Contents:
ChunkMetadata
ChunkMetadata.file_name
ChunkMetadata.page_number
ChunkMetadata.chunk_index
ChunkMetadata.chunk_start
ChunkMetadata.chunk_end
ChunkMetadata.chunk_size
ChunkMetadata.text_length
ChunkMetadata.__init__()
DocumentChunk
DocumentChunk.text
DocumentChunk.metadata
DocumentChunk.__init__()
PDFProcessor
PDFProcessor.__init__()
PDFProcessor.extract_text()
TextCleaner
TextCleaner.__init__()
TextCleaner.clean_text()
TextChunker
TextChunker.__init__()
TextChunker.chunk_text()
DocumentIngester
DocumentIngester.__init__()
DocumentIngester.ingest_documents()
DocumentIngester.save_chunks()
ingest_documents()
EmbeddingConfig
EmbeddingConfig.model_name
EmbeddingConfig.normalize_embeddings
EmbeddingConfig.device
EmbeddingConfig.similarity_threshold
EmbeddingConfig.top_k
EmbeddingConfig.__init__()
EmbeddingModel
EmbeddingModel.__init__()
EmbeddingModel.generate_embeddings()
EmbeddingModel.generate_single_embedding()
FAISSIndex
FAISSIndex.__init__()
FAISSIndex.add_embeddings()
FAISSIndex.search()
FAISSIndex.get_chunk_by_index()
FAISSIndex.get_total_embeddings()
FAISSIndex.save_index()
FAISSIndex.load_index()
EmbeddingPipeline
EmbeddingPipeline.__init__()
EmbeddingPipeline.create_embeddings_from_chunks()
EmbeddingPipeline.save_index()
EmbeddingPipeline.load_index()
EmbeddingPipeline.search_similar_chunks()
EmbeddingPipeline.get_index_stats()
create_embeddings_from_chunks_file()
load_embedding_pipeline()
QueryResult
QueryResult.query
QueryResult.chunks
QueryResult.similarities
QueryResult.total_chunks_searched
QueryResult.search_time_ms
QueryResult.__init__()
QueryEngine
QueryEngine.__init__()
QueryEngine.search()
QueryEngine.get_index_stats()
QueryEngine.validate_index()
QueryProcessor
QueryProcessor.__init__()
QueryProcessor.process_query()
QueryProcessor.format_results()
QueryProcessor.get_relevant_context()
process_query()
format_query_output()
LLMConfig
LLMConfig.backend
LLMConfig.model_path
LLMConfig.temperature
LLMConfig.max_tokens
LLMConfig.top_p
LLMConfig.repeat_penalty
LLMConfig.context_window
LLMConfig.__init__()
LLMResponse
LLMResponse.answer
LLMResponse.prompt_tokens
LLMResponse.response_tokens
LLMResponse.generation_time_ms
LLMResponse.model_used
LLMResponse.__init__()
BaseLLM
BaseLLM.__init__()
BaseLLM.generate()
TransformersLLM
TransformersLLM.generate()
LlamaCppLLM
LlamaCppLLM.generate()
OpenAILLM
OpenAILLM.generate()
LLMInterface
LLMInterface.__init__()
LLMInterface.format_prompt()
LLMInterface.generate_answer()
LLMInterface.get_model_info()
create_llm_interface()
generate_answer_from_query()
format_llm_response()
setup_logging()
get_logger()
log_memory_usage()
log_performance()
batch_process()
optimize_memory()
create_cache_directory()
get_system_info()
log_system_info()
ProgressTracker
ProgressTracker.__init__()
ProgressTracker.update()
ProgressTracker.finish()
main
src
src.embed
src.ingest
src.llm
src.query
src.utils
