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feat(ml): export clip models to ONNX and host models on Hugging Face (#4700)

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* export clip models

* export to hf

refactored export code

* export mclip, general refactoring

cleanup

* updated conda deps

* do transforms with pillow and numpy, add tokenization config to export, general refactoring

* moved conda dockerfile, re-added poetry

* minor fixes

* updated link

* updated tests

* removed `requirements.txt` from workflow

* fixed mimalloc path

* removed torchvision

* cleaner np typing

* review suggestions

* update default model name

* update test
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Mert 2023-10-31 06:02:04 -04:00 • committed by GitHub
parent 3212a47720
commit 87a0ba3db3
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29 changed files with 6192 additions and 2043 deletions
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7
machine-learning/app/schemas.py
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@ -1,5 +1,7 @@
from enum import StrEnum
from typing import TypeAlias
import numpy as np
from pydantic import BaseModel
@ -31,3 +33,8 @@ class ModelType(StrEnum):
IMAGE_CLASSIFICATION = "image-classification"
CLIP = "clip"
FACIAL_RECOGNITION = "facial-recognition"
ndarray_f32: TypeAlias = np.ndarray[int, np.dtype[np.float32]]
ndarray_i64: TypeAlias = np.ndarray[int, np.dtype[np.int64]]
ndarray_i32: TypeAlias = np.ndarray[int, np.dtype[np.int32]]