| """ | |
| Script used to load a custom model and push it to HuggingFace. | |
| Doc: https://huggingface.co/docs/transformers/custom_models#writing-a-custom-model | |
| """ | |
| import os | |
| import json | |
| import cv2 | |
| os.environ["PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION"] = "python" | |
| from configuration_cetacean_classifier import ( | |
| CetaceanClassifierConfig, | |
| ) | |
| from modeling_cetacean_classifier import ( | |
| CetaceanClassifierModelForImageClassification, | |
| ) | |
| with open("original_model_config.json", "r") as file: | |
| config= json.load(file) | |
| cetacean_config = CetaceanClassifierConfig(**config) | |
| cetacean_classifier = CetaceanClassifierModelForImageClassification(cetacean_config) | |
| cetacean_classifier.model.load_from_checkpoint("last.ckpt") | |
| img = cv2.imread("tail.jpg") | |
| out = cetacean_classifier(img) | |
| print(out) | |