From 1527b76b0311720fcf5abd13594f2153263dcfd1 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:21:42 +0200 Subject: [PATCH 01/11] bump project deps --- app/main.py | 2 +- pyproject.toml | 34 +++---- uv.lock | 240 +++++++++++++++++++++++++++---------------------- 3 files changed, 149 insertions(+), 127 deletions(-) diff --git a/app/main.py b/app/main.py index be10686..cf6ac8e 100644 --- a/app/main.py +++ b/app/main.py @@ -45,7 +45,7 @@ async def lifespan(_app: FastAPI): await _app.postgres_pool.close() -app = FastAPI(title="Stuff And Nonsense API", version="0.17", lifespan=lifespan) +app = FastAPI(title="Stuff And Nonsense API", version="0.18.0", lifespan=lifespan) app.include_router(stuff_router) app.include_router(nonsense_router) diff --git a/pyproject.toml b/pyproject.toml index 10dd4bf..3001b33 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,34 +1,34 @@ [project] name = "fastapi-sqlalchemy-asyncpg" -version = "0.1.0" +version = "0.18.0" description = "A modern FastAPI application with SQLAlchemy 2.0 and AsyncPG for high-performance async database operations. 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wheels = [ { url = "https://files.pythonhosted.org/packages/fd/84/fd2ba7aafacbad3c4201d395674fc6348826569da3c0937e75505ead3528/wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859", size = 34166 }, ] +[[package]] +name = "websocket-client" +version = "1.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e6/30/fba0d96b4b5fbf5948ed3f4681f7da2f9f64512e1d303f94b4cc174c24a5/websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da", size = 54648 } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5a/84/44687a29792a70e111c5c477230a72c4b957d88d16141199bf9acb7537a3/websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526", size = 58826 }, +] + [[package]] name = "websockets" version = "15.0.1" @@ -1734,6 +1820,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/52/24/ab44c871b0f07f491e5d2ad12c9bd7358e527510618cb1b803a88e986db1/werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e", size = 224498 }, ] +[[package]] +name = "wsproto" +version = "1.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c9/4a/44d3c295350d776427904d73c189e10aeae66d7f555bb2feee16d1e4ba5a/wsproto-1.2.0.tar.gz", hash = "sha256:ad565f26ecb92588a3e43bc3d96164de84cd9902482b130d0ddbaa9664a85065", size = 53425 } +wheels = [ + { url = "https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl", hash = "sha256:b9acddd652b585d75b20477888c56642fdade28bdfd3579aa24a4d2c037dd736", size = 24226 }, +] + [[package]] name = "zope-event" version = "5.0" From f261fb3e13ef0e88d1801e04f361a690335149a6 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:33:38 +0200 Subject: [PATCH 03/11] add llm service --- app/services/llm.py | 51 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 51 insertions(+) create mode 100644 app/services/llm.py diff --git a/app/services/llm.py b/app/services/llm.py new file mode 100644 index 0000000..3d6ed34 --- /dev/null +++ b/app/services/llm.py @@ -0,0 +1,51 @@ +import httpx +import orjson +from typing import AsyncGenerator, Optional + + +class StreamLLMService: + def __init__(self, base_url: str = "http://localhost:11434/v1"): + self.base_url = base_url + self.model = "llama3.2" + + async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: + """Stream chat completion responses from LLM.""" + # Send user message first + user_msg = { + 'role': 'user', + 'content': prompt, + } + yield orjson.dumps(user_msg) + b'\n' + + # Open client as context manager and stream responses + async with httpx.AsyncClient(base_url=self.base_url) as client: + async with client.stream( + "POST", + "/chat/completions", + json={ + "model": self.model, + "messages": [{"role": "user", "content": prompt}], + "stream": True + }, + timeout=60.0 + ) as response: + async for line in response.aiter_lines(): + print(line) + if line.startswith("data: ") and line != "data: [DONE]": + try: + json_line = line[6:] # Remove "data: " prefix + data = orjson.loads(json_line) + content = data.get("choices", [{}])[0].get("delta", {}).get("content", "") + if content: + model_msg = { + 'role': 'model', + 'content': content + } + yield orjson.dumps(model_msg) + b'\n' + except Exception: + pass + + +# FastAPI dependency +def get_llm_service(base_url: Optional[str] = None) -> StreamLLMService: + return StreamLLMService(base_url=base_url) \ No newline at end of file From c8ff69efa5f0d9cb1cabb725452ae02173f9cad5 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:35:03 +0200 Subject: [PATCH 04/11] refactor llm service --- app/services/llm.py | 56 ++++++++++++++++++++------------------------- 1 file changed, 25 insertions(+), 31 deletions(-) diff --git a/app/services/llm.py b/app/services/llm.py index 3d6ed34..eb8903c 100644 --- a/app/services/llm.py +++ b/app/services/llm.py @@ -10,42 +10,36 @@ def __init__(self, base_url: str = "http://localhost:11434/v1"): async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: """Stream chat completion responses from LLM.""" - # Send user message first - user_msg = { - 'role': 'user', - 'content': prompt, - } - yield orjson.dumps(user_msg) + b'\n' + # Send initial user message + yield orjson.dumps({"role": "user", "content": prompt}) + b"\n" - # Open client as context manager and stream responses async with httpx.AsyncClient(base_url=self.base_url) as client: + request_data = { + "model": self.model, + "messages": [{"role": "user", "content": prompt}], + "stream": True, + } + async with client.stream( - "POST", - "/chat/completions", - json={ - "model": self.model, - "messages": [{"role": "user", "content": prompt}], - "stream": True - }, - timeout=60.0 + "POST", "/chat/completions", json=request_data, timeout=60.0 ) as response: async for line in response.aiter_lines(): - print(line) - if line.startswith("data: ") and line != "data: [DONE]": - try: - json_line = line[6:] # Remove "data: " prefix - data = orjson.loads(json_line) - content = data.get("choices", [{}])[0].get("delta", {}).get("content", "") - if content: - model_msg = { - 'role': 'model', - 'content': content - } - yield orjson.dumps(model_msg) + b'\n' - except Exception: - pass + if not (line.startswith("data: ") and line != "data: [DONE]"): + continue + try: + data = orjson.loads(line[6:]) # Skip "data: " prefix + if ( + content := data.get("choices", [{}])[0] + .get("delta", {}) + .get("content", "") + ): + yield ( + orjson.dumps({"role": "model", "content": content}) + + b"\n" + ) + except Exception: + pass -# FastAPI dependency def get_llm_service(base_url: Optional[str] = None) -> StreamLLMService: - return StreamLLMService(base_url=base_url) \ No newline at end of file + return StreamLLMService(base_url=base_url) From 849f02cf5414884655434c78b9cde2b37bb02c53 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:44:15 +0200 Subject: [PATCH 05/11] add chat endpoint --- app/api/ml.py | 19 +++++++++++++++++++ app/main.py | 2 ++ 2 files changed, 21 insertions(+) create mode 100644 app/api/ml.py diff --git a/app/api/ml.py b/app/api/ml.py new file mode 100644 index 0000000..e8d2c77 --- /dev/null +++ b/app/api/ml.py @@ -0,0 +1,19 @@ +from typing import Annotated + +from fastapi import APIRouter, Depends, Form +from fastapi.responses import StreamingResponse + +from app.services.llm import get_llm_service +from app.utils.logging import AppLogger + +logger = AppLogger().get_logger() + +router = APIRouter() + + +@router.post('/chat/') +async def chat( + prompt: Annotated[str, Form()], + llm_service = Depends(get_llm_service) +): + return StreamingResponse(llm_service.stream_chat(prompt), media_type="text/plain") \ No newline at end of file diff --git a/app/main.py b/app/main.py index cf6ac8e..ea69c93 100644 --- a/app/main.py +++ b/app/main.py @@ -11,6 +11,7 @@ from app.api.shakespeare import router as shakespeare_router from app.api.stuff import router as stuff_router from app.api.user import router as user_router +from app.api.ml import router as ml_router from app.config import settings as global_settings from app.database import engine from app.redis import get_redis @@ -51,6 +52,7 @@ async def lifespan(_app: FastAPI): app.include_router(nonsense_router) app.include_router(shakespeare_router) app.include_router(user_router) +app.include_router(ml_router, prefix="/v1/ml", tags=["ML"]) app.include_router(health_router, prefix="/v1/public/health", tags=["Health, Public"]) From 6fd874c2ccc3206ba08baf1dad56eca8cdd16b31 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:46:54 +0200 Subject: [PATCH 06/11] add chat testing client --- tests/chat.py | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) create mode 100644 tests/chat.py diff --git a/tests/chat.py b/tests/chat.py new file mode 100644 index 0000000..a231c6c --- /dev/null +++ b/tests/chat.py @@ -0,0 +1,30 @@ +import anyio +import httpx +import orjson + +async def chat_with_endpoint(): + async with httpx.AsyncClient() as client: + while True: + # Get user input + prompt = input("\nYou: ") + if prompt.lower() == "exit": + break + + # Send request to the API + print("\nModel: ", end="", flush=True) + async with client.stream( + "POST", + "http://localhost:8000/chat/", + data={"prompt": prompt}, + timeout=60 + ) as response: + async for chunk in response.aiter_lines(): + if chunk: + try: + data = orjson.loads(chunk) + print(data["content"], end="", flush=True) + except Exception as e: + print(f"\nError parsing chunk: {e}") + +if __name__ == "__main__": + anyio.run(chat_with_endpoint) From 61ba8cc12c673c0f2563ffc710a984c220989d36 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:47:08 +0200 Subject: [PATCH 07/11] refactor chat testing client --- tests/chat.py | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/tests/chat.py b/tests/chat.py index a231c6c..f99c819 100644 --- a/tests/chat.py +++ b/tests/chat.py @@ -2,29 +2,30 @@ import httpx import orjson +API_URL = "http://localhost:8000/chat/" + + async def chat_with_endpoint(): async with httpx.AsyncClient() as client: while True: - # Get user input prompt = input("\nYou: ") if prompt.lower() == "exit": break - # Send request to the API print("\nModel: ", end="", flush=True) - async with client.stream( - "POST", - "http://localhost:8000/chat/", - data={"prompt": prompt}, - timeout=60 - ) as response: - async for chunk in response.aiter_lines(): - if chunk: + try: + async with client.stream("POST", API_URL, data={"prompt": prompt}, timeout=60) as response: + async for chunk in response.aiter_lines(): + if not chunk: + continue + try: - data = orjson.loads(chunk) - print(data["content"], end="", flush=True) + print(orjson.loads(chunk)["content"], end="", flush=True) except Exception as e: print(f"\nError parsing chunk: {e}") + except httpx.RequestError as e: + print(f"\nConnection error: {e}") + if __name__ == "__main__": - anyio.run(chat_with_endpoint) + anyio.run(chat_with_endpoint) \ No newline at end of file From 6f2db272c4e1c1dbbb8481cb305537a729b78752 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 08:47:28 +0200 Subject: [PATCH 08/11] format code --- app/api/ml.py | 9 +++------ tests/chat.py | 6 ++++-- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/app/api/ml.py b/app/api/ml.py index e8d2c77..ca600a9 100644 --- a/app/api/ml.py +++ b/app/api/ml.py @@ -11,9 +11,6 @@ router = APIRouter() -@router.post('/chat/') -async def chat( - prompt: Annotated[str, Form()], - llm_service = Depends(get_llm_service) -): - return StreamingResponse(llm_service.stream_chat(prompt), media_type="text/plain") \ No newline at end of file +@router.post("/chat/") +async def chat(prompt: Annotated[str, Form()], llm_service=Depends(get_llm_service)): + return StreamingResponse(llm_service.stream_chat(prompt), media_type="text/plain") diff --git a/tests/chat.py b/tests/chat.py index f99c819..617ee14 100644 --- a/tests/chat.py +++ b/tests/chat.py @@ -14,7 +14,9 @@ async def chat_with_endpoint(): print("\nModel: ", end="", flush=True) try: - async with client.stream("POST", API_URL, data={"prompt": prompt}, timeout=60) as response: + async with client.stream( + "POST", API_URL, data={"prompt": prompt}, timeout=60 + ) as response: async for chunk in response.aiter_lines(): if not chunk: continue @@ -28,4 +30,4 @@ async def chat_with_endpoint(): if __name__ == "__main__": - anyio.run(chat_with_endpoint) \ No newline at end of file + anyio.run(chat_with_endpoint) From b5fcd0489a30f9e2496715866ec160be0d1cc78f Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 09:41:39 +0200 Subject: [PATCH 09/11] connect to local ollama --- .env | 4 +-- app/services/llm.py | 54 +++++++++++++++++++---------------- compose.yml | 3 ++ tests/chat.py | 68 +++++++++++++++++++++++++++++---------------- 4 files changed, 79 insertions(+), 50 deletions(-) diff --git a/.env b/.env index ef79d5e..a447112 100644 --- a/.env +++ b/.env @@ -2,14 +2,14 @@ PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 # Postgres -POSTGRES_HOST=db +POSTGRES_HOST=localhost POSTGRES_PORT=5432 POSTGRES_DB=devdb POSTGRES_USER=devdb POSTGRES_PASSWORD=secret # Redis -REDIS_HOST=inmemory +REDIS_HOST=localhost REDIS_PORT=6379 REDIS_DB=2 diff --git a/app/services/llm.py b/app/services/llm.py index eb8903c..db29c28 100644 --- a/app/services/llm.py +++ b/app/services/llm.py @@ -10,36 +10,42 @@ def __init__(self, base_url: str = "http://localhost:11434/v1"): async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: """Stream chat completion responses from LLM.""" - # Send initial user message - yield orjson.dumps({"role": "user", "content": prompt}) + b"\n" + # Send user message first + user_msg = { + "role": "user", + "content": prompt, + } + yield orjson.dumps(user_msg) + b"\n" + # Open client as context manager and stream responses async with httpx.AsyncClient(base_url=self.base_url) as client: - request_data = { - "model": self.model, - "messages": [{"role": "user", "content": prompt}], - "stream": True, - } - async with client.stream( - "POST", "/chat/completions", json=request_data, timeout=60.0 + "POST", + "/chat/completions", + json={ + "model": self.model, + "messages": [{"role": "user", "content": prompt}], + "stream": True, + }, + timeout=60.0, ) as response: async for line in response.aiter_lines(): - if not (line.startswith("data: ") and line != "data: [DONE]"): - continue - try: - data = orjson.loads(line[6:]) # Skip "data: " prefix - if ( - content := data.get("choices", [{}])[0] - .get("delta", {}) - .get("content", "") - ): - yield ( - orjson.dumps({"role": "model", "content": content}) - + b"\n" + if line.startswith("data: ") and line != "data: [DONE]": + try: + json_line = line[6:] # Remove "data: " prefix + data = orjson.loads(json_line) + content = ( + data.get("choices", [{}])[0] + .get("delta", {}) + .get("content", "") ) - except Exception: - pass + if content: + model_msg = {"role": "model", "content": content} + yield orjson.dumps(model_msg) + b"\n" + except Exception: + pass +# FastAPI dependency def get_llm_service(base_url: Optional[str] = None) -> StreamLLMService: - return StreamLLMService(base_url=base_url) + return StreamLLMService(base_url=base_url or "http://localhost:11434/v1") diff --git a/compose.yml b/compose.yml index 892008b..9640db2 100644 --- a/compose.yml +++ b/compose.yml @@ -1,6 +1,7 @@ services: app: container_name: fsap_app + network_mode: host build: . env_file: - .env @@ -22,6 +23,7 @@ services: db: container_name: fsap_db + network_mode: host build: context: ./db dockerfile: Dockerfile @@ -46,6 +48,7 @@ services: inmemory: image: redis:latest + network_mode: host container_name: fsap_inmemory ports: - "6379:6379" diff --git a/tests/chat.py b/tests/chat.py index 617ee14..25bfa2f 100644 --- a/tests/chat.py +++ b/tests/chat.py @@ -1,33 +1,53 @@ -import anyio +from typing import Optional, AsyncGenerator + import httpx import orjson -API_URL = "http://localhost:8000/chat/" - -async def chat_with_endpoint(): - async with httpx.AsyncClient() as client: - while True: - prompt = input("\nYou: ") - if prompt.lower() == "exit": - break +class StreamLLMService: + def __init__(self, base_url: str = "http://localhost:11434/v1"): + self.base_url = base_url + self.model = "llama3.2" - print("\nModel: ", end="", flush=True) - try: - async with client.stream( - "POST", API_URL, data={"prompt": prompt}, timeout=60 - ) as response: - async for chunk in response.aiter_lines(): - if not chunk: - continue + async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: + """Stream chat completion responses from LLM.""" + # Send user message first + user_msg = { + "role": "user", + "content": prompt, + } + yield orjson.dumps(user_msg) + b"\n" + # Open client as context manager and stream responses + async with httpx.AsyncClient(base_url=self.base_url) as client: + async with client.stream( + "POST", + "/chat/completions", + json={ + "model": self.model, + "messages": [{"role": "user", "content": prompt}], + "stream": True, + }, + timeout=60.0, + ) as response: + async for line in response.aiter_lines(): + print(line) + if line.startswith("data: ") and line != "data: [DONE]": try: - print(orjson.loads(chunk)["content"], end="", flush=True) - except Exception as e: - print(f"\nError parsing chunk: {e}") - except httpx.RequestError as e: - print(f"\nConnection error: {e}") + json_line = line[6:] # Remove "data: " prefix + data = orjson.loads(json_line) + content = ( + data.get("choices", [{}])[0] + .get("delta", {}) + .get("content", "") + ) + if content: + model_msg = {"role": "model", "content": content} + yield orjson.dumps(model_msg) + b"\n" + except Exception: + pass -if __name__ == "__main__": - anyio.run(chat_with_endpoint) +# FastAPI dependency +def get_llm_service(base_url: Optional[str] = None) -> StreamLLMService: + return StreamLLMService(base_url=base_url or "http://localhost:11434/v1") From e2158768480658073dd99daa967449d9ac6a9194 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 13:18:27 +0200 Subject: [PATCH 10/11] add README.md and test --- README.md | 20 ++++++++++++++ app/services/llm.py | 2 +- tests/chat.py | 65 +++++++++++++++------------------------------ 3 files changed, 42 insertions(+), 45 deletions(-) diff --git a/README.md b/README.md index 8533f45..ed4bb98 100644 --- a/README.md +++ b/README.md @@ -31,6 +31,7 @@
  • Schedule jobs
  • Email Configuration
  • UV knowledge and inspirations
    • +
  • Integration with local LLM
  • Acknowledgments
    • @@ -162,6 +163,24 @@ This service supports plaintext and HTML emails, and also allows sending templat It is implemented as a singleton to ensure that only one SMTP connection is maintained throughout the application lifecycle, optimizing resource usage. +

    (back to top)

    + +### Large Language Model +The `/v1/ml/chat/` endpoint is designed to handle chat-based interactions with the LLM model. +It accepts a user prompt and streams responses back in real-time. +The endpoint leverages FastAPI's asynchronous capabilities to efficiently manage multiple simultaneous requests, +ensuring low latency and high throughput. + +FastAPI's async support is particularly beneficial for reducing I/O bottlenecks when connecting to the LLM model. +By using asynchronous HTTP clients like `httpx`, +the application can handle multiple I/O-bound tasks concurrently, +such as sending requests to the LLM server and streaming responses back to the client. +This approach minimizes idle time and optimizes resource utilization, making it ideal for high-performance applications. + +Install ollama and run the server +```shell +ollama run llama3.2 +```

    (back to top)

    @@ -215,6 +234,7 @@ I've included a few of my favorites to kick things off! - **[DEC 16 2024]** bump project to Python 3.13 :fast_forward: - **[JAN 28 2025]** add SMTP setup :email: - **[MAR 8 2025]** switch from poetry to uv :fast_forward: +- **[MAY 3 2025]** add large language model integration :robot:

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    diff --git a/app/services/llm.py b/app/services/llm.py index db29c28..2b28ad7 100644 --- a/app/services/llm.py +++ b/app/services/llm.py @@ -10,7 +10,7 @@ def __init__(self, base_url: str = "http://localhost:11434/v1"): async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: """Stream chat completion responses from LLM.""" - # Send user message first + # Send the user a message first user_msg = { "role": "user", "content": prompt, diff --git a/tests/chat.py b/tests/chat.py index 25bfa2f..a231c6c 100644 --- a/tests/chat.py +++ b/tests/chat.py @@ -1,53 +1,30 @@ -from typing import Optional, AsyncGenerator - +import anyio import httpx import orjson +async def chat_with_endpoint(): + async with httpx.AsyncClient() as client: + while True: + # Get user input + prompt = input("\nYou: ") + if prompt.lower() == "exit": + break -class StreamLLMService: - def __init__(self, base_url: str = "http://localhost:11434/v1"): - self.base_url = base_url - self.model = "llama3.2" - - async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: - """Stream chat completion responses from LLM.""" - # Send user message first - user_msg = { - "role": "user", - "content": prompt, - } - yield orjson.dumps(user_msg) + b"\n" - - # Open client as context manager and stream responses - async with httpx.AsyncClient(base_url=self.base_url) as client: + # Send request to the API + print("\nModel: ", end="", flush=True) async with client.stream( "POST", - "/chat/completions", - json={ - "model": self.model, - "messages": [{"role": "user", "content": prompt}], - "stream": True, - }, - timeout=60.0, + "http://localhost:8000/chat/", + data={"prompt": prompt}, + timeout=60 ) as response: - async for line in response.aiter_lines(): - print(line) - if line.startswith("data: ") and line != "data: [DONE]": + async for chunk in response.aiter_lines(): + if chunk: try: - json_line = line[6:] # Remove "data: " prefix - data = orjson.loads(json_line) - content = ( - data.get("choices", [{}])[0] - .get("delta", {}) - .get("content", "") - ) - if content: - model_msg = {"role": "model", "content": content} - yield orjson.dumps(model_msg) + b"\n" - except Exception: - pass - + data = orjson.loads(chunk) + print(data["content"], end="", flush=True) + except Exception as e: + print(f"\nError parsing chunk: {e}") -# FastAPI dependency -def get_llm_service(base_url: Optional[str] = None) -> StreamLLMService: - return StreamLLMService(base_url=base_url or "http://localhost:11434/v1") +if __name__ == "__main__": + anyio.run(chat_with_endpoint) From 2f484d6f4a52ac012e589e35799b94d041973235 Mon Sep 17 00:00:00 2001 From: grillazz Date: Sat, 3 May 2025 13:30:08 +0200 Subject: [PATCH 11/11] lint and format --- Makefile | 2 +- app/main.py | 2 +- app/services/llm.py | 7 ++++--- tests/chat.py | 6 ++++-- 4 files changed, 10 insertions(+), 7 deletions(-) diff --git a/Makefile b/Makefile index c55b42c..641ac0f 100644 --- a/Makefile +++ b/Makefile @@ -43,7 +43,7 @@ py-upgrade: ## Upgrade project py files with pyupgrade library for python versio .PHONY: lint lint: ## Lint project code. - poetry run ruff check --fix . + uv run ruff check --fix . .PHONY: slim-build slim-build: ## with power of docker-slim build smaller and safer images diff --git a/app/main.py b/app/main.py index ea69c93..6702847 100644 --- a/app/main.py +++ b/app/main.py @@ -7,11 +7,11 @@ from fastapi import Depends, FastAPI from app.api.health import router as health_router +from app.api.ml import router as ml_router from app.api.nonsense import router as nonsense_router from app.api.shakespeare import router as shakespeare_router from app.api.stuff import router as stuff_router from app.api.user import router as user_router -from app.api.ml import router as ml_router from app.config import settings as global_settings from app.database import engine from app.redis import get_redis diff --git a/app/services/llm.py b/app/services/llm.py index 2b28ad7..b3b899a 100644 --- a/app/services/llm.py +++ b/app/services/llm.py @@ -1,6 +1,7 @@ +from collections.abc import AsyncGenerator + import httpx import orjson -from typing import AsyncGenerator, Optional class StreamLLMService: @@ -8,7 +9,7 @@ def __init__(self, base_url: str = "http://localhost:11434/v1"): self.base_url = base_url self.model = "llama3.2" - async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: + async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes]: """Stream chat completion responses from LLM.""" # Send the user a message first user_msg = { @@ -47,5 +48,5 @@ async def stream_chat(self, prompt: str) -> AsyncGenerator[bytes, None]: # FastAPI dependency -def get_llm_service(base_url: Optional[str] = None) -> StreamLLMService: +def get_llm_service(base_url: str | None = None) -> StreamLLMService: return StreamLLMService(base_url=base_url or "http://localhost:11434/v1") diff --git a/tests/chat.py b/tests/chat.py index a231c6c..b3fb325 100644 --- a/tests/chat.py +++ b/tests/chat.py @@ -2,6 +2,7 @@ import httpx import orjson + async def chat_with_endpoint(): async with httpx.AsyncClient() as client: while True: @@ -14,9 +15,9 @@ async def chat_with_endpoint(): print("\nModel: ", end="", flush=True) async with client.stream( "POST", - "http://localhost:8000/chat/", + "http://0.0.0.0:8080/v1/ml/chat/", data={"prompt": prompt}, - timeout=60 + timeout=60, ) as response: async for chunk in response.aiter_lines(): if chunk: @@ -26,5 +27,6 @@ async def chat_with_endpoint(): except Exception as e: print(f"\nError parsing chunk: {e}") + if __name__ == "__main__": anyio.run(chat_with_endpoint)