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MontOps AI Python Client

Project description

🧰 pymoai - MontOps moai client for Python

PyPI Interrogate

This repository contains the source code for MontOps AI's official python client. This client is currently in pre-alpha version, so feedback is always welcome!

You are welcome to file an issue here for general use cases. You can also contact MontOps Support here.

Requirements

Python 3.8 or above is required.

Documentation

For the latest documentation, see

Quickstart

Install the library with pip install pymoai

Note: Don't hard-code authentication secrets into your Python. Use environment variables

email/Password Authentication:

export MOAI_USERNAME=*************
export MOAI_PASSWORD=*************

If you already have a token, use that instead:

export MOAI_TOKEN=*****************************************

Example usage:

import os
import pandas as pd
from pymoai.client import MoaiClient

# If no credentials are supplied, then environment variables are required.
email = "tech@montops.ai"
password = "$montops123"

# ...or try using an active token.
# This may fail, see exception handling below.
token = None

# First create client with active token or credentials
moai = MoaiClient(
    # ...using email/password
    email=email,
    password=password,
    # ...or if using token, token will take priority
    token=token
)

# Check the health of your server
health = moai.health().dict()

print("Health: ", health)

assert health is not None and health['status'] == 'live'

# Add a dataset to your moai system

# From a DataFrame
path = "/path/to/dataset/data.csv"
df = pd.DataFrame(path)
result = moai.datasets.add(df=df)

# Or pass in a string path to read from fs directly
result = moai.datasets.add(path=path)

if result.ok:
    print("DataFrame uploaded: ", result.details)
else
    print("Upload failed: ", result.error)

Exception handling:

from pymoai.client import MoaiClient
from pymoai.exceptions import ApiResponseError, InvalidTokenError

try:
    try:
        # An InvalidToken error is raised if the token is expired or incorrect
        moai = MoaiClient(
            token=token
        )
    except InvalidTokenError:
        print(f"Token invalid, logging in instead.")
        # Catch all other errors using ApiResponseErrors
        moai = MoaiClient(
            email=email,
            password=password
        )
except ApiResponseError as e:
    print(f"Could not create moai client: {e.error}")
    return

Contributing

We will allow contributing soon!

License

Apache License 2.0

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