 2.6.0+cu124 (True) - Tens...
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[docs] logits docstring
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2025-05-02T13:38:54
2025-05-02T15:38:35
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# What does this PR do? Fixes #37918 this one was copied pasted across classes, and not corrected in the case with beam search -- we output the logits for all beams
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Updates in type-checking specifications have broken transformers' types
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2025-05-02T13:23:11
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### System Info - `transformers` version: 4.52.0.dev0 (commit fa3c3f9cab1c45b449bd57e238c511c79637e314; head of main branch as of writing) - Platform: macOS-15.4.1-arm64-arm-64bit-Mach-O - Python version: 3.13.2 - Huggingface_hub version: 0.30.2 - Safetensors version: 0.5.3 - Accelerate version: not installed - Accele...
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request the support for training support for QuantizationMethod.FP8
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2025-05-02T13:11:33
2025-06-11T08:02:49
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### System Info I was trying to fine tune unsloth/Qwen3-4B-FP8 with unsloth ad I have the following error # code ``` from trl import SFTTrainer from transformers import TrainingArguments from unsloth import is_bfloat16_supported trainer = SFTTrainer( model = model, tokenizer = tokenizer, train_dataset =...
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refactor: background thread for CB
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Building up on Arthur's work, adding a background thread for efficient processing of incoming inputs in an asynchronous manner.
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[WIP] Add MM Grounding DINO
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# What does this PR do? Fixes #37744. It adds support for MM Grounding DINO and LLMDet (inference only). * I've added a weight conversion script and a modular transformers implementation. * The forward pass works with 1e-3 tolerance compared to the original (checked tiny and large checkpoints). * The tests a...
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Recently I noticed my beloved CI updates weren't showing up in slack. Turns out notification service was failing in two places. I think the root issue stems from the github API, but regardless I think it makes sense to let the notification service report as much as it can. One where there was a mismatch between t...
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Fix tot update in trainer
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# What does this PR do? Fixed incorrect calculation of update steps per epoch and micro steps in the last step of an epoch when gradient_accumulation > 1, which was introduced by #34198. Added tests to ensure that the number of micro batches during training matches the number of micro batches provided by the data...
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