import os import streamlit as st from groq import Groq from pyvista import read from cadquery import exporters from datasets import load_dataset import json # Initialize Groq API client client = Groq(api_key="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") # Case 1: File Upload and DFM Analysis def process_uploaded_file(uploaded_file): file_path = f"uploaded_{uploaded_file.name}" with open(file_path, "wb") as f: f.write(uploaded_file.getbuffer()) st.write(f"File saved as: {file_path}") return file_path def perform_dfm_analysis(file_path): st.write("Performing DFM Analysis...") # Placeholder for actual DFM analysis logic using LLMs result = {"CNC_Machinable": True, "Complexity_Score": 0.75} # Mock result return result # Case 2: Template Selection and CAD Generation def get_templates_from_dataset(): st.write("Loading templates from CADBench dataset...") try: dataset = load_dataset("FreedomIntelligence/CADBench", split="train") templates = [entry["name"] for entry in dataset if "name" in entry] return templates except Exception as e: st.error(f"Error loading dataset: {e}") return [] def generate_cad_from_template(template_name, parameters): st.write(f"Generating CAD for template: {template_name}") # Placeholder for template CAD generation logic generated_file = f"{template_name}_output.step" return generated_file # Streamlit App Interface st.title("Quick CAD Model Generator") st.sidebar.header("Select Case") case = st.sidebar.radio("Choose a Case", ["Upload File for DFM", "Select Predefined Template"]) if case == "Upload File for DFM": uploaded_file = st.file_uploader("Upload your CAD file", type=["step", "stl", "obj", "dwg"]) if uploaded_file: file_path = process_uploaded_file(uploaded_file) if st.button("Analyze for CNC"): try: dfm_result = perform_dfm_analysis(file_path) st.success("DFM Analysis Completed!") st.json(dfm_result) except Exception as e: st.error(f"Error in DFM Analysis: {e}") elif case == "Select Predefined Template": templates = get_templates_from_dataset() if templates: template_name = st.selectbox("Choose a Template", templates) parameters = st.text_area("Enter Parameters (JSON format)", placeholder='{"length": 100, "width": 50}') if st.button("Generate CAD"): try: params = json.loads(parameters) if parameters else {} generated_file = generate_cad_from_template(template_name, params) st.success("CAD Model Generated!") st.download_button("Download CAD File", open(generated_file, "rb"), file_name=generated_file) except json.JSONDecodeError: st.error("Invalid JSON format for parameters.") except Exception as e: st.error(f"Error in CAD Generation: {e}")