Index

_

__init__() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.anthropic_api.AnthropicAPI method), [1] (dllmforge.AnthropicAPI method), [1] (dllmforge.AzureOpenAIEmbeddingModel method), [1] (dllmforge.IE_agent_document_processor.DocumentProcessor method), [1] (dllmforge.IE_agent_document_processor.ProcessedDocument method), [1] (dllmforge.IE_agent_extractor.DocumentChunk method), [1] (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingDocumentProcessor method) (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) (dllmforge.IE_agent_extractor_docling.DoclingProcessedDocument method) (dllmforge.IE_agent_extractor_docling.DocumentChunk method) (dllmforge.IE_agent_extractor_docling.DocumentConverter method) (dllmforge.IE_agent_schema_generator.SchemaGenerator method), [1] (dllmforge.IndexManager method), [1] (dllmforge.langchain_api.LangchainAPI method), [1] (dllmforge.llamaindex_api.LlamaIndexAPI method), [1] (dllmforge.LlamaIndexAPI method), [1] (dllmforge.LLMResponder method), [1] (dllmforge.openai_api.OpenAIAPI method), [1] (dllmforge.rag_embedding.AzureOpenAIEmbeddingModel method), [1] (dllmforge.rag_embedding_open_source.LangchainHFEmbeddingModel method), [1] (dllmforge.rag_evaluation.EvaluationResult method), [1] (dllmforge.rag_evaluation.RAGEvaluationResult method), [1] (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.rag_preprocess_documents.TextChunker method), [1] (dllmforge.rag_search_and_response.IndexManager method), [1] (dllmforge.rag_search_and_response.LLMResponder method), [1] (dllmforge.rag_search_and_response.Retriever method), [1] (dllmforge.RAGEvaluator method), [1] (dllmforge.Retriever method), [1] (dllmforge.SimpleAgent method), [1] (dllmforge.TextChunker method), [1]

A

add_conditional_edge() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1] add_edge() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1] add_node() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1] add_tool() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1]

answer_relevancy (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1] AnthropicAPI (class in dllmforge), [1] (class in dllmforge.anthropic_api), [1] ask_with_retriever() (dllmforge.langchain_api.LangchainAPI method), [1] augment_prompt_with_context() (dllmforge.LLMResponder method), [1] (dllmforge.rag_search_and_response.LLMResponder method), [1] AzureOpenAIEmbeddingModel (class in dllmforge), [1] (class in dllmforge.rag_embedding), [1]

C

calculate_ragas_score() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] chat_completion() (dllmforge.anthropic_api.AnthropicAPI method), [1] (dllmforge.AnthropicAPI method), [1] (dllmforge.langchain_api.LangchainAPI method), [1] (dllmforge.llamaindex_api.LlamaIndexAPI method), [1] (dllmforge.LlamaIndexAPI method), [1] (dllmforge.openai_api.OpenAIAPI method), [1] check_server_status() (dllmforge.anthropic_api.AnthropicAPI method), [1] (dllmforge.AnthropicAPI method), [1] (dllmforge.langchain_api.LangchainAPI method), [1] (dllmforge.llamaindex_api.LlamaIndexAPI method), [1] (dllmforge.LlamaIndexAPI method), [1] (dllmforge.openai_api.OpenAIAPI method), [1] chunk_document() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) chunk_overlap (dllmforge.IE_agent_config.ExtractorConfig attribute) chunk_size (dllmforge.IE_agent_config.ExtractorConfig attribute) chunk_text() (dllmforge.rag_preprocess_documents.TextChunker method), [1] (dllmforge.TextChunker method), [1]

compile() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1] context_precision (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1] context_recall (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1] convert() (dllmforge.IE_agent_extractor_docling.DocumentConverter method) create_basic_agent() (in module dllmforge), [1] (in module dllmforge.agent_core), [1], [2] create_basic_tools() (in module dllmforge), [1] (in module dllmforge.agent_core), [1], [2] create_echo_tool() (in module dllmforge.agent_core), [1], [2] create_image_extraction_prompt() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] create_index() (dllmforge.IndexManager method), [1] (dllmforge.rag_search_and_response.IndexManager method), [1] create_multimodal_extraction_prompt() (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) create_schema_generation_prompt() (dllmforge.IE_agent_schema_generator.SchemaGenerator method), [1] create_simple_workflow() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1] create_text_extraction_prompt() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method)

D

details (dllmforge.rag_evaluation.EvaluationResult attribute), [1] dllmforge module, [1] dllmforge.agent_core module, [1], [2] dllmforge.anthropic_api module, [1] dllmforge.IE_agent_config module dllmforge.IE_agent_document_processor module, [1] dllmforge.IE_agent_extractor module, [1] dllmforge.IE_agent_extractor_docling module dllmforge.IE_agent_schema_generator module, [1] dllmforge.langchain_api module, [1] dllmforge.llamaindex_api module, [1]

dllmforge.openai_api module, [1] dllmforge.rag_embedding module, [1] dllmforge.rag_embedding_open_source module, [1] dllmforge.rag_evaluation module, [1] dllmforge.rag_preprocess_documents module, [1] dllmforge.rag_search_and_response module, [1] DoclingDocumentProcessor (class in dllmforge.IE_agent_extractor_docling) DoclingInfoExtractor (class in dllmforge.IE_agent_extractor_docling) DoclingProcessedDocument (class in dllmforge.IE_agent_extractor_docling) document (dllmforge.IE_agent_config.IEAgentConfig attribute) DocumentChunk (class in dllmforge.IE_agent_extractor), [1] (class in dllmforge.IE_agent_extractor_docling) DocumentConfig (class in dllmforge.IE_agent_config) DocumentConverter (class in dllmforge.IE_agent_extractor_docling) DocumentLoader (class in dllmforge.rag_preprocess_documents), [1] DocumentProcessor (class in dllmforge.IE_agent_document_processor), [1]

E

embed() (dllmforge.AzureOpenAIEmbeddingModel method), [1] (dllmforge.rag_embedding.AzureOpenAIEmbeddingModel method), [1] (dllmforge.rag_embedding_open_source.LangchainHFEmbeddingModel method), [1] encode_filename() (dllmforge.AzureOpenAIEmbeddingModel static method), [1] (dllmforge.rag_embedding.AzureOpenAIEmbeddingModel static method), [1] encode_image_base64() (dllmforge.IE_agent_document_processor.DocumentProcessor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingDocumentProcessor method) evaluate_answer_relevancy() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] evaluate_context_precision() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] evaluate_context_recall() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1]

evaluate_context_relevancy() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] evaluate_faithfulness() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] evaluate_rag_pipeline() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] evaluate_rag_response() (in module dllmforge.rag_evaluation), [1] evaluation_time (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1] EvaluationResult (class in dllmforge.rag_evaluation), [1] example_doc (dllmforge.IE_agent_config.SchemaConfig attribute) explanation (dllmforge.rag_evaluation.EvaluationResult attribute), [1] extractor (dllmforge.IE_agent_config.IEAgentConfig attribute) ExtractorConfig (class in dllmforge.IE_agent_config)

F

faithfulness (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1]

file_pattern (dllmforge.IE_agent_config.DocumentConfig attribute) from_dict() (dllmforge.IE_agent_config.IEAgentConfig class method)

G

generate() (dllmforge.LLMResponder method), [1] (dllmforge.rag_search_and_response.LLMResponder method), [1] generate_schema() (dllmforge.IE_agent_schema_generator.SchemaGenerator method), [1]

get_embeddings() (dllmforge.openai_api.OpenAIAPI method), [1] (dllmforge.rag_search_and_response.Retriever method), [1] (dllmforge.Retriever method), [1] get_format_instructions() (dllmforge.IE_agent_schema_generator.PythonCodeOutputParser method), [1]

I

IEAgentConfig (class in dllmforge.IE_agent_config) IndexManager (class in dllmforge), [1] (class in dllmforge.rag_search_and_response), [1]

InfoExtractor (class in dllmforge.IE_agent_extractor), [1] input_dir (dllmforge.IE_agent_config.DocumentConfig attribute) invoke() (dllmforge.rag_search_and_response.Retriever method), [1] (dllmforge.Retriever method), [1]

L

LangchainAPI (class in dllmforge.langchain_api), [1] LangchainHFEmbeddingModel (class in dllmforge.rag_embedding_open_source), [1] list_available_models() (dllmforge.anthropic_api.AnthropicAPI method), [1] (dllmforge.AnthropicAPI method), [1] (dllmforge.openai_api.OpenAIAPI method), [1] LlamaIndexAPI (class in dllmforge), [1] (class in dllmforge.llamaindex_api), [1]

LLMResponder (class in dllmforge), [1] (class in dllmforge.rag_search_and_response), [1] load() (dllmforge.PDFLoader method), [1] (dllmforge.rag_preprocess_documents.DocumentLoader method), [1] (dllmforge.rag_preprocess_documents.PDFLoader method), [1] load_from_file() (dllmforge.IE_agent_config.IEAgentConfig class method)

M

metadata (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1] metric_name (dllmforge.rag_evaluation.EvaluationResult attribute), [1] model_config (dllmforge.IE_agent_config.DocumentConfig attribute) (dllmforge.IE_agent_config.ExtractorConfig attribute) (dllmforge.IE_agent_config.IEAgentConfig attribute) (dllmforge.IE_agent_config.SchemaConfig attribute) (dllmforge.IE_agent_schema_generator.PythonCodeOutputParser attribute), [1] module dllmforge, [1] dllmforge.agent_core, [1], [2] dllmforge.anthropic_api, [1] dllmforge.IE_agent_config dllmforge.IE_agent_document_processor, [1] dllmforge.IE_agent_extractor, [1] dllmforge.IE_agent_extractor_docling dllmforge.IE_agent_schema_generator, [1] dllmforge.langchain_api, [1] dllmforge.llamaindex_api, [1] dllmforge.openai_api, [1] dllmforge.rag_embedding, [1] dllmforge.rag_embedding_open_source, [1] dllmforge.rag_evaluation, [1] dllmforge.rag_preprocess_documents, [1] dllmforge.rag_search_and_response, [1]

N

name (dllmforge.IE_agent_schema_generator.PythonCodeOutputParser attribute)

O

OpenAIAPI (class in dllmforge.openai_api), [1] output_dir (dllmforge.IE_agent_config.DocumentConfig attribute)

output_path (dllmforge.IE_agent_config.SchemaConfig attribute) output_type (dllmforge.IE_agent_config.DocumentConfig attribute)

P

parse() (dllmforge.IE_agent_schema_generator.PythonCodeOutputParser method), [1] PDFLoader (class in dllmforge), [1] (class in dllmforge.rag_preprocess_documents), [1] print_evaluation_summary() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] process_all() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) process_chunk() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) process_directory() (dllmforge.IE_agent_document_processor.DocumentProcessor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingDocumentProcessor method) process_document() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingDocumentProcessor method) (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method)

process_file() (dllmforge.IE_agent_document_processor.DocumentProcessor method), [1] process_image_chunk() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] process_multimodal_chunk() (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) process_query() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1] process_text_chunk() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) process_to_image() (dllmforge.IE_agent_document_processor.DocumentProcessor method), [1] process_to_text() (dllmforge.IE_agent_document_processor.DocumentProcessor method), [1] ProcessedDocument (class in dllmforge.IE_agent_document_processor), [1] PythonCodeOutputParser (class in dllmforge.IE_agent_schema_generator), [1]

R

ragas_score (dllmforge.rag_evaluation.RAGEvaluationResult attribute), [1] RAGEvaluationResult (class in dllmforge.rag_evaluation), [1] RAGEvaluator (class in dllmforge), [1] (class in dllmforge.rag_evaluation), [1] refine_system_prompt() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method)

Retriever (class in dllmforge), [1] (class in dllmforge.rag_search_and_response), [1] run_interactive() (dllmforge.agent_core.SimpleAgent method), [1], [2] (dllmforge.SimpleAgent method), [1]

S

save_evaluation_results() (dllmforge.rag_evaluation.RAGEvaluator method), [1] (dllmforge.RAGEvaluator method), [1] save_results() (dllmforge.IE_agent_extractor.InfoExtractor method), [1] (dllmforge.IE_agent_extractor_docling.DoclingInfoExtractor method) save_schema() (dllmforge.IE_agent_schema_generator.SchemaGenerator method), [1] save_to_file() (dllmforge.IE_agent_config.IEAgentConfig method) SchemaConfig (class in dllmforge.IE_agent_config) SchemaGenerator (class in dllmforge.IE_agent_schema_generator), [1] score (dllmforge.rag_evaluation.EvaluationResult attribute), [1]

send_test_message() (dllmforge.anthropic_api.AnthropicAPI method), [1] (dllmforge.AnthropicAPI method), [1] (dllmforge.langchain_api.LangchainAPI method), [1] (dllmforge.llamaindex_api.LlamaIndexAPI method), [1] (dllmforge.LlamaIndexAPI method), [1] (dllmforge.openai_api.OpenAIAPI method), [1] setup_parser() (dllmforge.IE_agent_schema_generator.SchemaGenerator method), [1] SimpleAgent (class in dllmforge), [1] (class in dllmforge.agent_core), [1], [2]

T

task_description (dllmforge.IE_agent_config.SchemaConfig attribute) TextChunker (class in dllmforge), [1] (class in dllmforge.rag_preprocess_documents), [1]

tool() (in module dllmforge.agent_core), [1], [2]

U

upload_documents() (dllmforge.IndexManager method), [1] (dllmforge.rag_search_and_response.IndexManager method), [1]

user_schema_path (dllmforge.IE_agent_config.SchemaConfig attribute)

V

validate_embedding() (dllmforge.AzureOpenAIEmbeddingModel static method), [1] (dllmforge.rag_embedding.AzureOpenAIEmbeddingModel static method), [1] (dllmforge.rag_embedding_open_source.LangchainHFEmbeddingModel static method), [1]