falcon_7b_coder / app.py
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from transformers import AutoModelForCausalLM, AutoTokenizer, FalconForCausalLM
fine_tuned_model = "ashioyajotham/falcon-coder"
model = FalconForCausalLM.from_pretrained(fine_tuned_model)
# Load the tokenizer for the Falcon 7B model with remote code trust
tokenizer = AutoTokenizer.from_pretrained(fine_tuned_model, trust_remote_code=True)
# Set the padding token to be the same as the end-of-sequence token
tokenizer.pad_token = tokenizer.eos_token
prompt = "Generate a Python script to add prime numbers between one and ten"
inputs = tokenizer.encode(prompt, return_tensors='pt')
outputs = model.generate(inputs, max_length=100, temperature = .7, do_sample=True, pad_token_id=tokenizer.eos_token_id)
completion = tokenizer.decode(outputs[0])
#print(completion)
import gradio as gr
iface = gr.Interface(
fn=completion,
inputs="text",
outputs="text",
title="Code Generation App",
description="Generate code from text input."
)
iface.launch()