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| from huggingface_hub import InferenceClient | |
| import gradio as gr | |
| client = InferenceClient("mistralai/Mistral-7B-Instruct-v0.1") | |
| val_image = gr.Image("/file=val_speaking_transparent.gif") | |
| PLACEHOLDER = f""" | |
| <div style="padding: 30px; text-align: center; display: flex; flex-direction: column; align-items: center;"> | |
| <h1 style="font-size: 28px; margin-bottom: 2px; opacity: 0.55;">Hi Jennifer, welcome to Treasury and Finance</h1> | |
| <p style="font-size: 18px; margin-bottom: 2px; opacity: 0.65;">Ask me anything about working at here...</p> | |
| <p>You might find these links of interest:</p> | |
| <a href="https://www.dtf.vic.gov.au/funds-programs-and-policies/victorian-public-service-enterprise-agreement-2020">Read about our enterprise agreement</a> | |
| <a href="https://www.vic.gov.au/make-content-accessible">Read guidance to making accessible content</a> | |
| <a href="https://www.vic.gov.au/victorian-government-directory">Here's the Victorian Government directory</a> | |
| </div>. | |
| """ | |
| DESCRIPTION = """ | |
| You might find these links of interest | |
| - [Read about our enterprise agreement](https://www.dtf.vic.gov.au/funds-programs-and-policies/victorian-public-service-enterprise-agreement-2020) | |
| - [Here's the Victorian Government directory](https://www.vic.gov.au/victorian-government-directory) | |
| - [Read guidance to making accessible content](https://www.vic.gov.au/make-content-accessible) | |
| """ | |
| TITLE = "Hi I'm Val the Voyager, welcome onboard!" | |
| def format_prompt(message, history): | |
| prompt = "<s>" | |
| for user_prompt, bot_response in history: | |
| prompt += f"[INST] {user_prompt} [/INST]" | |
| prompt += f" {bot_response}</s> " | |
| prompt += f"[INST] {message} [/INST]" | |
| return prompt | |
| def generate( | |
| prompt, | |
| history, | |
| temperature=0.9, | |
| max_new_tokens=256, | |
| top_p=0.95, | |
| repetition_penalty=1.0, | |
| ): | |
| temperature = float(temperature) | |
| if temperature < 1e-2: | |
| temperature = 1e-2 | |
| top_p = float(top_p) | |
| generate_kwargs = dict( | |
| temperature=temperature, | |
| max_new_tokens=max_new_tokens, | |
| top_p=top_p, | |
| repetition_penalty=repetition_penalty, | |
| do_sample=True, | |
| seed=42, | |
| ) | |
| formatted_prompt = format_prompt(prompt, history) | |
| stream = client.text_generation( | |
| formatted_prompt, | |
| **generate_kwargs, | |
| stream=True, | |
| details=True, | |
| return_full_text=False, | |
| ) | |
| output = "" | |
| for response in stream: | |
| output += response.token.text | |
| yield output | |
| return output | |
| additional_inputs = [ | |
| gr.Slider( | |
| label="Temperature", | |
| value=0.9, | |
| minimum=0.0, | |
| maximum=1.0, | |
| step=0.05, | |
| interactive=True, | |
| info="Higher values produce more diverse outputs", | |
| ), | |
| gr.Slider( | |
| label="Max new tokens", | |
| value=256, | |
| minimum=0, | |
| maximum=1048, | |
| step=64, | |
| interactive=True, | |
| info="The maximum numbers of new tokens", | |
| ), | |
| gr.Slider( | |
| label="Top-p (nucleus sampling)", | |
| value=0.90, | |
| minimum=0.0, | |
| maximum=1, | |
| step=0.05, | |
| interactive=True, | |
| info="Higher values sample more low-probability tokens", | |
| ), | |
| gr.Slider( | |
| label="Repetition penalty", | |
| value=1.2, | |
| minimum=1.0, | |
| maximum=2.0, | |
| step=0.05, | |
| interactive=True, | |
| info="Penalize repeated tokens", | |
| ), | |
| ] | |
| gr.ChatInterface( | |
| fn=generate, | |
| chatbot=gr.Chatbot( | |
| show_share_button=False, | |
| show_copy_button=True, | |
| likeable=True, | |
| layout="bubble", | |
| placeholder=PLACEHOLDER, | |
| # label=DESCRIPTION, | |
| # show_label=True, | |
| ), | |
| additional_inputs=additional_inputs, | |
| examples=[ | |
| ["What should I do on my first day?"], | |
| ["Ask me what an acronym stands for"], | |
| ["How can I check my leave allowance?"], | |
| ["Where can I find a floor map of 1 Macarthur?"], | |
| ["How can I find out about DTF's Disability network?"], | |
| ], | |
| cache_examples=False, | |
| title=TITLE, | |
| # description=DESCRIPTION, | |
| ).launch(show_api=False) | |