Jordan Bracco
commited on
Commit
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c266f8b
1
Parent(s):
bc58bd1
no idea what i'm doing, but doing it!
Browse files- app.py +41 -0
- requirements.txt +3 -0
app.py
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import torch
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import gradio as gr
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import requests
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import os
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import transformers
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from transformers import AutoModelWithLMHead, AutoTokenizer, AutoModelForCausalLM, pipeline
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from transformers import GPT2Tokenizer, GPT2Model
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tokenizer = AutoTokenizer.from_pretrained("href/gpt2-schiappa")
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model = AutoModelForCausalLM.from_pretrained("href/gpt2-schiappa")
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pipe = pipeline('text-generation', model="href/gpt2-schiappa", tokenizer=tokenizer)
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def text_generation(input_text, seed, min_length, max_length, temperature, top_k, top_p, repetition_penalty):
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input_ids = tokenizer(input_text, return_tensors="pt").input_ids
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torch.manual_seed(seed) # Max value: 18446744073709551615
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outputs = model.generate(input_ids, do_sample=True, max_length=max_length, min_length=min_length, temperature=temperature, top_k=top_k, top_p=top_p, repetition_penalty=repetition_penalty)
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generated_text = tokenizer.batch_decode(outputs, skip_special_tokens=True)
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return generated_text
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title = "Minelli"
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description = "Écrit comme Marie Minelli"
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gr.Interface(
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text_generation,
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[
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gr.inputs.Textbox(lines=2, label="Prompt"),
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gr.inputs.Number(default=10, label="Enter seed number"),
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gr.inputs.Slider(default=0, label="Minimum Length", minimum=0),
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gr.inputs.Slider(default=100, label="Maximum Length", minimum=0),
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gr.inputs.Slider(default=1.0, label="Temperature", minimum=0.1),
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gr.inputs.Slider(default=40, label="topK", minimum=1),
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gr.inputs.Slider(default=0.9, label="topP", minimum=0.0, maximum=1.0),
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gr.inputs.Slider(default=1.0, label="Repetition penalty", minimum=1.0)
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],
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[gr.outputs.Textbox(type="auto", label="Generated")],
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title=title,
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description=description,
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theme="huggingface"
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).launch()
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requirements.txt
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torch
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transformers
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gradio
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