llama.cpp/llama_cpp/server/__main__.py
2023-12-11 20:47:11 -05:00

101 lines
3 KiB
Python

"""Example FastAPI server for llama.cpp.
To run this example:
```bash
pip install fastapi uvicorn sse-starlette pydantic-settings
export MODEL=../models/7B/...
```
Then run:
```
uvicorn llama_cpp.server.app:app --reload
```
or
```
python3 -m llama_cpp.server
```
Then visit http://localhost:8000/docs to see the interactive API docs.
"""
import os
import argparse
from typing import List, Literal, Union
import uvicorn
from llama_cpp.server.app import create_app, Settings
def get_base_type(annotation):
if getattr(annotation, '__origin__', None) is Literal:
return type(annotation.__args__[0])
elif getattr(annotation, '__origin__', None) is Union:
non_optional_args = [arg for arg in annotation.__args__ if arg is not type(None)]
if non_optional_args:
return get_base_type(non_optional_args[0])
elif getattr(annotation, '__origin__', None) is list or getattr(annotation, '__origin__', None) is List:
return get_base_type(annotation.__args__[0])
else:
return annotation
def contains_list_type(annotation) -> bool:
origin = getattr(annotation, '__origin__', None)
if origin is list or origin is List:
return True
elif origin in (Literal, Union):
return any(contains_list_type(arg) for arg in annotation.__args__)
else:
return False
def parse_bool_arg(arg):
if isinstance(arg, bytes):
arg = arg.decode('utf-8')
true_values = {'1', 'on', 't', 'true', 'y', 'yes'}
false_values = {'0', 'off', 'f', 'false', 'n', 'no'}
arg_str = str(arg).lower().strip()
if arg_str in true_values:
return True
elif arg_str in false_values:
return False
else:
raise ValueError(f'Invalid boolean argument: {arg}')
if __name__ == "__main__":
parser = argparse.ArgumentParser()
for name, field in Settings.model_fields.items():
description = field.description
if field.default is not None and description is not None:
description += f" (default: {field.default})"
base_type = get_base_type(field.annotation) if field.annotation is not None else str
list_type = contains_list_type(field.annotation)
if base_type is not bool:
parser.add_argument(
f"--{name}",
dest=name,
nargs="*" if list_type else None,
type=base_type,
help=description,
)
if base_type is bool:
parser.add_argument(
f"--{name}",
dest=name,
type=parse_bool_arg,
help=f"{description}",
)
args = parser.parse_args()
settings = Settings(**{k: v for k, v in vars(args).items() if v is not None})
app = create_app(settings=settings)
uvicorn.run(
app, host=os.getenv("HOST", settings.host), port=int(os.getenv("PORT", settings.port)),
ssl_keyfile=settings.ssl_keyfile, ssl_certfile=settings.ssl_certfile
)