text stringlengths 5 631k | id stringlengths 14 178 | metadata dict | __index_level_0__ int64 0 647 |
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# 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/mobilenet_v1/configuration_mobilenet_v1.py/0 | {
"file_path": "transformers/src/transformers/models/mobilenet_v1/configuration_mobilenet_v1.py",
"repo_id": "transformers",
"token_count": 1795
} | 463 |
# 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/musicgen/convert_musicgen_transformers.py/0 | {
"file_path": "transformers/src/transformers/models/musicgen/convert_musicgen_transformers.py",
"repo_id": "transformers",
"token_count": 3635
} | 464 |
# coding=utf-8
# Copyright 2024
#
# 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 in writin... | transformers/src/transformers/models/myt5/tokenization_myt5.py/0 | {
"file_path": "transformers/src/transformers/models/myt5/tokenization_myt5.py",
"repo_id": "transformers",
"token_count": 6817
} | 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/nougat/processing_nougat.py/0 | {
"file_path": "transformers/src/transformers/models/nougat/processing_nougat.py",
"repo_id": "transformers",
"token_count": 2733
} | 466 |
# coding=utf-8
# Copyright 2023 IBM & Hugging Face. 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... | transformers/src/transformers/models/patchtst/modeling_patchtst.py/0 | {
"file_path": "transformers/src/transformers/models/patchtst/modeling_patchtst.py",
"repo_id": "transformers",
"token_count": 36153
} | 467 |
# 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/perceiver/image_processing_perceiver.py/0 | {
"file_path": "transformers/src/transformers/models/perceiver/image_processing_perceiver.py",
"repo_id": "transformers",
"token_count": 7426
} | 468 |
# Copyright 2025 Microsoft 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
#
# Unless re... | transformers/src/transformers/models/phi4_multimodal/processing_phi4_multimodal.py/0 | {
"file_path": "transformers/src/transformers/models/phi4_multimodal/processing_phi4_multimodal.py",
"repo_id": "transformers",
"token_count": 3181
} | 469 |
# 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/pixtral/image_processing_pixtral_fast.py/0 | {
"file_path": "transformers/src/transformers/models/pixtral/image_processing_pixtral_fast.py",
"repo_id": "transformers",
"token_count": 3318
} | 470 |
# 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/prophetnet/modeling_prophetnet.py/0 | {
"file_path": "transformers/src/transformers/models/prophetnet/modeling_prophetnet.py",
"repo_id": "transformers",
"token_count": 40922
} | 471 |
# coding=utf-8
# Copyright 2024 The Qwen team, Alibaba Group 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/... | transformers/src/transformers/models/qwen2/tokenization_qwen2.py/0 | {
"file_path": "transformers/src/transformers/models/qwen2/tokenization_qwen2.py",
"repo_id": "transformers",
"token_count": 6058
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/qwen3_moe/modular_qwen3_moe.py.
# Do NOT edit this file manually as any edits will be overwritten by the generati... | transformers/src/transformers/models/qwen3_moe/modeling_qwen3_moe.py/0 | {
"file_path": "transformers/src/transformers/models/qwen3_moe/modeling_qwen3_moe.py",
"repo_id": "transformers",
"token_count": 13750
} | 473 |
# coding=utf-8
# Copyright 2020 The Trax 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/reformer/tokenization_reformer.py/0 | {
"file_path": "transformers/src/transformers/models/reformer/tokenization_reformer.py",
"repo_id": "transformers",
"token_count": 2825
} | 474 |
# coding=utf-8
# 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... | transformers/src/transformers/models/roberta_prelayernorm/convert_roberta_prelayernorm_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/roberta_prelayernorm/convert_roberta_prelayernorm_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1081
} | 475 |
# coding=utf-8
# Copyright 2021 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/roformer/tokenization_utils.py/0 | {
"file_path": "transformers/src/transformers/models/roformer/tokenization_utils.py",
"repo_id": "transformers",
"token_count": 1134
} | 476 |
# coding=utf-8
# Copyright 2023 The OpenAI Team Authors and 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 copy of the License... | transformers/src/transformers/models/rwkv/configuration_rwkv.py/0 | {
"file_path": "transformers/src/transformers/models/rwkv/configuration_rwkv.py",
"repo_id": "transformers",
"token_count": 1911
} | 477 |
# coding=utf-8
# Copyright 2025 The Meta AI Authors and 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/LICEN... | transformers/src/transformers/models/sam2/modular_sam2.py/0 | {
"file_path": "transformers/src/transformers/models/sam2/modular_sam2.py",
"repo_id": "transformers",
"token_count": 27676
} | 478 |
# coding=utf-8
# Copyright 2021 NVIDIA 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/segformer/configuration_segformer.py/0 | {
"file_path": "transformers/src/transformers/models/segformer/configuration_segformer.py",
"repo_id": "transformers",
"token_count": 2903
} | 479 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/sew/modular_sew.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation of
# ... | transformers/src/transformers/models/sew/feature_extraction_sew.py/0 | {
"file_path": "transformers/src/transformers/models/sew/feature_extraction_sew.py",
"repo_id": "transformers",
"token_count": 831
} | 480 |
# 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/siglip/image_processing_siglip_fast.py/0 | {
"file_path": "transformers/src/transformers/models/siglip/image_processing_siglip_fast.py",
"repo_id": "transformers",
"token_count": 404
} | 481 |
# Copyright 2021 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/src/transformers/models/speech_to_text/convert_s2t_fairseq_to_tfms.py/0 | {
"file_path": "transformers/src/transformers/models/speech_to_text/convert_s2t_fairseq_to_tfms.py",
"repo_id": "transformers",
"token_count": 1830
} | 482 |
# coding=utf-8
# Copyright 2024 the Fast authors 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/LICENS... | transformers/src/transformers/models/textnet/configuration_textnet.py/0 | {
"file_path": "transformers/src/transformers/models/textnet/configuration_textnet.py",
"repo_id": "transformers",
"token_count": 2473
} | 483 |
# coding=utf-8
# Copyright 2022 Meta 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/timesformer/modeling_timesformer.py/0 | {
"file_path": "transformers/src/transformers/models/timesformer/modeling_timesformer.py",
"repo_id": "transformers",
"token_count": 14136
} | 484 |
# 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/tvp/image_processing_tvp_fast.py/0 | {
"file_path": "transformers/src/transformers/models/tvp/image_processing_tvp_fast.py",
"repo_id": "transformers",
"token_count": 4344
} | 485 |
# 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/unispeech/convert_unispeech_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/unispeech/convert_unispeech_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5195
} | 486 |
# coding=utf-8
# 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... | transformers/src/transformers/models/upernet/convert_convnext_upernet_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/upernet/convert_convnext_upernet_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4519
} | 487 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/vision_encoder_decoder/modeling_tf_vision_encoder_decoder.py/0 | {
"file_path": "transformers/src/transformers/models/vision_encoder_decoder/modeling_tf_vision_encoder_decoder.py",
"repo_id": "transformers",
"token_count": 14853
} | 488 |
# 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/vitdet/configuration_vitdet.py/0 | {
"file_path": "transformers/src/transformers/models/vitdet/configuration_vitdet.py",
"repo_id": "transformers",
"token_count": 2839
} | 489 |
# 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/whisper/tokenization_whisper_fast.py/0 | {
"file_path": "transformers/src/transformers/models/whisper/tokenization_whisper_fast.py",
"repo_id": "transformers",
"token_count": 13026
} | 490 |
# Copyright 2018 The Google AI Language 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
#
# Unle... | transformers/src/transformers/optimization.py/0 | {
"file_path": "transformers/src/transformers/optimization.py",
"repo_id": "transformers",
"token_count": 16831
} | 491 |
# 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/pipelines/image_to_text.py/0 | {
"file_path": "transformers/src/transformers/pipelines/image_to_text.py",
"repo_id": "transformers",
"token_count": 4223
} | 492 |
from typing import Any, Optional, Union, overload
from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends
from .base import ChunkPipeline, build_pipeline_init_args
if is_vision_available():
from PIL import Image
from ..image_utils import load_image, valid_... | transformers/src/transformers/pipelines/zero_shot_object_detection.py/0 | {
"file_path": "transformers/src/transformers/pipelines/zero_shot_object_detection.py",
"repo_id": "transformers",
"token_count": 4764
} | 493 |
from typing import TYPE_CHECKING, Any, Optional
from ..utils import is_accelerate_available, is_torch_available, is_torch_xpu_available, logging
from .base import HfQuantizer
from .quantizers_utils import get_module_from_name
if is_torch_available():
import torch
if TYPE_CHECKING:
from ..modeling_utils impo... | transformers/src/transformers/quantizers/quantizer_finegrained_fp8.py/0 | {
"file_path": "transformers/src/transformers/quantizers/quantizer_finegrained_fp8.py",
"repo_id": "transformers",
"token_count": 4323
} | 494 |
# 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/testing_utils.py/0 | {
"file_path": "transformers/src/transformers/testing_utils.py",
"repo_id": "transformers",
"token_count": 49097
} | 495 |
# Copyright 2025 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/utils/attention_visualizer.py/0 | {
"file_path": "transformers/src/transformers/utils/attention_visualizer.py",
"repo_id": "transformers",
"token_count": 4526
} | 496 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class ASTFeatureExtractor(metaclass=DummyObject):
_backends = ["speech"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["speech"])
class Speech2TextFeatureEx... | transformers/src/transformers/utils/dummy_speech_objects.py/0 | {
"file_path": "transformers/src/transformers/utils/dummy_speech_objects.py",
"repo_id": "transformers",
"token_count": 166
} | 497 |
# Copyright 2020 Hugging Face
#
# 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 in writing,... | transformers/src/transformers/utils/notebook.py/0 | {
"file_path": "transformers/src/transformers/utils/notebook.py",
"repo_id": "transformers",
"token_count": 7036
} | 498 |
# Copyright 2025 Eduard Durech and SGLang 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 agr... | transformers/tests/generation/test_flash_attention_parity.py/0 | {
"file_path": "transformers/tests/generation/test_flash_attention_parity.py",
"repo_id": "transformers",
"token_count": 2700
} | 499 |
# 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/tests/models/auto/test_modeling_auto.py/0 | {
"file_path": "transformers/tests/models/auto/test_modeling_auto.py",
"repo_id": "transformers",
"token_count": 11161
} | 500 |
# Copyright 2021, 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 app... | transformers/tests/models/blenderbot/test_modeling_blenderbot.py/0 | {
"file_path": "transformers/tests/models/blenderbot/test_modeling_blenderbot.py",
"repo_id": "transformers",
"token_count": 9721
} | 501 |
# 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/tests/models/chameleon/test_modeling_chameleon.py/0 | {
"file_path": "transformers/tests/models/chameleon/test_modeling_chameleon.py",
"repo_id": "transformers",
"token_count": 8716
} | 502 |
# 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/tests/models/cohere2/test_modeling_cohere2.py/0 | {
"file_path": "transformers/tests/models/cohere2/test_modeling_cohere2.py",
"repo_id": "transformers",
"token_count": 6032
} | 503 |
# Copyright 2018 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
#
# Unless required by app... | transformers/tests/models/deberta/test_modeling_deberta.py/0 | {
"file_path": "transformers/tests/models/deberta/test_modeling_deberta.py",
"repo_id": "transformers",
"token_count": 5349
} | 504 |
# coding=utf-8
# Copyright 2025 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | transformers/tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py/0 | {
"file_path": "transformers/tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py",
"repo_id": "transformers",
"token_count": 5347
} | 505 |
# Copyright 2021 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/tests/models/detr/test_modeling_detr.py/0 | {
"file_path": "transformers/tests/models/detr/test_modeling_detr.py",
"repo_id": "transformers",
"token_count": 16733
} | 506 |
# 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 applicabl... | transformers/tests/models/falcon_mamba/test_modeling_falcon_mamba.py/0 | {
"file_path": "transformers/tests/models/falcon_mamba/test_modeling_falcon_mamba.py",
"repo_id": "transformers",
"token_count": 11408
} | 507 |
# 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/tests/models/glm4/test_modeling_glm4.py/0 | {
"file_path": "transformers/tests/models/glm4/test_modeling_glm4.py",
"repo_id": "transformers",
"token_count": 4046
} | 508 |
# 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 applicabl... | transformers/tests/models/grounding_dino/test_processing_grounding_dino.py/0 | {
"file_path": "transformers/tests/models/grounding_dino/test_processing_grounding_dino.py",
"repo_id": "transformers",
"token_count": 5074
} | 509 |
# Copyright (C) 2024 THL A29 Limited, a Tencent company 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/licen... | transformers/tests/models/hunyuan_v1_moe/test_modeling_hunyuan_v1_moe.py/0 | {
"file_path": "transformers/tests/models/hunyuan_v1_moe/test_modeling_hunyuan_v1_moe.py",
"repo_id": "transformers",
"token_count": 1750
} | 510 |
# 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 required by appl... | transformers/tests/models/llama/test_modeling_llama.py/0 | {
"file_path": "transformers/tests/models/llama/test_modeling_llama.py",
"repo_id": "transformers",
"token_count": 12910
} | 511 |
# 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/tests/models/llava_next_video/test_modeling_llava_next_video.py/0 | {
"file_path": "transformers/tests/models/llava_next_video/test_modeling_llava_next_video.py",
"repo_id": "transformers",
"token_count": 8712
} | 512 |
# Copyright 2021 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/tests/models/moonshine/test_modeling_moonshine.py/0 | {
"file_path": "transformers/tests/models/moonshine/test_modeling_moonshine.py",
"repo_id": "transformers",
"token_count": 12518
} | 513 |
# Copyright 2023 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | transformers/tests/models/nougat/test_image_processing_nougat.py/0 | {
"file_path": "transformers/tests/models/nougat/test_image_processing_nougat.py",
"repo_id": "transformers",
"token_count": 6624
} | 514 |
# Copyright 2022 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | transformers/tests/models/oneformer/test_processing_oneformer.py/0 | {
"file_path": "transformers/tests/models/oneformer/test_processing_oneformer.py",
"repo_id": "transformers",
"token_count": 15465
} | 515 |
# Copyright 2025 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | transformers/tests/models/phi4_multimodal/test_feature_extraction_phi4_multimodal.py/0 | {
"file_path": "transformers/tests/models/phi4_multimodal/test_feature_extraction_phi4_multimodal.py",
"repo_id": "transformers",
"token_count": 6115
} | 516 |
# 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 required by app... | transformers/tests/models/plbart/test_modeling_plbart.py/0 | {
"file_path": "transformers/tests/models/plbart/test_modeling_plbart.py",
"repo_id": "transformers",
"token_count": 12192
} | 517 |
# 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 applicabl... | transformers/tests/models/qwen2_audio/test_processing_qwen2_audio.py/0 | {
"file_path": "transformers/tests/models/qwen2_audio/test_processing_qwen2_audio.py",
"repo_id": "transformers",
"token_count": 2588
} | 518 |
# Copyright 2025 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | transformers/tests/models/sam/test_image_processing_sam.py/0 | {
"file_path": "transformers/tests/models/sam/test_image_processing_sam.py",
"repo_id": "transformers",
"token_count": 5907
} | 519 |
# 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 applicabl... | transformers/tests/models/seamless_m4t/test_processing_seamless_m4t.py/0 | {
"file_path": "transformers/tests/models/seamless_m4t/test_processing_seamless_m4t.py",
"repo_id": "transformers",
"token_count": 2018
} | 520 |
# coding=utf-8
# Copyright 2025 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | transformers/tests/models/smolvlm/test_video_processing_smolvlm.py/0 | {
"file_path": "transformers/tests/models/smolvlm/test_video_processing_smolvlm.py",
"repo_id": "transformers",
"token_count": 2982
} | 521 |
# 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 law or agreed ... | transformers/tests/models/tapas/test_modeling_tapas.py/0 | {
"file_path": "transformers/tests/models/tapas/test_modeling_tapas.py",
"repo_id": "transformers",
"token_count": 22114
} | 522 |
# 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/tests/models/xlm/test_tokenization_xlm.py/0 | {
"file_path": "transformers/tests/models/xlm/test_tokenization_xlm.py",
"repo_id": "transformers",
"token_count": 1545
} | 523 |
# 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 applicabl... | transformers/tests/pipelines/test_pipelines_depth_estimation.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_depth_estimation.py",
"repo_id": "transformers",
"token_count": 2529
} | 524 |
# 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/tests/pipelines/test_pipelines_text_classification.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_text_classification.py",
"repo_id": "transformers",
"token_count": 4030
} | 525 |
# 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 applicabl... | transformers/tests/quantization/autoround/test_auto_round.py/0 | {
"file_path": "transformers/tests/quantization/autoround/test_auto_round.py",
"repo_id": "transformers",
"token_count": 3710
} | 526 |
# 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 applicabl... | transformers/tests/quantization/spqr_integration/test_spqr.py/0 | {
"file_path": "transformers/tests/quantization/spqr_integration/test_spqr.py",
"repo_id": "transformers",
"token_count": 4089
} | 527 |
# Copyright 2019 HuggingFace 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.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | transformers/tests/test_tokenization_common.py/0 | {
"file_path": "transformers/tests/test_tokenization_common.py",
"repo_id": "transformers",
"token_count": 121216
} | 528 |
# 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/tests/trainer/test_trainer_tpu.py/0 | {
"file_path": "transformers/tests/trainer/test_trainer_tpu.py",
"repo_id": "transformers",
"token_count": 1644
} | 529 |
# Copyright 2019-present, 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 o... | transformers/tests/utils/test_cli.py/0 | {
"file_path": "transformers/tests/utils/test_cli.py",
"repo_id": "transformers",
"token_count": 1241
} | 530 |
# 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/tests/utils/test_logging.py/0 | {
"file_path": "transformers/tests/utils/test_logging.py",
"repo_id": "transformers",
"token_count": 2007
} | 531 |
# 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/utils/check_build.py/0 | {
"file_path": "transformers/utils/check_build.py",
"repo_id": "transformers",
"token_count": 619
} | 532 |
# 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 applicabl... | transformers/utils/compare_test_runs.py/0 | {
"file_path": "transformers/utils/compare_test_runs.py",
"repo_id": "transformers",
"token_count": 1348
} | 533 |
# 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/utils/update_metadata.py/0 | {
"file_path": "transformers/utils/update_metadata.py",
"repo_id": "transformers",
"token_count": 6424
} | 534 |
repos:
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.11.10
hooks:
- id: ruff-check
types_or: [ python, pyi ]
args: [ --fix ]
- id: ruff-format
types_or: [ python, pyi ]
# - repo: https://github.com/codespell-project/codespell
# rev: v2.1.0
# hooks:... | trl/.pre-commit-config.yaml/0 | {
"file_path": "trl/.pre-commit-config.yaml",
"repo_id": "trl",
"token_count": 250
} | 535 |
# Callbacks
## SyncRefModelCallback
[[autodoc]] SyncRefModelCallback
## RichProgressCallback
[[autodoc]] RichProgressCallback
## WinRateCallback
[[autodoc]] WinRateCallback
## LogCompletionsCallback
[[autodoc]] LogCompletionsCallback
## MergeModelCallback
[[autodoc]] MergeModelCallback
## BEMACallback
[[aut... | trl/docs/source/callbacks.md/0 | {
"file_path": "trl/docs/source/callbacks.md",
"repo_id": "trl",
"token_count": 110
} | 536 |
<div style="text-align: center">
<img src="https://huggingface.co/datasets/trl-lib/documentation-images/resolve/main/trl_banner_dark.png">
</div>
# TRL - Transformer Reinforcement Learning
TRL is a full stack library where we provide a set of tools to train transformer language models with methods like Supervised Fin... | trl/docs/source/index.md/0 | {
"file_path": "trl/docs/source/index.md",
"repo_id": "trl",
"token_count": 2548
} | 537 |
# Examples
Please check out https://huggingface.co/docs/trl/example_overview for documentation on our examples. | trl/examples/README.md/0 | {
"file_path": "trl/examples/README.md",
"repo_id": "trl",
"token_count": 30
} | 538 |
# Copyright 2020-2025 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 appl... | trl/examples/datasets/tldr.py/0 | {
"file_path": "trl/examples/datasets/tldr.py",
"repo_id": "trl",
"token_count": 1504
} | 539 |
# Copyright 2020-2025 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 appl... | trl/examples/research_projects/stack_llama/scripts/reward_modeling.py/0 | {
"file_path": "trl/examples/research_projects/stack_llama/scripts/reward_modeling.py",
"repo_id": "trl",
"token_count": 4684
} | 540 |
# Copyright 2020-2025 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 appl... | trl/examples/scripts/dpo_vlm.py/0 | {
"file_path": "trl/examples/scripts/dpo_vlm.py",
"repo_id": "trl",
"token_count": 2346
} | 541 |
# Copyright 2020-2025 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 appl... | trl/scripts/log_example_reports.py/0 | {
"file_path": "trl/scripts/log_example_reports.py",
"repo_id": "trl",
"token_count": 2644
} | 542 |
# Copyright 2020-2025 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 appl... | trl/tests/test_cli.py/0 | {
"file_path": "trl/tests/test_cli.py",
"repo_id": "trl",
"token_count": 1737
} | 543 |
# Copyright 2020-2025 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 appl... | trl/tests/testing_utils.py/0 | {
"file_path": "trl/tests/testing_utils.py",
"repo_id": "trl",
"token_count": 1959
} | 544 |
# Copyright 2020-2025 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 appl... | trl/trl/extras/vllm_client.py/0 | {
"file_path": "trl/trl/extras/vllm_client.py",
"repo_id": "trl",
"token_count": 6498
} | 545 |
# Copyright 2020-2025 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 appl... | trl/trl/scripts/dpo.py/0 | {
"file_path": "trl/trl/scripts/dpo.py",
"repo_id": "trl",
"token_count": 2485
} | 546 |
# Copyright 2020-2025 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 appl... | trl/trl/trainer/ddpo_config.py/0 | {
"file_path": "trl/trl/trainer/ddpo_config.py",
"repo_id": "trl",
"token_count": 4999
} | 547 |
# Copyright 2020-2025 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 appl... | trl/trl/trainer/online_dpo_config.py/0 | {
"file_path": "trl/trl/trainer/online_dpo_config.py",
"repo_id": "trl",
"token_count": 3912
} | 548 |
# Copyright 2020-2025 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 appl... | trl/trl/trainer/xpo_trainer.py/0 | {
"file_path": "trl/trl/trainer/xpo_trainer.py",
"repo_id": "trl",
"token_count": 11733
} | 549 |
# Let's Fine-Tune Your Model for Function-Calling
We're now ready to fine-tune our first model for function-calling 🔥.
## How do we train our model for function-calling?
> Answer: We need **data**
A model training process can be divided into 3 steps:
1. **The model is pre-trained on a large quantity of data**. Th... | agents-course/units/en/bonus-unit1/fine-tuning.mdx/0 | {
"file_path": "agents-course/units/en/bonus-unit1/fine-tuning.mdx",
"repo_id": "agents-course",
"token_count": 1068
} | 0 |
# Onboarding: Your First Steps ⛵
<img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/unit0/time-to-onboard.jpg" alt="Time to Onboard" width="100%"/>
Now that you have all the details, let's get started! We're going to do four things:
1. **Create your Hugging Face Account** if it's n... | agents-course/units/en/unit0/onboarding.mdx/0 | {
"file_path": "agents-course/units/en/unit0/onboarding.mdx",
"repo_id": "agents-course",
"token_count": 1477
} | 1 |
# What are LLMs?
<img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/unit1/whiteboard-check-1.jpg" alt="Unit 1 planning"/>
In the previous section we learned that each Agent needs **an AI Model at its core**, and that LLMs are the most common type of AI models for this purpose.
Now ... | agents-course/units/en/unit1/what-are-llms.mdx/0 | {
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# Quick Self-Check (ungraded) [[quiz2]]
What?! Another Quiz? We know, we know, ... 😅 But this short, ungraded quiz is here to **help you reinforce key concepts you've just learned**.
This quiz covers agent workflows and interactions - essential components for building effective AI agents.
### Q1: What is the purpos... | agents-course/units/en/unit2/llama-index/quiz2.mdx/0 | {
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# ¿Qué es la Llamada a Funciones?
La llamada a funciones es una **forma para que un LLM realice acciones en su entorno**. Fue [introducida primero en GPT-4](https://openai.com/index/function-calling-and-other-api-updates/), y posteriormente fue reproducida en otros modelos.
Al igual que las herramientas de un Agente,... | agents-course/units/es/bonus-unit1/what-is-function-calling.mdx/0 | {
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# Acciones: Permitiendo al Agente Interactuar con Su Entorno
<Tip>
En esta sección, exploramos los pasos concretos que un agente de IA toma para interactuar con su entorno.
Cubriremos cómo se representan las acciones (usando JSON o código), la importancia del enfoque de detener y analizar, e introduciremos diferen... | agents-course/units/es/unit1/actions.mdx/0 | {
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# Componentes de LangGraph
Para crear aplicaciones con LangGraph necesitas conocer sus elementos principales. Exploremos los componentes fundamentales que conforman una aplicacion con LangGraph.
<img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/unit2/LangGraph/Building_blocks.png" ... | agents-course/units/es/unit2/langgraph/building_blocks.mdx/0 | {
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# Crear workflows agenticos en LlamaIndex
Un workflow en LlamaIndex proporciona una forma estructurada de organizar su código en pasos secuenciales y manejables.
Tal workflow se crea definiendo `Steps` que se activan por `Events`, y emiten `Events` para activar pasos posteriores.
Echemos un vistazo a Alfred mostrand... | agents-course/units/es/unit2/llama-index/workflows.mdx/0 | {
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# Conclusión
En esta unidad, hemos aprendido a crear un sistema RAG agéntico para ayudar a Alfred, nuestro amigable agente de vecindario, a prepararse y a gestionar una gala extravagante.
La combinación de RAG con las capacidades agéntico demuestra cómo los asistentes de IA pueden volverse muy poderosos cuando tienen... | agents-course/units/es/unit3/agentic-rag/conclusion.mdx/0 | {
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# Introduction
Bienvenue dans l'**Unité Bonus 2** ! Dans ce chapitre, vous explorerez des stratégies avancées pour observer, évaluer et finalement améliorer les performances de vos agents.
... | agents-course/units/fr/bonus-unit2/introduction.mdx/0 | {
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# Comprendre les agents à travers le cycle Réflexion-Action-Observation
<img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/unit1/whiteboard-check-3.jpg" alt="Planification de l'Unité 1"/>
Dans les sections précédentes, nous avons appris :
- **Comment les outils sont mis à dispositi... | agents-course/units/fr/unit1/agent-steps-and-structure.mdx/0 | {
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# Conclusion
Félicitations pour avoir terminé le module `LangGraph` de cette deuxième unité ! 🥳
Vous **maîtrisez les fondamentaux** de la construction de *workflows* structurés avec LangGraph que vous pourrez envoyer en production.
Ce module n'est que le début de votre parcours avec LangGraph. Pour des sujets plus ... | agents-course/units/fr/unit2/langgraph/conclusion.mdx/0 | {
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