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mohanchinnappan
commited on
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00da74c
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Parent(s):
adbe025
Create app.py
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app.py
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import gradio as gr
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from transformers import TFT5ForConditionalGeneration, RobertaTokenizer
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# load saved finetuned model
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model = TFT5ForConditionalGeneration.from_pretrained('ThoughtFocusAI/CodeGeneration-CodeT5-base')
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# load saved tokenizer
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tokenizer = RobertaTokenizer.from_pretrained('ThoughtFocusAI/CodeGeneration-CodeT5-base')
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def chat(chat_history, user_input):
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query = "Generate Python: " + user_input
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encoded_text = tokenizer(query, return_tensors='tf', padding='max_length', truncation=True, max_length=48)
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# inference
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generated_code = model.generate(
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encoded_text["input_ids"], attention_mask=encoded_text["attention_mask"],
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max_length=128
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)
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# decode generated tokens
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decoded_code = tokenizer.decode(generated_code.numpy()[0], skip_special_tokens=True)
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return chat_history + [(user_input, "<pre><code>"+decoded_code+"</code></pre>")]
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my_theme = gr.Theme.from_hub('finlaymacklon/boxy_violet')
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with gr.Blocks(title="Python Code Generation",theme=my_theme) as demo:
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gr.HTML(value="<style>h1 {text-align: center;}</style><h1>Python Code Generation</h1>")
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chatbot = gr.Chatbot([], elem_id="chatbot")
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message = gr.Textbox(label="Write a python script to..",placeholder="Eg. Check if a number is prime")
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message.submit(chat, [chatbot, message], chatbot)
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demo.queue().launch(enable_queue=True)
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