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[llava] fix integration tests with Siglip
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# What does this PR do? Fixes https://github.com/huggingface/transformers/pull/38722#issuecomment-2958809929
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Update CvT documentation with improved usage examples and additional …
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…notes # 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 repl...
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fix: Add method to get image features in PaliGemmaForConditionalGeneration
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# What does this PR do? In the [v4.52.1 release](https://github.com/huggingface/transformers/releases/tag/v4.52.1) of the transformers library, PR #37033 @zucchini-nlp introduced a bug by renaming the class PaliGemmaForConditionalGeneration(PaliGemmaPreTrainedModel, GenerationMixin) to class PaliGemmaModel(PaliGemm...
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Expectation fixes and added AMD expectations
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This PR aims to transfer the changes merged in https://github.com/huggingface/transformers/tree/amd-hf-ci-branch The following PRs were cherry-picked from this branch: - #38529 , which led to conflicts on `qwen3` and `xglm` - #38698 - #38697 - #38581 It also fixes some logic when calling `get_device_pro...
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Better typing for num_items_in_batch
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# What does this PR do? This PR clarifies the type of `num_items_in_batch` + better docstring
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KV Cache Bug in Iterative generation
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### System Info According to the code in [here](https://huggingface.co/docs/transformers/kv_cache#iterative-generation), i can use such code for Iterative generation. How ever, this happened: `--------------------------------------------------------------------------- IndexError Tracebac...
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Issue importing models in jupyter notebooks 'No module named transformers.models.ipynb_checkpoints'
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### System Info The following error comes up: ModuleNotFoundError: No module named transformers.models.ipynb_checkpoints' Packages: ipykernel==6.29.5 - `transformers` version: 4.52.4 - Platform: Linux-5.10.226-214.880.amzn2.x86_64-x86_64-with-glibc2.39 - Python version: 3.10.16 - Huggingface_hub version: 0.31.4 - Saf...
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`MoshiIntegrationTests` started to fail after #34464
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`MoshiIntegrationTests` started to fail after #34464. ### Reproduction For example, > RUN_SLOW=1 python3 -m pytest -v tests/models/moshi/test_modeling_moshi.py::MoshiIntegrationTests::test_moshika_greedy_unconditional_fp16 Since then, during 8 months, there are several periods where those tests are failing with di...
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Implement DPTImageProcessor Fast Class
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Added DPTImageProcessorFast for efficient batched preprocessing using torch/torchvision # 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 ...
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Update get device properties and types
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By using the more consistent `tuple[Optional[str], Optional[int], Optional[int]]` format @remi-or introduced as the functional type of the class we can simplify a lot of code. We keep the old `tuple[Optional[str], Union[None, int, tuple[int, int]]]` as the internal type of `Expectations` because it helps us create ins...
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Fix `llava` tests
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# What does this PR do? They are failing for long time, some are matching issues and some are OOM issue. Tests pass on A10 / T4 (torch 2.7.1) except `test_generation_siglip_backbone`
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[Docs] New DiT model card
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2025-06-13T08:30:40
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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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ModernBERT for Sequence Classification - issues with finetuning
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2025-06-10T09:51:18
2025-07-16T13:53:00
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### System Info transformers version 4.53.0.dev0 flash_attn version 2.7.4.post1 (via pip) Using offical transformers image from: https://hub.docker.com/r/huggingface/transformers-pytorch-gpu ### Who can help? @ArthurZucker @zach-huggingface ### Information - [ ] The official example scripts - [x] My own modified ...
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Add Fireflies model and tests
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2025-06-10T08:22:38
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What does this PR do? This PR adds a new encoder-only Transformer model called Fireflies, designed as a lightweight, modular architecture for NLP research. The model was built from scratch using standard PyTorch modules and Hugging Face’s PreTrainedModel interface. Key Features: Implements a standard nn.Transforme...
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Fix: undefined reference to gelu in `ClippedGELUActivation`
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2025-06-10T07:11:09
2025-06-10T12:49:14
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# Summary of This PR - [x] Fixes a typo in `activations.py` that uses an undefined symbol `gelu`.
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`.to` is not supported for `4-bit` or `8-bit` bitsandbytes models. Please use the model as it is, since the model has already been set to the correct devices and casted to the correct `dtype`.
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### System Info error info is: Joy_caption_two_advanced `.to` is not supported for `4-bit` or `8-bit` bitsandbytes models. Please use the model as it is, since the model has already been set to the correct devices and casted to the correct `dtype`. # ComfyUI Error Report ## Error Details - **Node ID:** 64 - **No...
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Fix #38709: Add support for return_last_hidden_state in get_video_features
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2025-06-10T05:56:37
2025-06-10T12:09:58
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This PR adds support for returning the last_hidden_state in the get_video_features method of XCLIPModel, as requested in #38709. ## ✅ Summary of changes Added a new class `XCLIPVideoFeatureOutput` inheriting from `BaseModelOutput`, including: - `pooled_output` - Optional `last_hidden_state` - Optional `hidden_...
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Fix L270 - hasattr("moe_args") returning False error
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2025-06-10T04:04:54
2025-07-16T09:46:32
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Hi, I've been trying to convert the Llama-4 weights to HF using the `convert_llama4_weights_to_hf.py` and I've been having an error that causes the `num_experts` to be set to 0 due to the problem in L270 as referenced below: https://github.com/huggingface/transformers/blame/81799d8b556b3c810ed314187674bc439c0582b4/s...
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Add rounding error check to _maybe_log_save_evaluate
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# What does this PR do? This PR aims to address the issue raised in #38032 by deciding the format in which the loss should be logged <!-- 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 ...
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[1/N] Use list,tuple,dict for typing
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# What does this PR do? Replace typing.{List,Tuple,Dict} with {list, tuple,dict}. Due to the large amount of all changes, they are split into smaller PRs.
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Use OSError
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# What does this PR do? Gradually apply Python 3.9 syntax to existing files. This PR changes OSError aliases to OSError.
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Updated moonshine modelcard
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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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There is no transformers version that can run DeepSeek V3 generate
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2025-06-10T01:17:27
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### System Info DeepSeek V3 generate uses get_max_length(removed in 4.49.0) and fp8 quantization(introduced in 4.49.0) 1. DeepSeek 671B models use: past_key_values.get_max_length: https://huggingface.co/deepseek-ai/DeepSeek-V3/blob/main/modeling_deepseek.py#L1654 https://huggingface.co/deepseek-ai/DeepSeek-R1/blob/ma...
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`get_video_features` in XCLIPModel always returns `pooled_output`
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### System Info https://github.com/huggingface/transformers/blob/f4fc42216cd56ab6b68270bf80d811614d8d59e4/src/transformers/models/x_clip/modeling_x_clip.py#L1376 Hi The `get_video_features` function is hardcoded to always return the `pooled_output`. But sometimes, it might be beneficial to get the `last_hidden_state...
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Bert2D: A 2D-Word Embedding Model for Morphologically Rich Languages
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2025-06-09T23:58:41
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### Model description **Bert2D** is a novel transformer-based model that builds upon the `BertModel` architecture by introducing a two-dimensional word embedding system. This enhancement is specifically designed to improve performance on morphologically rich languages, such as Turkish, Finnish, and Hungarian. This mod...
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Introducing Bert2D for Morphologically Rich Languages
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2025-06-09T21:15:14
2025-06-10T13:47:00
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# What does this PR do? This pull request introduces **Bert2D**, a novel architecture based on `BertModel` that incorporates a two-dimensional word embedding system. This new model is specifically designed to enhance performance on morphologically rich languages, such as Turkish and Finnish. This initial release inc...
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Fix smart resize
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Removing extra space in large command for speech-pretraining example
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# What does this PR do? <!-- Adding quotes to the large run command for the speech pretraining example, since it was not being run while copying and pasting. --> ## 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 th...
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Fix `mllama`
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# What does this PR do? `test_11b_model_integration_forward` has dtype issue, it fails, and affect other tests (GPU OOM). I also update the expected values for A10. All tests pass now on T4/A10 + torch 2.6/2.7
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[add-new-model-like] Robust search & proper outer '),' in tokenizer mapping
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### What does this PR do? This PR makes the `transformers-cli add-new-model-like` command usable again for any model whose tokenizer mapping is written on multiple lines (e.g. llama). ### Current failure modes 1. **`IndexError` while locating `TOKENIZER_MAPPING_NAMES`.** Inside function `transformers/src/t...
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Incorrect scaling of Gemma embeddings in float32 regime
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### System Info Irrelevant ### Who can help? @ArthurZucker Google Gemma implementation casts embedding scale to bloat16, which rounds 33.9411 to 34.0 To match this behaviour, [HF implementation](https://github.com/huggingface/transformers/blob/d7b87b415a5dd4a3152051e1a0abd098a02c5bfa/src/transformers/models/gemma3...
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# What does this PR do? Just some updates of expected outputs. I change the dtype used in `InternVLQwen2IntegrationTest` from `bfloat16` to `float16`, as the outputs with `bfloat16` on `T4` machine is not very stable (here across torch versions), and therefore I have to update the outputs for A10 `("cuda", 8)` to...
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Small fixes amd
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This PR fixes two small things: - `janus` decoder handling to avoid a multiple device error (will soon be merged in main, #38488 ) - `modernbert` has a `pos_idx_in_fp32` kwargs for RotaryEmbedding which is no longer an argument for init in the parent class (https://github.com/Dao-AILab/flash-attention/commit/1870a0dc...
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Standardize ByT5 model card format
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# What does this PR do? This PR updates the ByT5 model card to follow the standardized format as requested in #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/hug...
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! Fixed device_propreties unpacking in common tests
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I added some code in a previous commit that altered `DeviceProperties`'s second element, which can now be a tuple. This broke some code outside the file it was changed in, this fixes it.
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Added Expectations for AMD (mostly bnb)
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This PR adds Expectations for AMD bits and bytes related tests. cc. @mht-sharma
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FP-Quant support
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# This PR adds support for the FP-Quant method. The goal of this PR is to integrate inference and training support for the FP-Quant method that utilizes the Hadamard Transform for efficient weights+activations quantization. When using it with MXFP4 and MSE-based scaling, it implements [Quartet forward pass](https://...
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[NEW MODEL] MViTV2
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2025-06-09T10:30:31
2025-06-30T10:23:49
2025-06-30T10:23:49
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# What does this PR do? This PR introduces MViT, which is the basis for MeMViT, which is a video transformer that got requested in the issue below. I'm currently doing research in fine-grained video understanding and MeMViT happens to be able to process long video sequences. Unfortunately it's only available from th...
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Fix some models import
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2025-06-09T10:13:36
2025-06-10T13:24:05
2025-06-09T15:09:25
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# What does this PR do? Fix some models import. <!-- 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. Th...
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Add MulT Model from “Multimodal Transformer for Unaligned Multimodal Language Sequences" paper
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2025-06-09T09:26:37
2025-06-09T15:12:02
2025-06-09T14:41:30
CONTRIBUTOR
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### Model description I’d like to contribute an implementation of the MulT model described in the paper: **Title:** Multimodal Transformer for Unaligned Multimodal Language Sequences **Paper:** [https://arxiv.org/pdf/1906.00295v1](https://arxiv.org/pdf/1906.00295v1) ### 💡 Motivation MulT is a powerful approach f...
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CheckpointLoaderSimple ..... Error while deserializing header: InvalidHeaderDeserialization
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2025-06-09T07:54:50
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### System Info Hi guys, I just downloaded flux models and then if I Run, I received the following error: CheckpointLoaderSimple ..... Error while deserializing header: InvalidHeaderDeserialization # ComfyUI Error Report ## Error Details - **Node ID:** 3 - **Node Type:** CheckpointLoaderSimple - **Exception Type:*...
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fix(qwen3_moe): pass kwargs to self_attn
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2025-06-09T07:46:59
2025-06-11T17:26:09
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# What does this PR do? This is needed to avoid `.item()` calls in `_flash_attention_forward`. ## 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/bl...
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[BUG] Got nan logits after mask logic refactor
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2025-06-09T07:46:58
2025-06-25T09:36:15
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### System Info torch 2.7.1 Regression introduced by #37866 ### Who can help? @SunMarc @cyrilzakka @ArthurZucker ### Information - [ ] The official example scripts - [x] 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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from 1.11.0, torchao.prototype.low_bit_optim is promoted to torchao.optim
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2025-06-09T07:26:35
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per https://github.com/pytorch/ao/tree/main/torchao/prototype, from1.11.0, `torchao.prototype.low_bit_optim` is promoted to `torchao.optim`, so will have `AttributeError: module 'torchao.prototype' has no attribute 'low_bit_optim' ` w/ torchao 1.11.0. @ydshieh , pls help review, thx.
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Add fireflies model
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2025-06-09T06:38:19
2025-06-09T06:52:49
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✨What does this PR do? This PR introduces a new transformer-based model architecture called Fireflies into the Hugging Face Transformers library. The Fireflies model is a flexible, encoder-based architecture designed for language modeling and research experimentation. It is compatible with the Hugging Face AutoMode...
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[RuntimeError: Expected all tensors to be on the same device, but found at least two devices] when fine-tuning with peft and device_map=auto
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2025-06-09T05:56:21
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### System Info transformers version: 4.52.4 Platform: linux Python version: 3.10.16 Accelerate version: 1.7.0 PyTorch version: 2.6.0+cu124 peft version: 0.15.2 trl version: 0.18.1 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [x] My own modified scripts ### Ta...
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`Trainer._save()` May Incorrectly Save Empty Model State (safetensors)
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2025-06-09T05:36:59
2025-07-24T08:02:53
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There appears to be a potential issue in the `save_model()` method of the `Trainer` class in the `Transformers` library. When the model inherits from `PreTrainedModel`, the _save() function follows [this logic](https://github.com/huggingface/transformers/blob/10627c1a0f6877ce6715b9537afe7fafb2a89edd/src/transformers/t...
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Fix ImportError with DTensor by updating version check
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2025-06-09T13:13:05
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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Fix AssertionError when saving CodeT5+ 2B checkpoints (Resolves #38602)
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2025-06-09T04:44:59
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This PR resolves a checkpoint saving failure during full fine-tuning of the Salesforce/codet5p-2b model
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Fixing the Incorrect PyTorch API Call issue with respect to the device (#38457)
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2025-06-09T14:27:00
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This pull request resolves the hugging face issue where an Incorrect API call from PyTorch caused an AttributeError. It stopped the Transformers library from loading the model. The solution develops a new utility function that accurately determines whether the device is cpu or cuda and also it takes current device as i...
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Fixed the handling issue (#38523) that has mismatched architecture sizes with logging and also improved testing
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This pull request fixes issue https://github.com/huggingface/transformers/issues/38523 by updating the model load to work with architectures that are not the same, and makes the test cases better with Red-Green-Refactor TDD. **Red Phase:** Due to size mismatch the initial test case is failed when loading the mode...
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Add Fireflies model to Transformers
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2025-06-09T03:43:30
2025-06-09T04:09:15
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# What does this PR do? This PR adds a new custom Transformer-based language model architecture named **Fireflies** to the Hugging Face Transformers library. Fireflies is a TransformerEncoder-based model designed for language modeling tasks, featuring configurable parameters such as number of layers, hidden dime...
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Add support for Orthogonal Residual Updates
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### Feature request This is a feature request to implement "Orthogonal Residual Update," a novel mechanism for training deep neural networks proposed in the paper "[Revisiting Residual Connections: Orthogonal Updates for Stable and Efficient Deep Networks](https://arxiv.org/abs/2505.11881)". The core idea is to modif...
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Transformers Processor and Model Serialization
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2025-06-08T21:54:46
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This PR captures insights from a deep dive into the Hugging Face Transformers library's internal mechanisms for loading and saving processors and models. Key areas explored include: * `AutoProcessor` and `ProcessorMixin` for processor loading/saving (e.g., `LlavaProcessor`), including: * Handling of indi...
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fix: "check out" as verb
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In the context of git, "checkout" has become established as a verb. Otherwise, "checkout" in English is a noun (e.g. a store checkout), and "check out" is the correct English verb phrase. This PR corrects instances of the latter case, while leaving any usage related to git unchanged.
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Skip some export tests on torch 2.7
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# What does this PR do? cc @guangy10 issue opened https://github.com/pytorch/pytorch/issues/153599
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v4.52.4, `SwissAIForTokenClassification`
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# What does this PR do? This PR replaces the Pegasus model card with a new model card matching the format introduced in https://github.com/huggingface/transformers/issues/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 ...
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# What does this PR do? The processor tests and integration tests are never run due to an issue of `@require_read_token`. After a fix #38093, I should had update the expected values for integration test but not done at that moment - now it is done. For processor tests, we no longer need `@require_read_token` a...
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his PR updates the group beam search implementation to allow using sampling (do_sample=True) alongside group beam search. Previously, the configuration validation prevented enabling do_sample with group beam search by raising an error. This restriction is now removed from validate() in configuration_utils.py. Additi...
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Fixes #38258 ## Description This PR resolves an issue where keyword arguments passed to `from_pretrained` or `from_config` for composite models were not being correctly routed to the respective sub-configs. This would lead to a `TypeError` when an argument intended for a sub-model (e.g., `use_cache=True` for a ...
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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? TPUs now support bfloat16 (bf16). But current version of transformers would raise an error `"Your setup doesn't support bf16/gpu."` if bf16 is enabled on TPU. ## 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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# What does this PR do? GGUF support for deci Fixes #37736 ## Before submitting - [X] Was this discussed/approved via a Github issue or the Please add a link ## Who can review? @MekkCyber
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Add post_init() calls to EsmForMaskedLM, EsmForTokenClassification and EsmForSequenceClassification. # What does this PR do? Adds `post_init()` calls to esm models in order to prevent the error "TypeError: 'NoneType' object is not iterable". Fixes # 38667 ## Before submitting - [:x: ] This PR fixes a typo...
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### System Info 2 machines: - `transformers` version: 4.52.4 - Platform: Linux-6.14.10-arch1-1-x86_64-with-glibc2.41 - Python version: 3.12.10 - Huggingface_hub version: 0.32.4 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: - compute_environment: LOCAL_MACHINE - distributed_t...
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# What does this PR do? This PR addresses [huggingface/hub-docs#1600](https://github.com/huggingface/hub-docs/issues/1600). The issue relates to the [`Trainer.compute_loss`](https://huggingface.co/docs/transformers/v4.48.2/en/trainer) documentation, which is maintained in the `transformers` repository. I have ...
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Exception while inference Qwen2VL and Qwen2VL, assert module.weight.shape[1] == 1
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2025-06-07T21:28:40
2025-08-04T08:03:05
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### System Info transformers version: 4.52.3 Platform: Linux-5.10.0-1029-oem-x86_64-with-glibc2.31 GPU device: Quadro RTX 8000 Python version: 3.10 Huggingface_hub version: 0.32.2 Safetensors version: 0.5.3 Accelerate version: 0.34.2 PyTorch version (GPU?): 2.5.0+cu124 Using distrib...
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Fixed modeling_auto.py MODEL_FOR_MASK_GENERATION_MAPPING_NAMES variable
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2025-06-07T20:59:36
2025-07-06T13:23:36
2025-06-09T13:40:46
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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_FOR_MASK_GENERATION_MAPPING_NAMES variable is present twice in modeling_auto.py
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2025-06-07T20:57:42
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Hi, Was looking around the Auto classes for some reason and noticed that ``MODEL_FOR_MASK_GENERATION_MAPPING_NAMES`` is present twice in ``modeling_auto.py``. Seems to come from this [PR](https://github.com/huggingface/transformers/pull/35147) See here https://github.com/huggingface/transformers/blob/ebeec13609b537f9...
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Whisper models appear to be broken with Flash Attention 2
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2025-06-07T20:52:22
2025-07-18T17:22:17
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### System Info - `transformers` version: 4.52.4 - Platform: Linux-6.8.0-60-generic-x86_64-with-glibc2.39 - Python version: 3.12.3 - Huggingface_hub version: 0.32.4 - Safetensors version: 0.4.5 - Accelerate version: 1.7.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?): 2....
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fix(auto): Route kwargs correctly for composite models
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<!-- This closes the linked issue when the PR is merged. --> Fixes #38258 ## Description This PR resolves an issue where keyword arguments passed to `from_pretrained` or `from_config` for composite models were not being correctly routed to the respective sub-configs. This would lead to a `TypeError` when an argu...
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Raise `TypeError` instead of ValueError for invalid types
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# What does this PR do? Fixes raising `TypeError` instead of ValueError when encountering invalid types ## 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/transfor...
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NotImplementedError: Loading a dataset cached in a LocalFileSystem is not supported.
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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: 0.32.4 - 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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Fix `qwen_2_5 omni`
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# What does this PR do? These never pass since the model is added. Now pass both on A10 and T4
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please develop transformers java/scala sdk,eagerly to use!
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### Feature request Transformers have become de facto essential deep learning tools. However, you only provide interface APIs for three languages: Python, JavaScript, and Rust. Have you forgotten about Java, Scala, and Kotlin? Is it because your team lacks manpower or isn't proficient in the JVM? Currently, there are ...
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38,656
Potential Memory Leak or Caching in Fast Image Processor
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2025-06-07T08:46:48
2025-08-12T13:02:37
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### System Info Hi team, Thank you for your great work on `transformers`! While using the `AutoProcessor` with `use_fast=True`, I noticed that there seems to be a memory leak or possibly some form of persistent caching when processing images. Even after deleting the processor and clearing the CUDA cache, approximate...
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minor docstring fixups
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2025-06-07T08:25:43
2025-06-18T09:13:48
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Hey! Fixed errors: src/transformers/masking_utils.py `necesary` - `necessary` x2 src/transformers/model_debugging_utils.py `spearate` - `separate` src/transformers/video_processing_utils.py `successfull` - `successful`
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The visualization of image input in Qwen2.5-VL
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2025-06-07T08:15:44
2025-06-10T09:04:04
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The image input of Qwen2.5-VL is processed by processor and then saved as tensor in inputs['pixel_values']. I tried to restore the image, using tensor in inputs['pixel_values'], but I found that the restored image patches were in disorder. So how to restore the image from inputs['pixel_values'] in a proper way? For ex...
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Fixes #38268 ### Feature Description This PR implements the feature request to add sampling capabilities (e.g., Top-K, Top-P, temperature) to Group Beam Search, which was previously a purely greedy algorithm. ### Problem Currently, `_group_beam_search` in the `GenerationMixin` is implemented as a deterministic ...
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Fix typo in Language Modeling example scripts and update TPU type
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# What does this PR do? It fixes a couple of typos under the Language Modeling Pytorch examples directory that prevented the example to be run successfully. It also changes the DsitributedType in the accelerator module from TPU to TP according to the accelerate [repository](https://github.com/huggingface/accelerate/...
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Docs: update bitsandbytes torch.compile compatibility
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# What does this PR do? Updates the quantization overview documentation to indicate that bitsandbytes is now compatible with `torch.compile`. ## 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]...
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Support of Qwen3 GGUF model
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2025-06-06T20:11:23
2025-07-15T08:02:59
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Hi, I am getting the following error when I want to use the GGUF model with Qwen3 "ValueError: GGUF model with architecture qwen3 is not supported yet." I have the latest transformers and gguf-0.17.0 ``` self.tokenizer = AutoTokenizer.from_pretrained(model_name, gguf_file= "Qwen3-0.6B-Q2_K_L.gguf",use_fast=True) ...
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Add Qwen2 MoE model card
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2025-06-06T19:24:53
2025-06-11T22:14:02
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# What does this PR do? Refactored the Qwen2MoE model card to match the template ## Before submitting - This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). ## Who can review? @stevhliu Anyone in the community is free to review the PR once the tests have pa...
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Add sampling support to group beam search
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Fixes #38268 ### Feature Description This PR implements the feature request to add sampling capabilities (e.g., Top-K, Top-P, temperature) to Group Beam Search, which was previously a purely greedy algorithm. ### Problem Currently, `_group_beam_search` in the `GenerationMixin` is implemented as a deterministic ...
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Reparent all the remaining Causal LM tests
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Unbreak optimum-executorch
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# What does this PR do? Revert minimal changes made from https://github.com/huggingface/transformers/pull/37866 that breaks export to ExecuTorch in [huggingface/optimum-executorch](https://github.com/huggingface/optimum-executorch) when developing from latest `transformers` trunk TODO: Will update with tests shor...
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support loading qwen3 gguf
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# What does this PR do? This PR adds gguf loading support for qwen3 models. ## Before submitting - [No] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [Yes] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING....
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# What does this PR do? Add sliding window attention support to Continuous Batching code. Took inspiration from the existing `SlidingWindowCache`.
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# What does this PR do? We won't actively maintain the torchscript stuff. See #35972 Probably I need to do the same as in #35972 but you get the idea :-)
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Adds Universal Intelligence to awesome transformers documentation
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# What does this PR do? Adds [Universal Intelligence](https://github.com/blueraai/universal-intelligence) to `awesome-transformers.md` documentation ## Who can review? Documentation: @stevhliu @LysandreJik
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ImportError: cannot import name 'DTensor' from 'torch.distributed.tensor'
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### System Info transformers/pytorch_utils.py", line 300, in id_tensor_storage if is_torch_greater_or_equal_than_2_0: from torch.distributed.tensor import DTensor The error "ImportError: cannot import name 'dtensor' from 'torch.distributed.tensor'" arises due to changes in the location of the DTensor clas...
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5GB to 50GB as a default
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Will need to update tests
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Fix attention mask expansion when converting to executorch
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# What does this PR do? I was trying to convert clip to Executorch and had an issue with `AttentionMaskConverter._expand_mask` ``` # load model import torch from transformers import AutoProcessor, AutoModel model_clip = AutoModel.from_pretrained("openai/clip-vit-base-patch32", torch_dtype=torch.float16) # ...
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Skip `test_initialization` for `SwiftFormer`
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2025-06-06T08:23:36
2025-06-06T08:47:12
2025-06-06T08:47:10
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# What does this PR do? `SwiftFormer` has ``` class SwiftFormerEfficientAdditiveAttention(nn.Module): def __init__(self, config: SwiftFormerConfig, dim: int = 512): super().__init__() self.w_g = nn.Parameter(torch.randn(dim, 1)) ``` and `self.w_g` is not handled by `_init_weights` and ...
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38,635
[cache] make all classes cache compatible finally
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2025-06-06T08:12:02
2025-07-16T12:00:18
2025-07-16T12:00:18
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# What does this PR do? As per title, and let's get rid of `_supports_cache/_supports_quantized_cache` flags. We will assume all models from now on support cache and initialize a `DynamicCache` (model-specific cache in case of mamba) by default For the static cache, we can't yet assume all models support it becau...
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Download models from a private hub in 2025
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2025-06-06T08:00:23
2025-06-13T13:45:13
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### Feature request In the context of a private hub deployment, customers would like to use from_pretrained() to load models from their hub, not from the public hub. This doesn't seem to be configurable at the moment and it would be nice to add this feature. The obvious workaround is to clone the repo first and then ...
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log: Add logging when using split_batches and per_device_train_batch_size
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2025-06-06T01:33:44
2025-06-18T16:27:20
2025-06-18T16:26:46
CONTRIBUTOR
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# What does this PR do? Adds logger warning when user uses `split_batches=True` in `accelerator_config` arg of Trainer. <!-- 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...
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