Update app.py
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app.py
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from transformers import
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# Base model and adapter model names
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base_model_name = "unsloth/Qwen2.5-7B-Instruct-bnb-4bit"
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adapter_model_name = "djmax13/qween7.5-arabic-story-teller-bnb-4bit"
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# Load base model
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base_model = AutoModelForCausalLM.from_pretrained(base_model_name)
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tokenizer = AutoTokenizer.from_pretrained(base_model_name)
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# Load LoRA configuration
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config = PeftConfig.from_pretrained(adapter_model_name)
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# Load LoRA adapter and merge it with the base model
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model = PeftModel.from_pretrained(base_model, adapter_model_name)
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model = model.merge_and_unload() # Optional: Merge adapter weights into base model for potential speedup
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def generate_text(prompt):
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input_ids = tokenizer.encode(prompt, return_tensors="pt").to(model.device) # Move input to model's device
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# Generate text (you might need to adjust generation parameters)
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output = model.generate(
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input_ids,
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max_length=150, # Adjust as needed
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num_return_sequences=1,
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no_repeat_ngram_size=2,
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top_k=50,
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top_p=0.95,
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temperature=0.7,
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)
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generated_text = tokenizer.decode(output[0], skip_special_tokens=True)
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return generated_text
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iface = gr.Interface(
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fn=generate_text,
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inputs=gr.Textbox(lines=5, placeholder="Enter your story prompt here..."),
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outputs=gr.Textbox(),
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title="Arabic Story Teller",
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description="A Qwen2.5-7B model finetuned for Arabic story generation using LoRA.",
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)
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iface.launch()
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# Load model directly
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from transformers import AutoModel
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model = AutoModel.from_pretrained("GhadyIbra250/qwen_arabic_stories")
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