Index

A

a_generate() (xrag.eval.DeepEvalLocalModel.DeepEvalLocalModel method) add() (xrag.eval.evaluate_LLM.EvaluationResult_LLM method) (xrag.eval.evaluate_rag.EvaluationResult method) (xrag.eval.evaluate_TRT.EvaluationResult_TRT method)

AllRetriever (class in xrag.retrievers.retriever) api_key (xrag.embs.chatglmemb.ChatGLMEmbeddings attribute) (xrag.llms.chatglm4.ChatGLM attribute) auto_merging_retriever() (in module xrag.retrievers.retriever)

B

baichuan_completion_to_prompt() (in module xrag.llms.huggingface_model) baichuan_model_and_tokenizer() (in module xrag.llms.huggingface_model) bm25_retriever() (in module xrag.process.postprocessor) (in module xrag.retrievers.retriever)

build_index() (in module xrag.launcher.launch) build_query_engine() (in module xrag.launcher.launch) build_split() (in module xrag.data.qa_loader)

C

chat() (xrag.llms.chatglm4.ChatGLM method) ChatGLM (class in xrag.llms.chatglm4) chatglm_completion_to_prompt() (in module xrag.llms.huggingface_model) chatglm_model_and_tokenizer() (in module xrag.llms.huggingface_model) ChatGLMEmbeddings (class in xrag.embs.chatglmemb) class_name() (xrag.embs.chatglmemb.ChatGLMEmbeddings class method) (xrag.llms.chatglm4.ChatGLM class method)

Command (class in xrag.cli) complete() (xrag.llms.chatglm4.ChatGLM method) Config (class in xrag.config) context_window (xrag.llms.chatglm4.ChatGLM attribute) custom_retriever() (in module xrag.retrievers.retriever) CustomRetriever (class in xrag.retrievers.retriever) CustomSubQuestionQueryEngine (class in xrag.process.query_transform)

D

DCG() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT)

DeepEvalLocalModel (class in xrag.eval.DeepEvalLocalModel) display_results() (in module xrag.webui.app) document_summary_retrievers() (in module xrag.retrievers.retriever)

E

Em() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT) eval_cli() (in module xrag.launcher.launch) EvalModelAgent (class in xrag.eval.EvalModelAgent) evaluating() (in module xrag.eval.evaluate_LLM) (in module xrag.eval.evaluate_rag)

evaluating_TRT() (in module xrag.eval.evaluate_TRT) EvaluationResult (class in xrag.eval.evaluate_rag) EvaluationResult_LLM (class in xrag.eval.evaluate_LLM) EvaluationResult_TRT (class in xrag.eval.evaluate_TRT)

F

F1() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT)

falcon_completion_to_prompt() (in module xrag.llms.huggingface_model) falcon_model_and_tokenizer() (in module xrag.llms.huggingface_model)

G

GENERATE (xrag.cli.Command attribute) generate() (xrag.eval.DeepEvalLocalModel.DeepEvalLocalModel method) generate_qa_from_folder() (in module xrag.data.qa_loader) get_additional_kwargs() (in module xrag.llms.chatglm4) get_DeepEval_Metrices() (in module xrag.eval.evaluate_LLM) (in module xrag.eval.evaluate_rag) get_documents() (in module xrag.data.qa_loader) get_embedding() (in module xrag.embs.embedding) get_general_text_embedding() (xrag.embs.chatglmemb.ChatGLMEmbeddings method) get_huggingfacellm() (in module xrag.llms.huggingface_model) get_index() (in module xrag.index.index) (in module xrag.webui.app) get_llama_evaluator() (in module xrag.eval.evaluate_LLM) (in module xrag.eval.evaluate_rag)

get_llm() (in module xrag.llms.llm) get_model_name() (xrag.eval.DeepEvalLocalModel.DeepEvalLocalModel method) get_openai() (in module xrag.llms.llm) get_postprocessor() (in module xrag.process.postprocess_rerank) get_qa_dataset() (in module xrag.data.qa_loader) get_qa_dataset_() (in module xrag.webui.app) get_query() (in module xrag.webui.app) get_query_engine() (in module xrag.webui.app) get_query_engine_by_router() (in module xrag.retrievers.retriever) get_query_number() (xrag.config.GlobalVar static method) get_response_mode() (xrag.retrievers.retriever.AllRetriever method) get_results_str() (xrag.eval.evaluate_rag.EvaluationResult method) get_retriver() (in module xrag.retrievers.retriever) GlobalVar (class in xrag.config) gpt_rerank() (in module xrag.process.postprocessor)

H

HELP (xrag.cli.Command attribute) Hit() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT)

hyde() (in module xrag.process.query_transform) hyde_fewshot() (in module xrag.process.query_transform) hyde_zeroshot() (in module xrag.process.query_transform)

I

IDCG() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT)

K

keyword_node_postprocessor() (in module xrag.process.postprocessor)

keyword_retriever() (in module xrag.retrievers.retriever)

L

llama_completion_to_prompt() (in module xrag.llms.huggingface_model) llama_model_and_tokenizer() (in module xrag.llms.huggingface_model)

llm_rerank() (in module xrag.process.postprocessor) load_model() (xrag.eval.DeepEvalLocalModel.DeepEvalLocalModel method) long_context_reorder() (in module xrag.process.postprocessor)

M

main() (in module xrag.cli) (in module xrag.webui.app) MAP() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT) metadata (xrag.llms.chatglm4.ChatGLM property) model (xrag.embs.chatglmemb.ChatGLMEmbeddings attribute) (xrag.llms.chatglm4.ChatGLM attribute) model_computed_fields (xrag.embs.chatglmemb.ChatGLMEmbeddings attribute) (xrag.llms.chatglm4.ChatGLM attribute) model_config (xrag.embs.chatglmemb.ChatGLMEmbeddings attribute) (xrag.llms.chatglm4.ChatGLM attribute) model_fields (xrag.embs.chatglmemb.ChatGLMEmbeddings attribute) (xrag.llms.chatglm4.ChatGLM attribute) model_post_init() (xrag.embs.chatglmemb.ChatGLMEmbeddings method) (xrag.llms.chatglm4.ChatGLM method) module xrag xrag.cli xrag.config xrag.data xrag.data.qa_loader xrag.embs xrag.embs.chatglmemb xrag.embs.embedding xrag.eval xrag.eval.DeepEvalLocalModel xrag.eval.EvalModelAgent xrag.eval.evaluate_LLM xrag.eval.evaluate_rag xrag.eval.evaluate_TGT xrag.eval.evaluate_TRT xrag.index xrag.index.index xrag.launcher xrag.launcher.launch xrag.llms xrag.llms.chatglm4 xrag.llms.huggingface_model xrag.llms.llm xrag.process xrag.process.postprocess_rerank xrag.process.postprocessor xrag.process.query_transform xrag.retrievers xrag.retrievers.retriever xrag.webui xrag.webui.app xrag.webui.run

mpt_completion_to_prompt() (in module xrag.llms.huggingface_model) mpt_model_and_tokenizer() (in module xrag.llms.huggingface_model) Mrr() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT)

N

NDCG() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TRT)

NLGEvaluate() (in module xrag.eval.evaluate_rag) (in module xrag.eval.evaluate_TGT) num_output (xrag.llms.chatglm4.ChatGLM attribute)

P

print_results() (xrag.eval.evaluate_LLM.EvaluationResult_LLM method) (xrag.eval.evaluate_rag.EvaluationResult method) (xrag.eval.evaluate_TRT.EvaluationResult_TRT method)

print_results_to_path() (xrag.eval.evaluate_LLM.EvaluationResult_LLM method) (xrag.eval.evaluate_rag.EvaluationResult method) (xrag.eval.evaluate_TRT.EvaluationResult_TRT method)

Q

query_expansion() (in module xrag.retrievers.retriever) (xrag.retrievers.retriever.AllRetriever method) query_fusion_retriever() (in module xrag.retrievers.retriever)

query_number (xrag.config.GlobalVar attribute) qwen_completion_to_prompt() (in module xrag.eval.EvalModelAgent) (in module xrag.llms.huggingface_model) qwen_model_and_tokenizer() (in module xrag.llms.huggingface_model)

R

recursive_retriever() (in module xrag.retrievers.retriever) response_synthesizer() (in module xrag.retrievers.retriever) reuse_client (xrag.embs.chatglmemb.ChatGLMEmbeddings attribute) (xrag.llms.chatglm4.ChatGLM attribute)

RUN (xrag.cli.Command attribute) run() (in module xrag.launcher.launch) run_web_ui() (in module xrag.webui.run)

S

seed_everything() (in module xrag.launcher.launch) sentence_embedding_optimizer() (in module xrag.process.postprocessor) sentence_window_retriever() (in module xrag.retrievers.retriever) set_query_number() (xrag.config.GlobalVar static method) similarity_postprocessor() (in module xrag.process.postprocessor) stepback() (in module xrag.process.query_transform) stepback_fewshot() (in module xrag.process.query_transform)

stepback_zeroshot() (in module xrag.process.query_transform) stream_chat() (xrag.llms.chatglm4.ChatGLM method) stream_complete() (xrag.llms.chatglm4.ChatGLM method) subquery() (in module xrag.process.query_transform) subquery_fewshot() (in module xrag.process.query_transform) subquery_zeroshot() (in module xrag.process.query_transform) summary_retriever() (in module xrag.retrievers.retriever)

T

test_file_loading() (in module xrag.data.qa_loader) to_message_dicts() (in module xrag.llms.chatglm4) transform() (in module xrag.process.query_transform)

transform_and_query() (in module xrag.process.query_transform) transformer_rerank() (in module xrag.process.postprocessor) tree_retriever() (in module xrag.retrievers.retriever)

U

update_config() (xrag.config.Config method) upTrain_evaluate_self() (in module xrag.eval.evaluate_LLM) (in module xrag.eval.evaluate_rag)

UptrainEvaluate() (in module xrag.eval.evaluate_LLM) (in module xrag.eval.evaluate_rag)

V

vector_retriever() (in module xrag.retrievers.retriever)

VER (xrag.cli.Command attribute)

W

WEBUI (xrag.cli.Command attribute)

X

xrag module xrag.cli module xrag.config module xrag.data module xrag.data.qa_loader module xrag.embs module xrag.embs.chatglmemb module xrag.embs.embedding module xrag.eval module xrag.eval.DeepEvalLocalModel module xrag.eval.EvalModelAgent module xrag.eval.evaluate_LLM module xrag.eval.evaluate_rag module xrag.eval.evaluate_TGT module xrag.eval.evaluate_TRT module xrag.index module

xrag.index.index module xrag.launcher module xrag.launcher.launch module xrag.llms module xrag.llms.chatglm4 module xrag.llms.huggingface_model module xrag.llms.llm module xrag.process module xrag.process.postprocess_rerank module xrag.process.postprocessor module xrag.process.query_transform module xrag.retrievers module xrag.retrievers.retriever module xrag.webui module xrag.webui.app module xrag.webui.run module

Y

yi_completion_to_prompt() (in module xrag.llms.huggingface_model)

yi_model_and_tokenizer() (in module xrag.llms.huggingface_model)