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Update app.py
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app.py
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@@ -6,6 +6,15 @@ import os
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from peft import PeftModel, PeftConfig
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# β
Ensure offload directory exists
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os.makedirs("offload", exist_ok=True)
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@@ -26,7 +35,8 @@ def load_model(model_path):
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base_model_name,
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torch_dtype=torch.float16, # Use FP16 to reduce memory usage
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device_map="auto", # Automatically distribute across CPU/GPU
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offload_folder="offload" # β
Prevents memory crashes
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)
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# β
Load LoRA adapter with `is_trainable=False`
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from peft import PeftModel, PeftConfig
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# β
Retrieve Hugging Face token from environment variable (Secret)
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HF_TOKEN = os.getenv("HF_TOKEN") # β
Now using stored secret, not hardcoded!
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if HF_TOKEN is None:
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raise ValueError("β ERROR: Hugging Face token is missing! Please set HF_TOKEN in Hugging Face Secrets.")
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# β
Authenticate with Hugging Face
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login(token=HF_TOKEN)
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# β
Ensure offload directory exists
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os.makedirs("offload", exist_ok=True)
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base_model_name,
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torch_dtype=torch.float16, # Use FP16 to reduce memory usage
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device_map="auto", # Automatically distribute across CPU/GPU
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offload_folder="offload", # β
Prevents memory crashes
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use_auth_token=HF_TOKEN # β
Authenticate model loading
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)
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# β
Load LoRA adapter with `is_trainable=False`
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