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AurelioAguirre
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Commit
•
9174d0d
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Parent(s):
78ba59d
Trying Python 3.9, again
Browse files- Dockerfile +2 -7
- main/_app.py +0 -149
- main/app.py +140 -33
- requirements.txt +49 -2
Dockerfile
CHANGED
@@ -1,4 +1,4 @@
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-
FROM python:3.
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# Set working directory
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WORKDIR /app
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@@ -7,9 +7,7 @@ WORKDIR /app
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COPY requirements.txt .
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# Install dependencies and clean cache
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RUN pip install --no-cache-dir -r requirements.txt
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rm -rf /root/.cache/huggingface && \
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rm -rf /root/.cache/pip
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# Copy only what's needed
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COPY main/ ./main/
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ENV PYTHONPATH=/app
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ENV PYTHONUNBUFFERED=1
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# Clear any cache that might have been created
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RUN rm -rf ~/.cache/huggingface
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-
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# Expose the port
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EXPOSE 7680
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+
FROM python:3.9
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# Set working directory
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WORKDIR /app
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COPY requirements.txt .
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# Install dependencies and clean cache
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy only what's needed
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COPY main/ ./main/
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ENV PYTHONPATH=/app
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ENV PYTHONUNBUFFERED=1
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# Expose the port
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EXPOSE 7680
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main/_app.py
DELETED
@@ -1,149 +0,0 @@
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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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# 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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# 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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app = create_app()
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if __name__ == "__main__":
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config = load_config()
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#validate_hf()
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if len(sys.argv) > 1 and sys.argv[1] == "test":
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test_locally()
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else:
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uvicorn.run(
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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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main/app.py
CHANGED
@@ -1,42 +1,149 @@
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import sys
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print("Python Version:", sys.version)
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print("Starting application...")
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from fastapi import FastAPI
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)
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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 |
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from .routes import router, init_router
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8 |
+
from .utils.logging import setup_logger
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9 |
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from huggingface_hub import login
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10 |
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from pathlib import Path
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11 |
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from dotenv import load_dotenv
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12 |
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import os
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13 |
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14 |
+
def validate_hf():
|
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.
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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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# Check for .env file
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env_path = Path('.env')
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23 |
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if env_path.exists():
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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:
|
27 |
+
logger.warning("No .env file found. Fine if you're on Huggingface, but you need one to run locally on your PC.")
|
28 |
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29 |
+
# Check for HF token
|
30 |
+
hf_token = os.getenv('HF_TOKEN')
|
31 |
+
if not hf_token:
|
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 |
+
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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38 |
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logger.info("Successfully authenticated with Hugging Face")
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return True
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40 |
+
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 |
+
return False
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43 |
|
44 |
+
def load_config():
|
45 |
+
"""Load configuration from yaml file"""
|
46 |
+
with open("main/config.yaml", "r") as f:
|
47 |
+
return yaml.safe_load(f)
|
48 |
+
|
49 |
+
def create_app():
|
50 |
+
config = load_config()
|
51 |
+
logger = setup_logger(config, "main")
|
52 |
+
logger.info("Starting LLM API server")
|
53 |
+
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54 |
+
app = FastAPI(
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55 |
+
title="LLM API",
|
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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+
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# Add CORS middleware
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61 |
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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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69 |
+
# Initialize routes with config
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70 |
+
init_router(config)
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71 |
+
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72 |
+
app.include_router(router, prefix=f"{config['api']['prefix']}/{config['api']['version']}")
|
73 |
+
|
74 |
+
logger.info("FastAPI application created successfully")
|
75 |
+
return app
|
76 |
+
|
77 |
+
def test_locally():
|
78 |
+
"""Run local tests for development and debugging"""
|
79 |
+
config = load_config()
|
80 |
+
logger = setup_logger(config, "test")
|
81 |
+
logger.info("Starting local tests")
|
82 |
+
|
83 |
+
api = LLMApi(config)
|
84 |
+
model_name = config["model"]["defaults"]["model_name"]
|
85 |
+
|
86 |
+
logger.info(f"Testing with model: {model_name}")
|
87 |
+
|
88 |
+
# Test download
|
89 |
+
logger.info("Testing model download...")
|
90 |
+
api.download_model(model_name)
|
91 |
+
logger.info("Download complete")
|
92 |
+
|
93 |
+
# Test initialization
|
94 |
+
logger.info("Initializing model...")
|
95 |
+
api.initialize_model(model_name)
|
96 |
+
logger.info("Model initialized")
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97 |
+
|
98 |
+
# Test embedding
|
99 |
+
test_text = "Dette er en test av embeddings generering fra en teknisk tekst om HMS rutiner på arbeidsplassen."
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100 |
+
logger.info("Testing embedding generation...")
|
101 |
+
embedding = api.generate_embedding(test_text)
|
102 |
+
logger.info(f"Generated embedding of length: {len(embedding)}")
|
103 |
+
logger.info(f"First few values: {embedding[:5]}")
|
104 |
+
|
105 |
+
# Test generation
|
106 |
+
test_prompts = [
|
107 |
+
"Tell me what happens in a nuclear reactor.",
|
108 |
+
]
|
109 |
+
|
110 |
+
# Test regular generation
|
111 |
+
logger.info("Testing regular generation:")
|
112 |
+
for prompt in test_prompts:
|
113 |
+
logger.info(f"Prompt: {prompt}")
|
114 |
+
response = api.generate_response(
|
115 |
+
prompt=prompt,
|
116 |
+
system_message="You are a helpful assistant."
|
117 |
+
)
|
118 |
+
logger.info(f"Response: {response}")
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119 |
+
|
120 |
+
# Test streaming generation
|
121 |
+
logger.info("Testing streaming generation:")
|
122 |
+
logger.info(f"Prompt: {test_prompts[0]}")
|
123 |
+
for chunk in api.generate_stream(
|
124 |
+
prompt=test_prompts[0],
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125 |
+
system_message="You are a helpful assistant."
|
126 |
+
):
|
127 |
+
print(chunk, end="", flush=True)
|
128 |
+
print("\n")
|
129 |
+
|
130 |
+
logger.info("Local tests completed")
|
131 |
+
|
132 |
+
app = create_app()
|
133 |
+
|
134 |
+
if __name__ == "__main__":
|
135 |
+
config = load_config()
|
136 |
+
#validate_hf()
|
137 |
+
if len(sys.argv) > 1 and sys.argv[1] == "test":
|
138 |
+
test_locally()
|
139 |
+
else:
|
140 |
+
uvicorn.run(
|
141 |
+
"main.app:app",
|
142 |
+
host=config["server"]["host"],
|
143 |
+
port=config["server"]["port"],
|
144 |
+
log_level="trace",
|
145 |
+
reload=True,
|
146 |
+
workers=1,
|
147 |
+
access_log=False,
|
148 |
+
use_colors=True
|
149 |
+
)
|
requirements.txt
CHANGED
@@ -1,2 +1,49 @@
|
|
1 |
-
|
2 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
annotated-types==0.7.0
|
2 |
+
anyio==4.6.2.post1
|
3 |
+
certifi==2024.8.30
|
4 |
+
charset-normalizer==3.4.0
|
5 |
+
click==8.1.7
|
6 |
+
exceptiongroup==1.2.2
|
7 |
+
fastapi==0.115.6
|
8 |
+
filelock==3.16.1
|
9 |
+
fsspec==2024.10.0
|
10 |
+
h11==0.14.0
|
11 |
+
huggingface-hub==0.26.3
|
12 |
+
idna==3.10
|
13 |
+
Jinja2==3.1.4
|
14 |
+
MarkupSafe==3.0.2
|
15 |
+
mpmath==1.3.0
|
16 |
+
networkx==3.2.1
|
17 |
+
numpy==2.0.2
|
18 |
+
nvidia-cublas-cu12==12.4.5.8
|
19 |
+
nvidia-cuda-cupti-cu12==12.4.127
|
20 |
+
nvidia-cuda-nvrtc-cu12==12.4.127
|
21 |
+
nvidia-cuda-runtime-cu12==12.4.127
|
22 |
+
nvidia-cudnn-cu12==9.1.0.70
|
23 |
+
nvidia-cufft-cu12==11.2.1.3
|
24 |
+
nvidia-curand-cu12==10.3.5.147
|
25 |
+
nvidia-cusolver-cu12==11.6.1.9
|
26 |
+
nvidia-cusparse-cu12==12.3.1.170
|
27 |
+
nvidia-nccl-cu12==2.21.5
|
28 |
+
nvidia-nvjitlink-cu12==12.4.127
|
29 |
+
nvidia-nvtx-cu12==12.4.127
|
30 |
+
packaging==24.2
|
31 |
+
psutil==6.1.0
|
32 |
+
pydantic==2.10.3
|
33 |
+
pydantic_core==2.27.1
|
34 |
+
python-dotenv==1.0.1
|
35 |
+
PyYAML==6.0.2
|
36 |
+
regex==2024.11.6
|
37 |
+
requests==2.32.3
|
38 |
+
safetensors==0.4.5
|
39 |
+
sniffio==1.3.1
|
40 |
+
starlette==0.41.3
|
41 |
+
sympy==1.13.1
|
42 |
+
tokenizers==0.20.3
|
43 |
+
torch==2.5.1
|
44 |
+
tqdm==4.67.1
|
45 |
+
transformers==4.46.3
|
46 |
+
triton==3.1.0
|
47 |
+
typing_extensions==4.12.2
|
48 |
+
urllib3==2.2.3
|
49 |
+
uvicorn==0.32.1
|