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from huggingface_hub import InferenceClient | |
import gradio as gr | |
import random | |
from prompts import GAME_MASTER, COMPRESS_HISTORY, ADJUST_STATS | |
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 | |
temperature=0.99 | |
top_p=0.95 | |
repetition_penalty=1.0 | |
def compress_history(history,temperature=temperature,top_p=top_p,repetition_penalty=repetition_penalty): | |
client = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1") | |
print("COMPRESSING") | |
formatted_prompt=f"{COMPRESS_HISTORY.format(history=history)}" | |
generate_kwargs = dict( | |
temperature=temperature, | |
max_new_tokens=1024, | |
top_p=top_p, | |
repetition_penalty=repetition_penalty, | |
do_sample=True, | |
seed=random.randint(1,99999999999) | |
#seed=42, | |
) | |
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 | |
return output | |
MAX_HISTORY=100 | |
opts=[] | |
def generate(prompt, history,max_new_tokens,health,temperature=temperature,top_p=top_p,repetition_penalty=repetition_penalty): | |
opts.clear() | |
client = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1") | |
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 | |
stats=health | |
history1=history | |
''' | |
stats="*******************\n" | |
for eac in health: | |
stats+=f'{eac}\n' | |
stats+="*******************\n" | |
''' | |
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: | |
history1 = compress_history(str(history), temperature, top_p, repetition_penalty) | |
formatted_prompt = format_prompt(f"{GAME_MASTER.format(history=history1,stats=stats,dice=random.randint(1,10))}, {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 | |
if history: | |
yield [(prompt,output)],stats,None,None | |
else: | |
yield [(prompt,output)],stats,None,None | |
generate_kwargs2 = dict( | |
temperature=temperature, | |
max_new_tokens=128, | |
top_p=top_p, | |
repetition_penalty=repetition_penalty, | |
do_sample=True, | |
seed=random.randint(1,99999999999) | |
#seed=42, | |
) | |
#history="" | |
#formatted_prompt2 = format_prompt(f"{ADJUST_STATS.format(history=output,health=health)}, {prompt}", history) | |
#stream2 = client.text_generation(f"{ADJUST_STATS.format(history=output,health=health)}", **generate_kwargs2, stream=True, details=True, return_full_text=False) | |
#output2="" | |
#for response in stream2: | |
# output2 += response.token.text | |
lines = output.strip().strip("\n").split("\n") | |
skills=[] | |
skill_dict={} | |
option_drop=[] | |
new_stat="*******************\n" | |
for i,line in enumerate(lines): | |
if "Choices:" in line: | |
for z in range(1,5): | |
try: | |
if f'{z}' in lines[i+z]: | |
print(lines[i+z].split(" ",1)[1]) | |
opts.append(lines[i+z].split(" ",1)[1]) | |
except Exception as e: | |
print(e) | |
pass | |
if ": " in line[:20]: | |
try: | |
lab_1 = line.split(": ")[0] | |
skill_1 = line.split(": ")[1].split(" ")[0].split("<")[0] | |
skill_1=int(skill_1) | |
skill_dict[lab_1]=skill_1 | |
#skill ={lab_1:skill_1} | |
new_stat += f'{lab_1}: {skill_1}\n' | |
print(skills) | |
except Exception as e: | |
print (f'--Error :: {e}') | |
print(f'Line:: {line}') | |
skills.append(skill_dict) | |
new_stat+="*******************\n" | |
stats=new_stat | |
option_drop=gr.Dropdown(label="Choices", choices=[e for e in opts]) | |
if history: | |
history.append((prompt,output)) | |
yield history,stats,skills,option_drop | |
else: | |
yield [(prompt,output)],stats,skills,option_drop | |
def clear_fn(): | |
return None,None | |
base_stats=[ | |
{}, | |
] | |
text_stats='''******************* | |
Health: 100 | |
Power: 20 | |
Strength: 24 | |
******************* | |
''' | |
with gr.Blocks() as app: | |
gr.HTML("""<center><h1>Mixtral 8x7B RPG</h1><h3>Role Playing Game Master</h3>""") | |
with gr.Group(): | |
with gr.Row(): | |
with gr.Column(scale=3): | |
chatbot = gr.Chatbot(label="Mixtral 8x7B Game Master",height=500, layout='panel', show_copy_button=True) | |
with gr.Row(): | |
with gr.Column(scale=3): | |
opt=gr.Dropdown(label="Choices",choices=["Start a new game"],allow_custom_value=True, value="Start a new game", interactive=True) | |
#prompt=gr.Textbox(label = "Prompt", value="Start a new game") | |
with gr.Column(scale=2): | |
button=gr.Button() | |
#models_dd=gr.Dropdown(choices=[m for m in return_list],interactive=True) | |
with gr.Row(): | |
stop_button=gr.Button("Stop") | |
clear_btn = gr.Button("Clear") | |
with gr.Row(): | |
tokens = gr.Slider(label="Max new tokens",value=2096,minimum=0,maximum=1048*10,step=64,interactive=False, visible=False,info="The maximum numbers of new tokens") | |
with gr.Column(scale=1): | |
json_out=gr.JSON(value=base_stats) | |
char_stats=gr.Textbox(value=text_stats) | |
textboxes = [] | |
if opts: | |
textboxes.clear() | |
for i in range(len(opts)-1): | |
t = gr.Button(f"{opts[i]}") | |
textboxes.append(t) | |
#text=gr.JSON() | |
#inp_query.change(search_models,inp_query,models_dd) | |
#test_b=test_btn.click(itt,url,e_box) | |
clear_btn.click(clear_fn,None,[opt,chatbot]) | |
go=button.click(generate,[opt,chatbot,tokens,char_stats],[chatbot,char_stats,json_out,opt]) | |
stop_button.click(None,None,None,cancels=[go]) | |
app.launch(show_api=False) | |
''' | |
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) | |
''' |