from typing import Optional
from dotenv import load_dotenv
from google.oauth2 import service_account
import vertexai
import os
import json
import base64
import logging
from vertexai import generative_models

logger = logging.getLogger(__name__)
logging.basicConfig(encoding='utf-8', level=logging.DEBUG)

load_dotenv()
if "VERTEXAI_PROJECTID" in os.environ:
    VERTEXAI_PROJECT = os.environ["VERTEXAI_PROJECTID"]


def decode_service_key():
    encoded_key = os.environ["GOOGLE_CREDENTIALS"]
    original_service_key = json.loads(base64.b64decode(encoded_key).decode('utf-8'))
    if original_service_key:
        return original_service_key
    return None


def initialize_vertexai_params(location: Optional[str] = "us-central1"):
    print(os.getcwd())
    creds_file_name = ".config/gcp_default_credentials.json"
    print(creds_file_name)
    if not(os.path.exists(creds_file_name) and os.path.isdir(creds_file_name)):
        credentials = decode_service_key()
        with open(creds_file_name, 'w', encoding='utf-8') as file:
            json.dump(credentials, file, ensure_ascii=False, indent=4)

    os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = creds_file_name

    service_account.Credentials.from_service_account_file(
        filename=os.environ["GOOGLE_APPLICATION_CREDENTIALS"],
        scopes=["https://www.googleapis.com/auth/cloud-platform"],
    )
    vertexai.init(project=VERTEXAI_PROJECT, location=location)
    logger.info("Vertex AI initialized")


def get_default_config() -> tuple[dict, dict]:
    default_gen_config = {
        "temperature": 0.49,
        "max_output_tokens": 1024,
    }
    default_safety_settings = {
        generative_models.HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT: generative_models.HarmBlockThreshold.BLOCK_LOW_AND_ABOVE,
        generative_models.HarmCategory.HARM_CATEGORY_HARASSMENT: generative_models.HarmBlockThreshold.BLOCK_LOW_AND_ABOVE,
    }
    return default_gen_config, default_safety_settings