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from huggingface_hub import InferenceClient | |
import gradio as gr | |
import random | |
import prompts | |
client = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1") | |
def format_prompt(message, history): | |
prompt = "<s>" | |
for user_prompt, bot_response in history: | |
print (bot_response) | |
prompt += f"[INST] {user_prompt} [/INST]" | |
prompt += f" {bot_response}</s> " | |
prompt += f"[INST] {message} [/INST]" | |
return prompt | |
def generate(prompt,history,max_new_tokens,seed): | |
#seed = random.randint(1,9999999999999) | |
print(seed) | |
system_prompt = prompts.SONG_WRITER.format(history=history) | |
generate_kwargs = dict( | |
temperature=0.9, | |
max_new_tokens=max_new_tokens, | |
top_p=0.95, | |
repetition_penalty=1.0, | |
do_sample=True, | |
seed=seed, | |
) | |
formatted_prompt = format_prompt(f"{system_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 | |
additional_inputs = [ | |
gr.Slider( | |
label="Max new tokens", | |
value=4096, | |
minimum=10, | |
maximum=1048*10, | |
step=64, | |
interactive=True, | |
info="The maximum numbers of words the chatbot will return", | |
), | |
gr.Slider( | |
label="Seed", | |
value=random.randint(1,9999999999999999), | |
minimum=0, | |
maximum=9999999999999999, | |
step=64, | |
interactive=True, | |
info="Each seed produces a different output to a single prompt", | |
), | |
] | |
examples=[["Write a heavy metal rock song about horses (1000 words)"], | |
["Write a really long song about an elephant love story. The elephants have been together for a long time. (3000 words)"], | |
["Write a slammin rap song about about a gangster fising trip."], | |
["Use the same lyrics as above, but add more words to each verse"], | |
] | |
gr.ChatInterface( | |
fn=generate, | |
chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True, layout="panel"), | |
title="Song Writer", | |
additional_inputs=additional_inputs, | |
examples=examples, | |
concurrency_limit=20, | |
).launch(show_api=False) |