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changed a section in app.py and added the requirements.txt
Browse files- app.py +38 -31
- requirements.txt +6 -0
app.py
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import torch
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from peft import PeftModel
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import gradio as gr
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import torch
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from peft import PeftModel
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import gradio as gr
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import os
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import zipfile
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if not os.path.exists("dorna-diabetes-finetuned"):
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with zipfile.ZipFile("dorna-diabetes-finetuned.zip", "r") as zip_ref:
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zip_ref.extractall(".")
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print("✅ فایل ZIP اکسترکت شد.")
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BASE_MODEL = "PartAI/Dorna-Llama3-8B-Instruct"
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LORA_PATH = "./dorna-diabetes-finetuned" # این پوشه رو آپلود میکنی توی اسپیس
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tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL)
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base_model = AutoModelForCausalLM.from_pretrained(
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BASE_MODEL,
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device_map="auto",
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torch_dtype=torch.float16,
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)
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model = PeftModel.from_pretrained(base_model, LORA_PATH)
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def generate_response(prompt):
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input_ids = tokenizer(prompt, return_tensors="pt").input_ids.to(model.device)
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with torch.no_grad():
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output = model.generate(
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input_ids=input_ids,
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max_new_tokens=200,
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do_sample=True,
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temperature=0.7,
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top_p=0.9,
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)
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return tokenizer.decode(output[0], skip_special_tokens=True)
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gr.Interface(fn=generate_response, inputs="text", outputs="text", title="Dorna-Llama3 LoRA").launch()
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requirements.txt
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transformers
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peft
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accelerate
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torch
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bitsandbytes
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gradio
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