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import gradio as gr | |
models = { | |
"object-detection": "facebook/detr-resnet-50", | |
"image-classification": "microsoft/resnet-50", | |
"text-to-image": "runwayml/stable-diffusion-v1-5", | |
"image-to-text": "nlpconnect/vit-gpt2-image-captioning", | |
"audio-classification": "MIT/ast-finetuned-audioset-10-10-0.4593", | |
"audio-to-audio": "speechbrain/mtl-mimic-voicebank", | |
"automatic-speech-recognition": "jonatasgrosman/wav2vec2-large-xlsr-53-english", | |
"conversational": "microsoft/DialoGPT-medium", | |
"feature-extraction": "cambridgeltl/SapBERT-from-PubMedBERT-fulltext", | |
"fill-mask": "bert-base-uncased", | |
"question-answering": "deepset/roberta-base-squad2", | |
"summarization": "facebook/bart-large-cnn", | |
"text-classification": "cardiffnlp/twitter-roberta-base-sentiment-latest", | |
"text-generation": "gpt2", | |
"text2text-generation": "vennify/t5-base-grammar-correction", | |
"translation": "Helsinki-NLP/opus-mt-fr-en", | |
"zero-shot-classification": "facebook/bart-large-mnli", | |
"sentence-similarity": "sentence-transformers/all-mpnet-base-v2", | |
"text-to-speech": "facebook/mms-tts-eng", | |
"token-classification": "benjamin/wtp-canine-s-1l", | |
"document-question-answering": "fxmarty/tiny-doc-qa-vision-encoder-decoder", | |
"visual-question-answering": "Salesforce/blip-vqa-capfilt-large", | |
} | |
with gr.Blocks() as demo: | |
gr.Markdown("## Gradio Pipelines Tasks") | |
for k, v in models.items(): | |
with gr.Tab(k): | |
gr.load(v, src="models") | |
demo.launch() | |