├── README.md └── assets ├── bing_chat_screeshot.png ├── ceo_of_twitter_gpt.png ├── chatfiles_architecture.png ├── chatgpt_retrieval_plugin_internals_diagram.png ├── confluence.jpeg ├── context_window_size_growth.png ├── copilot_prompt.png ├── data_ingestion_overview.png ├── emerging_llm_app_stack.png ├── faiss_ann_algo_comparison.png ├── github_copilot_prefix_prompt.png ├── github_copilot_prompt_components.png ├── github_copilot_prompt_example.png ├── google_all_in_one_icon.png ├── hnsw_numpy_nn_search_benchmark.png ├── hyde.png ├── keyword_query.webp ├── keyword_table_index.webp ├── langchain_rag_pipeline.jpeg ├── list_filter_query.webp ├── list_index.webp ├── list_query.webp ├── llm_long_tail_evidence.png ├── llm_long_tail_retrieval_method_performance.png ├── llm_private_training_data_leak_example1.png ├── lost_in_middle.jpeg ├── lost_in_the_middle_result.png ├── mendable_screenshot.png ├── mteb_leaderboard.png ├── mteb_leaderboard_20230816.png ├── multi_step_diagram.png ├── rag_using_llamaindex.jpeg ├── retrieval_augmented_llm_in_state_of_gpt.jpeg ├── retrieval_augmented_llm_overall_architecture.png ├── sequoia_language_model_survey.png ├── single_step_diagram.png ├── timemate_wechat.jpeg ├── timemate_wechat.png ├── tmp.txt ├── tree_index.webp ├── tree_query.png ├── vector_database_pipeline.png ├── vector_database_pre_post_filtering.png ├── vector_store_index.webp ├── vector_store_query.webp └── vectors-2.svg /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/README.md -------------------------------------------------------------------------------- /assets/bing_chat_screeshot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/bing_chat_screeshot.png -------------------------------------------------------------------------------- /assets/ceo_of_twitter_gpt.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/ceo_of_twitter_gpt.png -------------------------------------------------------------------------------- /assets/chatfiles_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/chatfiles_architecture.png -------------------------------------------------------------------------------- /assets/chatgpt_retrieval_plugin_internals_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/chatgpt_retrieval_plugin_internals_diagram.png -------------------------------------------------------------------------------- /assets/confluence.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/confluence.jpeg -------------------------------------------------------------------------------- /assets/context_window_size_growth.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/context_window_size_growth.png -------------------------------------------------------------------------------- /assets/copilot_prompt.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/copilot_prompt.png -------------------------------------------------------------------------------- /assets/data_ingestion_overview.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/data_ingestion_overview.png -------------------------------------------------------------------------------- /assets/emerging_llm_app_stack.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/emerging_llm_app_stack.png -------------------------------------------------------------------------------- /assets/faiss_ann_algo_comparison.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/faiss_ann_algo_comparison.png -------------------------------------------------------------------------------- /assets/github_copilot_prefix_prompt.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/github_copilot_prefix_prompt.png -------------------------------------------------------------------------------- /assets/github_copilot_prompt_components.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/github_copilot_prompt_components.png -------------------------------------------------------------------------------- /assets/github_copilot_prompt_example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/github_copilot_prompt_example.png -------------------------------------------------------------------------------- /assets/google_all_in_one_icon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/google_all_in_one_icon.png -------------------------------------------------------------------------------- /assets/hnsw_numpy_nn_search_benchmark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/hnsw_numpy_nn_search_benchmark.png -------------------------------------------------------------------------------- /assets/hyde.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/hyde.png -------------------------------------------------------------------------------- /assets/keyword_query.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/keyword_query.webp -------------------------------------------------------------------------------- /assets/keyword_table_index.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/keyword_table_index.webp -------------------------------------------------------------------------------- /assets/langchain_rag_pipeline.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/langchain_rag_pipeline.jpeg -------------------------------------------------------------------------------- /assets/list_filter_query.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/list_filter_query.webp -------------------------------------------------------------------------------- /assets/list_index.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/list_index.webp -------------------------------------------------------------------------------- /assets/list_query.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/list_query.webp -------------------------------------------------------------------------------- /assets/llm_long_tail_evidence.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/llm_long_tail_evidence.png -------------------------------------------------------------------------------- /assets/llm_long_tail_retrieval_method_performance.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/llm_long_tail_retrieval_method_performance.png -------------------------------------------------------------------------------- /assets/llm_private_training_data_leak_example1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/llm_private_training_data_leak_example1.png -------------------------------------------------------------------------------- /assets/lost_in_middle.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/lost_in_middle.jpeg -------------------------------------------------------------------------------- /assets/lost_in_the_middle_result.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/lost_in_the_middle_result.png -------------------------------------------------------------------------------- /assets/mendable_screenshot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/mendable_screenshot.png -------------------------------------------------------------------------------- /assets/mteb_leaderboard.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/mteb_leaderboard.png -------------------------------------------------------------------------------- /assets/mteb_leaderboard_20230816.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/mteb_leaderboard_20230816.png -------------------------------------------------------------------------------- /assets/multi_step_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/multi_step_diagram.png -------------------------------------------------------------------------------- /assets/rag_using_llamaindex.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/rag_using_llamaindex.jpeg -------------------------------------------------------------------------------- /assets/retrieval_augmented_llm_in_state_of_gpt.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/retrieval_augmented_llm_in_state_of_gpt.jpeg -------------------------------------------------------------------------------- /assets/retrieval_augmented_llm_overall_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/retrieval_augmented_llm_overall_architecture.png -------------------------------------------------------------------------------- /assets/sequoia_language_model_survey.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/sequoia_language_model_survey.png -------------------------------------------------------------------------------- /assets/single_step_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/single_step_diagram.png -------------------------------------------------------------------------------- /assets/timemate_wechat.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/timemate_wechat.jpeg -------------------------------------------------------------------------------- /assets/timemate_wechat.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/timemate_wechat.png -------------------------------------------------------------------------------- /assets/tmp.txt: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /assets/tree_index.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/tree_index.webp -------------------------------------------------------------------------------- /assets/tree_query.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/tree_query.png -------------------------------------------------------------------------------- /assets/vector_database_pipeline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/vector_database_pipeline.png -------------------------------------------------------------------------------- /assets/vector_database_pre_post_filtering.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/vector_database_pre_post_filtering.png -------------------------------------------------------------------------------- /assets/vector_store_index.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/vector_store_index.webp -------------------------------------------------------------------------------- /assets/vector_store_query.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/vector_store_query.webp -------------------------------------------------------------------------------- /assets/vectors-2.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Wang-Shuo/A-Guide-to-Retrieval-Augmented-LLM/HEAD/assets/vectors-2.svg --------------------------------------------------------------------------------