Spaces:
Sleeping
Sleeping
Cooper
commited on
Commit
•
c39f600
1
Parent(s):
8b2fe10
Add app file
Browse files
app.py
ADDED
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import gradio as gr
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from transformers import AutoModelForCausalLM, AutoTokenizer
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def load_model(model_name):
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model = AutoModelForCausalLM.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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return model, tokenizer
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def converse(prompt, model1_name, model2_name, temperature1, temperature2):
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model1, tokenizer1 = load_model(model1_name)
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model2, tokenizer2 = load_model(model2_name)
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inputs = tokenizer1(prompt, return_tensors="pt")
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outputs = model1.generate(inputs.input_ids, max_new_tokens=50, temperature=temperature1, do_sample=True, pad_token_id=tokenizer1.eos_token_id)
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response1 = tokenizer1.decode(outputs[0], skip_special_tokens=True)
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inputs = tokenizer2(response1, return_tensors="pt")
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outputs = model2.generate(inputs.input_ids, max_new_tokens=50, temperature=temperature2, do_sample=True, pad_token_id=tokenizer2.eos_token_id)
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response2 = tokenizer2.decode(outputs[0], skip_special_tokens=True)
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return response1, response2
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iface = gr.Interface(
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fn=converse,
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inputs=[
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gr.Textbox(label="Input Prompt"),
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gr.Dropdown(["gpt2", "distilgpt2", "EleutherAI/gpt-neo-2.7B"], label="Model 1"),
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gr.Dropdown(["gpt2", "distilgpt2", "EleutherAI/gpt-neo-2.7B"], label="Model 2"),
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gr.Slider(0.1, 1.0, step=0.1, value=0.7, label="Temperature for Model 1"),
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gr.Slider(0.1, 1.0, step=0.1, value=0.7, label="Temperature for Model 2")
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],
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outputs=["text", "text"],
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title="Multi-Model Conversation",
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description="Input a prompt to start a conversation between two models. Adjust temperatures for more diverse outputs."
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)
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if __name__ == "__main__":
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iface.launch()
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