zachwill

import json
import logging
import re
from typing import Any, AsyncGenerator, Optional, Union

import aiohttp
import openai
from azure.search.documents.aio import SearchClient
from azure.search.documents.models import QueryType

zachwill

"""
Multiclass SVMs (Crammer-Singer formulation).

A pure Python re-implementation of:

Large-scale Multiclass Support Vector Machine Training via Euclidean Projection onto the Simplex.
Mathieu Blondel, Akinori Fujino, and Naonori Ueda.
ICPR 2014.
http://www.mblondel.org/publications/mblondel-icpr2014.pdf
"""