{"library":"modelscope","title":"ModelScope","description":"ModelScope is an open-source model-as-a-service (MaaS) platform from Alibaba Damo Academy, providing a wide range of AI models (vision, NLP, audio, multimodal) for easy deployment and use. It abstracts complex AI model inference into a simple API and offers functionalities for model discovery, download, and fine-tuning. The library is actively developed, with its current version at 1.35.3 and frequent releases.","language":"python","status":"active","last_verified":"Thu May 14","install":{"commands":["pip install modelscope","pip install 'modelscope[cv]' # For computer vision tasks\npip install 'modelscope[nlp]' # For natural language processing tasks\npip install 'modelscope[audio]' # For audio tasks"],"cli":{"name":"modelscope","version":""}},"imports":["from modelscope.pipelines import pipeline","from modelscope.utils.constant import Tasks","from modelscope.hub.snapshot_download import snapshot_download","from modelscope.models import Model","from modelscope.msdatasets import MsDataset"],"auth":{"required":false,"env_vars":[]},"quickstart":{"code":"import os\nfrom modelscope.pipelines import pipeline\nfrom modelscope.utils.constant import Tasks\n\n# Initialize an image classification pipeline\nclassifier = pipeline(task=Tasks.image_classification, model='damo/cv_resnest50_image-classification_damo')\n\n# Example input image URL\nimage_url = 'https://modelscope.cn/api/v1/models/damo/cv_resnest50_image-classification_damo/repo/files/animal.JPEG'\n\n# Perform inference\nresult = classifier(image_url)\nprint(f\"Image classification result: {result}\")\n\n# You can also download a model first\n# from modelscope.hub.snapshot_download import snapshot_download\n# model_dir = snapshot_download('damo/cv_resnest50_image-classification_damo')\n# local_classifier = pipeline(task=Tasks.image_classification, model=model_dir)\n# print(f\"Local inference result: {local_classifier(image_url)}\")","lang":"python","description":"This quickstart demonstrates how to use ModelScope to perform image classification using a pre-trained model. 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For tasks requiring authentication (e.g., uploading to the Hub or accessing private models), ensure your ModelScope token is set via `os.environ['MS_TOKEN']` or passed 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