Zubiiiiiii294 commited on
Commit
b654b17
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1 Parent(s): a2889c4

Update app.py

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Files changed (1) hide show
  1. app.py +22 -6
app.py CHANGED
@@ -2,22 +2,38 @@ import gradio as gr
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  from transformers import AutoTokenizer, AutoModelForCausalLM
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  import torch
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- # Load Falcon-7B-Instruct model
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  model_id = "tiiuae/falcon-7b-instruct"
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  tokenizer = AutoTokenizer.from_pretrained(model_id)
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- model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float16, device_map="auto")
 
 
 
 
 
 
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  # Function to generate response
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  def generate_response(prompt):
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  inputs = tokenizer(prompt, return_tensors="pt").to("cuda" if torch.cuda.is_available() else "cpu")
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- outputs = model.generate(**inputs, max_length=100)
 
 
 
 
 
 
 
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  return tokenizer.decode(outputs[0], skip_special_tokens=True)
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  # Gradio interface
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  iface = gr.Interface(
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  fn=generate_response,
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- inputs=gr.Textbox(label="Enter your prompt"),
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  outputs=gr.Textbox(label="Zephyrix Response"),
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- title="Zephyrix - Pakistan's First AI Model"
 
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  )
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- iface.launch()
 
 
 
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  from transformers import AutoTokenizer, AutoModelForCausalLM
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  import torch
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+ # Load Falcon-7B-Instruct model with 4-bit quantization
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  model_id = "tiiuae/falcon-7b-instruct"
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  tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ model = AutoModelForCausalLM.from_pretrained(
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+ model_id,
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+ torch_dtype=torch.float16,
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+ device_map="auto",
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+ load_in_4bit=True,
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+ trust_remote_code=True
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+ )
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  # Function to generate response
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  def generate_response(prompt):
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  inputs = tokenizer(prompt, return_tensors="pt").to("cuda" if torch.cuda.is_available() else "cpu")
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+ outputs = model.generate(
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+ **inputs,
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+ max_length=100,
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+ do_sample=True,
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+ top_k=50,
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+ top_p=0.95,
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+ num_return_sequences=1
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+ )
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  return tokenizer.decode(outputs[0], skip_special_tokens=True)
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  # Gradio interface
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  iface = gr.Interface(
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  fn=generate_response,
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+ inputs=gr.Textbox(label="Enter your prompt", placeholder="Type here..."),
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  outputs=gr.Textbox(label="Zephyrix Response"),
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+ title="Zephyrix - Pakistan's First AI Model",
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+ description="Built with love in Pakistan!"
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  )
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+
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+ # Launch app
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+ iface.launch(server_name="0.0.0.0", server_port=7860)