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train_transformer.py
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer

# Load pre-trained weights
model_name = "studesk-ai/llama-optimized"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(
    model_name,
    device_map="auto",
    torch_dtype=torch.float16
)

def generate_insights(prompt):
    inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
    outputs = model.generate(**inputs, max_new_tokens=200)
    return tokenizer.decode(outputs[0])

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