Update app.py
Browse files
app.py
CHANGED
@@ -1,73 +1,336 @@
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import gradio as gr
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import os
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from datetime import datetime
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from reportlab.lib.pagesizes import A4
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from reportlab.pdfgen import canvas
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from transformers import pipeline
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# Load AI dari Hugging Face dengan model
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ai_assistant = pipeline(
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"text-generation",
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model="distilgpt2"
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)
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def qc_ai_recommendation(job_type, notes):
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prompt = f"""
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Catatan hasil inspeksi: {notes}.
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"""
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#
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def generate_qc_report(project_name, location, job_type, quality_status, notes):
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ai_suggestion = qc_ai_recommendation(job_type, notes)
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timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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report_text = f"""
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QC REPORT
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---------------------------
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Nama Proyek : {project_name}
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Lokasi : {location}
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Jenis Pekerjaan: {job_type}
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Status Mutu : {quality_status}
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Catatan : {notes}
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Rekomendasi AI : {ai_suggestion}
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Waktu Inspeksi : {timestamp}
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"""
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pdf_filename = "qc_report.pdf" # File akan disimpan di direktori kerja
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c = canvas.Canvas(pdf_filename, pagesize=A4)
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text = c.beginText(50, 800)
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for line in report_text.strip().split('\n'):
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text.textLine(line)
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c.drawText(text)
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c.save()
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with gr.Row():
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app.launch()
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import gradio as gr
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import os
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from datetime import datetime
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from reportlab.lib.pagesizes import A4, landscape
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from reportlab.lib.styles import getSampleStyleSheet, ParagraphStyle
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from reportlab.lib import colors
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from reportlab.platypus import SimpleDocTemplate, Paragraph, Spacer, Table, TableStyle, Image
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from reportlab.pdfgen import canvas
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from reportlab.lib.units import inch, cm
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from reportlab.lib.enums import TA_CENTER, TA_LEFT
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from transformers import pipeline
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import io
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# Load AI dari Hugging Face dengan model kecil
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ai_assistant = pipeline(
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"text-generation",
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model="distilgpt2"
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)
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def qc_ai_recommendation(job_type, notes):
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"""Generate AI recommendation based on job type and inspection notes"""
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prompt = f"""
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Quality Control Inspection untuk Proyek Konstruksi. Jenis pekerjaan: {job_type}.
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Catatan hasil inspeksi: {notes}.
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Rekomendasi tindak lanjut yang dibutuhkan:
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"""
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try:
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result = ai_assistant(prompt, max_length=300, do_sample=True, temperature=0.7)[0]['generated_text']
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# Ekstrak respons (setelah prompt)
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response = result[len(prompt):].strip()
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if not response or len(response) < 20:
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return "Berdasarkan hasil inspeksi, direkomendasikan untuk melakukan finishing permukaan sesuai dengan standar mutu yang telah ditentukan dalam spesifikasi teknis. Pastikan pekerjaan {job_type} memenuhi kriteria toleransi dimensi dan kerapian yang disyaratkan dalam dokumen kontrak."
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return response
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except Exception as e:
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# Fallback jika model gagal
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return "Berdasarkan hasil inspeksi, direkomendasikan untuk melakukan finishing permukaan sesuai dengan standar mutu yang telah ditentukan dalam spesifikasi teknis. Pastikan pekerjaan {job_type} memenuhi kriteria toleransi dimensi dan kerapian yang disyaratkan dalam dokumen kontrak."
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def ai_quality_analysis(job_type, notes):
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"""Analyze quality status based on inspection notes"""
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# Kata kunci negatif yang menunjukkan masalah
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negative_keywords = ["rusak", "bocor", "retak", "tidak sesuai", "buruk", "longgar",
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"tidak rata", "miring", "keropos", "kotor", "perlu finishing",
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"perlu diperbaiki", "cacat", "kurang", "bermasalah"]
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# Periksa apakah ada kata kunci negatif dalam catatan
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for keyword in negative_keywords:
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if keyword.lower() in notes.lower():
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return "Tidak Lulus", f"Terdeteksi masalah: '{keyword}' dalam catatan inspeksi."
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# Jika tidak ada masalah terdeteksi
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return "Lulus", "Tidak ditemukan masalah signifikan dalam catatan inspeksi."
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def generate_professional_pdf(project_name, location, job_type, quality_status, notes, ai_suggestion, status_reason, inspector_name="QC Inspector"):
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"""Generate professional PDF report"""
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buffer = io.BytesIO()
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now = datetime.now()
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report_date = now.strftime("%Y-%m-%d")
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report_time = now.strftime("%H:%M:%S")
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report_id = now.strftime("%Y%m%d%H%M")
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# Create document
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doc = SimpleDocTemplate(
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buffer,
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pagesize=A4,
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topMargin=0.5*inch,
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leftMargin=0.5*inch,
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rightMargin=0.5*inch,
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bottomMargin=0.5*inch
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)
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# Styles
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styles = getSampleStyleSheet()
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styles.add(ParagraphStyle(
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name='Title',
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parent=styles['Heading1'],
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fontSize=14,
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alignment=TA_CENTER,
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spaceAfter=0.2*inch,
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))
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styles.add(ParagraphStyle(
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name='Subtitle',
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parent=styles['Heading2'],
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fontSize=12,
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alignment=TA_CENTER,
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spaceAfter=0.2*inch,
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))
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styles.add(ParagraphStyle(
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name='Section',
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parent=styles['Heading3'],
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fontSize=10,
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spaceAfter=0.1*inch,
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spaceBefore=0.1*inch,
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))
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styles.add(ParagraphStyle(
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name='Normal_Justified',
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parent=styles['Normal'],
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alignment=4, # Justified
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spaceAfter=0.1*inch,
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))
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# Content for the document
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content = []
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# Header with logo (placeholder)
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header_data = [
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["LAPORAN INSPEKSI QUALITY CONTROL", ""],
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[f"No. Laporan: QC-{report_id}", f"Tanggal: {report_date}"]
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]
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t = Table(header_data, colWidths=[doc.width/2.0]*2)
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t.setStyle(TableStyle([
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('SPAN', (0, 0), (1, 0)),
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('ALIGN', (0, 0), (0, 0), 'CENTER'),
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('FONT', (0, 0), (0, 0), 'Helvetica-Bold', 14),
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('FONT', (0, 1), (1, 1), 'Helvetica', 9),
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('ALIGN', (0, 1), (0, 1), 'LEFT'),
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('ALIGN', (1, 1), (1, 1), 'RIGHT'),
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('BOTTOMPADDING', (0, 0), (1, 0), 10),
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('TOPPADDING', (0, 0), (1, 0), 10),
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]))
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content.append(t)
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content.append(Spacer(1, 0.2*inch))
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# Project Information
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content.append(Paragraph("<b>INFORMASI PROYEK</b>", styles['Section']))
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project_data = [
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["Nama Proyek:", project_name],
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["Lokasi:", location],
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["Jenis Pekerjaan:", job_type],
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["Status Mutu:", quality_status],
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]
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t = Table(project_data, colWidths=[doc.width*0.3, doc.width*0.7])
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t.setStyle(TableStyle([
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('FONT', (0, 0), (0, -1), 'Helvetica-Bold', 9),
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('FONT', (1, 0), (1, -1), 'Helvetica', 9),
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('BACKGROUND', (0, 0), (0, -1), colors.lightgrey),
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('GRID', (0, 0), (1, -1), 0.5, colors.grey),
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('VALIGN', (0, 0), (-1, -1), 'MIDDLE'),
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('LEFTPADDING', (0, 0), (-1, -1), 6),
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('RIGHTPADDING', (0, 0), (-1, -1), 6),
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]))
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content.append(t)
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content.append(Spacer(1, 0.2*inch))
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# Inspection Details
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content.append(Paragraph("<b>DETAIL INSPEKSI</b>", styles['Section']))
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inspection_data = [
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["Tanggal & Waktu Inspeksi:", f"{report_date} {report_time}"],
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["Inspektor:", inspector_name],
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["Metode Inspeksi:", "Visual & Dimensional"],
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["Standar Referensi:", "SNI 2847:2019 / ASTM / ACI 318"],
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]
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t = Table(inspection_data, colWidths=[doc.width*0.3, doc.width*0.7])
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t.setStyle(TableStyle([
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('FONT', (0, 0), (0, -1), 'Helvetica-Bold', 9),
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('FONT', (1, 0), (1, -1), 'Helvetica', 9),
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('BACKGROUND', (0, 0), (0, -1), colors.lightgrey),
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('GRID', (0, 0), (1, -1), 0.5, colors.grey),
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('VALIGN', (0, 0), (-1, -1), 'MIDDLE'),
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('LEFTPADDING', (0, 0), (-1, -1), 6),
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('RIGHTPADDING', (0, 0), (-1, -1), 6),
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]))
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content.append(t)
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content.append(Spacer(1, 0.2*inch))
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# Inspection Notes
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content.append(Paragraph("<b>CATATAN INSPEKSI</b>", styles['Section']))
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notes_data = [
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["Catatan:", notes],
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["Analisis Status:", status_reason],
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]
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t = Table(notes_data, colWidths=[doc.width*0.3, doc.width*0.7])
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t.setStyle(TableStyle([
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('FONT', (0, 0), (0, -1), 'Helvetica-Bold', 9),
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('FONT', (1, 0), (1, -1), 'Helvetica', 9),
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('BACKGROUND', (0, 0), (0, -1), colors.lightgrey),
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('GRID', (0, 0), (1, -1), 0.5, colors.grey),
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('VALIGN', (0, 0), (-1, -1), 'TOP'),
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('LEFTPADDING', (0, 0), (-1, -1), 6),
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('RIGHTPADDING', (0, 0), (-1, -1), 6),
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]))
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content.append(t)
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content.append(Spacer(1, 0.2*inch))
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# AI Recommendation
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content.append(Paragraph("<b>REKOMENDASI</b>", styles['Section']))
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if quality_status == "Tidak Lulus":
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recommendation_color = colors.lightcoral
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else:
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recommendation_color = colors.lightgreen
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recommendation_data = [
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["Rekomendasi AI:", ai_suggestion],
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]
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t = Table(recommendation_data, colWidths=[doc.width*0.3, doc.width*0.7])
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t.setStyle(TableStyle([
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('FONT', (0, 0), (0, -1), 'Helvetica-Bold', 9),
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('FONT', (1, 0), (1, -1), 'Helvetica', 9),
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('BACKGROUND', (0, 0), (0, -1), colors.lightgrey),
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('BACKGROUND', (1, 0), (1, -1), recommendation_color),
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('GRID', (0, 0), (1, -1), 0.5, colors.grey),
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('VALIGN', (0, 0), (-1, -1), 'MIDDLE'),
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('LEFTPADDING', (0, 0), (-1, -1), 6),
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('RIGHTPADDING', (0, 0), (-1, -1), 6),
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]))
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content.append(t)
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content.append(Spacer(1, 0.3*inch))
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# Signatures section
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content.append(Paragraph("<b>APPROVAL</b>", styles['Section']))
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signature_data = [
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["QC Inspector", "Project Manager", "Owner Representative"],
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["", "", ""],
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["________________", "________________", "________________"],
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[inspector_name, "", ""],
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["Tanggal: " + report_date, "Tanggal: ", "Tanggal: "],
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230 |
+
]
|
231 |
+
|
232 |
+
t = Table(signature_data, colWidths=[doc.width/3.0]*3)
|
233 |
+
t.setStyle(TableStyle([
|
234 |
+
('FONT', (0, 0), (2, 0), 'Helvetica-Bold', 9),
|
235 |
+
('FONT', (0, 2), (2, 4), 'Helvetica', 8),
|
236 |
+
('ALIGN', (0, 0), (2, 4), 'CENTER'),
|
237 |
+
('VALIGN', (0, 0), (2, 4), 'MIDDLE'),
|
238 |
+
('LINEBELOW', (0, 2), (2, 2), 1, colors.black),
|
239 |
+
('TOPPADDING', (0, 0), (2, 0), 12),
|
240 |
+
('BOTTOMPADDING', (0, 0), (2, 0), 30),
|
241 |
+
('BOTTOMPADDING', (0, 2), (2, 2), 4),
|
242 |
+
('TOPPADDING', (0, 2), (2, 2), 0),
|
243 |
+
]))
|
244 |
+
content.append(t)
|
245 |
+
|
246 |
+
# Footer with disclaimer
|
247 |
+
content.append(Spacer(1, 0.3*inch))
|
248 |
+
footer_text = "Laporan ini dibuat menggunakan teknologi AI untuk membantu analisis. Rekomendasi AI harus direview oleh Quality Control Engineer yang berpengalaman. Laporan ini bukan pengganti dari penilaian profesional."
|
249 |
+
content.append(Paragraph(footer_text, ParagraphStyle(name='Footer', parent=styles['Normal'], fontSize=7, textColor=colors.grey)))
|
250 |
+
|
251 |
+
# Build the PDF
|
252 |
+
doc.build(content)
|
253 |
+
buffer.seek(0)
|
254 |
+
return buffer
|
255 |
|
256 |
+
def generate_qc_report(project_name, location, job_type, quality_status, notes, inspector_name="QC Inspector"):
|
257 |
+
"""Generate QC report with AI recommendations"""
|
258 |
+
# Analyze quality if not manually selected
|
259 |
+
if not quality_status:
|
260 |
+
quality_status, status_reason = ai_quality_analysis(job_type, notes)
|
261 |
+
else:
|
262 |
+
status_reason = "Status ditentukan oleh inspektor."
|
263 |
+
|
264 |
+
# Get AI recommendation
|
265 |
+
ai_suggestion = qc_ai_recommendation(job_type, notes)
|
266 |
+
|
267 |
+
# Generate PDF
|
268 |
+
pdf_buffer = generate_professional_pdf(
|
269 |
+
project_name,
|
270 |
+
location,
|
271 |
+
job_type,
|
272 |
+
quality_status,
|
273 |
+
notes,
|
274 |
+
ai_suggestion,
|
275 |
+
status_reason,
|
276 |
+
inspector_name
|
277 |
+
)
|
278 |
+
|
279 |
+
# Save PDF to file
|
280 |
+
pdf_filename = "qc_report.pdf"
|
281 |
+
with open(pdf_filename, "wb") as f:
|
282 |
+
f.write(pdf_buffer.getvalue())
|
283 |
+
|
284 |
+
return ai_suggestion, status_reason, pdf_filename
|
285 |
|
286 |
+
with gr.Blocks(theme=gr.themes.Soft()) as app:
|
287 |
+
gr.Markdown("# ποΈ QC Agent β Sistem Inspeksi & Rekomendasi AI Konstruksi")
|
288 |
+
|
289 |
with gr.Row():
|
290 |
+
with gr.Column():
|
291 |
+
gr.Markdown("### Data Proyek")
|
292 |
+
project_name = gr.Textbox(label="Nama Proyek", placeholder="Masukkan nama proyek")
|
293 |
+
location = gr.Textbox(label="Lokasi Proyek", placeholder="Masukkan lokasi proyek")
|
294 |
+
job_type = gr.Textbox(label="Jenis Pekerjaan", placeholder="Contoh: Kolom, Balok, Dinding, dll")
|
295 |
+
inspector_name = gr.Textbox(label="Nama Inspektor", placeholder="Nama QC Inspector", value="QC Inspector")
|
296 |
+
|
297 |
+
with gr.Column():
|
298 |
+
gr.Markdown("### Data Inspeksi")
|
299 |
+
quality_status = gr.Radio(
|
300 |
+
["Lulus", "Tidak Lulus"],
|
301 |
+
label="Status Mutu",
|
302 |
+
value=None,
|
303 |
+
info="Kosongkan untuk analisis otomatis oleh AI"
|
304 |
+
)
|
305 |
+
notes = gr.Textbox(
|
306 |
+
label="Catatan Inspeksi",
|
307 |
+
lines=4,
|
308 |
+
placeholder="Masukkan hasil observasi inspeksi secara detail"
|
309 |
+
)
|
310 |
+
|
311 |
+
with gr.Row():
|
312 |
+
submit = gr.Button("π Generate Laporan Inspeksi", variant="primary", scale=2)
|
313 |
+
|
314 |
+
with gr.Row():
|
315 |
+
with gr.Column():
|
316 |
+
ai_output = gr.Textbox(label="π‘ Rekomendasi AI", lines=3)
|
317 |
+
status_reason = gr.Textbox(label="π Analisis Status", lines=2)
|
318 |
+
|
319 |
+
with gr.Row():
|
320 |
+
output_pdf = gr.File(label="π₯ Laporan QC (PDF)")
|
321 |
+
|
322 |
+
submit.click(
|
323 |
+
generate_qc_report,
|
324 |
+
inputs=[project_name, location, job_type, quality_status, notes, inspector_name],
|
325 |
+
outputs=[ai_output, status_reason, output_pdf]
|
326 |
+
)
|
327 |
+
|
328 |
+
gr.Markdown("""
|
329 |
+
### Panduan Penggunaan
|
330 |
+
1. Isi informasi proyek dan inspeksi dengan lengkap
|
331 |
+
2. Anda dapat memilih status mutu atau mengosongkannya untuk analisis otomatis oleh AI
|
332 |
+
3. Berikan catatan inspeksi yang detail untuk mendapatkan rekomendasi yang akurat
|
333 |
+
4. Klik 'Generate Laporan Inspeksi' untuk mendapatkan laporan QC profesional
|
334 |
+
""")
|
335 |
|
336 |
app.launch()
|