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"^2.0.28" greenlet = "^3.0.3" aiosqlite = "^0.20.0" +ollama = ">=0.4.4" [tool.poetry.group.dev.dependencies] pytest = ">=7.4.0" diff --git a/src/codegate/codegate_logging.py b/src/codegate/codegate_logging.py index acb9c17c..9a27a4f8 100644 --- a/src/codegate/codegate_logging.py +++ b/src/codegate/codegate_logging.py @@ -75,6 +75,7 @@ def setup_logging( structlog.processors.CallsiteParameterAdder( [ structlog.processors.CallsiteParameter.MODULE, + structlog.processors.CallsiteParameter.PATHNAME, ] ), ] diff --git a/src/codegate/config.py b/src/codegate/config.py index cd92bad8..e65d0534 100644 --- a/src/codegate/config.py +++ b/src/codegate/config.py @@ -19,7 +19,7 @@ "openai": "https://api.openai.com/v1", "anthropic": "https://api.anthropic.com/v1", "vllm": "http://localhost:8000", # Base URL without /v1 path - "ollama": "http://localhost:11434/api", # Default Ollama server URL + "ollama": "http://localhost:11434", # Default Ollama server URL } diff --git a/src/codegate/llm_utils/llmclient.py b/src/codegate/llm_utils/llmclient.py index c2a6d140..a8bcdd38 100644 --- a/src/codegate/llm_utils/llmclient.py +++ b/src/codegate/llm_utils/llmclient.py @@ -2,7 +2,7 @@ from typing import Any, Dict, Optional import structlog -from litellm import acompletion +from litellm import acompletion, completion from codegate.config import Config from codegate.inference import LlamaCppInferenceEngine @@ -112,18 +112,27 @@ async def _complete_litellm( if not base_url.endswith("/v1"): base_url = f"{base_url}/v1" else: - model = f"{provider}/{model}" + if not model.startswith(f"{provider}/"): + model = f"{provider}/{model}" try: - response = await acompletion( - model=model, - messages=request["messages"], - api_key=api_key, - temperature=request["temperature"], - base_url=base_url, - response_format=request["response_format"], - ) - + if provider == "ollama": + response = completion( + model=model, + messages=request["messages"], + api_key=api_key, + temperature=request["temperature"], + base_url=base_url, + ) + else: + response = await acompletion( + model=model, + messages=request["messages"], + api_key=api_key, + temperature=request["temperature"], + base_url=base_url, + response_format=request["response_format"], + ) content = response["choices"][0]["message"]["content"] # Clean up code blocks if present @@ -133,5 +142,5 @@ async def _complete_litellm( return json.loads(content) except Exception as e: - logger.error(f"LiteLLM completion failed: {e}") + logger.error(f"LiteLLM completion failed {provider}/{model} ({content}): {e}") return {} diff --git a/src/codegate/pipeline/output.py b/src/codegate/pipeline/output.py index 2cd37a56..70a25601 100644 --- a/src/codegate/pipeline/output.py +++ b/src/codegate/pipeline/output.py @@ -134,7 +134,6 @@ async def process_stream( # Yield all processed chunks for c in current_chunks: - logger.debug(f"Yielding chunk {c}") self._store_chunk_content(c) self._context.buffer.clear() yield c diff --git a/src/codegate/providers/base.py b/src/codegate/providers/base.py index 53e68344..d9d04566 100644 --- a/src/codegate/providers/base.py +++ b/src/codegate/providers/base.py @@ -214,17 +214,18 @@ async def complete( provider-specific format """ normalized_request = self._input_normalizer.normalize(data) - streaming = data.get("stream", False) + streaming = normalized_request.get("stream", False) prompt_db = await self._db_recorder.record_request( normalized_request, is_fim_request, self.provider_route_name ) + prompt_db_id = prompt_db.id if prompt_db is not None else None input_pipeline_result = await self._run_input_pipeline( normalized_request, api_key, data.get("base_url"), is_fim_request, - prompt_id=prompt_db.id, + prompt_id=prompt_db_id, ) if input_pipeline_result.response: await self._db_recorder.record_alerts(input_pipeline_result.context.alerts_raised) @@ -239,7 +240,6 @@ async def complete( # Execute the completion and translate the response # This gives us either a single response or a stream of responses # based on the streaming flag - logger.info(f"Executing completion with {provider_request}") model_response = await self._completion_handler.execute_completion( provider_request, api_key=api_key, stream=streaming, is_fim_request=is_fim_request ) @@ -259,9 +259,7 @@ async def complete( model_response = self._db_recorder.record_output_stream(prompt_db, model_response) pipeline_output_stream = await self._run_output_stream_pipeline( - input_pipeline_result.context, - model_response, - is_fim_request=is_fim_request, + input_pipeline_result.context, model_response, is_fim_request=is_fim_request ) return self._cleanup_after_streaming(pipeline_output_stream, input_pipeline_result.context) diff --git a/src/codegate/providers/ollama/adapter.py b/src/codegate/providers/ollama/adapter.py index 9e847774..a0407c9d 100644 --- a/src/codegate/providers/ollama/adapter.py +++ b/src/codegate/providers/ollama/adapter.py @@ -1,13 +1,15 @@ -from typing import Any, Dict +import uuid +from datetime import datetime, timezone +from typing import Any, AsyncIterator, Dict, Union -from litellm import ChatCompletionRequest +from litellm import ChatCompletionRequest, ModelResponse +from litellm.types.utils import Delta, StreamingChoices +from ollama import ChatResponse, Message from codegate.providers.normalizer.base import ModelInputNormalizer, ModelOutputNormalizer class OllamaInputNormalizer(ModelInputNormalizer): - def __init__(self): - super().__init__() def normalize(self, data: Dict) -> ChatCompletionRequest: """ @@ -15,23 +17,17 @@ def normalize(self, data: Dict) -> ChatCompletionRequest: """ # Make a copy of the data to avoid modifying the original and normalize the message content normalized_data = self._normalize_content_messages(data) + normalized_data["model"] = data.get("model", "").strip() normalized_data["options"] = data.get("options", {}) - # Add any context or system prompt if provided - if "context" in data: - normalized_data["context"] = data["context"] - if "system" in data: - normalized_data["system"] = data["system"] + if "prompt" in normalized_data: + normalized_data["messages"] = [ + {"content": normalized_data.pop("prompt"), "role": "user"} + ] - # Format the model name - if "model" in normalized_data: - normalized_data["model"] = data["model"].strip() - - # Ensure the base_url ends with /api if provided - if "base_url" in normalized_data: - base_url = normalized_data["base_url"].rstrip("/") - if not base_url.endswith("/api"): - normalized_data["base_url"] = f"{base_url}/api" + # In Ollama force the stream to be True. Continue is not setting this parameter and + # most of our functionality is for streaming completions. + normalized_data["stream"] = True return ChatCompletionRequest(**normalized_data) @@ -42,18 +38,98 @@ def denormalize(self, data: ChatCompletionRequest) -> Dict: return data +class OLlamaToModel(AsyncIterator[ModelResponse]): + def __init__(self, ollama_response: AsyncIterator[ChatResponse]): + self.ollama_response = ollama_response + self._aiter = ollama_response.__aiter__() + + def __aiter__(self): + return self + + async def __anext__(self): + try: + chunk = await self._aiter.__anext__() + if not isinstance(chunk, ChatResponse): + return chunk + + finish_reason = None + role = "assistant" + + # Convert the datetime object to a timestamp in seconds + datetime_obj = datetime.fromisoformat(chunk.created_at) + timestamp_seconds = int(datetime_obj.timestamp()) + + if chunk.done: + finish_reason = "stop" + role = None + + model_response = ModelResponse( + id=f"ollama-chat-{str(uuid.uuid4())}", + created=timestamp_seconds, + model=chunk.model, + object="chat.completion.chunk", + choices=[ + StreamingChoices( + finish_reason=finish_reason, + index=0, + delta=Delta(content=chunk.message.content, role=role), + logprobs=None, + ) + ], + ) + return model_response + except StopAsyncIteration: + raise StopAsyncIteration + + +class ModelToOllama(AsyncIterator[ChatResponse]): + + def __init__(self, normalized_reply: AsyncIterator[ModelResponse]): + self.normalized_reply = normalized_reply + self._aiter = normalized_reply.__aiter__() + + def __aiter__(self): + return self + + async def __anext__(self) -> Union[ChatResponse]: + try: + chunk = await self._aiter.__anext__() + if not isinstance(chunk, ModelResponse): + return chunk + # Convert the timestamp to a datetime object + datetime_obj = datetime.fromtimestamp(chunk.created, tz=timezone.utc) + created_at = datetime_obj.isoformat() + + message = chunk.choices[0].delta.content + done = False + if chunk.choices[0].finish_reason == "stop": + done = True + message = "" + + # Convert the model response to an Ollama response + ollama_response = ChatResponse( + model=chunk.model, + created_at=created_at, + done=done, + message=Message(content=message, role="assistant"), + ) + return ollama_response + except StopAsyncIteration: + raise StopAsyncIteration + + class OllamaOutputNormalizer(ModelOutputNormalizer): def __init__(self): super().__init__() def normalize_streaming( self, - model_reply: Any, - ) -> Any: + model_reply: AsyncIterator[ChatResponse], + ) -> AsyncIterator[ModelResponse]: """ Pass through Ollama response """ - return model_reply + return OLlamaToModel(model_reply) def normalize(self, model_reply: Any) -> Any: """ @@ -68,10 +144,9 @@ def denormalize(self, normalized_reply: Any) -> Any: return normalized_reply def denormalize_streaming( - self, - normalized_reply: Any, - ) -> Any: + self, normalized_reply: AsyncIterator[ModelResponse] + ) -> AsyncIterator[ChatResponse]: """ Pass through Ollama response """ - return normalized_reply + return ModelToOllama(normalized_reply) diff --git a/src/codegate/providers/ollama/completion_handler.py b/src/codegate/providers/ollama/completion_handler.py index 4cc05737..d5ed5c59 100644 --- a/src/codegate/providers/ollama/completion_handler.py +++ b/src/codegate/providers/ollama/completion_handler.py @@ -1,48 +1,40 @@ -import asyncio -import json -from typing import Any, AsyncIterator, Optional +from typing import AsyncIterator, Optional, Union -import httpx import structlog from fastapi.responses import JSONResponse, StreamingResponse from litellm import ChatCompletionRequest +from ollama import AsyncClient, ChatResponse, GenerateResponse +from codegate.config import Config from codegate.providers.base import BaseCompletionHandler logger = structlog.get_logger("codegate") -async def get_async_ollama_response(client, request_url, data): +async def ollama_stream_generator( + stream: AsyncIterator[ChatResponse], +) -> AsyncIterator[str]: + """OpenAI-style SSE format""" try: - async with client.stream("POST", request_url, json=data, timeout=30.0) as response: - response.raise_for_status() - async for line in response.aiter_lines(): - if line.strip(): - try: - # Parse the response to ensure it's valid JSON - response_data = json.loads(line) - # Add newline to ensure proper streaming - yield line.encode("utf-8") + b"\n" - # If this is the final response, break - if response_data.get("done", False): - break - # Small delay to prevent overwhelming the client - await asyncio.sleep(0.01) - except json.JSONDecodeError: - yield json.dumps({"error": "Invalid JSON response"}).encode("utf-8") + b"\n" - break - except Exception as e: - yield json.dumps({"error": str(e)}).encode("utf-8") + b"\n" - break + async for chunk in stream: + try: + yield f"{chunk.model_dump_json()}\n\n" + except Exception as e: + yield f"{str(e)}\n\n" except Exception as e: - yield json.dumps({"error": f"Stream error: {str(e)}"}).encode("utf-8") + b"\n" + yield f"{str(e)}\n\n" -class OllamaCompletionHandler(BaseCompletionHandler): +class OllamaShim(BaseCompletionHandler): + def __init__(self): - self.client = httpx.AsyncClient(timeout=30.0) - # Depends if the request is Chat or FIM - self._url_mapping = {False: "/chat", True: "/generate"} + config = Config.get_config() + if config is None: + provided_urls = {} + else: + provided_urls = config.provider_urls + base_url = provided_urls.get("ollama", "http://localhost:11434/") + self.client = AsyncClient(host=base_url, timeout=300) async def execute_completion( self, @@ -50,19 +42,29 @@ async def execute_completion( api_key: Optional[str], stream: bool = False, is_fim_request: bool = False, - ) -> AsyncIterator: + ) -> Union[ChatResponse, GenerateResponse]: """Stream response directly from Ollama API.""" - request_path = self._url_mapping[is_fim_request] - request_url = f"{request['base_url']}{request_path}" - return get_async_ollama_response(self.client, request_url, request) + if is_fim_request: + prompt = request["messages"][0]["content"] + response = await self.client.generate( + model=request["model"], prompt=prompt, stream=stream, options=request["options"] + ) + else: + response = await self.client.chat( + model=request["model"], + messages=request["messages"], + stream=stream, + options=request["options"], + ) + return response - def _create_streaming_response(self, stream: AsyncIterator[Any]) -> StreamingResponse: + def _create_streaming_response(self, stream: AsyncIterator[ChatResponse]) -> StreamingResponse: """ Create a streaming response from a stream generator. The StreamingResponse is the format that FastAPI expects for streaming responses. """ return StreamingResponse( - stream, + ollama_stream_generator(stream), media_type="application/x-ndjson", headers={ "Cache-Control": "no-cache", @@ -70,5 +72,7 @@ def _create_streaming_response(self, stream: AsyncIterator[Any]) -> StreamingRes }, ) - def _create_json_response(self, response: Any) -> JSONResponse: - raise NotImplementedError("JSON Reponse in Ollama not implemented yet.") + def _create_json_response( + self, response: Union[GenerateResponse, ChatResponse] + ) -> JSONResponse: + return JSONResponse(content=response.model_dump_json(), status_code=200) diff --git a/src/codegate/providers/ollama/provider.py b/src/codegate/providers/ollama/provider.py index b3b7b35c..d36f4110 100644 --- a/src/codegate/providers/ollama/provider.py +++ b/src/codegate/providers/ollama/provider.py @@ -3,12 +3,11 @@ from fastapi import Request -from codegate.config import Config from codegate.pipeline.base import SequentialPipelineProcessor from codegate.pipeline.output import OutputPipelineProcessor from codegate.providers.base import BaseProvider from codegate.providers.ollama.adapter import OllamaInputNormalizer, OllamaOutputNormalizer -from codegate.providers.ollama.completion_handler import OllamaCompletionHandler +from codegate.providers.ollama.completion_handler import OllamaShim class OllamaProvider(BaseProvider): @@ -19,7 +18,7 @@ def __init__( output_pipeline_processor: Optional[OutputPipelineProcessor] = None, fim_output_pipeline_processor: Optional[OutputPipelineProcessor] = None, ): - completion_handler = OllamaCompletionHandler() + completion_handler = OllamaShim() super().__init__( OllamaInputNormalizer(), OllamaOutputNormalizer(), @@ -28,13 +27,6 @@ def __init__( fim_pipeline_processor, output_pipeline_processor, ) - # Get the Ollama base URL - config = Config.get_config() - if config is None: - provided_urls = {} - else: - provided_urls = config.provider_urls - self.base_url = provided_urls.get("ollama", "http://localhost:11434/api") @property def provider_route_name(self) -> str: @@ -54,9 +46,7 @@ def _setup_routes(self): async def create_completion(request: Request): body = await request.body() data = json.loads(body) - if "base_url" not in data or not data["base_url"]: - data["base_url"] = self.base_url is_fim_request = self._is_fim_request(request, data) - stream = await self.complete(data, None, is_fim_request=is_fim_request) + stream = await self.complete(data, api_key=None, is_fim_request=is_fim_request) return self._completion_handler.create_response(stream) diff --git a/tests/providers/ollama/test_ollama_adapter.py b/tests/providers/ollama/test_ollama_adapter.py index 7c3728c1..82c40bcd 100644 --- a/tests/providers/ollama/test_ollama_adapter.py +++ b/tests/providers/ollama/test_ollama_adapter.py @@ -18,21 +18,6 @@ def test_normalize_ollama_input(): normalized = normalizer.normalize(data) assert normalized["model"] == "codellama:7b-instruct" # Space removed - # Test base URL handling - data = {"model": "llama2", "base_url": "http://localhost:11434"} - normalized = normalizer.normalize(data) - assert normalized["base_url"] == "http://localhost:11434/api" - - # Test base URL already has /api - data = {"model": "llama2", "base_url": "http://localhost:11434/api"} - normalized = normalizer.normalize(data) - assert normalized["base_url"] == "http://localhost:11434/api" - - # Test base URL with trailing slash - data = {"model": "llama2", "base_url": "http://localhost:11434/"} - normalized = normalizer.normalize(data) - assert normalized["base_url"] == "http://localhost:11434/api" - def test_normalize_native_ollama_input(): """Test input normalization for native Ollama API requests.""" @@ -58,7 +43,6 @@ def test_normalize_native_ollama_input(): "base_url": "http://localhost:11434", } normalized = normalizer.normalize(data) - assert normalized["base_url"] == "http://localhost:11434/api" def test_normalize_ollama_message_format(): @@ -108,7 +92,7 @@ def test_normalize_ollama_generate_format(): } normalized = normalizer.normalize(data) assert normalized["model"] == "codellama:7b-instruct" - assert normalized["prompt"] == "def hello_world" + assert normalized["messages"][0]["content"] == "def hello_world" assert normalized["options"]["temperature"] == 0.7 # Test generate request with context @@ -128,11 +112,6 @@ def test_normalize_ollama_output(): """Test output normalization for Ollama.""" normalizer = OllamaOutputNormalizer() - # Test streaming response passthrough - response = {"message": {"role": "assistant", "content": "test"}} - normalized = normalizer.normalize_streaming(response) - assert normalized == response - # Test regular response passthrough response = {"message": {"role": "assistant", "content": "test"}} normalized = normalizer.normalize(response) @@ -147,8 +126,3 @@ def test_normalize_ollama_output(): response = {"message": {"role": "assistant", "content": "test"}} denormalized = normalizer.denormalize(response) assert denormalized == response - - # Test streaming denormalize passthrough - response = {"message": {"role": "assistant", "content": "test"}} - denormalized = normalizer.denormalize_streaming(response) - assert denormalized == response diff --git a/tests/providers/ollama/test_ollama_completion_handler.py b/tests/providers/ollama/test_ollama_completion_handler.py new file mode 100644 index 00000000..4e0908d0 --- /dev/null +++ b/tests/providers/ollama/test_ollama_completion_handler.py @@ -0,0 +1,54 @@ +from unittest.mock import AsyncMock, MagicMock + +import pytest +from litellm import ChatCompletionRequest +from ollama import ChatResponse, GenerateResponse, Message + +from codegate.providers.ollama.completion_handler import OllamaShim + + +@pytest.fixture +def mock_client(): + client = MagicMock() + client.generate = AsyncMock(return_value=GenerateResponse(response="FIM response")) + client.chat = AsyncMock( + return_value=ChatResponse(message=Message(content="Chat response", role="assistant")) + ) + return client + + +@pytest.fixture +def handler(mock_client): + ollama_shim = OllamaShim() + ollama_shim.client = mock_client + return ollama_shim + + +@pytest.fixture +def chat_request(): + return ChatCompletionRequest( + model="test-model", messages=[{"role": "user", "content": "Hello"}], options={} + ) + + +@pytest.mark.asyncio +async def test_execute_completion_is_fim_request(handler, chat_request): + chat_request["messages"][0]["content"] = "FIM prompt" + await handler.execute_completion(chat_request, api_key=None, stream=False, is_fim_request=True) + handler.client.generate.assert_called_once_with( + model=chat_request["model"], + prompt="FIM prompt", + stream=False, + options=chat_request["options"], + ) + + +@pytest.mark.asyncio +async def test_execute_completion_not_is_fim_request(handler, chat_request): + await handler.execute_completion(chat_request, api_key=None, stream=False, is_fim_request=False) + handler.client.chat.assert_called_once_with( + model=chat_request["model"], + messages=chat_request["messages"], + stream=False, + options=chat_request["options"], + ) diff --git a/tests/providers/ollama/test_ollama_provider.py b/tests/providers/ollama/test_ollama_provider.py deleted file mode 100644 index ed10e7fd..00000000 --- a/tests/providers/ollama/test_ollama_provider.py +++ /dev/null @@ -1,140 +0,0 @@ -"""Tests for Ollama provider.""" - -from unittest.mock import AsyncMock, patch - -import pytest -from fastapi import FastAPI -from fastapi.testclient import TestClient - -from codegate.providers.ollama.provider import OllamaProvider - - -class MockConfig: - def __init__(self): - self.provider_urls = {"ollama": "http://localhost:11434"} - - -@pytest.fixture -def app(): - """Create FastAPI app with Ollama provider.""" - app = FastAPI() - provider = OllamaProvider(None) - app.include_router(provider.get_routes()) - return app - - -@pytest.fixture -def test_client(app): - """Create test client.""" - return TestClient(app) - - -async def async_iter(items): - """Helper to create async iterator.""" - for item in items: - yield item - - -@patch("codegate.config.Config.get_config", return_value=MockConfig()) -def test_ollama_chat(mock_config, test_client): - """Test chat endpoint.""" - data = { - "model": "codellama:7b-instruct", - "messages": [{"role": "user", "content": "Hello"}], - "options": {"temperature": 0.7}, - } - - with patch("httpx.AsyncClient.stream") as mock_stream: - # Mock the streaming response - mock_response = AsyncMock() - mock_response.raise_for_status = AsyncMock() - mock_response.aiter_lines = AsyncMock( - return_value=async_iter( - [ - '{"response": "Hello!", "done": false}', - '{"response": " How can I help?", "done": true}', - ] - ) - ) - mock_stream.return_value.__aenter__.return_value = mock_response - - response = test_client.post( - "/ollama/api/chat", json=data, headers={"Authorization": "Bearer test-key"} - ) - - assert response.status_code == 200 - assert response.headers["content-type"] == "application/x-ndjson" - - # Verify the request to Ollama - mock_stream.assert_called_once() - call_args = mock_stream.call_args - assert call_args[0][0] == "POST" - assert call_args[0][1].endswith("/api/chat") - sent_data = call_args[1]["json"] - assert sent_data["model"] == "codellama:7b-instruct" - assert sent_data["messages"] == data["messages"] - assert sent_data["options"] == data["options"] - - -@patch("codegate.config.Config.get_config", return_value=MockConfig()) -def test_ollama_generate(mock_config, test_client): - """Test generate endpoint.""" - data = { - "model": "codellama:7b-instruct", - "prompt": "def hello_world", - "options": {"temperature": 0.7}, - "context": [1, 2, 3], - "system": "You are a helpful assistant", - } - - with patch("httpx.AsyncClient.stream") as mock_stream: - # Mock the streaming response - mock_response = AsyncMock() - mock_response.raise_for_status = AsyncMock() - mock_response.aiter_lines = AsyncMock( - return_value=async_iter( - [ - '{"response": "():\\n", "done": false}', - '{"response": " print(\\"Hello, World!\\")", "done": true}', - ] - ) - ) - mock_stream.return_value.__aenter__.return_value = mock_response - - response = test_client.post( - "/ollama/api/generate", json=data, headers={"Authorization": "Bearer test-key"} - ) - - assert response.status_code == 200 - assert response.headers["content-type"] == "application/x-ndjson" - - # Verify the request to Ollama - mock_stream.assert_called_once() - call_args = mock_stream.call_args - assert call_args[0][0] == "POST" - assert call_args[0][1].endswith("/api/generate") - sent_data = call_args[1]["json"] - assert sent_data["model"] == "codellama:7b-instruct" - assert sent_data["prompt"] == "def hello_world" - assert sent_data["options"] == data["options"] - assert sent_data["context"] == data["context"] - assert sent_data["system"] == data["system"] - - -@patch("codegate.config.Config.get_config", return_value=MockConfig()) -def test_ollama_error_handling(mock_config, test_client): - """Test error handling.""" - data = {"model": "invalid-model"} - - with patch("httpx.AsyncClient.stream") as mock_stream: - # Mock an error response - mock_stream.side_effect = Exception("Model not found") - - response = test_client.post( - "/ollama/api/generate", json=data, headers={"Authorization": "Bearer test-key"} - ) - - assert response.status_code == 200 # Errors are returned in the stream - content = response.content.decode().strip() - assert "error" in content - assert "Model not found" in content