Index

A

add_task() (llmsmith.job.job.ConcurrentJob method) (llmsmith.job.job.SequentialJob method)

add_task_input() (llmsmith.job.base.JobMemory method) add_task_output() (llmsmith.job.base.JobMemory method) args (llmsmith.task.models.FunctionCall attribute)

B

BaseChromaDBTask (class in llmsmith.task.retrieval.vector.chromadb) BaseCohereChat (class in llmsmith.task.textgen.cohere) BaseGeminiChat (class in llmsmith.task.textgen.gemini) BaseGroqChat (class in llmsmith.task.textgen.groq)

BaseOpenAIChat (class in llmsmith.task.textgen.openai) BasePgVectorTask (class in llmsmith.task.retrieval.vector.pgvector) BasePineconeTask (class in llmsmith.task.retrieval.vector.pinecone) BaseQdrantTask (class in llmsmith.task.retrieval.vector.qdrant)

C

chat() (llmsmith.task.textgen.cohere.BaseCohereChat method) (llmsmith.task.textgen.gemini.BaseGeminiChat method) (llmsmith.task.textgen.groq.BaseGroqChat method) (llmsmith.task.textgen.openai.BaseOpenAIChat method) ChatResponse (class in llmsmith.task.models) ChromaDBQueryOptions (class in llmsmith.task.retrieval.vector.options.chromadb) ChromaDBRetriever (class in llmsmith.task.retrieval.vector.chromadb) ClaudeTextGenOptions (class in llmsmith.task.textgen.options.claude) ClaudeTextGenTask (class in llmsmith.task.textgen.claude) CohereFunctionAgent (class in llmsmith.agent.function.cohere) CohereReranker (class in llmsmith.reranker.cohere)

CohereRerankerOptions (class in llmsmith.reranker.options.cohere) CohereTextGenOptions (class in llmsmith.task.textgen.options.cohere) CohereTextGenTask (class in llmsmith.task.textgen.cohere) CohereTool (class in llmsmith.agent.tool.cohere) ConcurrentJob (class in llmsmith.job.job) connectors (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) consistency (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute) content (llmsmith.task.models.TaskInput attribute) (llmsmith.task.models.TaskOutput attribute) conversation_id (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) create() (llmsmith.agent.function.openai.OpenAIFunctionAgent class method)

D

default_doc_processor() (in module llmsmith.task.retrieval.vector.base) description (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute)

distance_function (llmsmith.task.retrieval.vector.options.pgvector.PgVectorQueryOptions attribute) documents (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute)

E

execute() (llmsmith.agent.function.cohere.CohereFunctionAgent method) (llmsmith.agent.function.gemini.GeminiFunctionAgent method) (llmsmith.agent.function.groq.GroqFunctionAgent method) (llmsmith.agent.function.openai.OpenAIFunctionAgent method) (llmsmith.task.base.Task method) (llmsmith.task.retrieval.vector.chromadb.BaseChromaDBTask method) (llmsmith.task.retrieval.vector.chromadb.ChromaDBRetriever method) (llmsmith.task.retrieval.vector.pgvector.BasePgVectorTask method) (llmsmith.task.retrieval.vector.pgvector.PgVectorRetriever method) (llmsmith.task.retrieval.vector.pinecone.BasePineconeTask method) (llmsmith.task.retrieval.vector.pinecone.PineconeRetriever method) (llmsmith.task.retrieval.vector.qdrant.BaseQdrantTask method) (llmsmith.task.retrieval.vector.qdrant.QdrantRetriever method) (llmsmith.task.textgen.claude.ClaudeTextGenTask method) (llmsmith.task.textgen.cohere.CohereTextGenTask method) (llmsmith.task.textgen.gemini.GeminiTextGenTask method) (llmsmith.task.textgen.groq.GroqTextGenTask method) (llmsmith.task.textgen.openai.OpenAITextGenTask method)

extra_body (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) extra_headers (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) extra_query (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute)

F

filter (llmsmith.task.retrieval.vector.options.pinecone.PineconeQueryOptions attribute) frequency_penalty (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute)

function_calls (llmsmith.task.models.ChatResponse attribute) FunctionCall (class in llmsmith.task.models)

G

GeminiFunctionAgent (class in llmsmith.agent.function.gemini) GeminiTextGenOptions (class in llmsmith.task.textgen.options.gemini) GeminiTextGenTask (class in llmsmith.task.textgen.gemini) GeminiTool (class in llmsmith.agent.tool.gemini) generation_config (llmsmith.task.textgen.options.gemini.GeminiTextGenOptions attribute)

get_task_input() (llmsmith.job.base.JobMemory method) get_task_output() (llmsmith.job.base.JobMemory method) GroqFunctionAgent (class in llmsmith.agent.function.groq) GroqTextGenOptions (class in llmsmith.task.textgen.options.groq) GroqTextGenTask (class in llmsmith.task.textgen.groq) GroqTool (class in llmsmith.agent.tool.groq)

I

id (llmsmith.task.models.FunctionCall attribute)

include_values (llmsmith.task.retrieval.vector.options.pinecone.PineconeQueryOptions attribute)

J

Job (class in llmsmith.job.base)

JobMemory (class in llmsmith.job.base)

K

k (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute)

L

limit (llmsmith.task.retrieval.vector.options.pgvector.PgVectorQueryOptions attribute) (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute) llmsmith module llmsmith.agent module llmsmith.agent.errors module llmsmith.agent.function module llmsmith.agent.function.cohere module llmsmith.agent.function.gemini module llmsmith.agent.function.groq module llmsmith.agent.function.openai module llmsmith.agent.function.options module llmsmith.agent.function.options.openai module llmsmith.agent.tool module llmsmith.agent.tool.cohere module llmsmith.agent.tool.gemini module llmsmith.agent.tool.groq module llmsmith.agent.tool.openai module llmsmith.job module llmsmith.job.base module llmsmith.job.job module llmsmith.reranker module llmsmith.reranker.base module llmsmith.reranker.cohere module llmsmith.reranker.options module llmsmith.reranker.options.cohere module llmsmith.task module llmsmith.task.base module llmsmith.task.models module

llmsmith.task.retrieval module llmsmith.task.retrieval.vector module llmsmith.task.retrieval.vector.base module llmsmith.task.retrieval.vector.chromadb module llmsmith.task.retrieval.vector.options module llmsmith.task.retrieval.vector.options.chromadb module llmsmith.task.retrieval.vector.options.pgvector module llmsmith.task.retrieval.vector.options.pinecone module llmsmith.task.retrieval.vector.options.qdrant module llmsmith.task.retrieval.vector.pgvector module llmsmith.task.retrieval.vector.pinecone module llmsmith.task.retrieval.vector.qdrant module llmsmith.task.textgen module llmsmith.task.textgen.claude module llmsmith.task.textgen.cohere module llmsmith.task.textgen.errors module llmsmith.task.textgen.gemini module llmsmith.task.textgen.groq module llmsmith.task.textgen.openai module llmsmith.task.textgen.options module llmsmith.task.textgen.options.claude module llmsmith.task.textgen.options.cohere module llmsmith.task.textgen.options.gemini module llmsmith.task.textgen.options.groq module llmsmith.task.textgen.options.openai module logit_bias (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) logprobs (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute)

M

max_chunks_per_doc (llmsmith.reranker.options.cohere.CohereRerankerOptions attribute) max_input_tokens (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) max_tokens (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) MaxTurnsReachedException metadata (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) model (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.reranker.options.cohere.CohereRerankerOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) module llmsmith llmsmith.agent llmsmith.agent.errors llmsmith.agent.function llmsmith.agent.function.cohere llmsmith.agent.function.gemini llmsmith.agent.function.groq llmsmith.agent.function.openai llmsmith.agent.function.options llmsmith.agent.function.options.openai llmsmith.agent.tool llmsmith.agent.tool.cohere llmsmith.agent.tool.gemini llmsmith.agent.tool.groq llmsmith.agent.tool.openai llmsmith.job llmsmith.job.base llmsmith.job.job llmsmith.reranker llmsmith.reranker.base llmsmith.reranker.cohere llmsmith.reranker.options llmsmith.reranker.options.cohere llmsmith.task llmsmith.task.base llmsmith.task.models llmsmith.task.retrieval llmsmith.task.retrieval.vector llmsmith.task.retrieval.vector.base llmsmith.task.retrieval.vector.chromadb llmsmith.task.retrieval.vector.options llmsmith.task.retrieval.vector.options.chromadb llmsmith.task.retrieval.vector.options.pgvector llmsmith.task.retrieval.vector.options.pinecone llmsmith.task.retrieval.vector.options.qdrant llmsmith.task.retrieval.vector.pgvector llmsmith.task.retrieval.vector.pinecone llmsmith.task.retrieval.vector.qdrant llmsmith.task.textgen llmsmith.task.textgen.claude llmsmith.task.textgen.cohere llmsmith.task.textgen.errors llmsmith.task.textgen.gemini llmsmith.task.textgen.groq llmsmith.task.textgen.openai llmsmith.task.textgen.options llmsmith.task.textgen.options.claude llmsmith.task.textgen.options.cohere llmsmith.task.textgen.options.gemini llmsmith.task.textgen.options.groq llmsmith.task.textgen.options.openai

N

n_results (llmsmith.task.retrieval.vector.options.chromadb.ChromaDBQueryOptions attribute) name (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.models.FunctionCall attribute)

name() (llmsmith.task.base.Task method) namespace (llmsmith.task.retrieval.vector.options.pinecone.PineconeQueryOptions attribute)

O

offset (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute) OpenAIAssistantOptions (class in llmsmith.agent.function.options.openai) OpenAIAssistantTool (class in llmsmith.agent.tool.openai)

OpenAIChatTool (class in llmsmith.agent.tool.openai) OpenAIFunctionAgent (class in llmsmith.agent.function.openai) OpenAITextGenOptions (class in llmsmith.task.textgen.options.openai) OpenAITextGenTask (class in llmsmith.task.textgen.openai)

P

p (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) PgVectorQueryOptions (class in llmsmith.task.retrieval.vector.options.pgvector) PgVectorRetriever (class in llmsmith.task.retrieval.vector.pgvector) PineconeQueryOptions (class in llmsmith.task.retrieval.vector.options.pinecone) PineconeRetriever (class in llmsmith.task.retrieval.vector.pinecone)

presence_penalty (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) prompt_truncation (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) PromptBlockedException

Q

QdrantQueryOptions (class in llmsmith.task.retrieval.vector.options.qdrant)

QdrantRetriever (class in llmsmith.task.retrieval.vector.qdrant) query_filter (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute)

R

rank_fields (llmsmith.reranker.options.cohere.CohereRerankerOptions attribute) raw_output (llmsmith.task.models.ChatResponse attribute) (llmsmith.task.models.TaskOutput attribute) raw_prompting (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) request_options (llmsmith.reranker.options.cohere.CohereRerankerOptions attribute) (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.gemini.GeminiTextGenOptions attribute) rerank() (llmsmith.reranker.base.Reranker method) (llmsmith.reranker.cohere.CohereReranker method)

Reranker (class in llmsmith.reranker.base) response_format (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) return_documents (llmsmith.reranker.options.cohere.CohereRerankerOptions attribute) run() (llmsmith.job.base.Job method) (llmsmith.job.job.ConcurrentJob method) (llmsmith.job.job.SequentialJob method)

S

safety_settings (llmsmith.task.textgen.options.gemini.GeminiTextGenOptions attribute) score_threshold (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute) search_params (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute) search_queries_only (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) seed (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) SequentialJob (class in llmsmith.job.job) shard_key_selector (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute)

sparse_vector (llmsmith.task.retrieval.vector.options.pinecone.PineconeQueryOptions attribute) stop (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) stop_sequences (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) system (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) system_prompt (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute)

T

Task (class in llmsmith.task.base) task_input() (llmsmith.job.base.Job method) task_output() (llmsmith.job.base.Job method) TaskInput (class in llmsmith.task.models) TaskOutput (class in llmsmith.task.models) temperature (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) (llmsmith.task.textgen.options.cohere.CohereTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) text (llmsmith.task.models.ChatResponse attribute) TextGenException TextGenFailedException timeout (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute)

tool_choice (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) tool_resources (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) top_k (llmsmith.task.retrieval.vector.options.pinecone.PineconeQueryOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) top_logprobs (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute) top_n (llmsmith.reranker.options.cohere.CohereRerankerOptions attribute) top_p (llmsmith.agent.function.options.openai.OpenAIAssistantOptions attribute) (llmsmith.task.textgen.options.claude.ClaudeTextGenOptions attribute) (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute)

U

user (llmsmith.task.textgen.options.groq.GroqTextGenOptions attribute) (llmsmith.task.textgen.options.openai.OpenAITextGenOptions attribute)

W

where (llmsmith.task.retrieval.vector.options.chromadb.ChromaDBQueryOptions attribute) (llmsmith.task.retrieval.vector.options.pgvector.PgVectorQueryOptions attribute)

where_document (llmsmith.task.retrieval.vector.options.chromadb.ChromaDBQueryOptions attribute) with_vectors (llmsmith.task.retrieval.vector.options.qdrant.QdrantQueryOptions attribute)