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| from huggingface_hub import InferenceClient | |
| import gradio as gr | |
| import random | |
| client = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1") | |
| from prompts import GAME_MASTER, COMPRESS_HISTORY | |
| def format_prompt(message, history): | |
| prompt="" | |
| ''' | |
| 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 compress_history(purpose, task, history): | |
| resp = run_gpt( | |
| COMPRESS_HISTORY, | |
| stop_tokens=["observation:", "task:", "action:", "thought:"], | |
| max_tokens=512, | |
| seed=random.randint(1,1000000000), | |
| purpose=purpose, | |
| task=task, | |
| history=history, | |
| ) | |
| history = resp | |
| return history | |
| MAX_HISTORY=100 | |
| def generate( | |
| prompt, history, system_prompt, 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=random.randint(1,99999999999) | |
| #seed=42, | |
| ) | |
| cnt=0 | |
| for ea in history: | |
| print (ea) | |
| for l in ea: | |
| print (l) | |
| cnt+=len(l.split("\n")) | |
| print(f'cnt:: {cnt}') | |
| if cnt > MAX_HISTORY: | |
| history = compress_history(history, prompt, history) | |
| formatted_prompt = format_prompt(f"{GAME_MASTER.format(history=history)}, {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.Textbox( | |
| label="System Prompt", | |
| max_lines=1, | |
| interactive=True, | |
| ), | |
| 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=1048, | |
| minimum=0, | |
| maximum=1048*10, | |
| 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", | |
| ) | |
| ] | |
| examples=[["Start the Game", None, None, None, None, None, ], | |
| ["Start a Game based in the year 1322", None, None, None, None, None,], | |
| ] | |
| gr.ChatInterface( | |
| fn=generate, | |
| chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True, layout="panel"), | |
| additional_inputs=additional_inputs, | |
| title="Mixtral RPG Game Master", | |
| examples=examples, | |
| concurrency_limit=20, | |
| ).launch(share=True,show_api=True) |