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Jingjing Zhai
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Commit
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ef10b63
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Parent(s):
9bc098b
initial commint
Browse files- app.py +24 -0
- requirements.txt +6 -0
app.py
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from transformers import pipeline, AutoModelForMaskedLM, AutoTokenizer
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import gradio as gr
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model_name = "kuleshov-group/PlantCaduceus_l20"
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model = AutoModelForMaskedLM.from_pretrained(model_name, trust_remote_code=True)
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tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
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nlp = pipeline("fill-mask", model=model, tokenizer=tokenizer)
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def predict_masked_text(text):
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results = nlp(text)
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return [result['sequence'] for result in results]
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# Create the Gradio interface
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iface = gr.Interface(
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fn=predict_masked_text,
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inputs=gr.Textbox(lines=2, placeholder="Enter text with a [MASK] token..."),
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outputs=gr.Textbox(),
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title="Masked Language Modeling",
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description="Fill in the masked token in the input text."
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)
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# Launch the interface
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iface.launch(server_port = 8020)
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requirements.txt
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gradio==3.1
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transformers==4.33.3
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torch==2.0.1
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mamba-ssm==1.1.3.post1
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pytorch==2.1.1
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