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| import gradio as gr | |
| from transformers import AutoTokenizer, AutoModelForCausalLM | |
| import torch | |
| model = AutoModelForCausalLM.from_pretrained( | |
| "CogwiseAI/testchatexample", | |
| torch_dtype=torch.bfloat16, | |
| trust_remote_code=True, | |
| device_map="auto", | |
| low_cpu_mem_usage=True, | |
| ) | |
| tokenizer = AutoTokenizer.from_pretrained("CogwiseAI/testchatexample") | |
| def generate_text(input_text): | |
| input_ids = tokenizer.encode(input_text, return_tensors="pt") | |
| attention_mask = torch.ones(input_ids.shape) | |
| output = model.generate( | |
| input_ids, | |
| attention_mask=attention_mask, | |
| max_length=200, | |
| do_sample=True, | |
| top_k=10, | |
| num_return_sequences=1, | |
| eos_token_id=tokenizer.eos_token_id, | |
| ) | |
| output_text = tokenizer.decode(output[0], skip_special_tokens=True) | |
| print(output_text) | |
| # Remove Prompt Echo from Generated Text | |
| cleaned_output_text = output_text.replace(input_text, "") | |
| return cleaned_output_text | |
| block = gr.Blocks() | |
| with block: | |
| gr.Markdown("""<h1><center>Cogwise AI Falcon-7B Instruct</center></h1> | |
| """) | |
| chatbot = gr.Chatbot() | |
| message = gr.Textbox(placeholder=prompt) | |
| state = gr.State() | |
| submit = gr.Button("SEND") | |
| submit.click(generate_text, inputs=[message, state], outputs=[chatbot, state]) | |
| block.launch(debug = True) | |
| # logo = ( | |
| # "<div >" | |
| # "<img src='ai-icon.png'alt='image One'>" | |
| # + "</div>" | |
| # ) | |
| # text_generation_interface = gr.Interface( | |
| # fn=generate_text, | |
| # inputs=[ | |
| # gr.inputs.Textbox(label="Input Text"), | |
| # ], | |
| # outputs=gr.inputs.Textbox(label="Generated Text"), | |
| # title="Falcon-7B Instruct", | |
| # image=logo | |
| # ).launch() |