Index

A

acall() (AnthropicAPIClient method) (BedrockAPIClient method) (CohereAPIClient method) (Component method) (Embedder method) (FunctionTool method) (Generator method) (GradComponent method) (GroqAPIClient method) (ModelClient method) (OllamaClient method) (OpenAIClient method) (Retriever method) (Sequential method) action (FunctionExpression attribute) (StepOutput attribute) AdalComponent (class in optim) (class in optim.trainer) (class in optim.trainer.adal) adaltask (Trainer attribute), [1], [2] add() (LocalDB method) add_component() (Component method) add_gradient() (Parameter method), [1] add_history() (TGDOptimizer method), [1], [2]

add_score_to_current_param() (TGDOptimizer method), [1], [2] add_score_to_params() (TGDOptimizer method), [1], [2] add_score_to_trace() (Parameter method), [1] add_scores() (BootstrapFewShot method), [1] add_successor_map_fn() (Parameter method), [1] add_to_trace() (Parameter method), [1] additional_info (EvaluationResult attribute) answer (Example attribute), [1] AnswerMatchAcc (class in eval) (class in eval.answer_match_acc) ANTHROPIC (ModelClientType attribute) (OptionalPackages attribute) AnthropicAPIClient (class in components.model_client.anthropic_client) append() (Sequential method) append_dialog_turn() (Conversation method) append_to_jsonl() (in module utils.file_io) args (Function attribute) assistant_response (DialogTurn attribute) assistant_response_timestamp (DialogTurn attribute) AssistantResponse (class in core.types) attempted_val_score (TrainerStepResult attribute) average_pool() (in module components.model_client.transformers_client) avg_score (EvaluationResult attribute) (LLMJudgeEvalResult attribute)

B

backward() (EvalFnToTextLoss method), [1], [2] (Generator method) (GradComponent method) (LossComponent method) (Parameter method), [1] (Retriever method) (Sum method), [1] backward_engine (AdalComponent attribute), [1], [2] (GradComponent attribute) (LossComponent attribute) (Sum attribute) backward_engine_disabled (Parameter attribute), [1] BackwardContext (class in optim) (class in optim.function) BackwardEngine (class in core.generator) BaseData (class in datasets.types) BaseEvaluator (class in eval.base)

batch_val_score_threshold (Trainer attribute), [1], [2] BatchEmbedder (class in core.embedder) BEDROCK (OptionalPackages attribute) bedrock_runtime_exceptions (in module components.model_client.bedrock_client) BedrockAPIClient (class in components.model_client.bedrock_client) BigBenchHard (class in datasets) (class in datasets.big_bench_hard) BM25Retriever (class in components.retriever) (class in components.retriever.bm25_retriever) BooleanOutputParser (class in components.output_parsers.outputs) BooleanParser (class in core.string_parser) BootstrapFewShot (class in optim) (class in optim.few_shot.bootstrap_optimizer) build_index_from_documents() (BM25Retriever method), [1] (FAISSRetriever method) (LLMRetriever method), [1] (RerankerRetriever method), [1] (Retriever method)

C

CachedEngine (class in utils.cache) calculate_class_weights() (in module datasets.trec) call() (AnthropicAPIClient method) (BatchEmbedder method) (BedrockAPIClient method) (BM25Retriever method), [1] (BooleanOutputParser method) (BooleanParser method) (ClassSampler method), [1] (CohereAPIClient method) (Component method) (DataClassParser method), [1] (DefaultLLMJudge method) (Embedder method) (FAISSRetriever method) (FloatParser method) (FunComponent method) (FunctionTool method) (Generator method) (GEvalLLMJudge method), [1] (GoogleGenAIClient method) (GradComponent method) (GroqAPIClient method) (IntParser method) (JsonOutputParser method), [1] (JsonParser method) (ListOutputParser method), [1] (ListParser method) (LLMRetriever method), [1] (ModelClient method) (OllamaClient method) (OpenAIClient method) (OutputParser method) (Parser method) (PostgresRetriever method) (Prompt method) (QdrantRetriever method) (RandomSampler method), [1] (ReActAgent method), [1] (RerankerRetriever method), [1] (Retriever method) (Sampler method), [1] (Sequential method) (TextSplitter method), [1] (TransformersClient method) (YamlOutputParser method), [1] (YamlParser method) CallbackManager (class in tracing.callback_manager) check_adal_dataclass() (in module core.base_data_class) check_data_class_field_args_one() (in module core.functional) check_data_class_field_args_zero() (in module core.functional) check_if_already_computed_gradient_respect_to() (Parameter method), [1] check_if_class_field_args_one_exists() (in module core.functional) check_if_class_field_args_zero_exists() (in module core.functional) check_object() (in module utils.serialization) children() (Component method) ckpt_file (Trainer attribute), [1], [2] ckpt_path (Trainer attribute), [1], [2] CLASS (ObjectTypes attribute) class_index (TrecData attribute), [1] class_name (TrecData attribute), [1] ClassSampler (class in optim) (class in optim.sampler) clean_device_cache() (in module components.model_client.transformers_client) COHERE (ModelClientType attribute) (OptionalPackages attribute) CohereAPIClient (class in components.model_client.cohere_client) COHERENCE (GEvalMetric attribute), [1] completion_tokens (CompletionUsage attribute) CompletionUsage (class in core.types) Component (class in core.component) components() (Component method) components.agent module components.agent.react module components.data_process module components.data_process.data_components module components.data_process.text_splitter module components.memory module components.memory.memory module components.model_client module components.model_client.anthropic_client module components.model_client.bedrock_client module components.model_client.cohere_client module components.model_client.google_client module components.model_client.groq_client module components.model_client.ollama_client module components.model_client.openai_client module

components.model_client.transformers_client module components.model_client.utils module components.output_parsers module components.output_parsers.dataclass_parser module components.output_parsers.outputs module components.retriever module components.retriever.bm25_retriever module components.retriever.faiss_retriever module components.retriever.llm_retriever module components.retriever.postgres_retriever module components.retriever.qdrant_retriever module components.retriever.reranker_retriever module compose_model_kwargs() (in module core.functional) compose_prompt_kwargs() (Prompt method) compute() (AnswerMatchAcc method), [1] (BaseEvaluator method) (GEvalJudgeEvaluator method), [1] (LLMasJudge method), [1] (RetrieverRecall method), [1] compute_single_item() (AnswerMatchAcc method), [1] (BaseEvaluator method) (GEvalJudgeEvaluator method), [1] confidence_interval (LLMJudgeEvalResult attribute) confidence_interval() (in module eval.functional) config_dataset() (BootstrapFewShot method), [1] config_shots() (BootstrapFewShot method), [1] (DemoOptimizer method), [1] configure_backward_engine() (AdalComponent method), [1], [2] configure_backward_engine_helper() (AdalComponent method), [1], [2] configure_callbacks() (AdalComponent method), [1], [2] configure_demo_optimizer_helper() (AdalComponent method), [1], [2] configure_optimizers() (AdalComponent method), [1], [2] configure_teacher_generator() (AdalComponent method), [1], [2] configure_teacher_generator_helper() (AdalComponent method), [1], [2] configure_text_optimizer_helper() (AdalComponent method), [1], [2] CONSISTENCY (GEvalMetric attribute), [1] constraint_text (TGDOptimizer property), [1], [2] constraints (TGDOptimizer attribute), [1], [2] context (GradientContext attribute) Conversation (class in core.types) conversation_id (DialogTurn attribute) convert_inputs_to_api_kwargs() (AnthropicAPIClient method) (BedrockAPIClient method) (CohereAPIClient method) (GoogleGenAIClient method) (GroqAPIClient method) (ModelClient method) (OllamaClient method) (OpenAIClient method) (TransformersClient method) convert_schema_to_signature() (in module core.functional) core.base_data_class module core.component module core.container module core.db module core.default_prompt_template module core.embedder module core.func_tool module core.functional module core.generator module core.model_client module core.prompt_builder module core.retriever module core.string_parser module core.tokenizer module core.tool_manager module core.types module COSINE (DistanceToOperator attribute) count_tokens() (Tokenizer method) create_demo_data_instance() (Generator method) create_teacher_generator() (in module core.generator) created_at (Conversation attribute) custom_asdict() (in module core.functional)

D

data (EmbedderOutput attribute) (GeneratorOutput attribute) (Parameter attribute), [1] (PromptData attribute) (Sample attribute) DataClass (class in core.base_data_class) dataclass_obj_from_dict() (in module core.functional) DataClassFormatType (class in core.base_data_class) DataClassParser (class in components.output_parsers) (class in components.output_parsers.dataclass_parser) DataLoader (class in utils.data) Dataset (class in utils.data) dataset (DemoOptimizer attribute), [1] (Sampler attribute), [1] (Subset attribute) datasets module DATASETS (OptionalPackages attribute) datasets.big_bench_hard module datasets.hotpot_qa module datasets.trec module datasets.types module datasets.utils module

debug (Trainer attribute), [1], [2] debug_report() (Trainer method), [1], [2] decode() (Tokenizer method) default() (in module utils.serialization) DEFAULT_LIGHTRAG_SYSTEM_PROMPT (in module core.default_prompt_template), [1] DEFAULT_REACT_AGENT_SYSTEM_PROMPT (in module components.agent.react) DefaultLLMJudge (class in eval.llm_as_judge) delete() (LocalDB method) delete_dialog_turn() (Conversation method) demo_optimizers (Trainer attribute), [1] DemoOptimizer (class in optim) (class in optim.optimizer) DEMOS (ParameterType attribute) deserialize() (in module utils.serialization) diagnose() (Trainer method), [1], [2] dialog_turns (Conversation attribute) dialog_turns_input (Conversation attribute) DialogTurn (class in core.types) dict_to_yaml() (DataClass method) direct() (in module utils.cache) DistanceToOperator (class in components.retriever.postgres_retriever) doc_indices (RetrieverOutput attribute) doc_scores (RetrieverOutput attribute) Document (class in core.types) documents (RetrieverOutput attribute) draw_graph() (Parameter method), [1] DynamicDataClassFactory (class in core.base_data_class)

E

effective_measure (TrainerResult attribute) Embedder (class in core.embedder) EMBEDDER (ModelType attribute) EmbedderOutput (class in core.types) EmbedderOutputType (in module core.types) Embedding (class in core.types) embedding (Embedding attribute) embedding_dim (EmbedderOutput property) encode() (Tokenizer method) EntityMapping (class in utils.registry) error (EmbedderOutput attribute) (FunctionOutput attribute) (GeneratorOutput attribute) estimated_num_tokens (Document attribute) eval module eval() (Component method) eval.answer_match_acc module eval.base module eval.functional module eval.g_eval module eval.llm_as_judge module eval.retriever_recall module eval_fn (AdalComponent attribute), [1], [2] eval_input (Parameter attribute), [1]

eval_score (HistoryPrompt attribute) EvalFnToTextLoss (class in optim) (class in optim.text_grad) (class in optim.text_grad.text_loss_with_eval_fn) evaluate_ast_node() (in module core.functional) evaluate_samples() (AdalComponent method), [1], [2] EvaluationResult (class in eval.base) (class in optim.types) Example (class in datasets) (class in datasets.types) EXAMPLE_JSON (DataClassFormatType attribute) EXAMPLE_YAML (DataClassFormatType attribute) exclude_input_fields_from_bootstrap_demos (DemoOptimizer attribute), [1] ExcludeType (in module core.base_data_class) execute() (FunctionTool method) execute_func() (ToolManager method) execute_func_async() (ToolManager method) execute_func_expr() (ToolManager method) execute_func_expr_async() (ToolManager method) execute_func_expr_via_eval() (ToolManager method) execute_func_expr_via_sandbox() (ToolManager method) extend() (LocalDB method) (Sequential method) extract_dataclass_type() (in module core.functional) extract_first_boolean() (in module core.functional) extract_first_float() (in module core.functional) extract_first_int() (in module core.functional) extract_function_expression() (in module core.functional) extract_json_str() (in module core.functional) extract_list_str() (in module core.functional) extract_new_variable() (in module optim.text_grad.tgd_optimizer) extract_yaml_str() (in module core.functional)

F

failure_message_to_backward_engine() (Generator static method) failure_message_to_optimizer() (BackwardEngine static method) FAISS (OptionalPackages attribute) FAISSRetriever (class in components.retriever.faiss_retriever) feedback (EvaluationResult attribute) fetch_items() (LocalDB method) fetch_transformed_items() (LocalDB method) find_demo_parameter() (Generator static method) fit() (Trainer method), [1], [2] fix_json_escaped_single_quotes() (in module core.functional) fix_json_missing_commas() (in module core.functional) FloatParser (class in core.string_parser) FLUENCY (GEvalMetric attribute), [1] fn_schema_str() (FunctionDefinition method) format_class_str() (DataClass class method) format_example_str() (DataClass method) format_instructions() (BooleanOutputParser method) (JsonOutputParser method), [1] (ListOutputParser method), [1] (OutputParser method) (YamlOutputParser method), [1] format_vector_search_query() (PostgresRetriever class method) forward() (EvalFnToTextLoss method), [1], [2] (Generator method) (GradComponent method) (LLMAsTextLoss method), [1], [2] (LossComponent method) (Retriever method) (Sum method), [1] from_config() (Component class method) (Embedder class method) (Generator class method)

from_dict() (Component class method) (DataClass class method) (Document class method) (DynamicDataClassFactory static method) (GroqAPIClient class method) (OllamaClient class method) (OpenAIClient class method) (Parameter class method), [1] (Prompt class method) from_dict_to_json() (in module core.functional) from_dict_to_yaml() (in module core.functional) from_function() (FunctionExpression class method) from_json() (DataClass class method) from_json_to_dict() (in module core.functional) from_response_id (Parameter attribute), [1] from_yaml() (DataClass class method) from_yaml_to_dict() (in module core.functional) full_response (Parameter attribute), [1] fun_to_component() (in module core.component) func_desc (FunctionDefinition attribute) func_name (FunctionDefinition attribute) func_parameters (FunctionDefinition attribute) FunComponent (class in core.component) Function (class in core.types) function (StepOutput attribute) function_definitions (ToolManager property) FunctionDefinition (class in core.types) FunctionExpression (class in core.types) FunctionOutput (class in core.types) FunctionTool (class in core.func_tool)

G

gather_trainer_states() (Trainer method), [1], [2] generate_function_call_expression_from_callable() (in module core.functional) generate_readable_key_for_function() (in module core.functional) Generator (class in core.generator) generator_names (GeneratorStateLogger property) generator_names_to_files (GeneratorCallLogger property) GENERATOR_OUTPUT (ParameterType attribute) GeneratorCallLogger (class in tracing.generator_call_logger) GeneratorCallRecord (class in tracing.generator_call_logger) GeneratorOutput (class in core.types) GeneratorStateLogger (class in tracing.generator_state_logger) GeneratorStatesRecord (class in tracing.generator_state_logger) get() (EntityMapping class method) get_adalflow_default_root_path() (in module utils.global_config) get_all() (EntityMapping class method) get_all_messages_content() (in module components.model_client.openai_client) get_cache_path() (Generator method) get_calls() (GeneratorCallLogger method) get_chat_history_str() (Conversation method) get_current_script_and_line() (in module utils.logger) get_dataclass_schema() (in module core.functional) get_default_task_instruction() (BigBenchHard static method), [1] get_device() (in module components.model_client.transformers_client) get_dialog_turns() (Conversation method) get_enum_schema() (in module core.functional) get_examples_str() (DataClassParser method), [1] get_first_message_content() (in module components.model_client.anthropic_client) (in module components.model_client.bedrock_client) (in module components.model_client.openai_client) get_fun_schema() (in module core.functional) get_grad_fn() (Parameter method), [1] get_gradient_and_context_text() (Parameter method), [1] get_gradient_memory_text() (TGDOptimizer method), [1], [2] get_gradients_names() (Parameter method), [1] get_input_fields() (DataClass class method) get_input_format_str() (DataClassParser method), [1] get_input_str() (DataClassParser method), [1] get_jinja2_environment() (in module core.prompt_builder) get_log_location() (GeneratorCallLogger method) (GeneratorStateLogger method)

get_logger() (in module utils.logger) get_model_args() (in module core.types) get_next_order() (Conversation method) get_output_fields() (DataClass class method) get_output_format_str() (DataClassParser method), [1] get_param_info() (Parameter method), [1] get_probabilities() (in module components.model_client.openai_client) get_prompt() (Generator method) get_prompt_variables() (Prompt method) get_short_value() (Parameter method), [1] get_string_tokens() (Tokenizer method) get_subcomponent() (Component method) get_task_desc() (DataClass class method) get_task_desc_str() (DataClassParser method), [1] get_top_k_indices_scores() (in module core.functional) get_transformed_data() (LocalDB method) get_transformer_keys() (LocalDB method) get_type_schema() (in module core.functional) GEvalJudgeEvaluator (class in eval) (class in eval.g_eval) GEvalLLMJudge (class in eval) (class in eval.g_eval) GEvalMetric (class in eval) (class in eval.g_eval) gold_titles (HotPotQAData attribute), [1] GOOGLE_GENAI (ModelClientType attribute) GOOGLE_GENERATIVEAI (OptionalPackages attribute) GoogleGenAIClient (class in components.model_client.google_client) GradComponent (class in optim.grad_component) GRADIENT (ParameterType attribute) gradient_prompt (Parameter attribute) GradientContext (class in optim.parameter) gradients (Parameter attribute) gradients_context (Parameter attribute) GROQ (ModelClientType attribute) (OptionalPackages attribute) GroqAPIClient (class in components.model_client.groq_client) gts (Instruction attribute)

H

handle_streaming_response() (in module components.model_client.openai_client) hash_text() (in module utils.cache) hash_text_sha1() (in module utils.cache) HistoryPrompt (class in optim.text_grad.tgd_optimizer)

HotPotQA (class in datasets) (class in datasets.hotpot_qa) HotPotQAData (class in datasets) (class in datasets.types) HYPERPARAM (ParameterType attribute)

I

id (BaseData attribute) (Conversation attribute) (DialogTurn attribute) (Document attribute) (Example attribute), [1] (GeneratorOutput attribute) (HistoryPrompt attribute) (Parameter attribute), [1] (PromptData attribute) IncludeType (in module core.base_data_class) index (Embedding attribute) (Sample attribute) index_keys (Retriever attribute) index_path (LocalDB attribute) indexed (Retriever attribute) indices (Subset attribute) infer_bge_reranker_base() (TransformerReranker method) infer_gte_base_embedding() (TransformerEmbedder method) infer_llm() (TransformerLLM method) init_async_client() (AnthropicAPIClient method) (BedrockAPIClient method) (CohereAPIClient method) (GroqAPIClient method) (ModelClient method) (OllamaClient method) (OpenAIClient method) init_llm_client() (TransformersClient method) init_model() (TransformerEmbedder method) (TransformerLLM method) (TransformerReranker method) init_reranker_client() (TransformersClient method)

init_sync_client() (AnthropicAPIClient method) (BedrockAPIClient method) (CohereAPIClient method) (GoogleGenAIClient method) (GroqAPIClient method) (ModelClient method) (OllamaClient method) (OpenAIClient method) (TransformersClient method) initial_validation() (Trainer method), [1], [2] INNER_PRODUCT (DistanceToOperator attribute) input (EmbedderOutput attribute) (FunctionOutput attribute) (GeneratorCallRecord attribute) INPUT (ParameterType attribute) input_args (Parameter attribute), [1] insert() (Sequential method) INSTANCE (ObjectTypes attribute) Instruction (class in optim.text_grad.tgd_optimizer) instruction_to_backward_engine (Parameter attribute) instruction_to_optimizer (Parameter attribute) IntParser (class in core.string_parser) is_async (FunctionTool property) is_dataclass_instance() (in module core.functional) is_key_in_template() (Prompt method) is_normalized (EmbedderOutput property) is_normalized() (in module core.functional) is_picklable() (Component method) is_potential_dataclass() (in module core.functional) is_running_in_event_loop() (in module core.func_tool) items (LocalDB attribute)

J

json_definitions (ToolManager property) JsonOutputParser (class in components.output_parsers) (class in components.output_parsers.outputs)

JsonParser (class in core.string_parser) judgement_score_list (LLMJudgeEvalResult attribute)

K

kwargs (Function attribute)

L

L1 (DistanceToOperator attribute) L2 (DistanceToOperator attribute) LazyImport (class in utils.lazy_import) length (EmbedderOutput property) (LocalDB property) LIGHTRAG_DEFAULT_PROMPT_ARGS (in module core.default_prompt_template) LIGHTRAG_DEFAULT_PROMPT_TRAINABLE_PARAMS (in module core.default_prompt_template) ListOutputParser (class in components.output_parsers) (class in components.output_parsers.outputs) ListParser (class in core.string_parser) LLM (ModelType attribute) LLMasJudge (class in eval) (class in eval.llm_as_judge) LLMAsTextLoss (class in optim) (class in optim.text_grad) (class in optim.text_grad.llm_text_loss) LLMJudgeEvalResult (class in eval.llm_as_judge) LLMRetriever (class in components.retriever) (class in components.retriever.llm_retriever) load() (GeneratorCallLogger method) (GeneratorStateLogger method) (in module utils.file_io) (LocalDB method)

load_class() (LazyImport method) load_from_file() (BM25Retriever class method), [1] (Retriever class method) load_from_pickle() (Component class method) load_json() (in module utils.file_io) load_jsonl() (in module utils.file_io) load_meta_data() (GeneratorCallLogger method) load_pickle() (in module utils.file_io) load_state() (LocalDB class method) load_state_dict() (Component method) load_state_pickle() (Component class method) LocalDB (class in core.db) log_call() (GeneratorCallLogger method) log_prompt() (GeneratorStateLogger method) logprob (TokenLogProb attribute) longest_common_substring() (in module eval.functional) loss_fn (AdalComponent attribute), [1], [2] LOSS_OUTPUT (ParameterType attribute) loss_step() (AdalComponent method), [1], [2] LossComponent (class in optim.loss_component)

M

map_to_successor() (Parameter method), [1] mapper_setups (LocalDB attribute) max_correct_samples (Trainer attribute), [1], [2] max_error_samples (Trainer attribute), [1], [2] max_proposals_per_step (Trainer attribute), [1], [2] max_score (TrainerValidateStats attribute) max_steps (Trainer attribute), [1], [2] mean_of_score (TrainerValidateStats attribute) Memory (class in components.memory.memory) meta_data (Document attribute) metadata (AssistantResponse attribute) (Conversation attribute) (DialogTurn attribute) (GeneratorCallRecord attribute) (GeneratorOutput attribute) (UserQuery attribute) min_score (TrainerValidateStats attribute) model (EmbedderOutput attribute) model_client (Embedder attribute) (Generator attribute) model_kwargs (GeneratorCallRecord attribute) model_to_init_func (TransformerLLM attribute) model_type (Embedder attribute) (Generator attribute) ModelClient (class in core.model_client) ModelClientType (class in core.types) models (TransformerEmbedder attribute) (TransformerLLM attribute) (TransformerReranker attribute) ModelType (class in core.types) module components.agent components.agent.react components.data_process components.data_process.data_components components.data_process.text_splitter components.memory components.memory.memory components.model_client components.model_client.anthropic_client components.model_client.bedrock_client components.model_client.cohere_client components.model_client.google_client components.model_client.groq_client components.model_client.ollama_client components.model_client.openai_client components.model_client.transformers_client components.model_client.utils components.output_parsers components.output_parsers.dataclass_parser components.output_parsers.outputs components.retriever components.retriever.bm25_retriever components.retriever.faiss_retriever components.retriever.llm_retriever components.retriever.postgres_retriever components.retriever.qdrant_retriever components.retriever.reranker_retriever core.base_data_class core.component core.container core.db core.default_prompt_template core.embedder core.func_tool core.functional core.generator core.model_client core.prompt_builder core.retriever core.string_parser core.tokenizer core.tool_manager core.types datasets datasets.big_bench_hard datasets.hotpot_qa datasets.trec datasets.types datasets.utils eval eval.answer_match_acc eval.base eval.functional eval.g_eval eval.llm_as_judge eval.retriever_recall optim optim.few_shot optim.few_shot.bootstrap_optimizer optim.function optim.grad_component optim.loss_component optim.optimizer optim.parameter optim.sampler optim.text_grad optim.text_grad.backend_engine_prompt optim.text_grad.llm_text_loss optim.text_grad.ops optim.text_grad.text_loss_with_eval_fn optim.text_grad.tgd_optimizer optim.trainer optim.trainer.adal optim.trainer.trainer optim.types tracing.callback_manager tracing.decorators tracing.generator_call_logger tracing.generator_state_logger utils.cache utils.config utils.data utils.file_io utils.global_config utils.lazy_import utils.logger utils.registry utils.serialization utils.setup_env

N

name (Component attribute) (Conversation attribute) (Function attribute) (FunctionOutput attribute) (LocalDB attribute) (Parameter attribute), [1] (PromptData attribute) (Retriever attribute) (Sum attribute), [1] named_children() (Component method)

named_components() (Component method) named_parameters() (Component method) new_component() (in module utils.config) new_components_from_config() (in module utils.config) NLGTask (class in eval.g_eval) NONE (ParameterType attribute) normalize_np_array() (in module core.functional) normalize_vector() (in module core.functional) num_shots (BootstrapFewShot property), [1] num_workers (Trainer attribute), [1], [2]

O

ObjectTypes (class in utils.serialization) observation (StepOutput attribute) OLLAMA (OptionalPackages attribute) OllamaClient (class in components.model_client.ollama_client) OPENAI (ModelClientType attribute) (OptionalPackages attribute) OpenAIClient (class in components.model_client.openai_client) optim module optim.few_shot module optim.few_shot.bootstrap_optimizer module optim.function module optim.grad_component module optim.loss_component module optim.optimizer module optim.parameter module optim.sampler module optim.text_grad module optim.text_grad.backend_engine_prompt module

optim.text_grad.llm_text_loss module optim.text_grad.ops module optim.text_grad.text_loss_with_eval_fn module optim.text_grad.tgd_optimizer module optim.trainer module optim.trainer.adal module optim.trainer.trainer module optim.types module optimization_order (Trainer attribute), [1], [2] Optimizer (class in optim) (class in optim.optimizer) optimizer (Trainer attribute), [1], [2] OptionalPackages (class in utils.lazy_import) order (DialogTurn attribute) (Document attribute) output (FunctionOutput attribute) (GeneratorCallRecord attribute) OUTPUT (ParameterType attribute) output_processors (Embedder attribute) OutputParser (class in components.output_parsers.outputs)

P

param_type (Parameter attribute), [1] Parameter (class in optim) (class in optim.parameter) parameters() (Component method) ParameterType (class in optim.types) params (DemoOptimizer attribute) (Optimizer attribute), [1] (TGDOptimizer attribute), [1], [2] params_history (TGDOptimizer attribute), [1], [2] parent_doc_id (Document attribute) parse_chat_completion() (AnthropicAPIClient method) (BedrockAPIClient method) (GoogleGenAIClient method) (GroqAPIClient method) (ModelClient method) (OllamaClient method) (OpenAIClient method) (TransformerLLM method) (TransformersClient method) parse_embedding_response() (in module components.model_client.utils) (ModelClient method) (OllamaClient method) (OpenAIClient method) (TransformersClient method) parse_func_expr() (ToolManager method) parse_function_call_expr() (in module core.functional) parse_generate_response() (in module components.model_client.ollama_client) parse_json_str_to_obj() (in module core.functional) parse_stream_response() (in module components.model_client.ollama_client) (in module components.model_client.openai_client) parse_yaml_str_to_obj() (in module core.functional) parsed_input (FunctionOutput attribute) Parser (class in core.string_parser)

peers (Parameter attribute), [1] per_item_scores (EvaluationResult attribute) PGVECTOR (OptionalPackages attribute) pickle_to_file() (Component method) PostgresRetriever (class in components.retriever.postgres_retriever) pred_step() (AdalComponent method), [1], [2] predecessors (Parameter attribute), [1] prep_ckpt_file_path() (Trainer method), [1], [2] prepare_dataset_path() (in module datasets.utils) prepare_datasets() (in module datasets.trec) prepare_eval() (AdalComponent method), [1], [2] prepare_loss() (AdalComponent method), [1], [2] prepare_task() (AdalComponent method), [1], [2] preprocess() (Tokenizer method) print_prompt() (Generator method) (Prompt method) print_prompt_template() (Prompt method) printc() (in module utils.logger) Prompt (class in core.prompt_builder) PROMPT (ParameterType attribute) prompt (TrainerStepResult attribute) prompt_kwargs (GeneratorCallRecord attribute) prompt_states (GeneratorStatesRecord attribute) prompt_tokens (CompletionUsage attribute) (Usage attribute) PromptData (class in optim.types) prompts (TrainerResult attribute) propose() (BootstrapFewShot method), [1] (Optimizer method), [1] (TGDOptimizer method), [1], [2] propose_data() (Parameter method), [1] proposing (Optimizer attribute), [1] (Parameter attribute), [1] (TGDOptimizer attribute), [1], [2]

Q

QDRANT (OptionalPackages attribute) QdrantRetriever (class in components.retriever.qdrant_retriever) query (RetrieverOutput attribute)

query_str (UserQuery attribute) question (Example attribute), [1] (TrecData attribute), [1]

R

random_replace() (ClassSampler method), [1] (RandomSampler method), [1] (Sampler method), [1] random_sample() (ClassSampler method), [1] (in module core.functional) (RandomSampler method), [1] RandomSampler (class in optim) (class in optim.sampler) raw_response (EmbedderOutput attribute) (GeneratorOutput attribute) ReActAgent (class in components.agent) (class in components.agent.react) register() (EntityMapping class method) register_callback() (CallbackManager method) register_component() (Component method) register_generator() (GeneratorCallLogger method) register_parameter() (Component method) register_transformer() (LocalDB method) RELEVANCE (GEvalMetric attribute), [1] render_history() (TGDOptimizer method), [1], [2] represent_ordereddict() (in module core.functional) required_field() (in module core.base_data_class) requires_opt (PromptData attribute) RERANKER (ModelType attribute) RerankerRetriever (class in components.retriever) (class in components.retriever.reranker_retriever) reset() (GeneratorCallLogger method) (LocalDB method) (ReActAgent method), [1] reset_gradients() (Parameter method), [1]

reset_gradients_context() (Parameter method), [1] reset_index() (BM25Retriever method), [1] (FAISSRetriever method) (LLMRetriever method), [1] (QdrantRetriever method) (RerankerRetriever method), [1] (Retriever method) reset_mock_output() (Generator method) response_desc (GradientContext attribute) response_str (AssistantResponse attribute) responses (Instruction attribute) retrieve_by_sql() (PostgresRetriever method) retrieve_embedding_queries() (FAISSRetriever method) retrieve_string_queries() (FAISSRetriever method) Retriever (class in core.retriever) RETRIEVER_OUTPUT (ParameterType attribute) retriever_output_to_context_str() (in module components.data_process.data_components) RetrieverOutput (class in core.types) RetrieverOutputToContextStr (class in components.data_process) (class in components.data_process.data_components) RetrieverRecall (class in eval) (class in eval.retriever_recall) revert() (BootstrapFewShot method), [1] (Optimizer method), [1] (TGDOptimizer method), [1], [2] revert_data() (Parameter method), [1] role_desc (Parameter attribute), [1] run_async_in_new_loop() (in module core.tool_manager) run_one_loss_sample() (AdalComponent method), [1], [2] run_one_task_sample() (AdalComponent method), [1], [2]

S

safe_import() (in module utils.lazy_import) Sample (class in optim.sampler) sample() (BootstrapFewShot method), [1] sample_subset_dataset() (in module datasets.trec) Sampler (class in optim) (class in optim.sampler) samples_to_str() (BootstrapFewShot static method), [1] sandbox_exec() (in module core.functional) save() (GeneratorStateLogger method) (in module utils.file_io) save_csv() (in module utils.file_io) save_json() (in module utils.file_io) save_meta_data() (GeneratorCallLogger method) save_pickle() (in module utils.file_io) save_state() (LocalDB method) save_to_file() (BM25Retriever method), [1] (Retriever method) SCHEMA (DataClassFormatType attribute) score (Document attribute) (EvaluationResult attribute) (Instruction attribute) Sequential (class in core.container) serialize() (in module utils.serialization) set_assistant_response() (DialogTurn method) set_backward_engine() (EvalFnToTextLoss method), [1], [2] (Generator method) (GradComponent method) (LossComponent method) set_cache_path() (Generator method) set_data_map_func() (Generator method) set_dataset() (DemoOptimizer method), [1] (RandomSampler method), [1] (Sampler method), [1] set_eval_fn_input() (Parameter method), [1] set_grad_fn() (Parameter method), [1] set_input_fields() (DataClass class method) set_llm_client() (TransformersClient method) set_max_steps() (DataLoader method) set_mock_output() (Generator method) set_output_fields() (DataClass class method)

set_parameters() (Generator method) set_peers() (Parameter method), [1] set_predecessors() (Parameter method), [1] set_score() (Parameter method), [1] set_task_desc() (DataClass class method) set_teacher_generator() (Generator method) set_user_query() (DialogTurn method) setup_env() (in module utils.setup_env) SIGNATURE_JSON (DataClassFormatType attribute) SIGNATURE_YAML (DataClassFormatType attribute) SIMPLE_DEFAULT_LIGHTRAG_SYSTEM_PROMPT (in module core.default_prompt_template) split_text() (TextSplitter method), [1] split_text_by_word_fn() (in module components.retriever) (in module components.retriever.bm25_retriever) split_text_by_word_fn_then_lower_tokenized() (in module components.retriever) (in module components.retriever.bm25_retriever) split_text_tokenized() (in module components.retriever.bm25_retriever) SQLALCHEMY (OptionalPackages attribute) state_dict() (Component method) (Optimizer method), [1] std_of_score (TrainerValidateStats attribute) step (StepOutput attribute) (TrainerStepResult attribute) step() (BootstrapFewShot method), [1] (Optimizer method), [1] (TGDOptimizer method), [1], [2] step_data() (Parameter method), [1] step_results (TrainerResult attribute) StepOutput (class in core.types) steps (TrainerResult attribute) strategy (Trainer attribute), [1], [2] Subset (class in utils.data) subset_dataset() (in module utils.data) successor_map_fn (Parameter attribute), [1] Sum (class in optim.text_grad) (class in optim.text_grad.ops) sum_ops() (in module optim.text_grad) (in module optim.text_grad.ops) SUM_OUTPUT (ParameterType attribute) SUMMARIZATION (NLGTask attribute) support_models (TransformersClient attribute)

T

task (AdalComponent attribute), [1], [2] teacher_mode (Component attribute) test_dataset (Trainer attribute), [1], [2] test_score (TrainerStepResult attribute) test_scores (TrainerResult attribute) text (Document attribute) (Instruction attribute) text_optimizers (Trainer attribute), [1] TextOptimizer (class in optim) (class in optim.optimizer) TextSplitter (class in components.data_process) (class in components.data_process.text_splitter) TGDOptimizer (class in optim) (class in optim.text_grad) (class in optim.text_grad.tgd_optimizer) thought (Function attribute) (FunctionExpression attribute) time_stamp (GeneratorCallRecord attribute) (GeneratorStatesRecord attribute) (TrainerResult attribute) to_dict() (Component method) (DataClass method) (Generator method) (GroqAPIClient method) (in module utils.serialization) (OllamaClient method) (OpenAIClient method) (Parameter method), [1] (Prompt method) (Sample method) to_dict_class() (DataClass class method) to_json() (DataClass method) to_json_obj() (DataClass method) to_json_signature() (DataClass class method) to_schema() (DataClass class method) to_schema_str() (DataClass class method) to_yaml() (DataClass method) to_yaml_obj() (DataClass method) to_yaml_signature() (DataClass class method) ToEmbeddings (class in components.data_process) (class in components.data_process.data_components) token (TokenLogProb attribute) Tokenizer (class in core.tokenizer) tokenizer (TransformerLLM attribute) TokenLogProb (class in core.types) ToolManager (class in core.tool_manager) top_k (Retriever attribute) TORCH (OptionalPackages attribute) total_tokens (CompletionUsage attribute) (Usage attribute)

trace() (Component method) trace_forward_pass() (Parameter method), [1] trace_generator_call() (in module tracing.decorators) trace_generator_states() (in module tracing.decorators) trace_graph() (Parameter static method), [1] tracing (Component attribute) tracing.callback_manager module tracing.decorators module tracing.generator_call_logger module tracing.generator_state_logger module track_completion_usage() (AnthropicAPIClient method) (BedrockAPIClient method) (GoogleGenAIClient method) (GroqAPIClient method) (ModelClient method) (OpenAIClient method) train() (Component method) train_batch_size (Trainer attribute), [1], [2] train_loader (Trainer attribute), [1], [2] train_step() (AdalComponent method), [1], [2] Trainer (class in optim) (class in optim.trainer) (class in optim.trainer.trainer) trainer_state (TrainerResult attribute) TrainerResult (class in optim.types) TrainerStepResult (class in optim.types) TrainerValidateStats (class in optim.types) training (AdalComponent attribute), [1] (Component attribute) (Sum attribute) (Trainer attribute), [1] transform() (LocalDB method) transformed_items (LocalDB attribute) transformer_setups (LocalDB attribute) TransformerEmbedder (class in components.model_client.transformers_client) TransformerLLM (class in components.model_client.transformers_client) TransformerReranker (class in components.model_client.transformers_client) TRANSFORMERS (ModelClientType attribute) (OptionalPackages attribute) TransformersClient (class in components.model_client.transformers_client) TrecData (class in datasets) (class in datasets.types) TrecDataset (class in datasets) (class in datasets.trec) trigger_callbacks() (CallbackManager method) TYPE (ObjectTypes attribute)

U

UNDEFINED (ModelType attribute) update_dialog_turn() (Conversation method) update_gradient_memory() (TGDOptimizer method), [1], [2] update_prompt_kwargs() (Prompt method) update_value() (Parameter method), [1] Usage (class in core.types) usage (EmbedderOutput attribute) (GeneratorOutput attribute) use_teacher() (Component method) use_weighted_sampling() (DemoOptimizer method), [1] user_id (Conversation attribute) (DialogTurn attribute) user_query (DialogTurn attribute) user_query_timestamp (DialogTurn attribute) UserQuery (class in core.types) utils.cache module

utils.config module utils.data module utils.file_io module utils.global_config module utils.lazy_import module utils.logger module utils.registry module utils.serialization module utils.setup_env module

V

val_dataset (Trainer attribute), [1], [2] val_score (TrainerStepResult attribute) val_scores (TrainerResult attribute) validate_condition() (AdalComponent method), [1], [2] validate_data() (in module core.functional)

validate_stats (TrainerResult attribute) validation_step() (AdalComponent method), [1], [2] value (HistoryPrompt attribute) variable_desc (GradientContext attribute) vector (DialogTurn attribute) (Document attribute)

W

with_action_type() (StepOutput class method)

write_list_to_jsonl() (in module utils.file_io)

Y

yaml_definitions (ToolManager property) YamlOutputParser (class in components.output_parsers) (class in components.output_parsers.outputs)

YamlParser (class in core.string_parser)

Z

zero_grad() (TextOptimizer method), [1] (TGDOptimizer method), [1], [2]