youlama/ollama_handler.py
2025-05-23 10:37:49 +02:00

139 lines
5.0 KiB
Python

import requests
from typing import Optional
import configparser
import os
import logging
# Configure logging
logging.basicConfig(
level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
)
logger = logging.getLogger(__name__)
def load_config() -> configparser.ConfigParser:
"""Load configuration from config.ini file."""
config = configparser.ConfigParser()
config_path = os.path.join(os.path.dirname(__file__), "config.ini")
config.read(config_path)
return config
config = load_config()
class OllamaHandler:
def __init__(self):
self.enabled = config["ollama"].getboolean("enabled")
self.url = config["ollama"]["url"]
self.default_model = config["ollama"]["default_model"]
self.prompt = config["ollama"]["summarize_prompt"]
logger.info(
f"Initialized Ollama handler with URL: {self.url}, Default model: {self.default_model}"
)
logger.info(f"Ollama enabled: {self.enabled}")
def is_available(self) -> bool:
"""Check if Ollama is available and enabled."""
if not self.enabled:
logger.info("Ollama is disabled in config")
return False
try:
logger.info(f"Checking Ollama availability at {self.url}")
response = requests.get(f"{self.url}/api/tags")
available = response.status_code == 200
logger.info(
f"Ollama server response: {'available' if available else 'unavailable'}"
)
return available
except Exception as e:
logger.error(f"Error checking Ollama availability: {str(e)}")
return False
def get_available_models(self) -> list:
"""Get list of available Ollama models."""
try:
logger.info("Fetching available Ollama models")
response = requests.get(f"{self.url}/api/tags")
if response.status_code == 200:
models = [model["name"] for model in response.json()["models"]]
logger.info(
f"Found {len(models)} available models: {', '.join(models)}"
)
return models
logger.warning(
f"Failed to fetch models. Status code: {response.status_code}"
)
return []
except Exception as e:
logger.error(f"Error fetching Ollama models: {str(e)}")
return []
def validate_model(self, model_name: str) -> tuple[bool, Optional[str]]:
"""Validate if a model exists and return the first available model if not."""
available_models = self.get_available_models()
if not available_models:
return False, None
if model_name in available_models:
return True, model_name
logger.warning(
f"Model {model_name} not found in available models. Using first available model: {available_models[0]}"
)
return True, available_models[0]
def get_default_model(self) -> Optional[str]:
"""Get the default model, falling back to first available if default is not found."""
if not self.is_available():
return None
available_models = self.get_available_models()
if not available_models:
return None
if self.default_model in available_models:
logger.info(f"Using configured default model: {self.default_model}")
return self.default_model
logger.warning(
f"Configured model '{self.default_model}' not found in available models. Using first available model: {available_models[0]}"
)
return available_models[0]
def summarize(self, text: str, model: Optional[str] = None) -> Optional[str]:
"""Summarize text using Ollama."""
if not self.is_available():
logger.warning("Attempted to summarize with Ollama unavailable")
return None
# Validate and get the correct model
is_valid, valid_model = self.validate_model(model or self.default_model)
if not is_valid:
logger.error("No valid Ollama models available")
return None
prompt = f"{self.prompt}\n\n{text}"
logger.info(f"Generating summary using model: {valid_model}")
logger.info(f"Input text length: {len(text)} characters")
try:
response = requests.post(
f"{self.url}/api/generate",
json={"model": valid_model, "prompt": prompt, "stream": False},
)
if response.status_code == 200:
summary = response.json()["response"]
logger.info(
f"Successfully generated summary of length: {len(summary)} characters"
)
return summary
logger.error(
f"Failed to generate summary. Status code: {response.status_code}"
)
return None
except Exception as e:
logger.error(f"Error during summarization: {str(e)}")
return None