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5d274cb
1
Parent(s):
c8519eb
running dummy App
Browse files- main/_app.py +149 -0
- main/app.py +13 -142
main/_app.py
ADDED
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@@ -0,0 +1,149 @@
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| 1 |
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import yaml
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import sys
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from fastapi import FastAPI
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from fastapi.middleware.cors import CORSMiddleware
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import uvicorn
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from .api import LLMApi
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from .routes import router, init_router
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from .utils.logging import setup_logger
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from huggingface_hub import login
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from pathlib import Path
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from dotenv import load_dotenv
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import os
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def validate_hf():
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"""
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Validate Hugging Face authentication.
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Checks for .env file, loads environment variables, and attempts HF login if token exists.
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"""
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logger = setup_logger(config, "hf_validation")
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# Check for .env file
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env_path = Path('.env')
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if env_path.exists():
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logger.info("Found .env file, loading environment variables")
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load_dotenv()
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else:
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logger.warning("No .env file found. Fine if you're on Huggingface, but you need one to run locally on your PC.")
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# Check for HF token
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hf_token = os.getenv('HF_TOKEN')
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if not hf_token:
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logger.error("No HF_TOKEN found in environment variables")
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return False
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try:
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# Attempt login
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login(token=hf_token)
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logger.info("Successfully authenticated with Hugging Face")
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return True
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except Exception as e:
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logger.error(f"Failed to authenticate with Hugging Face: {str(e)}")
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return False
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def load_config():
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"""Load configuration from yaml file"""
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with open("main/config.yaml", "r") as f:
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return yaml.safe_load(f)
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def create_app():
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config = load_config()
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logger = setup_logger(config, "main")
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logger.info("Starting LLM API server")
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app = FastAPI(
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title="LLM API",
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description="API for Large Language Model operations",
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version=config["api"]["version"]
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)
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# Add CORS middleware
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app.add_middleware(
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CORSMiddleware,
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allow_origins=config["api"]["cors"]["origins"],
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allow_credentials=config["api"]["cors"]["credentials"],
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allow_methods=["*"],
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allow_headers=["*"],
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)
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# Initialize routes with config
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init_router(config)
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app.include_router(router, prefix=f"{config['api']['prefix']}/{config['api']['version']}")
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logger.info("FastAPI application created successfully")
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return app
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def test_locally():
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"""Run local tests for development and debugging"""
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config = load_config()
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logger = setup_logger(config, "test")
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logger.info("Starting local tests")
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api = LLMApi(config)
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model_name = config["model"]["defaults"]["model_name"]
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logger.info(f"Testing with model: {model_name}")
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# Test download
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logger.info("Testing model download...")
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api.download_model(model_name)
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logger.info("Download complete")
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# Test initialization
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logger.info("Initializing model...")
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api.initialize_model(model_name)
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logger.info("Model initialized")
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# Test embedding
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test_text = "Dette er en test av embeddings generering fra en teknisk tekst om HMS rutiner på arbeidsplassen."
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logger.info("Testing embedding generation...")
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embedding = api.generate_embedding(test_text)
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logger.info(f"Generated embedding of length: {len(embedding)}")
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logger.info(f"First few values: {embedding[:5]}")
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# Test generation
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test_prompts = [
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"Tell me what happens in a nuclear reactor.",
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]
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| 110 |
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# Test regular generation
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logger.info("Testing regular generation:")
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for prompt in test_prompts:
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logger.info(f"Prompt: {prompt}")
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response = api.generate_response(
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prompt=prompt,
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system_message="You are a helpful assistant."
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)
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logger.info(f"Response: {response}")
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| 120 |
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# Test streaming generation
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logger.info("Testing streaming generation:")
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| 122 |
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logger.info(f"Prompt: {test_prompts[0]}")
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for chunk in api.generate_stream(
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prompt=test_prompts[0],
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system_message="You are a helpful assistant."
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):
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print(chunk, end="", flush=True)
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print("\n")
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logger.info("Local tests completed")
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app = create_app()
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if __name__ == "__main__":
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| 135 |
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config = load_config()
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| 136 |
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#validate_hf()
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| 137 |
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if len(sys.argv) > 1 and sys.argv[1] == "test":
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| 138 |
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test_locally()
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| 139 |
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else:
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| 140 |
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uvicorn.run(
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| 141 |
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"main.app:app",
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host=config["server"]["host"],
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port=config["server"]["port"],
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log_level="trace",
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reload=True,
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workers=1,
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| 147 |
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access_log=False,
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| 148 |
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use_colors=True
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| 149 |
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)
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main/app.py
CHANGED
|
@@ -1,149 +1,20 @@
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|
| 1 |
-
import yaml
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| 2 |
-
import sys
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| 3 |
from fastapi import FastAPI
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| 4 |
-
from fastapi.middleware.cors import CORSMiddleware
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| 5 |
import uvicorn
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| 6 |
-
from .api import LLMApi
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| 7 |
-
from .routes import router, init_router
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| 8 |
-
from .utils.logging import setup_logger
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| 9 |
-
from huggingface_hub import login
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| 10 |
-
from pathlib import Path
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| 11 |
-
from dotenv import load_dotenv
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| 12 |
-
import os
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| 13 |
|
| 14 |
-
|
| 15 |
-
"""
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| 16 |
-
Validate Hugging Face authentication.
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| 17 |
-
Checks for .env file, loads environment variables, and attempts HF login if token exists.
|
| 18 |
-
"""
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| 19 |
-
logger = setup_logger(config, "hf_validation")
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| 20 |
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| 21 |
-
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| 22 |
-
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| 23 |
-
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| 24 |
-
logger.info("Found .env file, loading environment variables")
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| 25 |
-
load_dotenv()
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| 26 |
-
else:
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| 27 |
-
logger.warning("No .env file found. Fine if you're on Huggingface, but you need one to run locally on your PC.")
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| 28 |
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| 29 |
-
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| 30 |
-
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| 31 |
-
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| 32 |
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logger.error("No HF_TOKEN found in environment variables")
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| 33 |
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return False
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| 34 |
-
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| 35 |
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try:
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| 36 |
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# Attempt login
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| 37 |
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login(token=hf_token)
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logger.info("Successfully authenticated with Hugging Face")
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return True
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| 40 |
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except Exception as e:
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| 41 |
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logger.error(f"Failed to authenticate with Hugging Face: {str(e)}")
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| 42 |
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return False
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| 43 |
-
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| 44 |
-
def load_config():
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| 45 |
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"""Load configuration from yaml file"""
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| 46 |
-
with open("main/config.yaml", "r") as f:
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| 47 |
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return yaml.safe_load(f)
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| 48 |
-
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| 49 |
-
def create_app():
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| 50 |
-
config = load_config()
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| 51 |
-
logger = setup_logger(config, "main")
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| 52 |
-
logger.info("Starting LLM API server")
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| 53 |
-
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| 54 |
-
app = FastAPI(
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| 55 |
-
title="LLM API",
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| 56 |
-
description="API for Large Language Model operations",
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| 57 |
-
version=config["api"]["version"]
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| 58 |
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)
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| 59 |
-
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| 60 |
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# Add CORS middleware
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| 61 |
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app.add_middleware(
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| 62 |
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CORSMiddleware,
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| 63 |
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allow_origins=config["api"]["cors"]["origins"],
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| 64 |
-
allow_credentials=config["api"]["cors"]["credentials"],
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| 65 |
-
allow_methods=["*"],
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| 66 |
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allow_headers=["*"],
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| 67 |
-
)
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| 68 |
-
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| 69 |
-
# Initialize routes with config
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| 70 |
-
init_router(config)
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| 71 |
-
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| 72 |
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app.include_router(router, prefix=f"{config['api']['prefix']}/{config['api']['version']}")
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| 73 |
-
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| 74 |
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logger.info("FastAPI application created successfully")
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-
return app
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| 76 |
-
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| 77 |
-
def test_locally():
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| 78 |
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"""Run local tests for development and debugging"""
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| 79 |
-
config = load_config()
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| 80 |
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logger = setup_logger(config, "test")
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| 81 |
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logger.info("Starting local tests")
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| 82 |
-
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| 83 |
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api = LLMApi(config)
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| 84 |
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model_name = config["model"]["defaults"]["model_name"]
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| 85 |
-
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| 86 |
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logger.info(f"Testing with model: {model_name}")
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# Test download
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logger.info("Testing model download...")
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api.download_model(model_name)
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logger.info("Download complete")
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# Test initialization
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logger.info("Initializing model...")
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api.initialize_model(model_name)
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logger.info("Model initialized")
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# Test embedding
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test_text = "Dette er en test av embeddings generering fra en teknisk tekst om HMS rutiner på arbeidsplassen."
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logger.info("Testing embedding generation...")
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embedding = api.generate_embedding(test_text)
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logger.info(f"Generated embedding of length: {len(embedding)}")
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logger.info(f"First few values: {embedding[:5]}")
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-
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# Test generation
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test_prompts = [
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"Tell me what happens in a nuclear reactor.",
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-
]
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-
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| 110 |
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# Test regular generation
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logger.info("Testing regular generation:")
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for prompt in test_prompts:
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logger.info(f"Prompt: {prompt}")
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response = api.generate_response(
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prompt=prompt,
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system_message="You are a helpful assistant."
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)
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logger.info(f"Response: {response}")
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-
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# Test streaming generation
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logger.info("Testing streaming generation:")
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logger.info(f"Prompt: {test_prompts[0]}")
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for chunk in api.generate_stream(
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prompt=test_prompts[0],
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system_message="You are a helpful assistant."
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):
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print(chunk, end="", flush=True)
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print("\n")
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logger.info("Local tests completed")
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-
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app = create_app()
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if __name__ == "__main__":
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"main.app:app",
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host=config["server"]["host"],
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port=config["server"]["port"],
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log_level="trace",
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reload=True,
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workers=1,
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access_log=False,
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use_colors=True
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)
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from fastapi import FastAPI
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import uvicorn
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app = FastAPI()
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@app.get("/")
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async def root():
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return {"message": "Server is running"}
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@app.get("/health")
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async def health_check():
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return {"status": "healthy"}
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| 13 |
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| 14 |
if __name__ == "__main__":
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| 15 |
+
uvicorn.run(
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| 16 |
+
"main.app:app",
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| 17 |
+
host="0.0.0.0",
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+
port=7680,
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| 19 |
+
workers=1
|
| 20 |
+
)
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