ikot commited on
Commit
8f849b7
1 Parent(s): 291ca73

Update app.py

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Files changed (1) hide show
  1. app.py +41 -4
app.py CHANGED
@@ -1,7 +1,44 @@
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  import gradio as gr
 
 
 
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- def greet(name):
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- return "Hello " + name + "!!"
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- demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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- demo.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  import gradio as gr
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+ import spaces
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+ import torch
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+ model_name = "Qwen/Qwen2.5-7B-Instruct"
 
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+ model = AutoModelForCausalLM.from_pretrained(
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+ model_name,
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+ torch_dtype=torch.bfloat16,
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+ device_map="auto"
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+ )
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+
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+ @spaces.GPU
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+ def generate(prompt, history):
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+ messages = [
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+ {"role": "system", "content": "Je bent een vriendelijke, behulpzame assistent."},
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+ {"role": "user", "content": prompt}
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+ ]
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+ text = tokenizer.apply_chat_template(
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+ messages,
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+ tokenize=False,
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+ add_generation_prompt=True
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+ )
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+ model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
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+
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+ generated_ids = model.generate(
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+ **model_inputs,
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+ max_new_tokens=512
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+ )
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+ generated_ids = [
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+ output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
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+ ]
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+
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+ response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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+ return response
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+
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+
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+
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+ chat_interface = gr.ChatInterface(
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+ fn=generate,
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+ )
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+ chat_interface.launch(share=True)