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add back RAG logic
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parent
66956277a0
commit
e2bfaf9cd3
2 changed files with 16 additions and 6 deletions
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@ -66,6 +66,7 @@ from llama_stack.apis.vector_io import VectorIO
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from llama_stack.providers.utils.kvstore import KVStore
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from llama_stack.providers.utils.memory.vector_store import concat_interleaved_content
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from llama_stack.providers.utils.telemetry import tracing
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from .persistence import AgentPersistence
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from .safety import SafetyException, ShieldRunnerMixin
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@ -477,6 +478,12 @@ class ChatAgent(ShieldRunnerMixin):
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span.set_attribute("output", retrieved_context)
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span.set_attribute("tool_name", MEMORY_QUERY_TOOL)
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# append retrieved_context to the last user message
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for message in input_messages[::-1]:
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if isinstance(message, UserMessage):
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message.context = retrieved_context
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break
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output_attachments = []
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n_iter = 0
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@ -211,7 +211,7 @@ def test_code_interpreter_for_attachments(llama_stack_client, agent_config):
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}
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codex_agent = Agent(llama_stack_client, agent_config)
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session_id = codex_agent.create_session("test-session")
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session_id = codex_agent.create_session(f"test-session-{uuid4()}")
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inflation_doc = AgentDocument(
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content="https://raw.githubusercontent.com/meta-llama/llama-stack-apps/main/examples/resources/inflation.csv",
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mime_type="text/csv",
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@ -299,7 +299,7 @@ def test_rag_agent(llama_stack_client, agent_config):
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],
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}
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rag_agent = Agent(llama_stack_client, agent_config)
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session_id = rag_agent.create_session("test-session")
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session_id = rag_agent.create_session(f"test-session-{uuid4()}")
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user_prompts = [
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"What are the top 5 topics that were explained? Only list succinct bullet points.",
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]
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@ -334,7 +334,7 @@ def test_rag_and_code_agent(llama_stack_client, agent_config):
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llama_stack_client.tool_runtime.rag_tool.insert(
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documents=documents,
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vector_db_id=vector_db_id,
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chunk_size_in_tokens=512,
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chunk_size_in_tokens=128,
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)
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agent_config = {
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**agent_config,
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@ -347,7 +347,6 @@ def test_rag_and_code_agent(llama_stack_client, agent_config):
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],
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}
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agent = Agent(llama_stack_client, agent_config)
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session_id = agent.create_session("test-session")
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inflation_doc = Document(
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document_id="test_csv",
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content="https://raw.githubusercontent.com/meta-llama/llama-stack-apps/main/examples/resources/inflation.csv",
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@ -355,22 +354,26 @@ def test_rag_and_code_agent(llama_stack_client, agent_config):
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metadata={},
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)
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user_prompts = [
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(
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"Here is a csv file, can you describe it?",
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[inflation_doc],
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"code_interpreter",
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),
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(
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"What are the top 5 topics that were explained? Only list succinct bullet points.",
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[],
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"query_from_memory",
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),
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("What is the average yearly inflation?", [inflation_doc], "code_interpreter"),
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]
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for prompt, docs, tool_name in user_prompts:
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print(f"User> {prompt}")
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session_id = agent.create_session(f"test-session-{uuid4()}")
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response = agent.create_turn(
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messages=[{"role": "user", "content": prompt}],
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session_id=session_id,
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documents=docs,
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)
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logs = [str(log) for log in EventLogger().log(response) if log is not None]
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logs_str = "".join(logs)
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assert f"Tool:{tool_name}" in logs_str
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