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入门

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  • DJ-Cookbook

使用指南

  • 数据处理
  • 数据分析
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  • 数据集配置
  • 数据集导出
  • 缓存管理
  • 数据追踪

速查手册

  • 全局配置参数速查
  • Operator Schemas 算子提要

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扩展与开发

  • 算子插件
  • DJ 服务化
  • DJ-SORA
  • Juicer:自然语言数据精炼模型
  • 开发者指南

资源

  • Awesome Data-Model Co-Development of MLLMs
  • “坏”数据展览

算子

  • Aggregator
    • entity_attribute_aggregator
    • meta_tags_aggregator
    • most_relevant_entities_aggregator
    • nested_aggregator
  • Deduplicator
    • document_deduplicator
    • document_line_deduplicator
    • document_minhash_deduplicator
    • document_minhash_deduplicator_with_uid
    • document_simhash_deduplicator
    • image_deduplicator
    • ray_bts_minhash_cpp_deduplicator
    • ray_bts_minhash_deduplicator
    • ray_bts_minhash_deduplicator_with_uid
    • ray_document_deduplicator
    • ray_image_deduplicator
    • ray_video_deduplicator
    • video_deduplicator
  • Filter
    • alphanumeric_filter
    • audio_duration_filter
    • audio_nmf_snr_filter
    • audio_size_filter
    • average_line_length_filter
    • character_repetition_filter
    • flagged_words_filter
    • general_field_filter
    • image_aesthetics_filter
    • image_aspect_ratio_filter
    • image_face_count_filter
    • image_face_ratio_filter
    • image_nsfw_filter
    • image_pair_similarity_filter
    • image_shape_filter
    • image_size_filter
    • image_subplot_filter
    • image_text_matching_filter
    • image_text_similarity_filter
    • image_watermark_filter
    • in_context_influence_filter
    • instruction_following_difficulty_filter
    • language_id_score_filter
    • llm_analysis_filter
    • llm_condition_filter
    • llm_difficulty_score_filter
    • llm_perplexity_filter
    • llm_quality_score_filter
    • llm_task_relevance_filter
    • maximum_line_length_filter
    • perplexity_filter
    • phrase_grounding_recall_filter
    • special_characters_filter
    • specified_field_filter
    • specified_numeric_field_filter
    • stopwords_filter
    • suffix_filter
    • text_action_filter
    • text_embd_similarity_filter
    • text_entity_dependency_filter
    • text_length_filter
    • text_pair_similarity_filter
    • token_num_filter
    • video_aesthetics_filter
    • video_aspect_ratio_filter
    • video_duration_filter
    • video_face_ratio_filter
    • video_frames_text_similarity_filter
    • video_motion_score_filter
    • video_motion_score_ptlflow_filter
    • video_motion_score_raft_filter
    • video_nsfw_filter
    • video_ocr_area_ratio_filter
    • video_resolution_filter
    • video_tagging_from_frames_filter
    • video_watermark_filter
    • word_repetition_filter
    • words_num_filter
  • Mapper
    • agent_bad_case_signal_mapper
    • agent_dialog_normalize_mapper
    • agent_insight_llm_mapper
    • agent_skill_insight_mapper
    • agent_tool_relevance_mapper
    • agent_tool_type_mapper
    • agent_trace_coherence_mapper
    • audio_add_gaussian_noise_mapper
    • audio_ffmpeg_wrapped_mapper
    • calibrate_qa_mapper
    • calibrate_query_mapper
    • calibrate_response_mapper
    • chinese_convert_mapper
    • clean_copyright_mapper
    • clean_email_mapper
    • clean_html_mapper
    • clean_ip_mapper
    • clean_links_mapper
    • detect_character_attributes_mapper
    • detect_character_locations_mapper
    • detect_main_character_mapper
    • dialog_clarification_quality_mapper
    • dialog_coreference_mapper
    • dialog_error_recovery_mapper
    • dialog_intent_detection_mapper
    • dialog_memory_consistency_mapper
    • dialog_non_repetition_mapper
    • dialog_proactivity_mapper
    • dialog_sentiment_detection_mapper
    • dialog_sentiment_intensity_mapper
    • dialog_topic_detection_mapper
    • dialog_topic_shift_mapper
    • download_file_mapper
    • expand_macro_mapper
    • export_to_lerobot_mapper
    • extract_entity_attribute_mapper
    • extract_entity_relation_mapper
    • extract_event_mapper
    • extract_keyword_mapper
    • extract_nickname_mapper
    • extract_support_text_mapper
    • extract_tables_from_html_mapper
    • fix_unicode_mapper
    • general_fused_op
    • generate_qa_from_examples_mapper
    • generate_qa_from_text_mapper
    • human_preference_annotation_mapper
    • image_blur_mapper
    • image_captioning_mapper
    • image_detection_yolo_mapper
    • image_diffusion_mapper
    • image_face_blur_mapper
    • image_mmpose_mapper
    • image_remove_background_mapper
    • image_sam_3d_body_mapper
    • image_segment_mapper
    • image_tagging_mapper
    • image_tagging_vlm_mapper
    • imgdiff_difference_area_generator_mapper
    • imgdiff_difference_caption_generator_mapper
    • latex_figure_context_extractor_mapper
    • latex_merge_tex_mapper
    • llm_extract_mapper
    • mllm_mapper
    • nlpaug_en_mapper
    • nlpcda_zh_mapper
    • optimize_prompt_mapper
    • optimize_qa_mapper
    • optimize_query_mapper
    • optimize_response_mapper
    • pair_preference_mapper
    • pii_llm_suspect_mapper
    • pii_redaction_mapper
    • punctuation_normalization_mapper
    • python_file_mapper
    • python_lambda_mapper
    • query_intent_detection_mapper
    • query_sentiment_detection_mapper
    • query_topic_detection_mapper
    • relation_identity_mapper
    • remove_bibliography_mapper
    • remove_comments_mapper
    • remove_header_mapper
    • remove_long_words_mapper
    • remove_non_chinese_character_mapper
    • remove_repeat_sentences_mapper
    • remove_specific_chars_mapper
    • remove_table_text_mapper
    • remove_words_with_incorrect_substrings_mapper
    • replace_content_mapper
    • s3_download_file_mapper
    • s3_upload_file_mapper
    • sdxl_prompt2prompt_mapper
    • sentence_augmentation_mapper
    • sentence_split_mapper
    • text_chunk_mapper
    • text_tagging_by_prompt_mapper
    • tool_success_tagger_mapper
    • usage_counter_mapper
    • vggt_mapper
    • video_active_speaker_detect_mapper
    • video_atomic_action_segment_mapper
    • video_audio_ASR_mapper
    • video_audio_detect_age_gender_mapper
    • video_audio_speech_emotion_mapper
    • video_camera_calibration_deepcalib_mapper
    • video_camera_calibration_droidcalib_mapper
    • video_camera_calibration_moge_mapper
    • video_camera_pose_megasam_mapper
    • video_captioning_face_attribute_emotion_mapper
    • video_captioning_from_audio_mapper
    • video_captioning_from_frames_mapper
    • video_captioning_from_human_tracks_mapper
    • video_captioning_from_summarizer_mapper
    • video_captioning_from_video_mapper
    • video_captioning_from_vlm_mapper
    • video_clip_reassembly_mapper
    • video_depth_estimation_mapper
    • video_extract_frames_mapper
    • video_face_blur_mapper
    • video_ffmpeg_wrapped_mapper
    • video_hand_action_compute_mapper
    • video_hand_motion_smooth_mapper
    • video_hand_reconstruction_hawor_mapper
    • video_hand_reconstruction_mapper
    • video_human_tracks_extraction_mapper
    • video_human_tracks_face_demographic_mapper
    • video_object_segmenting_mapper
    • video_remove_watermark_mapper
    • video_resize_aspect_ratio_mapper
    • video_resize_resolution_mapper
    • video_split_by_duration_mapper
    • video_split_by_key_frame_mapper
    • video_split_by_scene_mapper
    • video_tagging_from_audio_mapper
    • video_tagging_from_frames_mapper
    • video_trajectory_overlay_mapper
    • video_undistort_mapper
    • video_whole_body_pose_estimation_mapper
    • whitespace_normalization_mapper
  • Formatter
    • csv_formatter
    • empty_formatter
    • json_formatter
    • parquet_formatter
    • ray_empty_formatter
    • text_formatter
    • tsv_formatter
  • Grouper
    • key_value_grouper
    • naive_grouper
    • naive_reverse_grouper
  • Selector
    • frequency_specified_field_selector
    • image_ohem_selector
    • random_selector
    • range_specified_field_selector
    • tags_specified_field_selector
    • topk_specified_field_selector
  • Pipeline
    • llm_ray_vllm_engine_pipeline
    • ray_repartition_pipeline
    • vlm_ray_vllm_engine_pipeline

demos

  • 演示
  • Agent 交互数据:Bad case 洞察
  • Bad case 自助报告(简化入口)
  • Agent 流水线里 LLM 算子:加速与超参
  • Bad case 流水线:一键运行与端到端指南
  • Agent Quality & Bad-Case Pipeline
  • Agent 流水线最小可运行配置(便于逐项调试)
  • Agent pipeline 后分析脚本
  • 自动化评测:HELM 评测及可视化
  • VLA Visualization Demo
  • 基于共享存储的多机弹性分片
  • Note for dataset path
  • 为LLM构造角色扮演的system prompt
  • HumanVBench 算子演示

工具

  • 分布式模糊去重工具
  • 自动评测工具
  • GPT EVAL:使用 OpenAI API 评测大模型
  • 评测结果记录器
  • 格式转换工具
  • 多模态格式转换工具
  • 后微调工具
  • Label Studio Service Utility
  • 视频生成测评工具
  • VBench 视频质量指标
  • 后处理工具
  • 预处理工具

第三方

  • 大语言模型生态
  • HumanVBench Models Setup
  • 第三方模型库

相关项目

Sandbox Hub Agents

data_juicer.ops.mapper.clean_copyright_mapper module¶

class data_juicer.ops.mapper.clean_copyright_mapper.CleanCopyrightMapper(*args, **kwargs)[源代码]¶

基类:Mapper

Cleans copyright comments at the beginning of text samples.

This operator removes copyright comments from the start of text samples. It identifies and strips multiline comments that contain the word "copyright" using a regular expression. It also greedily removes lines starting with comment markers like //, #, or -- at the beginning of the text, as these are often part of copyright headers. The operator processes each sample individually but can handle batches for efficiency.

__init__(*args, **kwargs)[源代码]¶

Initialization method.

参数:
  • args -- extra args

  • kwargs -- extra args

process_batched(samples)[源代码]¶

On this page

  • data_juicer.ops.mapper.clean_copyright_mapper module
    • CleanCopyrightMapper
      • CleanCopyrightMapper.__init__()
      • CleanCopyrightMapper.process_batched()

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