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Browse files- app.py +49 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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import torch
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from transformers import T5Tokenizer, T5ForConditionalGeneration
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if torch.cuda.is_available():
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device = "cuda"
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print("Using GPU")
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else:
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device = "cpu"
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print("Using CPU")
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tokenizer = T5Tokenizer.from_pretrained("google/flan-t5-small")
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model = T5ForConditionalGeneration.from_pretrained("roborovski/superprompt-v1", torch_dtype=torch.float16)
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def generate(
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prompt, history, temperature=0.9, max_new_tokens=250, repetition_penalty=1.0,
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):
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input_text = f"{prompt}, {history}"
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input_ids = tokenizer(input_text, return_tensors="pt").input_ids.to(device)
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outputs = model.generate(input_ids, max_new_tokens=max_new_tokens, repetition_penalty=repetition_penalty)
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better_prompt = tokenizer.decode(outputs[0])
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return better_prompt
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additional_inputs=[
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gr.Slider(
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label="Repetition penalty",
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value=1.2,
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minimum=1.0,
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maximum=2.0,
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step=0.05,
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interactive=True,
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info="Penalize repeated tokens",
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)
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]
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examples=[["Expand the following prompt to add more detail: A storefront with 'Text to Image' written on it.", None, None ]]
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gr.ChatInterface(
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fn=generate,
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chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True, layout="panel"),
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additional_inputs=additional_inputs,
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title="SuperPrompt-v1",
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description="Make your prompts more detailed! Especially for AI Art!!!",
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examples=examples,
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concurrency_limit=20,
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).launch(show_api=False)
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requirements.txt
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transformers
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sentencepiece
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torch
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