Prithmesh's picture
Create app.py
5241af1 verified
raw
history blame contribute delete
809 Bytes
import gradio as gr
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch
# Load model
MODEL_NAME = "mistralai/Mistral-7B-Instruct-v0.3"
tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
model = AutoModelForCausalLM.from_pretrained(MODEL_NAME, device_map="auto", torch_dtype=torch.float16)
def generate(prompt):
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
with torch.no_grad():
outputs = model.generate(**inputs, max_new_tokens=300)
text = tokenizer.decode(outputs[0], skip_special_tokens=True)
return text
# Gradio interface
iface = gr.Interface(
fn=generate,
inputs=gr.Textbox(lines=5, placeholder="Enter your prompt here"),
outputs=gr.Textbox(label="AI Response"),
)
iface.launch(server_name="0.0.0.0", server_port=7860)