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transformers/docs/source/en/optimizers.md/0
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<!--Copyright 2024 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/pipeline_gradio.md/0
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/quantization/fp_quant.md/0
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<!--Copyright 2025 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/serving.md/0
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<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/tasks/multiple_choice.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/en/testing.md/0
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<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/es/autoclass_tutorial.md/0
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<!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/docs/source/es/performance.md/0
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<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/es/tasks/language_modeling.md/0
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<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/fr/run_scripts_fr.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to...
transformers/docs/source/it/converting_tensorflow_models.md/0
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<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/it/perf_train_special.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/chat_templating.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/main_classes/pipelines.md/0
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<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/model_doc/beit.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/model_doc/bros.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/model_summary.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/perf_train_tpu_tf.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/tasks/image_captioning.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ja/tasks/video_classification.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/add_new_model.md/0
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<!--Copyright 2024 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/how_to_hack_models.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to...
transformers/docs/source/ko/llm_tutorial_optimization.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/main_classes/tokenizer.md/0
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<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/model_doc/clip.md/0
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<!--Copyright 2022 The HuggingFace Team and Microsoft. All rights reserved. Licensed under the MIT License; you may not use this file except in compliance with the License. Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WAR...
transformers/docs/source/ko/model_doc/graphormer.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/model_doc/rag.md/0
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<!--Copyright 2024 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/optimizers.md/0
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<!--⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be rendered properly in your Markdown viewer. --> # 웹 서버를 위한 파이프라인 사용하기[[using_pipelines_for_a_webserver]] <Tip> 추론 엔진을 만드는 것은 복잡한 주제이며, "최선의" 솔루션은 문제 공간에 따라 달라질 가능성이 높습니다. CPU 또는 GPU를 사용하는지에 따라 다르고...
transformers/docs/source/ko/pipeline_webserver.md/0
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<!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/ko/tasks/image_captioning.md/0
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<!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/pt/tasks/token_classification.md/0
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<!--- Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/docs/source/zh/contributing.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/zh/main_classes/pipelines.md/0
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<!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
transformers/docs/source/zh/philosophy.md/0
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<!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or a...
transformers/examples/flax/README.md/0
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#!/usr/bin/env python # Copyright 2021 The HuggingFace Team All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless ...
transformers/examples/flax/question-answering/run_qa.py/0
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#### Fine-tuning BERT on SQuAD1.0 with relative position embeddings The following examples show how to fine-tune BERT models with different relative position embeddings. The BERT model `google-bert/bert-base-uncased` was pretrained with default absolute position embeddings. We provide the following pretrained models...
transformers/examples/legacy/question-answering/README.md/0
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#!/usr/bin/env python # Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...
transformers/examples/legacy/seq2seq/minify_dataset.py/0
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# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/examples/legacy/seq2seq/sentence_splitter.py/0
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# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/examples/legacy/seq2seq/train_mbart_cc25_enro.sh/0
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# Example usage of the trace and attach_tracer decorators from transformers.utils.metrics import attach_tracer, traced @attach_tracer() class ExampleClass: def __init__(self, name): # The attach_tracer decorator has already created self.tracer for us self.name = name @traced # This method w...
transformers/examples/metrics-monitoring/metrics_example.py/0
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from examples/modular-transformers/modular_multimodal2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
transformers/examples/modular-transformers/modeling_multimodal2.py/0
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# Example where we only want to overwrite the defaults of an init from transformers.models.gemma.configuration_gemma import GemmaConfig class NewModelConfig(GemmaConfig): def __init__( self, vocab_size=256030, hidden_size=64, intermediate_size=90, num_hidden_layers=28, ...
transformers/examples/modular-transformers/modular_new_model.py/0
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# Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
transformers/examples/pytorch/object-detection/run_object_detection_no_trainer.py/0
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<!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/examples/pytorch/speech-pretraining/README.md/0
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#!/usr/bin/env python # Copyright 2020 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # U...
transformers/examples/pytorch/text-classification/run_classification.py/0
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#!/usr/bin/env python # Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licens...
transformers/examples/pytorch/translation/run_translation.py/0
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#!/usr/bin/env python # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # U...
transformers/examples/tensorflow/language-modeling-tpu/prepare_tfrecord_shards.py/0
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# Copyright 2021 The HuggingFace Team, the AllenNLP library authors. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # ...
transformers/scripts/stale.py/0
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# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/commands/train.py/0
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# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/data/processors/__init__.py/0
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# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable ...
transformers/src/transformers/generation/beam_search.py/0
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# Copyright 2022 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed ...
transformers/src/transformers/image_processing_utils.py/0
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from typing import Optional import torch from ..modeling_flash_attention_utils import _flash_attention_forward, flash_attn_supports_top_left_mask from ..utils import logging logger = logging.get_logger(__name__) _use_top_left_mask = flash_attn_supports_top_left_mask() def flash_attention_forward( module: tor...
transformers/src/transformers/integrations/flash_attention.py/0
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from typing import Optional import torch def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor: """ This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch, num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen,...
transformers/src/transformers/integrations/sdpa_paged.py/0
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457
__global__ void fast_hash_ver1_cuda_kernel( int *mask, // [batch_size, num_vector] float *vector, // [batch_size, num_vector, vector_dim] int *Dmat, // [3, num_part, vector_dim] int *hash_code, // [batch_size, num_vector, num_hash_f] int batch_size, int num_vector, int vector_dim, int...
transformers/src/transformers/kernels/yoso/fast_lsh_cumulation_cuda.h/0
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458
# coding=utf-8 # Copyright 2021 The Google Flax Team Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 ...
transformers/src/transformers/modeling_flax_utils.py/0
{ "file_path": "transformers/src/transformers/modeling_flax_utils.py", "repo_id": "transformers", "token_count": 27377 }
459
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
transformers/src/transformers/models/albert/configuration_albert.py/0
{ "file_path": "transformers/src/transformers/models/albert/configuration_albert.py", "repo_id": "transformers", "token_count": 3089 }
460
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/aya_vision/modular_aya_vision.py. # Do NOT edit this file manually as any edits will be overwritten by the genera...
transformers/src/transformers/models/aya_vision/modeling_aya_vision.py/0
{ "file_path": "transformers/src/transformers/models/aya_vision/modeling_aya_vision.py", "repo_id": "transformers", "token_count": 9773 }
461
# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/bart/convert_bart_original_pytorch_checkpoint_to_pytorch.py/0
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462
# coding=utf-8 # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/beit/image_processing_beit_fast.py/0
{ "file_path": "transformers/src/transformers/models/beit/image_processing_beit_fast.py", "repo_id": "transformers", "token_count": 3808 }
463
# coding=utf-8 # Copyright 2021 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/bigbird_pegasus/convert_bigbird_pegasus_tf_to_pytorch.py/0
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464
# coding=utf-8 # Copyright 2021, The Facebook, Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/...
transformers/src/transformers/models/blenderbot_small/tokenization_blenderbot_small_fast.py/0
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465
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/bros/processing_bros.py/0
{ "file_path": "transformers/src/transformers/models/bros/processing_bros.py", "repo_id": "transformers", "token_count": 1364 }
466
# coding=utf-8 # Copyright 2024 Meta Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2....
transformers/src/transformers/models/chameleon/configuration_chameleon.py/0
{ "file_path": "transformers/src/transformers/models/chameleon/configuration_chameleon.py", "repo_id": "transformers", "token_count": 5271 }
467
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/clap/convert_clap_original_pytorch_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/clap/convert_clap_original_pytorch_to_hf.py", "repo_id": "transformers", "token_count": 2042 }
468
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/cohere2_vision/modular_cohere2_vision.py. # Do NOT edit this file manually as any edits will be overwritten by th...
transformers/src/transformers/models/cohere2_vision/image_processing_cohere2_vision_fast.py/0
{ "file_path": "transformers/src/transformers/models/cohere2_vision/image_processing_cohere2_vision_fast.py", "repo_id": "transformers", "token_count": 5737 }
469
# coding=utf-8 # Copyright 2022 Meta Platforms, Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses...
transformers/src/transformers/models/convnext/configuration_convnext.py/0
{ "file_path": "transformers/src/transformers/models/convnext/configuration_convnext.py", "repo_id": "transformers", "token_count": 2319 }
470
# coding=utf-8 # Copyright 2022 The OpenBMB Team and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LIC...
transformers/src/transformers/models/cpmant/configuration_cpmant.py/0
{ "file_path": "transformers/src/transformers/models/cpmant/configuration_cpmant.py", "repo_id": "transformers", "token_count": 1934 }
471
# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/cvt/configuration_cvt.py/0
{ "file_path": "transformers/src/transformers/models/cvt/configuration_cvt.py", "repo_id": "transformers", "token_count": 2706 }
472
# coding=utf-8 # Copyright 2024 Descript and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0...
transformers/src/transformers/models/dac/feature_extraction_dac.py/0
{ "file_path": "transformers/src/transformers/models/dac/feature_extraction_dac.py", "repo_id": "transformers", "token_count": 3268 }
473
# coding=utf-8 # Copyright 2024 Databricks Mosaic Research and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/li...
transformers/src/transformers/models/dbrx/modeling_dbrx.py/0
{ "file_path": "transformers/src/transformers/models/dbrx/modeling_dbrx.py", "repo_id": "transformers", "token_count": 24607 }
474
# coding=utf-8 # Copyright 2022 SenseTime and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2....
transformers/src/transformers/models/deprecated/deta/modeling_deta.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/deta/modeling_deta.py", "repo_id": "transformers", "token_count": 58466 }
475
# coding=utf-8 # Copyright 2023 The Mega Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/deprecated/mega/configuration_mega.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/mega/configuration_mega.py", "repo_id": "transformers", "token_count": 4880 }
476
# coding=utf-8 # Copyright 2021 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/deprecated/speech_to_text_2/processing_speech_to_text_2.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/speech_to_text_2/processing_speech_to_text_2.py", "repo_id": "transformers", "token_count": 1571 }
477
# flake8: noqa # There's no way to ignore "F401 '...' imported but unused" warnings in this # module, but to preserve other warnings. So, don't check this module at all. from typing import TYPE_CHECKING from ....utils import _LazyModule from ....utils.import_utils import define_import_structure if TYPE_CHECKING: ...
transformers/src/transformers/models/deprecated/tvlt/__init__.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/tvlt/__init__.py", "repo_id": "transformers", "token_count": 223 }
478
# coding=utf-8 # Copyright 2020 The Microsoft Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unl...
transformers/src/transformers/models/deprecated/xlm_prophetnet/configuration_xlm_prophetnet.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/xlm_prophetnet/configuration_xlm_prophetnet.py", "repo_id": "transformers", "token_count": 3471 }
479
# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/detr/convert_detr_original_pytorch_checkpoint_to_pytorch.py/0
{ "file_path": "transformers/src/transformers/models/detr/convert_detr_original_pytorch_checkpoint_to_pytorch.py", "repo_id": "transformers", "token_count": 5888 }
480
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/models/dialogpt/convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py/0
{ "file_path": "transformers/src/transformers/models/dialogpt/convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py", "repo_id": "transformers", "token_count": 566 }
481
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/dinov2_with_registers/modular_dinov2_with_registers.py. # Do NOT edit this file manually as any edits will be ove...
transformers/src/transformers/models/dinov2_with_registers/modeling_dinov2_with_registers.py/0
{ "file_path": "transformers/src/transformers/models/dinov2_with_registers/modeling_dinov2_with_registers.py", "repo_id": "transformers", "token_count": 15103 }
482
# coding=utf-8 # Copyright 2019-present, the HuggingFace Inc. team, The Google AI Language Team and Facebook, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.or...
transformers/src/transformers/models/distilbert/modeling_tf_distilbert.py/0
{ "file_path": "transformers/src/transformers/models/distilbert/modeling_tf_distilbert.py", "repo_id": "transformers", "token_count": 21119 }
483
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/dpt/convert_dpt_beit_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/dpt/convert_dpt_beit_to_hf.py", "repo_id": "transformers", "token_count": 5893 }
484
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/efficientnet/convert_efficientnet_to_pytorch.py/0
{ "file_path": "transformers/src/transformers/models/efficientnet/convert_efficientnet_to_pytorch.py", "repo_id": "transformers", "token_count": 5603 }
485
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/emu3/modular_emu3.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/emu3/modeling_emu3.py/0
{ "file_path": "transformers/src/transformers/models/emu3/modeling_emu3.py", "repo_id": "transformers", "token_count": 29721 }
486
# coding=utf-8 # Copyright 2025 Mobile Perception Systems Lab at TU/e and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.ap...
transformers/src/transformers/models/eomt/image_processing_eomt.py/0
{ "file_path": "transformers/src/transformers/models/eomt/image_processing_eomt.py", "repo_id": "transformers", "token_count": 18097 }
487
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/falcon_h1/modular_falcon_h1.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
transformers/src/transformers/models/falcon_h1/modeling_falcon_h1.py/0
{ "file_path": "transformers/src/transformers/models/falcon_h1/modeling_falcon_h1.py", "repo_id": "transformers", "token_count": 33802 }
488
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/florence2/modular_florence2.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
transformers/src/transformers/models/florence2/processing_florence2.py/0
{ "file_path": "transformers/src/transformers/models/florence2/processing_florence2.py", "repo_id": "transformers", "token_count": 17298 }
489
# coding=utf-8 # Copyright 2024 Google Inc., and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE...
transformers/src/transformers/models/gemma/modeling_flax_gemma.py/0
{ "file_path": "transformers/src/transformers/models/gemma/modeling_flax_gemma.py", "repo_id": "transformers", "token_count": 13960 }
490
# coding=utf-8 # Copyright 2025 Google Inc. HuggingFace Inc. team. All rights reserved. # # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # ...
transformers/src/transformers/models/gemma3/modular_gemma3.py/0
{ "file_path": "transformers/src/transformers/models/gemma3/modular_gemma3.py", "repo_id": "transformers", "token_count": 22573 }
491
import argparse import json import os import re import torch from safetensors.torch import load_file from tokenizers import processors from transformers import GlmConfig, GlmForCausalLM, PreTrainedTokenizerFast # fmt: off # `None` means we drop the key STATE_DICT_MAPPING = { # CausalLM keys r"transformer.ou...
transformers/src/transformers/models/glm/convert_glm_weights_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/glm/convert_glm_weights_to_hf.py", "repo_id": "transformers", "token_count": 3411 }
492
# coding=utf-8 # Copyright 2025 The ZhipuAI Inc. team and HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LI...
transformers/src/transformers/models/glm4v/image_processing_glm4v_fast.py/0
{ "file_path": "transformers/src/transformers/models/glm4v/image_processing_glm4v_fast.py", "repo_id": "transformers", "token_count": 3115 }
493
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/got_ocr2/modular_got_ocr2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
transformers/src/transformers/models/got_ocr2/configuration_got_ocr2.py/0
{ "file_path": "transformers/src/transformers/models/got_ocr2/configuration_got_ocr2.py", "repo_id": "transformers", "token_count": 3991 }
494
import os from typing import Optional, Union import tensorflow as tf from tensorflow_text import pad_model_inputs from ...modeling_tf_utils import keras from ...utils.import_utils import is_keras_nlp_available, requires from .tokenization_gpt2 import GPT2Tokenizer if is_keras_nlp_available(): from keras_nlp.tok...
transformers/src/transformers/models/gpt2/tokenization_gpt2_tf.py/0
{ "file_path": "transformers/src/transformers/models/gpt2/tokenization_gpt2_tf.py", "repo_id": "transformers", "token_count": 1686 }
495
# coding=utf-8 # Copyright 2022 ABEJA, Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
transformers/src/transformers/models/gpt_neox_japanese/modeling_gpt_neox_japanese.py/0
{ "file_path": "transformers/src/transformers/models/gpt_neox_japanese/modeling_gpt_neox_japanese.py", "repo_id": "transformers", "token_count": 14457 }
496
# coding=utf-8 # Copyright 2024 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to G...
transformers/src/transformers/models/granite/configuration_granite.py/0
{ "file_path": "transformers/src/transformers/models/granite/configuration_granite.py", "repo_id": "transformers", "token_count": 3574 }
497
# coding=utf-8 # Copyright 2021 The Fairseq Authors and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/...
transformers/src/transformers/models/hubert/configuration_hubert.py/0
{ "file_path": "transformers/src/transformers/models/hubert/configuration_hubert.py", "repo_id": "transformers", "token_count": 5778 }
498
# coding=utf-8 # Copyright 2021 The I-BERT Authors (Sehoon Kim, Amir Gholami, Zhewei Yao, # Michael Mahoney, Kurt Keutzer - UC Berkeley) and The HuggingFace Inc. team. # Copyright (c) 20121, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use t...
transformers/src/transformers/models/ibert/configuration_ibert.py/0
{ "file_path": "transformers/src/transformers/models/ibert/configuration_ibert.py", "repo_id": "transformers", "token_count": 2730 }
499
# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/idefics2/image_processing_idefics2.py/0
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/instructblipvideo/modular_instructblipvideo.py. # Do NOT edit this file manually as any edits will be overwritten...
transformers/src/transformers/models/instructblipvideo/configuration_instructblipvideo.py/0
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# coding=utf-8 # Copyright 2024 AI21 Labs Ltd. and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # ...
transformers/src/transformers/models/jamba/modeling_jamba.py/0
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