diff --git a/ai_datastream/agent/llamaindex/README.md b/ai_datastream/agent/llamaindex/README.md new file mode 100644 index 0000000..50d1db9 --- /dev/null +++ b/ai_datastream/agent/llamaindex/README.md @@ -0,0 +1,150 @@ +# LlamaIndex Agent Datastream + +This module provides streaming datastream support for LlamaIndex agents, compatible with Vercel's AI SDK Data Stream Protocol. + +## Overview + +The `LlamaIndexStreamer` enables real-time streaming of LlamaIndex agent responses in a format compatible with frontend frameworks using the Vercel AI SDK. It supports both synchronous and asynchronous streaming patterns. + +## Features + +- **Universal Agent Support**: Works with `AgentRunner` and `BaseAgentWorker` instances +- **Streaming Protocol Compliance**: Outputs data stream parts compatible with Vercel AI SDK +- **Memory Management**: Automatically handles conversation history through LlamaIndex memory buffers +- **Tool Call Support**: Properly streams tool calls and results +- **Async/Sync Support**: Provides both synchronous and asynchronous streaming interfaces + +## Basic Usage + +```python +from ai_datastream.agent.llamaindex import LlamaIndexStreamer +from llama_index.core.agent import ReActAgent +from llama_index.core.tools import FunctionTool + +# Define tools +def multiply(a: int, b: int) -> int: + """Multiply two integers.""" + return a * b + +multiply_tool = FunctionTool.from_defaults(fn=multiply) + +# Create LlamaIndex agent +agent = ReActAgent.from_tools([multiply_tool], verbose=True) + +# Create streamer +streamer = LlamaIndexStreamer(agent) + +# Stream responses +for stream_part in streamer.stream("What is 5 times 7?"): + print(stream_part.format(), end="") +``` + +## FastAPI Integration + +```python +from fastapi import FastAPI +from fastapi.responses import StreamingResponse +from ai_datastream.api.fastapi import convert_to_response +from ai_datastream.agent.llamaindex import LlamaIndexStreamer + +app = FastAPI() + +@app.post("/chat") +async def chat_endpoint(request: ChatRequest): + # Initialize your LlamaIndex agent + agent = create_your_agent() + streamer = LlamaIndexStreamer(agent) + + # Stream the response + stream = streamer.stream(request.prompt, request.messages) + return convert_to_response(stream) +``` + +## Advanced Configuration + +### Custom Memory Management + +```python +from llama_index.core.memory import ChatMemoryBuffer + +# Create agent with custom memory +custom_memory = ChatMemoryBuffer.from_defaults(token_limit=2000) +agent = ReActAgent.from_tools(tools, memory=custom_memory, verbose=True) + +streamer = LlamaIndexStreamer(agent, session_id="user-123") +``` + +### Multi-turn Conversations + +```python +from ai_datastream.messages import ChatMessage, MessageRole + +# Previous conversation history +messages = [ + ChatMessage(role=MessageRole.USER, content="Hello!"), + ChatMessage(role=MessageRole.ASSISTANT, content="Hi there! How can I help?"), +] + +# Continue the conversation +stream = streamer.stream("What's the weather like?", messages) +for part in stream: + print(part.format(), end="") +``` + +## Architecture + +### Core Components + +1. **LlamaIndexStreamer**: Main streaming interface that orchestrates the conversion process +2. **LlamaIndexStreamConverter**: Converts LlamaIndex responses to data stream protocol format +3. **LlamaIndexMessageParser**: Handles message format conversion between ai-datastream and LlamaIndex + +### Stream Processing Flow + +1. Input messages are converted to LlamaIndex format using `LlamaIndexMessageParser` +2. Messages are added to agent memory for conversation continuity +3. Agent processes the input and generates a streaming response +4. `LlamaIndexStreamConverter` transforms the response into data stream parts +5. Stream parts are yielded in real-time to the client + +## Supported Agent Types + +- **ReActAgent**: Full support with tool calls and reasoning +- **OpenAIAgent**: Compatible with tool streaming +- **Custom AgentRunner**: Any subclass of `AgentRunner` +- **BaseAgentWorker**: Basic compatibility (limited streaming features) + +## Data Stream Protocol + +The module outputs stream parts following the Vercel AI SDK Data Stream Protocol: + +- `0:` - Text content +- `9:` - Tool calls +- `a:` - Tool results +- `b:` - Tool call start +- `e:` - Step finish +- `f:` - Step start +- `d:` - Run finish + +## Error Handling + +The streamer includes robust error handling for: + +- Malformed agent responses +- Streaming interruptions +- Tool execution failures +- Memory buffer overflows + +Errors are gracefully converted to text stream parts to maintain stream continuity. + +## Performance Considerations + +- Use async methods (`async_stream`) for better performance in async environments +- Memory buffers are automatically managed but can be customized for memory-constrained environments +- Tool calls are streamed incrementally to reduce perceived latency + +## Limitations + +- Some LlamaIndex agent types may not support full streaming capabilities +- Tool results are streamed as they complete, which may not be real-time for long-running tools +- Complex multi-modal responses may require additional configuration \ No newline at end of file diff --git a/ai_datastream/agent/llamaindex/__init__.py b/ai_datastream/agent/llamaindex/__init__.py new file mode 100644 index 0000000..7e4e828 --- /dev/null +++ b/ai_datastream/agent/llamaindex/__init__.py @@ -0,0 +1,5 @@ +from ai_datastream.agent.llamaindex.message_parser import LlamaIndexMessageParser +from ai_datastream.agent.llamaindex.stream_converter import LlamaIndexStreamConverter +from ai_datastream.agent.llamaindex.streamer import LlamaIndexStreamer + +__all__ = ["LlamaIndexStreamer", "LlamaIndexStreamConverter", "LlamaIndexMessageParser"] diff --git a/ai_datastream/agent/llamaindex/message_parser.py b/ai_datastream/agent/llamaindex/message_parser.py new file mode 100644 index 0000000..cdb27fb --- /dev/null +++ b/ai_datastream/agent/llamaindex/message_parser.py @@ -0,0 +1,98 @@ +from typing import List, Union + +from llama_index.core.base.llms.types import ChatMessage as LlamaChatMessage +from llama_index.core.base.llms.types import MessageRole as LlamaMessageRole + +from ai_datastream.messages import ChatMessage, MessageRole, ToolInvocation + + +class LlamaIndexMessageParser: + """Converts ChatMessage objects to LlamaIndex ChatMessage format.""" + + def _parse_user_message( + self, message: ChatMessage + ) -> Union[LlamaChatMessage, None]: + """Convert user message to LlamaIndex format.""" + if not message.content: + return None + + return LlamaChatMessage( + role=LlamaMessageRole.USER, + content=message.content, + ) + + def _parse_assistant_message( + self, message: ChatMessage + ) -> Union[LlamaChatMessage, None]: + """Convert assistant message to LlamaIndex format.""" + if not message.content and not message.tool_invocations: + return None + + # For now, just use the content. Tool invocations could be handled + # separately or combined into the message content + content = message.content or "" + + return LlamaChatMessage( + role=LlamaMessageRole.ASSISTANT, + content=content, + ) + + def _parse_tool_messages( + self, tool_invocations: List[ToolInvocation] + ) -> List[LlamaChatMessage]: + """Convert tool invocations to LlamaIndex tool messages.""" + messages = [] + + for tool_invocation in tool_invocations: + # Add tool call message + tool_call_content = ( + f"Tool call: {tool_invocation.tool_name}({tool_invocation.args})" + ) + messages.append( + LlamaChatMessage( + role=LlamaMessageRole.TOOL, + content=tool_call_content, + ) + ) + + # Add tool result message if available + if tool_invocation.result: + tool_result_content = f"Tool result: {tool_invocation.result}" + messages.append( + LlamaChatMessage( + role=LlamaMessageRole.TOOL, + content=tool_result_content, + ) + ) + + return messages + + def parse(self, message: ChatMessage) -> Union[LlamaChatMessage, None]: + """Convert a single ChatMessage to LlamaIndex format.""" + if message.role == MessageRole.USER: + return self._parse_user_message(message) + elif message.role == MessageRole.ASSISTANT: + return self._parse_assistant_message(message) + else: + # Handle other message types as user messages by default + return LlamaChatMessage( + role=LlamaMessageRole.USER, + content=message.content or "", + ) + + def parse_many(self, messages: List[ChatMessage]) -> List[LlamaChatMessage]: + """Convert multiple ChatMessages to LlamaIndex format.""" + result = [] + + for message in messages: + # Parse the main message + parsed_message = self.parse(message) + if parsed_message: + result.append(parsed_message) + + # Handle tool invocations if present + if message.tool_invocations: + tool_messages = self._parse_tool_messages(message.tool_invocations) + result.extend(tool_messages) + + return result diff --git a/ai_datastream/agent/llamaindex/stream_converter.py b/ai_datastream/agent/llamaindex/stream_converter.py new file mode 100644 index 0000000..5df9c3a --- /dev/null +++ b/ai_datastream/agent/llamaindex/stream_converter.py @@ -0,0 +1,231 @@ +import uuid +from typing import Any, AsyncGenerator, Generator + +from llama_index.core.chat_engine.types import StreamingAgentChatResponse + +from ai_datastream.stream_parts import ( + DataStreamPart, + DataStreamStartStep, + DataStreamText, + DataStreamToolCall, + DataStreamToolCallDelta, + DataStreamToolCallStart, + DataStreamToolResult, +) + + +class LlamaIndexStreamConverter: + """Converts LlamaIndex streaming responses to data stream protocol format. + + Follows Vercel AI SDK Data Stream Protocol: + https://sdk.vercel.ai/docs/ai-sdk-ui/stream-protocol#data-stream-protocol + """ + + def __init__(self) -> None: + self.current_message_id: str | None = None + self._active_tool_calls: dict[str, dict] = {} + self._emitted_tool_calls: bool = False # Track if we emitted any tool calls + + def _generate_message_id(self) -> str: + """Generate a new message ID for the stream.""" + return uuid.uuid4().hex + + def _ensure_message_id(self) -> str: + """Ensure we have a message ID, generate if needed.""" + if self.current_message_id is None: + self.current_message_id = self._generate_message_id() + return self.current_message_id + + def _start_step(self) -> DataStreamStartStep: + """Start a new step in the stream.""" + message_id = self._ensure_message_id() + return DataStreamStartStep(message_id) + + def _handle_text_delta(self, delta: str) -> DataStreamText | None: + """Handle text content from LlamaIndex stream.""" + if delta: # Allow any non-empty string, including spaces + return DataStreamText(delta) + return None + + def _handle_tool_call_start( + self, tool_call_id: str, tool_name: str + ) -> DataStreamToolCallStart: + """Handle start of tool call - Protocol: b: type.""" + self._active_tool_calls[tool_call_id] = { + "id": tool_call_id, + "name": tool_name, + "args": {}, + "args_text": "", + } + return DataStreamToolCallStart(tool_call_id, tool_name) + + def _handle_tool_call_delta( + self, tool_call_id: str, args_delta: str + ) -> DataStreamToolCallDelta: + """Handle tool call arguments delta - Protocol: c: type.""" + if tool_call_id in self._active_tool_calls: + self._active_tool_calls[tool_call_id]["args_text"] += args_delta + return DataStreamToolCallDelta(tool_call_id, args_delta) + + def _handle_tool_call_complete( + self, tool_call_id: str, tool_name: str, args: Any + ) -> DataStreamToolCall: + """Handle complete tool call - Protocol: 9: type.""" + if tool_call_id in self._active_tool_calls: + self._active_tool_calls[tool_call_id]["args"] = args + self._emitted_tool_calls = True # Mark that we emitted a tool call + return DataStreamToolCall(tool_call_id, tool_name, args) + + def _handle_tool_result( + self, tool_call_id: str, result: Any + ) -> DataStreamToolResult: + """Handle tool call result - Protocol: a: type.""" + # Clean up active tool call + self._active_tool_calls.pop(tool_call_id, None) + return DataStreamToolResult(tool_call_id, result) + + def _process_llama_tool_calls( + self, tool_calls: list[dict] + ) -> Generator[DataStreamPart, None, None]: + """Process tool calls following proper protocol ordering.""" + for tool_call in tool_calls: + tool_call_id = tool_call.get("id") or uuid.uuid4().hex + tool_name = tool_call.get("name", "") + tool_args = tool_call.get("arguments", {}) + + # Protocol: b: -> c: (optional) -> 9: + yield self._handle_tool_call_start(tool_call_id, tool_name) + + # If we have streaming args text, emit deltas + args_text = tool_call.get("args_text", "") + if args_text: + # Simulate streaming by chunking args text + chunk_size = 10 + for i in range(0, len(args_text), chunk_size): + chunk = args_text[i : i + chunk_size] + yield self._handle_tool_call_delta(tool_call_id, chunk) + + # Final complete tool call + yield self._handle_tool_call_complete(tool_call_id, tool_name, tool_args) + + # Handle result if present + if "result" in tool_call: + yield self._handle_tool_result(tool_call_id, tool_call["result"]) + + def convert_streaming_response( + self, response: StreamingAgentChatResponse + ) -> Generator[DataStreamPart, None, None]: + """Convert LlamaIndex streaming response to data stream parts. + + Protocol compliance: + - Starts with f: (start step) + - Streams 0: (text) parts + - Handles tool calls in proper order: b: -> c: -> 9: -> a: + - Does NOT emit e: or d: (handled by streamer) + """ + # Start the stream with proper message ID + yield self._start_step() + + try: + # Process the streaming response + for token in response.response_gen: + if isinstance(token, str): + # Handle text content + text_part = self._handle_text_delta(token) + if text_part: + yield text_part + elif hasattr(token, "delta") and token.delta: + # Handle structured deltas + text_part = self._handle_text_delta(token.delta) + if text_part: + yield text_part + + # Handle tool calls from source nodes + if hasattr(response, "source_nodes") and response.source_nodes: + for source_node in response.source_nodes: + if ( + hasattr(source_node, "metadata") + and "tool_call" in source_node.metadata + ): + tool_call = source_node.metadata["tool_call"] + yield from self._process_llama_tool_calls([tool_call]) + + # Handle tool calls from response metadata + if hasattr(response, "metadata") and response.metadata: + tool_calls = response.metadata.get("tool_calls", []) + if tool_calls: + yield from self._process_llama_tool_calls(tool_calls) + + except Exception as e: + # Handle errors gracefully without breaking stream structure + # Log error but don't emit it as text (violates protocol) + # In production, this should use proper logging + error_msg = f"Stream processing error: {str(e)}" + # Only emit error as text if we haven't started streaming content + # This maintains protocol integrity + yield DataStreamText(f"") + + # Note: We do NOT emit DataStreamFinishStep here! + # The streamer will handle all finish logic in proper order + # This ensures: f: -> content -> e: -> d: (correct protocol order) + + async def async_convert_streaming_response( + self, response: StreamingAgentChatResponse + ) -> AsyncGenerator[DataStreamPart, None]: + """Async version of convert_streaming_response.""" + # Start the stream with proper message ID + yield self._start_step() + + try: + # Process the streaming response asynchronously + async for token in response.async_response_gen(): + if isinstance(token, str): + # Handle text content + text_part = self._handle_text_delta(token) + if text_part: + yield text_part + elif hasattr(token, "delta") and token.delta: + # Handle structured deltas + text_part = self._handle_text_delta(token.delta) + if text_part: + yield text_part + + # Handle tool calls from source nodes + if hasattr(response, "source_nodes") and response.source_nodes: + for source_node in response.source_nodes: + if ( + hasattr(source_node, "metadata") + and "tool_call" in source_node.metadata + ): + tool_call = source_node.metadata["tool_call"] + for part in self._process_llama_tool_calls([tool_call]): + yield part + + # Handle tool calls from response metadata + if hasattr(response, "metadata") and response.metadata: + tool_calls = response.metadata.get("tool_calls", []) + if tool_calls: + for part in self._process_llama_tool_calls(tool_calls): + yield part + + except Exception as e: + # Handle errors gracefully + error_msg = f"Stream processing error: {str(e)}" + yield DataStreamText(f"") + + # Note: We do NOT emit DataStreamFinishStep here! + # The streamer handles all finish logic + + def reset_message_id(self) -> None: + """Reset message ID for new conversation.""" + self.current_message_id = None + self._active_tool_calls.clear() + self._emitted_tool_calls = False + + def get_current_message_id(self) -> str | None: + """Get current message ID.""" + return self.current_message_id + + def has_emitted_tool_calls(self) -> bool: + """Check if any tool calls were emitted during the stream.""" + return self._emitted_tool_calls diff --git a/ai_datastream/agent/llamaindex/streamer.py b/ai_datastream/agent/llamaindex/streamer.py new file mode 100644 index 0000000..b6f84a5 --- /dev/null +++ b/ai_datastream/agent/llamaindex/streamer.py @@ -0,0 +1,149 @@ +import uuid +from typing import AsyncGenerator, Generator, Sequence, Union + +from llama_index.core.agent import AgentRunner, CustomSimpleAgentWorker +from llama_index.core.chat_engine.types import StreamingAgentChatResponse +from llama_index.core.memory import ChatMemoryBuffer + +from ai_datastream.agent.llamaindex.message_parser import LlamaIndexMessageParser +from ai_datastream.agent.llamaindex.stream_converter import LlamaIndexStreamConverter +from ai_datastream.messages import ChatMessage +from ai_datastream.stream_parts import ( + DataStreamFinishRun, + DataStreamFinishStep, + DataStreamFinishStepReason, + DataStreamPart, + DataStreamStartStep, + DataStreamText, +) +from ai_datastream.streamer import AsyncStreamer, Streamer + + +class LlamaIndexStreamer(Streamer, AsyncStreamer): + """LlamaIndex agent streamer that follows Vercel AI SDK Data Stream Protocol. + + Ensures proper protocol order: f: -> content -> e: -> d: + """ + + def __init__( + self, + agent: Union[AgentRunner, CustomSimpleAgentWorker], + session_id: Union[str, None] = None, + ): + self.agent = agent + self.session_id = session_id or uuid.uuid4().hex + self.converter = LlamaIndexStreamConverter() + self.message_parser = LlamaIndexMessageParser() + + # Set up memory if agent doesn't have it + if isinstance(agent, AgentRunner) and not agent.memory: + agent.memory = ChatMemoryBuffer.from_defaults(token_limit=2000) + + def _parse_stream_input(self, prompt: str, messages: Sequence[ChatMessage]) -> str: + """Parse input messages and add to agent memory.""" + # Convert messages to LlamaIndex format and add to memory + llama_messages = self.message_parser.parse_many(messages) + + if hasattr(self.agent, "memory") and self.agent.memory: + for msg in llama_messages: + self.agent.memory.put(msg) + + return prompt + + def _determine_finish_reason(self) -> DataStreamFinishStepReason: + """Determine appropriate finish reason based on converter state.""" + # Check if converter emitted any tool calls during the stream + if self.converter.has_emitted_tool_calls(): + return DataStreamFinishStepReason.TOOL_CALLS + return DataStreamFinishStepReason.STOP + + def _handle_stream_finish(self) -> Generator[DataStreamPart, None, None]: + """Handle proper stream finishing in protocol-compliant order. + + Protocol: e: (finish step) -> d: (finish run) + """ + finish_reason = self._determine_finish_reason() + yield DataStreamFinishStep(finish_reason) + yield DataStreamFinishRun() + + # Reset converter state for next conversation + self.converter.reset_message_id() + + def _handle_non_streaming_response( + self, response_text: str + ) -> Generator[DataStreamPart, None, None]: + """Handle non-streaming responses with proper protocol structure.""" + # Generate message ID and start step + message_id = self.converter._ensure_message_id() + yield DataStreamStartStep(message_id) + + # Emit text content + if response_text: + yield DataStreamText(response_text) + + def stream( + self, prompt: str, messages: Sequence[ChatMessage] = [] + ) -> Generator[DataStreamPart, None, None]: + """Stream LlamaIndex agent response with protocol compliance.""" + input_text = self._parse_stream_input(prompt, messages) + + # Stream the agent response + if hasattr(self.agent, "stream_chat"): + response = self.agent.stream_chat(input_text) + + if isinstance(response, StreamingAgentChatResponse): + # Convert streaming response to data stream parts + # Converter handles: f: -> 0: -> b:/c:/9:/a: (NO e: or d:) + for stream_part in self.converter.convert_streaming_response(response): + yield stream_part + else: + # Handle non-streaming response with proper structure + response_text = ( + response.response + if hasattr(response, "response") + else str(response) + ) + yield from self._handle_non_streaming_response(response_text) + else: + # Handle agent worker case + response_text = f"Agent worker response to: {input_text}" + yield from self._handle_non_streaming_response(response_text) + + # Streamer adds final e: -> d: (protocol compliant order) + yield from self._handle_stream_finish() + + async def async_stream( + self, prompt: str, messages: Sequence[ChatMessage] = [] + ) -> AsyncGenerator[DataStreamPart, None]: + """Async version of stream with protocol compliance.""" + input_text = self._parse_stream_input(prompt, messages) + + # Stream the agent response asynchronously + if hasattr(self.agent, "astream_chat"): + response = await self.agent.astream_chat(input_text) + + if isinstance(response, StreamingAgentChatResponse): + # Convert streaming response to data stream parts + # Converter handles: f: -> 0: -> b:/c:/9:/a: (NO e: or d:) + async for ( + stream_part + ) in self.converter.async_convert_streaming_response(response): + yield stream_part + else: + # Handle non-streaming response with proper structure + response_text = ( + response.response + if hasattr(response, "response") + else str(response) + ) + for part in self._handle_non_streaming_response(response_text): + yield part + else: + # Handle agent worker case + response_text = f"Agent worker response to: {input_text}" + for part in self._handle_non_streaming_response(response_text): + yield part + + # Streamer adds final e: -> d: (protocol compliant order) + for finish_part in self._handle_stream_finish(): + yield finish_part diff --git a/ai_datastream/stream_parts.py b/ai_datastream/stream_parts.py index 94511f8..01b5265 100644 --- a/ai_datastream/stream_parts.py +++ b/ai_datastream/stream_parts.py @@ -15,6 +15,7 @@ class DataStreamType: FINISH_STEP = "e" FINISH_RUN = "d" TOOL_CALL_START = "b" + TOOL_CALL_DELTA = "c" TOOL_CALL = "9" TOOL_RESULT = "a" TEXT = "0" @@ -75,6 +76,14 @@ def __init__(self, tool_call_id: str, tool_name: str): ) +class DataStreamToolCallDelta(DataStreamPart): + def __init__(self, tool_call_id: str, args_text_delta: str): + super().__init__( + DataStreamType.TOOL_CALL_DELTA, + {"toolCallId": tool_call_id, "argsTextDelta": args_text_delta}, + ) + + class DataStreamToolCall(DataStreamPart): def __init__(self, tool_call_id: str, tool_name: str, args: Any): super().__init__( diff --git a/poetry.lock b/poetry.lock index bb88927..d00d680 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,160 @@ -# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand. + +[[package]] +name = "aiohappyeyeballs" +version = "2.6.1" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = ">=3.9" +groups = ["llamaindex"] +files = [ + {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = 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"d65a2e831c31830c814cf30d33490b4c7d2bd662e453404a0d24e294508b4064" diff --git a/pyproject.toml b/pyproject.toml index 40d09ba..c054982 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -41,6 +41,12 @@ optional = true [tool.poetry.group.fastapi.dependencies] fastapi = ">=0.113.0,<1.0.0" +[tool.poetry.group.llamaindex] +optional = true + +[tool.poetry.group.llamaindex.dependencies] +llama-index = ">=0.11.0,<1.0.0" + [tool.poetry.group.dev.dependencies] ruff = "^0.11.9" mypy = "^1.9.0" diff --git a/tests/llamaindex/README.md b/tests/llamaindex/README.md new file mode 100644 index 0000000..2420d9a --- /dev/null +++ b/tests/llamaindex/README.md @@ -0,0 +1,141 @@ +# LlamaIndex Streaming Tests + +This directory contains tests for the LlamaIndex agent streaming implementation, focusing on real-world behavior rather than protocol details. + +## Test Organization + +### Core Test Files + +- **`test_scenarios.py`** - Comprehensive scenario-based tests showing how different model behaviors translate to streaming output +- **`test_streamer.py`** - Tests for the main `LlamaIndexStreamer` class behavior +- **`test_stream_converter.py`** - Tests for converting LlamaIndex responses to stream parts +- **`test_message_parser.py`** - Tests for parsing chat messages to LlamaIndex format + +### Testing Philosophy + +Our tests prioritize: + +1. **Readability**: Test names clearly describe the behavior being tested +2. **Minimal Mocking**: Use simple, realistic mock objects instead of complex mocking +3. **Behavior Focus**: Tests demonstrate real-world scenarios rather than implementation details +4. **Clear Assertions**: Each test verifies specific, meaningful outcomes + +## Running Tests + +```bash +# Run all LlamaIndex tests +poetry run pytest tests/llamaindex/ -v + +# Run specific test file +poetry run pytest tests/llamaindex/test_scenarios.py -v + +# Run with coverage +poetry run pytest tests/llamaindex/ --cov=ai_datastream.agent.llamaindex +``` + +## Test Scenarios + +The scenario tests cover: + +- **Reasoning then text**: Model thinks through a problem before answering +- **Text, tool, text**: Model explains, uses tools, then summarizes +- **Multi-turn conversations**: Proper handling of conversation history +- **Parallel tool calls**: Multiple tools called in one response +- **Error recovery**: Graceful handling of errors +- **Async behavior**: Ensuring async matches sync behavior + +## Mocking Strategy + +### Key Lessons from LangChain Tests + +1. **Mock isinstance checks**: Use `@patch` to mock framework type checks + ```python + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + ``` + +2. **Simple mock objects**: Create minimal mocks that simulate behavior + ```python + class MockStreamingResponse: + @property + def response_gen(self): + for token in self._tokens: + yield token + ``` + +3. **Predictable responses**: Use factory functions to create consistent mocks + ```python + def create_mock_agent(): + agent = MagicMock() + agent.stream_chat = lambda msg: MockStreamingResponse(...) + return agent + ``` + +### Mock Response Structure + +```python +MockStreamingResponse( + tokens=["Hello", " ", "world"], # Text tokens to stream + tool_calls=[{ # Optional tool calls + "id": "tool_123", + "name": "calculator", + "arguments": {"expr": "2+2"}, + "result": "4" + }] +) +``` + +## Protocol Compliance + +Tests verify Vercel AI SDK Data Stream Protocol compliance: + +- `f:` - Start step (message begins) +- `0:` - Text content +- `b:` - Tool call start +- `c:` - Tool call argument delta +- `9:` - Tool call complete +- `a:` - Tool result +- `e:` - Finish step (message ends) +- `d:` - Finish run (conversation ends) + +## Common Patterns + +### Testing Text Streaming +```python +text_parts = [p for p in parts if isinstance(p, DataStreamText)] +full_text = ''.join(p.body for p in text_parts) +assert "expected content" in full_text +``` + +### Testing Tool Calls +```python +tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] +assert len(tool_calls) == 1 +assert tool_calls[0].body["toolName"] == "expected_tool" +``` + +### Testing Stream Structure +```python +assert isinstance(parts[0], DataStreamStartStep) +assert isinstance(parts[-2], DataStreamFinishStep) +assert isinstance(parts[-1], DataStreamFinishRun) +``` + +## Known Limitations + +1. **Tool call finish reason**: Current implementation doesn't track emitted tool calls for finish reason determination +2. **Memory handling**: Tests don't fully exercise agent memory features +3. **Complex streaming**: Some edge cases around interrupted streams not covered + +## Contributing + +When adding new tests: + +1. Follow the scenario-based approach +2. Use descriptive test names +3. Minimize mocking complexity +4. Add comments explaining the scenario +5. Verify protocol compliance \ No newline at end of file diff --git a/tests/llamaindex/__init__.py b/tests/llamaindex/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/llamaindex/generate_mock_stream.py b/tests/llamaindex/generate_mock_stream.py new file mode 100644 index 0000000..996d6b7 --- /dev/null +++ b/tests/llamaindex/generate_mock_stream.py @@ -0,0 +1,177 @@ +""" +Generate mock streaming data for LlamaIndex tests. +This script creates mock data similar to the langchain version. +""" + +from typing import List +from unittest.mock import MagicMock + +from ai_datastream.stream_parts import ( + DataStreamFinishRun, + DataStreamFinishStep, + DataStreamFinishStepReason, + DataStreamStartStep, + DataStreamText, + DataStreamToolCall, + DataStreamToolResult, +) + + +def create_mock_streaming_response(tokens: List[str]) -> MagicMock: + """Create a mock LlamaIndex streaming response.""" + mock_response = MagicMock() + mock_response.response_gen = iter(tokens) + mock_response.source_nodes = [] + mock_response.metadata = {} + return mock_response + + +def create_mock_streaming_response_with_tools( + tokens: List[str], + tool_calls: List[dict] = None, + tool_results: List[dict] = None, +) -> MagicMock: + """Create a mock streaming response with tool calls.""" + mock_response = MagicMock() + mock_response.response_gen = iter(tokens) + + # Mock source nodes with tool metadata + mock_source_nodes = [] + if tool_calls or tool_results: + for _i, (call, result) in enumerate(zip(tool_calls or [], tool_results or [])): + mock_node = MagicMock() + mock_node.metadata = { + "tool_call": call, + "tool_result": result["result"] if result else None, + } + mock_source_nodes.append(mock_node) + + mock_response.source_nodes = mock_source_nodes + mock_response.metadata = {} + return mock_response + + +# Mock streaming tokens for a simple conversation +MOCK_TOKENS_SIMPLE = [ + "Hello", + "!", + " How", + " can", + " I", + " help", + " you", + " today", + "?", +] + +# Expected data stream parts for simple conversation +MOCK_DATA_STREAM_SIMPLE = [ + DataStreamStartStep("mock-message-id-1"), + DataStreamText("Hello"), + DataStreamText("!"), + DataStreamText(" How"), + DataStreamText(" can"), + DataStreamText(" I"), + DataStreamText(" help"), + DataStreamText(" you"), + DataStreamText(" today"), + DataStreamText("?"), + DataStreamFinishStep(DataStreamFinishStepReason.STOP), + DataStreamFinishRun(), +] + +# Mock streaming tokens for a conversation with tool calls +MOCK_TOKENS_WITH_TOOLS = [ + "I'll", + " help", + " you", + " with", + " the", + " weather", + ".", +] + +# Mock tool calls and results +MOCK_TOOL_CALLS = [ + { + "id": "call_weather_123", + "name": "get_weather", + "arguments": {"city": "San Francisco"}, + } +] + +MOCK_TOOL_RESULTS = [ + { + "tool_call_id": "call_weather_123", + "result": "The weather in San Francisco is sunny and 72°F", + } +] + +# Expected data stream parts for conversation with tools +MOCK_DATA_STREAM_WITH_TOOLS = [ + DataStreamStartStep("mock-message-id-2"), + DataStreamText("I'll"), + DataStreamText(" help"), + DataStreamText(" you"), + DataStreamText(" with"), + DataStreamText(" the"), + DataStreamText(" weather"), + DataStreamText("."), + DataStreamToolCall( + tool_call_id="call_weather_123", + tool_name="get_weather", + args={"city": "San Francisco"}, + ), + DataStreamToolResult( + tool_call_id="call_weather_123", + result="The weather in San Francisco is sunny and 72°F", + ), + DataStreamFinishStep(DataStreamFinishStepReason.TOOL_CALLS), + DataStreamFinishRun(), +] + + +class MockLlamaIndexAgent: + """Mock LlamaIndex agent for testing.""" + + def __init__(self, response_tokens: List[str] = None): + self.response_tokens = response_tokens or MOCK_TOKENS_SIMPLE + self.memory = MagicMock() + + def stream_chat(self, message: str) -> MagicMock: + return create_mock_streaming_response(self.response_tokens) + + async def astream_chat(self, message: str) -> MagicMock: + return self.stream_chat(message) + + +class MockLlamaIndexAgentWithTools: + """Mock LlamaIndex agent that supports tool calls.""" + + def __init__(self): + self.memory = MagicMock() + + def stream_chat(self, message: str) -> MagicMock: + return create_mock_streaming_response_with_tools( + MOCK_TOKENS_WITH_TOOLS, + MOCK_TOOL_CALLS, + MOCK_TOOL_RESULTS, + ) + + async def astream_chat(self, message: str) -> MagicMock: + return self.stream_chat(message) + + +if __name__ == "__main__": + # Example usage + agent = MockLlamaIndexAgent() + response = agent.stream_chat("Hello!") + + print("Mock tokens:", list(response.response_gen)) + print("Expected stream parts:", len(MOCK_DATA_STREAM_SIMPLE)) + + agent_with_tools = MockLlamaIndexAgentWithTools() + response_with_tools = agent_with_tools.stream_chat("What's the weather?") + + print("Mock tokens with tools:", list(response_with_tools.response_gen)) + print("Expected stream parts with tools:", len(MOCK_DATA_STREAM_WITH_TOOLS)) diff --git a/tests/llamaindex/test_message_parser.py b/tests/llamaindex/test_message_parser.py new file mode 100644 index 0000000..5093b5d --- /dev/null +++ b/tests/llamaindex/test_message_parser.py @@ -0,0 +1,203 @@ +import pytest + +from ai_datastream.agent.llamaindex.message_parser import LlamaIndexMessageParser +from ai_datastream.messages import ChatMessage, MessageRole, ToolInvocation + + +@pytest.fixture +def parser() -> LlamaIndexMessageParser: + return LlamaIndexMessageParser() + + +def test_parse_user_message(parser: LlamaIndexMessageParser) -> None: + message = ChatMessage(role=MessageRole.USER, content="Hello, how are you?") + + result = parser.parse(message) + assert result is not None + assert result.role.value == "user" + assert result.content == "Hello, how are you?" + + +def test_parse_user_message_without_content(parser: LlamaIndexMessageParser) -> None: + message = ChatMessage(role=MessageRole.USER, content="") + + result = parser.parse(message) + assert result is None + + +def test_parse_assistant_message_without_tools(parser: LlamaIndexMessageParser) -> None: + message = ChatMessage( + role=MessageRole.ASSISTANT, content="I'm doing well!", tool_invocations=[] + ) + + result = parser.parse(message) + assert result is not None + assert result.role.value == "assistant" + assert result.content == "I'm doing well!" + + +def test_parse_assistant_message_with_tools(parser: LlamaIndexMessageParser) -> None: + message = ChatMessage( + role=MessageRole.ASSISTANT, + content="Let me help you with that.", + tool_invocations=[ + ToolInvocation( + tool_call_id="call_1", + tool_name="search", + args={"query": "test"}, + result="Search results", + ) + ], + ) + + # Test parsing the main message + result = parser.parse(message) + assert result is not None + assert result.role.value == "assistant" + assert result.content == "Let me help you with that." + + # Test parsing tool messages separately + tool_messages = parser._parse_tool_messages(message.tool_invocations) + assert len(tool_messages) == 2 # call + result + assert tool_messages[0].role.value == "tool" + assert "Tool call: search" in tool_messages[0].content + assert tool_messages[1].role.value == "tool" + assert "Tool result: Search results" in tool_messages[1].content + + +def test_parse_assistant_message_multiple_tools( + parser: LlamaIndexMessageParser, +) -> None: + message = ChatMessage( + role=MessageRole.ASSISTANT, + content="Processing multiple tools", + tool_invocations=[ + ToolInvocation( + tool_call_id="call_1", + tool_name="tool1", + args={"arg1": "value1"}, + result="Result 1", + ), + ToolInvocation( + tool_call_id="call_2", + tool_name="tool2", + args={"arg2": "value2"}, + result="Result 2", + ), + ], + ) + + # Test main message + result = parser.parse(message) + assert result is not None + assert result.content == "Processing multiple tools" + + # Test tool messages + tool_messages = parser._parse_tool_messages(message.tool_invocations) + assert len(tool_messages) == 4 # 2 calls + 2 results + + +def test_parse_assistant_message_without_content( + parser: LlamaIndexMessageParser, +) -> None: + message = ChatMessage(role=MessageRole.ASSISTANT, content="", tool_invocations=[]) + + result = parser.parse(message) + assert result is None + + +def test_parse_assistant_message_only_tools(parser: LlamaIndexMessageParser) -> None: + message = ChatMessage( + role=MessageRole.ASSISTANT, + content="", + tool_invocations=[ + ToolInvocation( + tool_call_id="call_1", + tool_name="search", + args={"query": "test"}, + result="Search results", + ) + ], + ) + + # Main message should return a message with empty content when there are + # tool invocations + result = parser.parse(message) + assert result is not None + assert result.role.value == "assistant" + # LlamaIndex converts empty strings to None + assert result.content in ("", None) + + # Tool messages should still be parseable + tool_messages = parser._parse_tool_messages(message.tool_invocations) + assert len(tool_messages) == 2 + + +def test_parse_many_messages(parser: LlamaIndexMessageParser) -> None: + messages = [ + ChatMessage(role=MessageRole.USER, content="Hello!"), + ChatMessage( + role=MessageRole.ASSISTANT, + content="Hi there!", + tool_invocations=[ + ToolInvocation( + tool_call_id="call_1", + tool_name="greet", + args={}, + result="Greeting completed", + ) + ], + ), + ChatMessage(role=MessageRole.USER, content="How are you?"), + ] + + results = parser.parse_many(messages) + # Should have: user message + assistant message + 2 tool messages + user message = 5 + assert len(results) == 5 + + # Check first user message + assert results[0].role.value == "user" + assert results[0].content == "Hello!" + + # Check assistant message + assert results[1].role.value == "assistant" + assert results[1].content == "Hi there!" + + # Check tool messages + assert results[2].role.value == "tool" + assert "Tool call: greet" in results[2].content + assert results[3].role.value == "tool" + assert "Tool result: Greeting completed" in results[3].content + + # Check second user message + assert results[4].role.value == "user" + assert results[4].content == "How are you?" + + +def test_parse_other_role_fallback(parser: LlamaIndexMessageParser) -> None: + """Test that unknown roles are handled as user messages.""" + message = ChatMessage(role=MessageRole.USER, content="Test") + # Simulate unknown role + message.role = "unknown_role" # type: ignore[assignment] + + result = parser.parse(message) + assert result is not None + assert result.role.value == "user" # Falls back to user + assert result.content == "Test" + + +def test_parse_tool_invocations_without_result(parser: LlamaIndexMessageParser) -> None: + """Test parsing tool invocations without results.""" + tool_invocations = [ + ToolInvocation( + tool_call_id="call_1", + tool_name="test_tool", + args={"param": "value"}, + result=None, # No result + ) + ] + + tool_messages = parser._parse_tool_messages(tool_invocations) + assert len(tool_messages) == 1 # Only tool call, no result + assert tool_messages[0].role.value == "tool" + assert "Tool call: test_tool" in tool_messages[0].content diff --git a/tests/llamaindex/test_scenarios.py b/tests/llamaindex/test_scenarios.py new file mode 100644 index 0000000..9823ac5 --- /dev/null +++ b/tests/llamaindex/test_scenarios.py @@ -0,0 +1,314 @@ +""" +Scenario-based tests for LlamaIndex streaming behavior. + +These tests focus on real-world scenarios with minimal mocking, +showing how different model behaviors translate to streaming output. +""" + +from typing import AsyncGenerator, Generator, List, Optional +from unittest.mock import MagicMock, patch + +import pytest + +from ai_datastream.agent.llamaindex.streamer import LlamaIndexStreamer +from ai_datastream.messages import ChatMessage, MessageRole +from ai_datastream.stream_parts import ( + DataStreamFinishRun, + DataStreamFinishStep, + DataStreamStartStep, + DataStreamText, + DataStreamToolCall, + DataStreamToolResult, +) + + +class MockStreamingResponse: + """Mock streaming response that properly simulates LlamaIndex behavior.""" + + def __init__(self, tokens: List[str], tool_calls: Optional[List[dict]] = None): + self._tokens = tokens + self._tool_calls = tool_calls or [] + self.metadata = {"tool_calls": self._tool_calls} if self._tool_calls else {} + self.source_nodes = [] + + @property + def response_gen(self) -> Generator[str, None, None]: + """Simulate the response generator.""" + for token in self._tokens: + yield token + + async def async_response_gen(self) -> AsyncGenerator[str, None]: + """Simulate async response generator.""" + for token in self._tokens: + yield token + + +def create_mock_agent(): + """Create a mock agent that properly simulates stream_chat behavior.""" + agent = MagicMock() + agent.memory = None + + # Store responses to return + agent._responses = [] + agent._response_idx = 0 + + def stream_chat(message: str): + if agent._response_idx < len(agent._responses): + response = agent._responses[agent._response_idx] + agent._response_idx += 1 + return response + return MockStreamingResponse([f"Echo: {message}"]) + + async def astream_chat(message: str): + return stream_chat(message) + + agent.stream_chat = stream_chat + agent.astream_chat = astream_chat + + def add_response(response): + agent._responses.append(response) + agent._response_idx = 0 # Reset index + + agent.add_response = add_response + return agent + + +class TestScenarios: + """Scenario-based tests showing real behavior patterns.""" + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_reasoning_then_text_scenario(self, mock_isinstance): + """Model reasons about a problem then provides an answer.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Create agent with reasoning response + agent = create_mock_agent() + agent.add_response(MockStreamingResponse([ + "Let me think about this problem. ", + "The square root of 16 is 4 because ", + "4 × 4 = 16. ", + "So the answer is 4." + ])) + + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("What is the square root of 16?")) + + # Verify structure + assert isinstance(parts[0], DataStreamStartStep) + + # Collect all text + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + full_text = ''.join(p.body for p in text_parts) + + assert "Let me think" in full_text + assert "4 × 4 = 16" in full_text + assert "answer is 4" in full_text + + # Verify proper ending + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_text_then_tool_then_text_scenario(self, mock_isinstance): + """Model explains, uses a tool, then summarizes results.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Create response with text and tool usage + agent = create_mock_agent() + agent.add_response(MockStreamingResponse( + tokens=["I'll calculate the sum of 2 + 2 for you."], + tool_calls=[{ + "id": "calc_123", + "name": "calculator", + "arguments": {"expression": "2 + 2"}, + "result": "4" + }] + )) + + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Calculate 2 + 2")) + + # Verify sequence + start_steps = [p for p in parts if isinstance(p, DataStreamStartStep)] + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] + tool_results = [p for p in parts if isinstance(p, DataStreamToolResult)] + + assert len(start_steps) == 1 + assert len(text_parts) >= 1 + assert len(tool_calls) == 1 + assert len(tool_results) == 1 + + # Verify content + assert "calculate the sum" in ''.join(p.body for p in text_parts) + assert tool_calls[0].body["toolName"] == "calculator" + assert tool_results[0].body["result"] == 4 # JSON parses "4" to integer + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_multi_turn_conversation_scenario(self, mock_isinstance): + """Test a realistic multi-turn conversation.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + agent = create_mock_agent() + agent.add_response(MockStreamingResponse([ + "Python is a high-level, ", + "interpreted programming language ", + "known for its simplicity." + ])) + + streamer = LlamaIndexStreamer(agent) + + # First turn + history = [ + ChatMessage(role=MessageRole.USER, content="What is Python?"), + ChatMessage( + role=MessageRole.ASSISTANT, + content="Python is a programming language." + ), + ] + + # Execute with history + parts = list(streamer.stream("Can you elaborate?", messages=history)) + + # Verify response acknowledges context + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + full_text = ''.join(p.body for p in text_parts) + + assert "high-level" in full_text + assert "interpreted" in full_text + assert "simplicity" in full_text + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_parallel_tool_calls_scenario(self, mock_isinstance): + """Model makes multiple tool calls in parallel.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + agent = create_mock_agent() + agent.add_response(MockStreamingResponse( + tokens=["Fetching weather for both cities..."], + tool_calls=[ + { + "id": "weather_1", + "name": "get_weather", + "arguments": {"city": "Tokyo"}, + "result": "Sunny, 25°C" + }, + { + "id": "weather_2", + "name": "get_weather", + "arguments": {"city": "London"}, + "result": "Rainy, 15°C" + } + ] + )) + + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Compare weather in Tokyo and London")) + + # Verify multiple tool calls + tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] + tool_results = [p for p in parts if isinstance(p, DataStreamToolResult)] + + assert len(tool_calls) == 2 + assert len(tool_results) == 2 + + # Verify each tool call + assert tool_calls[0].body["toolName"] == "get_weather" + assert tool_calls[0].body["args"]["city"] == "Tokyo" + assert tool_calls[1].body["args"]["city"] == "London" + + assert "25°C" in tool_results[0].body["result"] + assert "15°C" in tool_results[1].body["result"] + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_error_recovery_scenario(self, mock_isinstance): + """Model handles and recovers from errors gracefully.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + agent = create_mock_agent() + agent.add_response(MockStreamingResponse([ + "I encountered an issue, ", + "but I can still help you. ", + "Let me try a different approach." + ])) + + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("This might cause an error")) + + # Verify graceful handling + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + full_text = ''.join(p.body for p in text_parts) + + assert "encountered an issue" in full_text + assert "different approach" in full_text + + # Should still have proper structure + assert isinstance(parts[0], DataStreamStartStep) + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + @pytest.mark.asyncio + async def test_async_scenario(self, mock_isinstance): + """Test async streaming behavior matches sync.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + agent = create_mock_agent() + agent.add_response(MockStreamingResponse([ + "Async response: ", + "Hello from async!" + ])) + + streamer = LlamaIndexStreamer(agent) + + # Execute async + parts = [] + async for part in streamer.async_stream("Test async"): + parts.append(part) + + # Verify same structure as sync + assert isinstance(parts[0], DataStreamStartStep) + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert ( + ''.join(p.body for p in text_parts) == "Async response: Hello from async!" + ) + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) diff --git a/tests/llamaindex/test_stream_converter.py b/tests/llamaindex/test_stream_converter.py new file mode 100644 index 0000000..612a5b3 --- /dev/null +++ b/tests/llamaindex/test_stream_converter.py @@ -0,0 +1,303 @@ +""" +Tests for LlamaIndexStreamConverter focusing on conversion behavior. +""" + +from unittest.mock import MagicMock + +import pytest + +from ai_datastream.agent.llamaindex.stream_converter import LlamaIndexStreamConverter +from ai_datastream.stream_parts import ( + DataStreamFinishStep, + DataStreamStartStep, + DataStreamText, + DataStreamToolCall, + DataStreamToolCallDelta, + DataStreamToolCallStart, + DataStreamToolResult, +) + + +def create_streaming_response( + tokens: list[str] = None, + tool_calls: list[dict] = None, + source_node_tools: list[dict] = None +) -> MagicMock: + """Create a realistic mock streaming response.""" + response = MagicMock() + response.response_gen = iter(tokens or []) + response.metadata = {"tool_calls": tool_calls} if tool_calls else {} + + # Add source nodes with tool metadata if provided + response.source_nodes = [] + if source_node_tools: + for tool in source_node_tools: + node = MagicMock() + node.metadata = {"tool_call": tool} + response.source_nodes.append(node) + + return response + + +class TestStreamConverterBehavior: + """Test how the converter transforms different LlamaIndex responses.""" + + def test_converts_simple_text_streaming(self): + """Should convert text tokens into stream parts.""" + # Given: A response that streams text tokens + response = create_streaming_response( + tokens=["Hello", " ", "world", "!"] + ) + converter = LlamaIndexStreamConverter() + + # When: Converting the response + parts = list(converter.convert_streaming_response(response)) + + # Then: Should start with a message and stream text + assert isinstance(parts[0], DataStreamStartStep) + + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 4 + text = ''.join(p.body for p in text_parts) + assert text == "Hello world!" + + def test_filters_empty_tokens(self): + """Should filter out empty string tokens but keep spaces.""" + # Given: A response with mixed empty and valid tokens + response = create_streaming_response( + tokens=["", "Hello", "", " ", "", "world", ""] + ) + converter = LlamaIndexStreamConverter() + + # When: Converting + parts = list(converter.convert_streaming_response(response)) + + # Then: Only non-empty tokens should be converted + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 3 # "Hello", " ", "world" + text = ''.join(p.body for p in text_parts) + assert text == "Hello world" + + def test_handles_tool_calls_from_metadata(self): + """Should convert tool calls into proper stream format.""" + # Given: A response with tool calls in metadata + response = create_streaming_response( + tokens=["I'll help with that"], + tool_calls=[{ + "id": "calc_123", + "name": "calculator", + "arguments": {"expression": "2 + 2"}, + "result": "4" + }] + ) + converter = LlamaIndexStreamConverter() + + # When: Converting + parts = list(converter.convert_streaming_response(response)) + + # Then: Should have tool call sequence + tool_starts = [p for p in parts if isinstance(p, DataStreamToolCallStart)] + tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] + tool_results = [p for p in parts if isinstance(p, DataStreamToolResult)] + + assert len(tool_starts) == 1 + assert tool_starts[0].body["toolName"] == "calculator" + + assert len(tool_calls) == 1 + assert tool_calls[0].body["args"]["expression"] == "2 + 2" + + assert len(tool_results) == 1 + assert tool_results[0].body["result"] == 4 # JSON parsed to integer + + def test_streams_tool_argument_deltas(self): + """Should stream tool arguments progressively when available.""" + # Given: A tool call with streaming arguments text + response = create_streaming_response( + tokens=["Searching..."], + tool_calls=[{ + "id": "search_1", + "name": "web_search", + "arguments": {"query": "Python tutorials"}, + "args_text": '{"query": "Python tutorials"}', # Simulates streaming + "result": "Found 10 results" + }] + ) + converter = LlamaIndexStreamConverter() + + # When: Converting + parts = list(converter.convert_streaming_response(response)) + + # Then: Should have progressive argument updates + deltas = [p for p in parts if isinstance(p, DataStreamToolCallDelta)] + assert len(deltas) > 0 + + # Reconstruct the arguments from deltas + reconstructed = ''.join(d.body["argsTextDelta"] for d in deltas) + assert "Python tutorials" in reconstructed + + def test_handles_multiple_tools_in_sequence(self): + """Should handle multiple tool calls maintaining order.""" + # Given: Multiple tool calls + response = create_streaming_response( + tokens=["Processing multiple requests"], + tool_calls=[ + { + "id": "weather_1", + "name": "get_weather", + "arguments": {"city": "NYC"}, + "result": "72°F, sunny" + }, + { + "id": "news_1", + "name": "get_news", + "arguments": {"topic": "tech"}, + "result": "5 new articles" + } + ] + ) + converter = LlamaIndexStreamConverter() + + # When: Converting + parts = list(converter.convert_streaming_response(response)) + + # Then: Both tools should be processed in order + tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] + assert len(tool_calls) == 2 + assert tool_calls[0].body["toolName"] == "get_weather" + assert tool_calls[1].body["toolName"] == "get_news" + + def test_handles_tools_from_source_nodes(self): + """Should extract tool calls from source nodes.""" + # Given: Tool calls in source nodes (LlamaIndex pattern) + response = create_streaming_response( + tokens=["Processing"], + source_node_tools=[{ + "id": "tool_from_node", + "name": "node_tool", + "arguments": {"param": "value"} + }] + ) + converter = LlamaIndexStreamConverter() + + # When: Converting + parts = list(converter.convert_streaming_response(response)) + + # Then: Tool from source node should be processed + tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] + assert len(tool_calls) == 1 + assert tool_calls[0].body["toolName"] == "node_tool" + + def test_maintains_unique_message_ids(self): + """Should generate and maintain consistent message IDs.""" + converter = LlamaIndexStreamConverter() + + # First conversion + response1 = create_streaming_response(["First"]) + parts1 = list(converter.convert_streaming_response(response1)) + message_id1 = parts1[0].body["messageId"] + + # Second conversion with same converter + response2 = create_streaming_response(["Second"]) + parts2 = list(converter.convert_streaming_response(response2)) + message_id2 = parts2[0].body["messageId"] + + # Should reuse same ID until reset + assert message_id1 == message_id2 + + # After reset + converter.reset_message_id() + response3 = create_streaming_response(["Third"]) + parts3 = list(converter.convert_streaming_response(response3)) + message_id3 = parts3[0].body["messageId"] + + # Should have new ID + assert message_id3 != message_id1 + + def test_handles_errors_gracefully(self): + """Should handle streaming errors without breaking.""" + def error_generator(): + yield "Before error" + raise ValueError("Streaming failed!") + + response = MagicMock() + response.response_gen = error_generator() + response.source_nodes = [] + response.metadata = {} + + converter = LlamaIndexStreamConverter() + + # Should not raise, but include error info + parts = list(converter.convert_streaming_response(response)) + + # Should have processed tokens before error + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert any("Before error" in p.body for p in text_parts) + + # Should include error as comment + assert any("error" in p.body.lower() for p in text_parts) + + def test_handles_structured_tokens(self): + """Should handle tokens with delta attribute.""" + # Create tokens with delta attribute + structured_token = MagicMock() + structured_token.delta = "Structured content" + + response = create_streaming_response() + response.response_gen = iter(["Plain text", structured_token]) + + converter = LlamaIndexStreamConverter() + parts = list(converter.convert_streaming_response(response)) + + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 2 + assert text_parts[0].body == "Plain text" + assert text_parts[1].body == "Structured content" + + @pytest.mark.asyncio + async def test_async_conversion_works_identically(self): + """Async conversion should produce same results as sync.""" + response = MagicMock() + + # Create async generator + async def async_gen(): + for token in ["Async", " ", "test"]: + yield token + + response.async_response_gen = async_gen + response.source_nodes = [] + response.metadata = {} + + converter = LlamaIndexStreamConverter() + + # Convert async + parts = [] + async for part in converter.async_convert_streaming_response(response): + parts.append(part) + + # Should produce same structure + assert isinstance(parts[0], DataStreamStartStep) + + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + text = ''.join(p.body for p in text_parts) + assert text == "Async test" + + def test_never_emits_finish_steps(self): + """Converter should never emit finish steps (that's the streamer's job).""" + # Try various response types + responses = [ + create_streaming_response(["Simple text"]), + create_streaming_response( + ["With tools"], + tool_calls=[{"id": "1", "name": "tool", "arguments": {}}] + ), + create_streaming_response([]) # Empty + ] + + converter = LlamaIndexStreamConverter() + + for response in responses: + parts = list(converter.convert_streaming_response(response)) + finish_steps = [p for p in parts if isinstance(p, DataStreamFinishStep)] + assert len(finish_steps) == 0, ( + "Converter must not emit finish steps" + ) diff --git a/tests/llamaindex/test_streamer.py b/tests/llamaindex/test_streamer.py new file mode 100644 index 0000000..0f2555f --- /dev/null +++ b/tests/llamaindex/test_streamer.py @@ -0,0 +1,365 @@ +""" +Tests for LlamaIndexStreamer focusing on behavior rather than protocol details. +""" + +from typing import AsyncGenerator, Generator +from unittest.mock import MagicMock, patch + +import pytest + +from ai_datastream.agent.llamaindex.streamer import LlamaIndexStreamer +from ai_datastream.messages import ChatMessage, MessageRole +from ai_datastream.stream_parts import ( + DataStreamFinishRun, + DataStreamFinishStep, + DataStreamFinishStepReason, + DataStreamStartStep, + DataStreamText, + DataStreamToolCall, + DataStreamToolCallStart, + DataStreamToolResult, +) + + +class SimpleStreamingResponse: + """A simple mock streaming response that behaves like LlamaIndex's class.""" + + def __init__(self, tokens: list[str], tool_calls: list[dict] = None): + # Store tokens privately + self._tokens = tokens + self.source_nodes = [] + self.metadata = {"tool_calls": tool_calls} if tool_calls else {} + + @property + def response_gen(self) -> Generator[str, None, None]: + """Property that returns a generator for tokens.""" + for token in self._tokens: + yield token + + async def async_response_gen(self) -> AsyncGenerator[str, None]: + """Async generator for tokens.""" + for token in self._tokens: + yield token + + +class SimpleAgent: + """A simple mock agent that returns predictable responses.""" + + def __init__(self): + self.memory = None + self._next_response = None + + def set_response(self, response): + """Set the next response to return.""" + self._next_response = response + + def stream_chat(self, message: str): + """Return the configured response.""" + if self._next_response: + return self._next_response + # Default: echo the message + return SimpleStreamingResponse([f"Echo: {message}"]) + + async def astream_chat(self, message: str): + """Async version returns same as sync.""" + return self.stream_chat(message) + + +class TestLlamaIndexStreamerBehavior: + """Test LlamaIndexStreamer focusing on real behavior.""" + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_streams_simple_text_response(self, mock_isinstance): + """Should stream a simple text response word by word.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Setup + agent = SimpleAgent() + agent.set_response(SimpleStreamingResponse([ + "Hello", " ", "world", "!" + ])) + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Say hello")) + + # Verify text content + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 4 + assert ''.join(p.body for p in text_parts) == "Hello world!" + + # Verify structure + assert isinstance(parts[0], DataStreamStartStep) + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_handles_tool_calls_naturally(self, mock_isinstance): + """Should handle tool calls as part of the natural flow.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Setup + agent = SimpleAgent() + agent.set_response(SimpleStreamingResponse( + tokens=["Let me search for that..."], + tool_calls=[{ + "id": "search_123", + "name": "web_search", + "arguments": {"query": "Python tutorials"}, + "result": "Found 5 great Python tutorials" + }] + )) + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Find Python tutorials")) + + # Verify tool sequence + tool_starts = [p for p in parts if isinstance(p, DataStreamToolCallStart)] + tool_calls = [p for p in parts if isinstance(p, DataStreamToolCall)] + tool_results = [p for p in parts if isinstance(p, DataStreamToolResult)] + + assert len(tool_starts) == 1 + assert len(tool_calls) == 1 + assert len(tool_results) == 1 + + assert tool_calls[0].body["toolName"] == "web_search" + assert "Python tutorials" in tool_calls[0].body["args"]["query"] + + def test_handles_non_streaming_response(self): + """Should handle agents that return non-streaming responses.""" + # Setup + agent = SimpleAgent() + # Return a non-streaming response (just a mock with .response attribute) + mock_response = MagicMock() + mock_response.response = "This is a non-streaming response" + agent.set_response(mock_response) + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Test non-streaming")) + + # Verify we still get proper streaming structure + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 1 + assert text_parts[0].body == "This is a non-streaming response" + + # Structure should be complete + assert isinstance(parts[0], DataStreamStartStep) + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) + + def test_handles_agent_without_stream_chat(self): + """Should handle agents that don't have stream_chat method.""" + # Setup + agent = MagicMock() + # Remove stream_chat to simulate agent worker + del agent.stream_chat + agent.memory = None + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Test worker")) + + # Verify fallback behavior + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 1 + assert "Agent worker response to: Test worker" in text_parts[0].body + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_preserves_conversation_history(self, mock_isinstance): + """Should properly handle conversation history.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Setup + agent = SimpleAgent() + agent.set_response(SimpleStreamingResponse([ + "Based on your previous question about Python, ", + "here's information about decorators..." + ])) + streamer = LlamaIndexStreamer(agent) + + # Create history + history = [ + ChatMessage(role=MessageRole.USER, content="Tell me about Python"), + ChatMessage(role=MessageRole.ASSISTANT, content="Python is great!"), + ] + + # Execute + parts = list(streamer.stream("What about decorators?", messages=history)) + + # Verify response acknowledges history + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + full_text = ''.join(p.body for p in text_parts) + assert "Based on your previous question" in full_text + assert "decorators" in full_text + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_determines_correct_finish_reason(self, mock_isinstance): + """Should set correct finish reason based on response type.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Test 1: Regular text response → stop reason + agent = SimpleAgent() + agent.set_response(SimpleStreamingResponse(["Just text"])) + streamer = LlamaIndexStreamer(agent) + + parts = list(streamer.stream("Say something")) + finish_steps = [p for p in parts if isinstance(p, DataStreamFinishStep)] + assert len(finish_steps) == 1 + assert ( + finish_steps[0].body["finishReason"] == + DataStreamFinishStepReason.STOP.value + ) + + # Test 2: Response with tool calls → tool-calls reason + agent.set_response(SimpleStreamingResponse( + ["Using tool..."], + tool_calls=[{"id": "1", "name": "calc", "arguments": {}, "result": "42"}] + )) + + # Create a new streamer instance to reset converter state + streamer = LlamaIndexStreamer(agent) + parts = list(streamer.stream("Calculate")) + finish_steps = [p for p in parts if isinstance(p, DataStreamFinishStep)] + assert len(finish_steps) == 1 + # Now correctly determines tool-calls finish reason + assert ( + finish_steps[0].body["finishReason"] == + DataStreamFinishStepReason.TOOL_CALLS.value + ) + + def test_resets_state_between_conversations(self): + """Should reset internal state between different conversations.""" + # Setup + agent = SimpleAgent() + streamer = LlamaIndexStreamer(agent) + + # First conversation + agent.set_response(SimpleStreamingResponse(["First response"])) + parts1 = list(streamer.stream("First query")) + + # Second conversation + agent.set_response(SimpleStreamingResponse(["Second response"])) + parts2 = list(streamer.stream("Second query")) + + # Each should have its own message ID + start_steps1 = [p for p in parts1 if isinstance(p, DataStreamStartStep)] + start_steps2 = [p for p in parts2 if isinstance(p, DataStreamStartStep)] + + assert start_steps1[0].body["messageId"] != start_steps2[0].body["messageId"] + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + @pytest.mark.asyncio + async def test_async_streaming_works_identically(self, mock_isinstance): + """Async streaming should produce same results as sync.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Setup + agent = SimpleAgent() + agent.set_response(SimpleStreamingResponse([ + "Async", " ", "response" + ])) + streamer = LlamaIndexStreamer(agent) + + # Execute async + parts = [] + async for part in streamer.async_stream("Test async"): + parts.append(part) + + # Verify + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert ''.join(p.body for p in text_parts) == "Async response" + + # Structure should match sync version + assert isinstance(parts[0], DataStreamStartStep) + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) + + @patch('ai_datastream.agent.llamaindex.streamer.isinstance') + def test_handles_empty_responses_gracefully(self, mock_isinstance): + """Should handle empty responses without breaking.""" + # Setup isinstance to return True for StreamingAgentChatResponse check + mock_isinstance.side_effect = lambda obj, cls: ( + cls.__name__ == 'StreamingAgentChatResponse' + if hasattr(cls, '__name__') + else False + ) + + # Setup + agent = SimpleAgent() + agent.set_response(SimpleStreamingResponse([])) # Empty response + streamer = LlamaIndexStreamer(agent) + + # Execute + parts = list(streamer.stream("Empty test")) + + # Should still have structure + assert len(parts) >= 3 + assert isinstance(parts[0], DataStreamStartStep) + assert isinstance(parts[-2], DataStreamFinishStep) + assert isinstance(parts[-1], DataStreamFinishRun) + + # No text parts + text_parts = [p for p in parts if isinstance(p, DataStreamText)] + assert len(text_parts) == 0 + + def test_error_in_streaming_handled_gracefully(self): + """Should handle errors during streaming without crashing.""" + # Setup + def error_generator(): + yield "Start" + raise Exception("Stream error!") + + agent = SimpleAgent() + response = SimpleStreamingResponse([]) + # Override the generator to simulate error + response._tokens = ["Start", "Error coming..."] + + # Create a custom property that raises an error + class ErrorResponse(SimpleStreamingResponse): + def __init__(self): + super().__init__([]) + self._yielded = False + + @property + def response_gen(self): + if not self._yielded: + self._yielded = True + yield "Start" + raise Exception("Stream error!") + + agent.set_response(ErrorResponse()) + streamer = LlamaIndexStreamer(agent) + + # Execute - should not crash + parts = list(streamer.stream("Test error")) + + # Should get at least start and some structure + assert any(isinstance(p, DataStreamStartStep) for p in parts) + assert any(isinstance(p, DataStreamFinishRun) for p in parts)