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YaRN: factor is not effective with original_max_position_embeddings
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2025-05-20T10:17:29
2025-08-20T14:31:19
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CONTRIBUTOR
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In the [current implementation](https://github.com/huggingface/transformers/blob/f022bf93220d2c19df68647b4ddcfc5b0e91d011/src/transformers/modeling_rope_utils.py#L251-L267), it appears that the user specified `factor` is not effective when `original_max_position_embeddings` exists, which may lead to unexpected behavior...
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[mllama] fix loading and inference
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# What does this PR do? Fixes https://github.com/huggingface/transformers/issues/38220, it's a shame we couldn't see it earlier in CI. Probably because mllama isn't available in EU 🥲 We should not repeat keys before calling attn, otherwise it is repeated twice. And remove `base_model_prefix` so the model can lo...
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Fix Llama4
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2025-05-20T09:49:20
2025-05-20T14:00:49
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# What does this PR do? As per the title. It would currently fail with `RuntimeError: view size is not compatible with input tensor's size and stride (at least one dimension spans across two contiguous subspaces). Use .reshape(...) instead.`, at least when using TP. Unfortunately, flex block mask and generate got...
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Llava-next-video got different results after using the new video processor
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2025-05-20T08:33:22
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### System Info ``` Collecting environment information... PyTorch version: 2.8.0.dev20250519+cpu Is debug build: False CUDA used to build PyTorch: None ROCM used to build PyTorch: N/A OS: Ubuntu 22.04.5 LTS (x86_64) GCC version: (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 Clang version: Could not collect CMake version: ver...
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mllama model loading failed after refactor
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2025-05-20T06:53:14
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### System Info ``` Collecting environment information... PyTorch version: 2.8.0.dev20250519+cpu Is debug build: False CUDA used to build PyTorch: None ROCM used to build PyTorch: N/A OS: Ubuntu 22.04.5 LTS (x86_64) GCC version: (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 Clang version: Could not collect CMake version: ver...
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Confusion about num_labels and problem_type in classification logic 🐛
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2025-05-20T06:07:08
2025-07-21T08:04:09
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### System Info Description: While reviewing the logic for determining function_to_apply in a classification pipeline, I came across the following condition: `if self.model.config.problem_type == "multi_label_classification" or self.model.config.num_labels == 1: function_to_apply = ClassificationFunction.SIGMOID ...
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Bug: Swin model forward() fails TorchScript export due to Optional type handling
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2025-05-20T02:31:09
2025-05-26T11:28:46
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## Description When trying to export a Swin model using TorchScript, the process fails because the `forward()` method in `transformers/models/swin/modeling_swin.py` doesn't properly handle `Optional[torch.FloatTensor]` type for `pixel_values`. This causes issues during scripting as TorchScript requires explicit handlin...
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Fix: missing else branch to handle "--load_best_model_at_end" in training_args.py
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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[docs] HF Papers
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Following https://github.com/huggingface/diffusers/pull/11567 and [suggestion](https://huggingface.slack.com/archives/C03UBGML6LF/p1741618691428239) by @NielsRogge, this PR replaces arxiv with Paper links cc @AK391
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[CSM] infer codec model with no_grad + audio eos label
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The codec model should be inferred with torch.no_grad()! While this has no effect on training results, since the backpropagated gradients ultimately go to zero (as the loss is computed from the output of the codec model), the codec model’s parameters still remain part of the computational, gradients are unnecessarily ...
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Update BioGPT model card
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2025-05-19T20:44:48
2025-05-23T20:03:47
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# What does this PR do? Replaced the previous model card for BioGPT by the standardized model card introduced in issue #36979 ## Before submitting - [x] This PR improves the docs only. - [x] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md#create-...
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Fix: make docs work better with doc builder
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2025-05-19T18:45:38
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This pr fixes docs to work with doc builder properly. #38178 broke the formatting somehow.
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fix dead flax links modeling_flax_pytorch_utils.py
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Hey team—noticed a dead link, replaced it with a working URL https://flax.readthedocs.io/en/latest/installation.html - old links https://flax.readthedocs.io/en/latest/index.html#installation - new links
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[CSM] update model id
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2025-05-19T17:14:27
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We can now use the org model id! cf[ hub PR](https://huggingface.co/sesame/csm-1b/discussions/45/files)
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Add support to Marimo Notebooks and Enverge.ai
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2025-05-19T16:20:37
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# What does this PR do? Adding support to Marimo notebooks so output rendering happens in Python instead of CLI mode. This is necessary for anyone using Marimo notebooks or doing training at Enverge.ai This is how using train() at Marimo current looks: https://github.com/user-attachments/assets/316cc614-b731-...
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[Meta MTIA] Support hoisted rotary embeddings.
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2025-05-19T16:15:49
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# What does this PR do? At Meta MTIA, we need support for running the rotary embeddings on CPU. This PR simply allows passing the cos and sin as graph inputs rather than constructing them on accelerator. <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is goi...
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RecurrentGemma models can't be offloaded to CPU
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### System Info Testing this in a Colab T4 runtime. ### Who can help? @ArthurZucker ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [x] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or dataset (give details below) ...
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[fix] Add FastSpeech2ConformerWithHifiGan
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2025-05-19T15:48:39
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Implements fix in this [comment](https://github.com/huggingface/transformers/pull/37377#discussion_r2070820456) to enable `FastSpeech2ConformerWithHiFiGan`
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Remove trust_remote_code=True tests from bnb quantization tests (MPT now integrated)
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2025-05-19T15:27:18
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This PR removes all tests in the bitsandbytes (bnb) quantization test suite that rely on `trust_remote_code=True`, specifically the `test_get_keys_to_not_convert_trust_remote_code` test and its usage of the MosaicML MPT model. **Context and reasoning:** - The MPT model is now directly integrated into Transformers a...
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Add kernelize to transformers
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# What does this PR do? Instead of dynamically switching the `forward` methods using a decorator, we are exploring a new approach that performs this replacement statically within `modeling_utils.py`. This allows us to modify the `forward` methods at load time, which makes the kernels compile compatible. Also the...
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[image-text-to-text pipeline] Accept a chat as a positional arg
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# What does this PR do? See title. Calling `pipe(chat)` is not working, but `pipe(text=chat)` is. Intuitivelly, if we prepare a chat message containing the full data, text and images, it should work as a positional argument. ### Example ```py import torch from transformers import pipeline pipe = pipel...
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[Convert InternVL to HF format] TypeError: Received a NoneType for argument video_processor, but a BaseVideoProcessor was expected.
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### System Info - `transformers` version: 4.52.0.dev0 - Python version: 3.11.9 - Pytorch version: 2.5.1 + cu124 - GPU type: H20 ### Who can help? _No response_ ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (...
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Fixs convert_internvl_weights_to_hf.py: support local path, special tokens, and key remapping
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# What does this PR do? This PR includes three improvements to the `convert_internvl_weights_to_hf.py` script for converting InternVL models: - Allows loading model weights directly from a local path, enabling conversion without requiring remote downloads. - For InternVL models based on the Qwen LM architecture,...
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fix sliding window usage check
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# What does this PR do? Check usage of sliding window with use_sliding_window attribute in config. I found it because some slow tests of llava onevision integration failed (like https://github.com/huggingface/transformers/blob/v4.51.3/tests/models/llava_onevision/test_modeling_llava_onevision.py#L343). I'm not sur...
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convert_internvl_weights_to_hf.py does not support model in a local path
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### System Info - `transformers` version: 4.52.0.dev0 - Platform: Linux-6.1.0-34-amd64-x86_64-with-glibc2.36 - Python version: 3.11.2 - Huggingface_hub version: 0.31.2 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?):...
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2025-05-19T07:36:17
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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 with a d...
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[doc] fix bugs in `how_to_hack_models.md`
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## What does this PR do? When following the tutorial in `how_to_hack_models.md`, I find that I got multiple errors: 1. task_type "mask-generation" is invalid: ```bash Traceback (most recent call last): File "/home/sdp/fanli/transformers/../test_doc.py", line 72, in <module> config = LoraConfig( File "<...
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Remove Deprecated `verbose` arg in LayerWiseDummyScheduler
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# What does this PR do? The `verbose` arg in `torch.optim.lr_scheduler.LRScheduler` was [removed](https://github.com/pytorch/pytorch/commit/fb1b7ec173a34ae5cccf140e2ad6ed3f05a7892e#diff-036a7470d5307f13c9a6a51c3a65dd014f00ca02f476c545488cd856bea9bcf2L95) in PyTorch 2.7.0, and the corresponding init func of `LayerWis...
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Update kwargs for DDP
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# What does this PR do? Sync the latest DDP kwargs with [DistributedDataParallelKwargs](https://github.com/huggingface/accelerate/blob/main/src/accelerate/utils/dataclasses.py#L181). <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the...
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[docs] add Audio import
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## What does this PR do? As the title suggest, the Audio import is missing from the code example. This PR fixes this. cc @stevhliu
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[docs] add xpu environment variable for gpu selection
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## What does this PR do? As the title suggests, this PR adds the XPU environment variable. cc @stevhliu
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[docs] minor fixes in `models.md`
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## What does this PR do? As the title suggests, this PR fixes some minor bugs in the code examples. cc @stevhliu
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enable misc cases on XPU & use device agnostic APIs for cases in 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 with a d...
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Gibberish generations with FSDP2 and MixedPrecisionPolicy
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### System Info ``` transformers.__version__='4.51.2' torch.__version__='2.6.0+cu124' sys.version='3.10.17 (main, Apr 16 2025, 15:03:57) [GCC 12.1.1 20220628 (Red Hat 12.1.1-3)]' ``` ### Who can help? @SunMarc @zach-huggingface ### Information - [ ] The official example scripts - [x] My own modified scripts ### T...
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Qwen2.5-VL using ascend NPU with flash-attention-2 raises error
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### System Info - `transformers` version: 4.52.0.dev0 - Platform: Linux-4.19.90-vhulk2211.3.0.h1543.eulerosv2r10.aarch64-aarch64-with-glibc2.31 - Python version: 3.10.5 - Huggingface_hub version: 0.30.2 - Safetensors version: 0.5.3 - Accelerate version: 1.6.0 - Accelerate config: not found - DeepSpeed version: 0.16...
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Add support for Florence-2
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# What does this PR do? Florence-2 is a VLM model, which always in top 10 most downloaded VLMs on huggingface. This PR continues https://github.com/huggingface/transformers/pull/34160, adds support for Florence-2. Fixes: - https://github.com/huggingface/transformers/issues/34155 - https://github.com/kijai/Co...
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Japanese "sequence_classification" documentation contains semantic segmentation content
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### System Info N/A (This is a documentation issue, not related to system 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...
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38,186
GPT-2 Embedding Dropout Implementation
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2025-05-17T13:21:10
2025-06-18T17:49:21
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CONTRIBUTOR
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Hi @ArthurZucker and the HF team, I've been exploring the transformers library implementation of GPT-2 and noticed something interesting regarding the embedding dropout mechanism. I wanted to share an observation that might be worth considering. In reviewing the code at: https://github.com/huggingface/transformers/b...
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Add SVE implementation for Mamba Sequential Scan Algorithm
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2025-05-17T12:51:54
2025-06-03T01:26:59
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# What does this PR do? This PR adds SVE kernel support specific to Mamba Model on ARM architecture. This PR contributions are: - Sequential Scan algorithm of Mamba model is implemented using SVE intrinsics and openMP pragmas and replaces the original naive Sequential Scan algorithm. - All data moments are limited ...
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Use HF papers
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2025-06-13T11:07:11
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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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Resolve Python logger warnings
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2025-05-16T22:47:15
2025-05-19T12:53:39
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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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38,182
gemma-3 EOS token for instruct-tuned (IT) models is different than tokenizer.eos_token
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2025-05-16T21:55:11
2025-05-19T12:19:46
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Hi, According to the Gemma-3 technical report, they used different eos tokens for the PT and IT models (see Table 4 in https://arxiv.org/pdf/2503.19786). Specifically, the pre-trained model (PT) uses <eos>, while the instruct-tuned (IT) model uses <end_of_turn>. My question is: if one wants to further fine-tune the in...
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38,181
Add a way for `callbacks` to get `trainer` handler
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2025-05-16T16:01:35
2025-05-19T12:17:06
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When I want to implement differential privacy for the model, I customize the gradient clipping before `optimizer.step()`. The add custom noise to the model after `optimizer.step()`. I cannot get `Trainer.optimizer` in the `callback` function, it shows as `None`. Is it possible to get the reference of `Trainer` directly...
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Whitespace naming misleading
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2025-05-16T15:18:45
2025-06-23T17:58:05
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### System Info The pre_tokenizer function Whitespace() has a misleading name that sent me on a multi-hour treasure hunt trying to troubleshoot vocabulary issues. As it turns out, it additionally splits on non-Whitespace characters like e.g. Hyphens. It took looking at Rust code and/or following cryptic RegEx expres...
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[generation] Less verbose warnings by default
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2025-05-16T14:47:51
2025-05-19T10:07:25
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Carved out from #38129, with a few upgrades. Reduces the verbosity of bad generation config attribute warnings by default, with an env variable to control verbosity. Although users might get unexpected results when these warnings exist, most of the time they are harmless, so let's be less verbose by default. ### ...
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Tensor parallel docs
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Improve the existing docs for tensor parallelism, with more details etc. Relies on #37877 (needs to be edit a tiny bit when final version of that PR lands). cc @ArthurZucker
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Disable `convert to draft` workflow
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2025-05-16T12:17:18
2025-05-16T12:42:16
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# What does this PR do? It causes too much issues and confusion. There is no working solution for now. I will contact CircleCI.
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remove some commands from `fetch_tests` CircleCI job
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# What does this PR do? `git log -n 1` sometimes get > Too long with no output (exceeded 10m0s): context deadline exceeded Those commands are only to show some information when working on some changes, we don't really need them.
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Unexpected Zero Probabilities with siglip2-base-patch16-224 Model
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### System Info ``` transformers version: 4.51.3 Platform: Linux Python version: 3.10.14 PyTorch version (GPU?): 2.2.2 (CUDA available: True) Huggingface Hub version: 0.31.2 Safetensors version: 0.5.3 Accelerate version: 1.7.0 Accelerate config: Not configured TensorFlow version (GPU?): Not installed Flax version (CPU...
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Fix import torchao.prototype.low_bit_optim since torchao v0.11
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# What does this PR do? Update import path of AdamW4bit and AdamW8bit for torchao >= 0.11.0
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Fix ModuleNotFoundError torchao.prototype.low_bit_optim since torchao > 0.11.0
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# What does this PR do? Update import path of AdamW4bit and AdamW8bit for torchao > 0.11.0
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Disable `Trigger CircleCI by ready for review`
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# What does this PR do? Disable `Trigger CircleCI by ready for review`
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# What does this PR do?
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# What does this PR do?
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Add adam_kwargs for Apollo Optimizer
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# What does this PR do? Added adam_kwargs for the Apollo optimizer. The [apollow_adamw](https://github.com/zhuhanqing/APOLLO/blob/main/apollo_torch/adamw.py#L41) optimizer is built based on the AdamW. It also takes kwargs for AdamW during initialization. This PR fixes the missing kwargs for it. ## Before sub...
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enable autoround cases on XPU
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@ydshieh @IlyasMoutawwakil , pls help review
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fix bug in distributed loss test
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# What does this PR do? Fixes distributed loss test failed as mentioned in https://github.com/huggingface/transformers/pull/35743#issuecomment-2883577747 ## 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 [contribu...
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Gemma 3 Pipeline does not accept dictionary with no images
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### System Info System info not really relevant as the bug is root caused in my description below. - `transformers` version: 4.51.3 - Platform: Windows-10-10.0.26100-SP0 - Python version: 3.11.9 - Huggingface_hub version: 0.31.2 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: not foun...
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Start too many processes when run AutoModelForCausalLM.from_pretrained()
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### System Info - `transformers` version: 4.51.3 - Platform: Linux-6.12.0-58.el10.x86_64-x86_64-with-glibc2.39 - Python version: 3.12.9 - Huggingface_hub version: 0.31.2 - Safetensors version: 0.5.3 - Accelerate version: 1.5.2 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (GPU?)...
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clean autoawq cases on xpu
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for some fused test cases, since in `autoawq`, they are using [`flash_attn_func`](https://github.com/casper-hansen/AutoAWQ/blob/main/awq/modules/fused/attn.py#L270) from [`flash_attn`](https://github.com/casper-hansen/AutoAWQ/blob/main/awq/modules/fused/attn.py#L11), XPU hasn't support flash attention yet, and since `a...
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Add `Llama4TextModel` to `AutoModel` mapping
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# What does this PR do? Using `Llama4TextConfig` on `AutoModel.from_config` raises a `ValueError` when it is expected to instantiate a `Llama4TextModel`. This PR adds `Llama4TextModel` to the `AutoModel` mapping. ```python import accelerate import transformers config = transformers.AutoConfig.from_pretrained...
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Fix handling of slow/fast image processors in image_processing_auto.py
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# What does this PR do? Fixes https://github.com/huggingface/transformers/issues/37375 Raise relevant error when torchvision is not available and an image processor has only a fast version (like Llama4) instead of trying to fall back on a slow processor.
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`tie_word_embeddings` not saved on customized model
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### System Info transformers_version: 4.52.0.dev0 python: 3.10 ### Who can help? @ArthurZucker @SunMarc @qubvel @zucchini-nlp ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [x] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] M...
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Creating Flex Attention PR for personal documentation
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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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[Examples] Add Comprehensive GPT2 vs DistilGPT2 Comparison with Perplexity and Benchmarks
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## Summary This Pull Request introduces a comprehensive comparison example that evaluates `gpt2` and `distilgpt2` across multiple prompts, execution runs, model sizes, and language modeling quality (perplexity). ## Why This Is Useful - Benchmarks **model size, speed, and output quality**. - Measures **perplexity*...
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Add Idefics2/3 and SmolVLM Fast image processors + improvements for fast image processors
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# What does this PR do? Several things added to this PR: - Idefics2/3 + smolvlm fast image processors. Cc @andimarafioti :) - Improvements in the base fast image processors to better handle nested images - group_images_by_shape and reorder_images can now handle nested images, flattening them for processing then...
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Avoid incorrect generations for KV caches containing more than sliding_window tokens
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# What does this PR do? Gemma3 generates incoherent output when manually calling `forward` with an instance of `HybridCache` which contains more than `sliding_window` tokens of content. This is because the call to `past_key_values.get_seq_len()` always returns the sequence length as measured by the cache of the ...
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[core] support tensor-valued _extra_state values in `from_pretrained`
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2025-05-28T13:38:43
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# What does this PR do? [TransformerEngine](https://github.com/NVIDIA/TransformerEngine) uses the [pytorch get/set_extra_state API](https://docs.pytorch.org/docs/stable/generated/torch.nn.Module.html#torch.nn.Module.get_extra_state) to store FP8 layer config information as a Tensor in the `_extra_state` entry in the...
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Support `extra_state` attributes in from_pretrained
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### System Info transformers `main` branch, python 3.12. ### 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, ...) - [x] My own task or dataset (give details belo...
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Support for transformers explicit filename
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Adds the possibility to have a `transformers_weights` key defined in the `config.json` file indicating from which file should `transformers` try to load the weights. This becomes relevant in case the `model.safetensors` file is already taken in the repo. This repo should, however, still be compatible with the `confi...
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Fix Qwen2.5 Omni `SinusoidsPositionEmbedding` precision
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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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Allow qwen/emu3 to process low res images
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# What does this PR do? Allow to process images with low resolution, found this limitation while evaluating model on the MMMU-pro benchmark Reroduction: ```python from PIL import Image from transformers import Qwen2_5_VLForConditionalGeneration, AutoProcessor model = Qwen2_5_VLForConditionalGeneration.from_...
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[omni modality] support composite preprocessor config
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# What does this PR do? The issue is that we have always been saving audio and image processors under the same config name (preprocessor_config.json) which was totally fine until the recent release of omni models. Now if we try to save the omni-model processor, only the last attribute's config is saved and it overwr...
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[Examples] Add advanced GPT2 text generation with temperature and top_k
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2025-05-15T10:38:22
2025-05-15T15:41:34
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## Summary This Pull Request adds a runnable example to the `examples/pytorch/text-generation/` directory demonstrating how to control text generation behavior in GPT2 using: - `temperature` for randomness control - `top_k` for limiting token choices - `num_return_sequences` for generating multiple outputs ## Wh...
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How to check the number of tokens processed or the load of each expert in the Qwen3 MoE model during inference?
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Hotfix: Flash Attention 2 support in Pixtral
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## Context Pixtral support for `ALL_ATTENTION_FUNCTIONS` was added in [this PR](https://github.com/huggingface/transformers/pull/37960), but a subsequent [rebase](https://github.com/huggingface/transformers/pull/37576) unintentionally modified a line that sets `attention_mask` to `None` when using Flash Attention 2....
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remove unhandled parameter
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this test fails for fast tokenizers with `TypeError: _batch_encode_plus() got an unexpected keyword argument 'max_target_length'` the `max_target_length=10` param is not required for this test anyway
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[VLMs] add helpers for get/set embedding
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# What does this PR do? Fixes (partially) https://github.com/huggingface/transformers/issues/38121, and verifies all VLMs have their respective getters/setters for embeddings and the decoder.
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[Model] add dots1
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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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[omni modality] support composite processor config
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# What does this PR do? We currently save audio and image processors under the same config name (`preprocessor_config.json`) which was totally fine until the recent release of omni models. After qwen-omni release if we try to save the processor, only the last attribute's config is saved and it overwrites all previou...
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Fix FSDP + llava-next/llava-onevision
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Recently, I have been trying to use FSDP to train `llava_next`, but i need to find the minimum spliting module, which is the `_no_split_modules` in the code. However, i did not find the corresponding class implementation in the `modeling_llava_next.py`. ([`LlavaNextVisionAttention`](https://github.com/huggingface/trans...
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enable csm integration cases on xpu, all passed
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@ydshieh @IlyasMoutawwakil , pls help review, thx.
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Have to import cv2 and pop up window frist, or else it stuck forever
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> @SSacSim Yes One have to import cv2 and pop up window frist. Thats really annoying. > > ![Image](https://github.com/user-attachments/assets/37cc08c1-9a21-4fd1-965b-6625b90f6f08) > > > transformers 4.48.3 > opencv-python 4.10.0.84 > > @purusharthmalik _Originally posted by @leemengwei...
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enable trainer test cases on xpu
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Speed metrics are not logged
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### System Info Master branch The result of `speed_metrics` is not logged or saved https://github.com/huggingface/transformers/blob/4005e30c804f9b3a9dbf45d019f6ca1cdc4d774c/src/transformers/trainer.py#L3656 ### Who can help? @zach-huggingface @SunMarc ### Information - [ ] The official example scripts - [ ] M...
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[FIX] Save speed metrics to logs
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Previously, we calculated speed metrics and did not do anything with the result. # What does this PR do? Save speed metrics to logs. Fixes # (issue) ## 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 [contrib...
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[Qwen3] Qwen3 MoE add tp plan for expert mlps
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# What does this PR do? Qwen3 MoE config: add tp plan for expert mlps tested via vllm @ArthurZucker
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Fix error in calculating `cache_position` with past_length for Chatglm and Mamba model
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Skip non-selected experts for qwen3_moe
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Following #32429, this PR applies it for Qwen3MoE, too. CC: @ArthurZucker
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Add AMD MI300 CI caller leveraging self-hosted runner scale set workflow in hf-workflows
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Make HF implementation match original OLMo 2 models for lower precisions
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# What does this PR do? Context: We found that the vLLM implementation of OLMo 2 models sometimes NaNs (https://github.com/allenai/olmo-cookbook/issues/60). Investigation revealed that this was caused by vLLM converting float32 models to float16 by default. Follow-up investigation revealed that OLMo 2 models in the ...
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eval_loss not found when training a peft model using trainer.py / losses not retrieved from base model where appropriate
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### System Info pip list |grep transf; python --version; uname -a transformers 4.51.3 Python 3.12.10 Linux gap 6.11.10+bpo-amd64 #1 SMP PREEMPT_DYNAMIC Debian 6.11.10-1~bpo12+1 (2024-12-19) x86_64 GNU/Linux ### Who can help? @zach-huggingface @SunMarc ### Information - [ ] The official example scrip...
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🚨🚨🚨 [pipelines] update defaults in pipelines that can `generate`
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# What does this PR do? TL;DR our defaults for text generation are very outdated. Most notably, the default maximum length. This PR adds the tooling to easily add pipeline-specific `generate` defaults, and adds new defaults to all pipelines that call `generate`. ⚠️ ⚠️ ⚠️ In all pipelines that call `genera...
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ImportError: cannot import name 'DataCollatorForCTCWithPadding' on macOS ARM64 with transformers==4.51.3 (Python 3.10/3.11) - Class missing from installed data_collator.py
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### System Info Environment Details: • transformers version: 4.51.3 • tokenizers version: (e.g., 0.21.1 or the version pip installed with transformers 4.51.3) • torch version: 2.7.0 (with MPS available and built) • Python version(s) tested: 3.10.17 (Homebrew), 3.11.12 (Homebrew) • Operating System: macOS Sequoia ...
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[`compile`] re-enable for Qwen-VL models
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# What does this PR do? Fixes https://github.com/huggingface/transformers/issues/38115 and re-enables `compile` for Qwen-VL models Tested slow `pytest -k compile` and `pytest -k static` tests on these models, now they are green and there are no recompilations. I also did a sanity check and generated with real mod...
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Add my username to `run_slow` whitelist
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2025-05-14T13:07:45
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Per @ydshieh’s instructions, requesting approval from @gante to run slow tests :)
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Fix auto batch size finder test
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2025-05-14T11:59:26
2025-05-14T12:12:56
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`--auto_find_batch_size 0` has to be the last test argument because later the test does `testargs[-1] = "1"` :)
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[phi-4] add processor tests
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2025-05-14T10:28:35
2025-07-23T12:02:57
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# What does this PR do? Now that the image processor is merged, we can add processor tests as well. Note: the tests will be failing for now, I found that audio and image configs are saved with the same filename and thus overwrite each other 😮 I will be first fixing the audio processor save filename in a separat...
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