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import gradio as gr |
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from llama_cpp import Llama |
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llm = Llama.from_pretrained( |
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repo_id="ID2223JR/gguf_model", |
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filename="unsloth.Q4_K_M.gguf", |
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) |
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ingredients_list = [] |
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def add_ingredient(ingredient, quantity): |
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if ingredient and quantity > 0: |
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ingredients_list.append(f"{ingredient}, {quantity} grams") |
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return ( |
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"\n".join(ingredients_list), |
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gr.update(value="", interactive=True), |
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gr.update(value=None, interactive=True), |
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) |
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def validate_inputs(ingredient, quantity): |
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if ingredient and quantity is not None and quantity > 0: |
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return gr.update(interactive=True) |
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return gr.update(interactive=False) |
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def submit_to_model(): |
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if not ingredients_list: |
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yield "Ingredients list is empty! Please add ingredients first." |
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return |
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prompt = f"Using the following ingredients, suggest a recipe:\n\n" + "\n".join( |
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ingredients_list |
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) |
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try: |
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response = llm.create_chat_completion( |
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messages=[ |
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{ |
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"role": "system", |
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"content": ( |
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"You are a world-renowned chef, celebrated for your expertise..." |
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), |
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}, |
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{"role": "user", "content": prompt}, |
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], |
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stream=True, |
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) |
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content = "" |
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for partial_response in response: |
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content += partial_response["choices"][0]["delta"].get("content", "") |
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if content: |
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yield content |
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ingredients_list.clear() |
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except Exception as e: |
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yield f"An error occurred: {str(e)}" |
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def app(): |
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with gr.Blocks() as demo: |
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with gr.Row(): |
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ingredient_input = gr.Textbox( |
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label="Ingredient", placeholder="Enter ingredient name" |
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) |
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quantity_input = gr.Number(label="Quantity (grams)", value=None) |
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add_button = gr.Button("Add Ingredient", interactive=False) |
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output = gr.Textbox(label="Ingredients List", lines=10, interactive=False) |
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with gr.Row(): |
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submit_button = gr.Button("Submit") |
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model_output = gr.Textbox( |
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label="Recipe Suggestion", lines=25, interactive=False |
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) |
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ingredient_input.change( |
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validate_inputs, [ingredient_input, quantity_input], add_button |
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) |
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quantity_input.change( |
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validate_inputs, [ingredient_input, quantity_input], add_button |
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) |
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add_button.click( |
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add_ingredient, |
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[ingredient_input, quantity_input], |
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[output, ingredient_input, quantity_input], |
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) |
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submit_button.click( |
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submit_to_model, |
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inputs=None, |
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outputs=model_output, |
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) |
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return demo |
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demo = app() |
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demo.launch() |
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