Michael Feil michaelfeil

## gradient_embedding.py
"""
Gradient.ai client supporting asyncio, requests and encoder-optiomized mini-batching
"""

import asyncio
import logging
import os
from concurrent.futures import ThreadPoolExecutor
from typing import Any, Callable, Dict, List, Optional, Tuple

## pd_opentopodata.py
"""MIT Licence, 2023, Michael Feil """
import pandas as pd
import os
import requests
import math
import numpy as np
from typing import Callable
import time

CACHE_DIR = str(os.path.join(os.path.dirname(__file__), ".geocache"))
	"""
	Gradient.ai client supporting asyncio, requests and encoder-optiomized mini-batching
	"""

	import asyncio
	import logging
	import os
	from concurrent.futures import ThreadPoolExecutor
	from typing import Any, Callable, Dict, List, Optional, Tuple
	"""MIT Licence, 2023, Michael Feil """
	import pandas as pd
	import os
	import requests
	import math
	import numpy as np
	from typing import Callable
	import time

	CACHE_DIR = str(os.path.join(os.path.dirname(__file__), ".geocache"))