livindra
parent
2e51686c13
commit
9eca98fdfd
128
app.py
128
app.py
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@ -194,6 +194,20 @@ def _serialize_prediction_row(prediction_row):
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}
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def _history_sort_timestamp(value):
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parsed = pd.to_datetime(value, errors='coerce')
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if pd.isna(parsed):
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return pd.Timestamp.min
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return parsed
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def _history_sort_id(value):
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try:
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return int(value or 0)
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except (TypeError, ValueError):
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return 0
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@app.route('/get_data_riwayat_deteksi', methods=['POST'])
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@app.route('/api/get_data_riwayat_deteksi', methods=['POST'])
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def get_data_riwayat_deteksi():
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@ -218,12 +232,7 @@ def get_data_riwayat_deteksi():
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except (TypeError, ValueError):
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continue
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ordered_ids = []
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seen = set()
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for pred_id in normalized_ids:
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if pred_id not in seen:
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ordered_ids.append(pred_id)
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seen.add(pred_id)
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ordered_ids = sorted(set(normalized_ids), reverse=True)
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recent = []
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total_confidence = 0.0
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@ -254,6 +263,15 @@ def get_data_riwayat_deteksi():
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elif serialized['prediction'] == 'sehat':
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negatif += 1
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recent = sorted(
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recent,
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key=lambda item: (
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_history_sort_id(item.get('id')),
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_history_sort_timestamp(item.get('timestamp')),
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),
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reverse=True,
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)
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total = len(recent)
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stats = {
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'total': total,
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@ -607,6 +625,10 @@ def result_sick():
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@app.route('/expert-system', methods=['GET', 'POST'])
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def expert_system_page():
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"""Halaman sistem pakar forward chaining"""
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mode = request.form.get('mode') if request.method == 'POST' else request.args.get('mode', 'manual')
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mode = (mode or 'manual').strip().lower()
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use_image_context = mode != 'manual'
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if request.method == 'POST':
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# Dapatkan gejala yang dipilih
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gejala_terpilih = request.form.getlist('gejala')
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@ -618,59 +640,10 @@ def expert_system_page():
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# Dapatkan diagnosis
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diagnosis = expert_system.get_diagnosis()
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# Get prediction_id dari session untuk Foreign Key
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prediction_id = session.get('last_prediction', {}).get('db_id')
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prediction_id = session.get('last_prediction', {}).get('db_id') if use_image_context else None
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# Jika tidak ada prediction_id (diagnosis langsung dari sistem pakar tanpa scan)
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# Buatkan entry dummy di predictions table
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if not prediction_id and diagnosis.get('status') == 'terdiagnosis' and MYSQL_AVAILABLE:
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try:
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# Ambil diagnosis utama
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diag_list = diagnosis['diagnosis']
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main_diag = diag_list[0]
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# Diagnosis dari sistem pakar berarti PMK terdeteksi,
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# jadi hasil deteksi disimpan sebagai sakit/positif PMK.
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severity = main_diag.get('severity', 'sedang')
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prediction = 'sakit'
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confidence = main_diag.get('score', 0.5)
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# Buat entry yang menunjukkan diagnosis manual dari sistem pakar
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features_dict = {
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'diagnosis_method': 'manual_expert_system',
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'severity': severity,
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'gejala_selected': gejala_terpilih
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}
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# Save prediction untuk diagnosis manual
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prediction_id = save_prediction_mysql(
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original_filename='Diagnosis Sistem Pakar (Manual)',
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filename='manual_expert_system',
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image_path='manual_expert_system',
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prediction=prediction,
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confidence=float(confidence),
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features_dict=features_dict
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)
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try:
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session['last_prediction'] = {
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'db_id': int(prediction_id),
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'filename': 'manual_expert_system',
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'original_filename': 'Diagnosis Sistem Pakar (Manual)',
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'prediction': prediction,
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'confidence': float(confidence),
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'source': 'manual_expert_system'
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}
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except Exception:
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pass
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print(f"✓ Created prediction entry for manual expert system diagnosis, id={prediction_id}")
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except Exception as e:
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print(f"✗ Error creating prediction entry for manual diagnosis: {e}")
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import traceback
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traceback.print_exc()
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# Save diagnosis ke database dengan FK ke predictions
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if MYSQL_AVAILABLE and prediction_id and diagnosis.get('status') == 'terdiagnosis' and diagnosis.get('diagnosis'):
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# Save diagnosis ke database. Jalur manual tidak lagi dipaksa terikat ke gambar.
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if MYSQL_AVAILABLE and diagnosis.get('status') == 'terdiagnosis' and diagnosis.get('diagnosis'):
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try:
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diag_list = diagnosis['diagnosis']
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main_diag = diag_list[0]
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@ -704,8 +677,11 @@ def expert_system_page():
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timestamp=datetime.datetime.utcnow()
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)
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diagnosis['saved_diagnosis_id'] = diag_id
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diagnosis['saved_prediction_id'] = int(prediction_id)
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print(f"✓ Diagnosis saved to database, id={diag_id}, linked to prediction_id={prediction_id}, severity={severity}")
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if prediction_id:
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diagnosis['saved_prediction_id'] = int(prediction_id)
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print(f"✓ Diagnosis saved to database, id={diag_id}, linked to prediction_id={prediction_id}, severity={severity}")
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else:
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print(f"✓ Manual diagnosis saved to database, id={diag_id}, severity={severity}")
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except Exception as e:
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print(f"✗ Error saving diagnosis to MySQL: {e}")
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import traceback
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@ -714,7 +690,7 @@ def expert_system_page():
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# Jika ada hasil prediksi berbasis image processing sebelumnya, tambahkan ke konteks
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last_prediction = session.get('last_prediction', {})
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image_info = None
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if last_prediction.get('source') == 'image_processing':
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if use_image_context and last_prediction.get('source') == 'image_processing':
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image_info = {
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'filename': last_prediction.get('original_filename', ''),
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'prediction': last_prediction.get('prediction', ''),
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@ -726,13 +702,14 @@ def expert_system_page():
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gejala_groups=expert_system.get_gejala_groups(),
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diagnosis=diagnosis,
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selected_gejala=gejala_terpilih,
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image_info=image_info)
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image_info=image_info,
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context_mode='image' if use_image_context else 'manual')
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# GET request - tampilkan form
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# Ambil informasi gambar dari session jika hasil sebelumnya berasal dari image processing
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last_prediction = session.get('last_prediction', {})
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image_info = None
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if last_prediction.get('source') == 'image_processing':
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if use_image_context and last_prediction.get('source') == 'image_processing':
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image_info = {
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'filename': last_prediction.get('original_filename', ''),
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'prediction': last_prediction.get('prediction', ''),
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@ -742,14 +719,15 @@ def expert_system_page():
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return render_template('expert_system.html',
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gejala_list=expert_system.get_gejala_list(),
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gejala_groups=expert_system.get_gejala_groups(),
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image_info=image_info)
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image_info=image_info,
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context_mode='image' if use_image_context else 'manual')
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@app.route('/expert-system/from-prediction')
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def expert_system_from_prediction():
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"""Redirect ke sistem pakar dari hasil prediksi"""
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# Bisa tambahkan logika untuk pre-fill gejala berdasarkan hasil prediksi
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return redirect(url_for('expert_system_page'))
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return redirect(url_for('expert_system_page', mode='image'))
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@app.route('/api/diagnosis', methods=['POST'])
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@ -763,8 +741,8 @@ def api_diagnosis():
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expert_system.tambah_gejala(gejala)
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diagnosis = expert_system.get_diagnosis()
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# Save diagnosis ke database jika MYSQL_AVAILABLE dan ada prediction_id
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if MYSQL_AVAILABLE and prediction_id:
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# Save diagnosis ke database jika MYSQL_AVAILABLE
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if MYSQL_AVAILABLE:
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try:
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# Prepare diagnosis data
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if diagnosis.get('status') == 'terdiagnosis' and diagnosis.get('diagnosis'):
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@ -798,11 +776,13 @@ def api_diagnosis():
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prediction_id=prediction_id,
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diagnosis_dict=diagnosis_details,
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severity=severity,
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confidence=float(score),
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timestamp=datetime.datetime.utcnow()
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)
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diagnosis['saved_diagnosis_id'] = diag_id
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print(f"✓ Diagnosis saved to database, id={diag_id}, linked to prediction_id={prediction_id}, severity={severity}")
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if prediction_id:
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print(f"✓ Diagnosis saved to database, id={diag_id}, linked to prediction_id={prediction_id}, severity={severity}")
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else:
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print(f"✓ Manual diagnosis saved to database, id={diag_id}, severity={severity}")
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except Exception as e:
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print(f"✗ Error saving diagnosis to database: {e}")
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import traceback
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@ -843,6 +823,11 @@ def riwayat_diagnosis():
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'severity': r.get('severity', 'sedang'),
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'rekomendasi': '|'.join(solusi_list) if isinstance(solusi_list, list) else str(solusi_list)
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})
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diagnosis_history = sorted(
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diagnosis_history,
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key=lambda item: _history_sort_timestamp(item.get('timestamp')),
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reverse=True,
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)
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data_source = 'mysql'
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return render_template('diagnosis_history.html', history=diagnosis_history, data_source=data_source)
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except Exception as e:
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@ -855,6 +840,11 @@ def riwayat_diagnosis():
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if not df.empty:
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df_recent = df.sort_values('timestamp', ascending=False).head(50)
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diagnosis_history = df_recent.to_dict(orient='records')
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diagnosis_history = sorted(
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diagnosis_history,
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key=lambda item: _history_sort_timestamp(item.get('timestamp')),
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reverse=True,
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)
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except Exception as e:
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print(f"Error reading diagnosis history: {e}")
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@ -172,7 +172,7 @@
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</a>
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</li>
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<li class="nav-item">
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<a class="nav-link {% if request.endpoint == 'expert_system_page' %}active{% endif %}" href="{{ url_for('expert_system_page') }}">
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<a class="nav-link {% if request.endpoint == 'expert_system_page' %}active{% endif %}" href="{{ url_for('expert_system_page', mode='manual') }}">
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<i class="fas fa-brain me-1"></i>Sistem Pakar
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</a>
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</li>
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@ -214,7 +214,7 @@
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<ul class="list-unstyled">
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<li><a href="{{ url_for('index') }}" class="text-white">Home</a></li>
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<li><a href="{{ url_for('riwayat_deteksi') }}" class="text-white">Riwayat Deteksi</a></li>
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<li><a href="{{ url_for('expert_system_page') }}" class="text-white">Sistem Pakar</a></li>
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<li><a href="{{ url_for('expert_system_page', mode='manual') }}" class="text-white">Sistem Pakar</a></li>
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</ul>
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<hr class="bg-white">
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<div class="text-right">
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@ -176,20 +176,6 @@
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</ul>
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</div>
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{% endif %}
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<!-- Waktu Diagnosis -->
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<div class="row">
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<div class="col-md-12">
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<h6 class="text-muted mb-2">Waktu Diagnosis</h6>
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<p class="fw-bold">
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{% if diagnosis.timestamp %}
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{{ diagnosis.timestamp[:19] | replace('T', ' ') }}
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{% else %}
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N/A
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{% endif %}
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</p>
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</div>
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</div>
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</div>
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</div>
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{% else %}
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@ -10,6 +10,7 @@
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<h4 class="mb-0"><i class="fas fa-stethoscope me-2"></i>Sistem Pakar Forward Chaining - Diagnosis PMK</h4>
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</div>
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<div class="card-body">
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{% set is_image_mode = context_mode == 'image' %}
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<!-- Breadcrumb -->
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<nav aria-label="breadcrumb">
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@ -22,8 +23,19 @@
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<!-- Info Panel -->
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<div class="alert alert-info mb-4">
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<i class="fas fa-info-circle me-2"></i>
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<strong>Cara Penggunaan:</strong> Pilih gejala yang Anda amati pada sapi, kemudian klik tombol "Diagnosis" untuk mendapatkan hasil.
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<strong>Cara Penggunaan:</strong> Pilih gejala yang Anda amati pada sapi, kemudian klik tombol diagnosis untuk mendapatkan hasil.
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</div>
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{% if is_image_mode %}
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<div class="alert alert-success mb-4">
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<i class="fas fa-image me-2"></i>
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Mode ini mengikuti hasil deteksi gambar sebelumnya.
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</div>
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{% else %}
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<div class="alert alert-secondary mb-4">
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<i class="fas fa-brain me-2"></i>
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Mode ini berjalan langsung sebagai sistem pakar tanpa keterikatan gambar.
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</div>
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{% endif %}
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{% if image_info %}
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<div class="alert alert-success mb-4">
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@ -143,7 +155,7 @@
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<button class="btn btn-success" onclick="window.print()">
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<i class="fas fa-print me-2"></i>Cetak Hasil
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</button>
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<a href="{{ url_for('expert_system_page') }}" class="btn btn-primary">
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<a href="{{ url_for('expert_system_page', mode=context_mode) }}" class="btn btn-primary">
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<i class="fas fa-redo me-2"></i>Konsultasi Lagi
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</a>
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<a href="{{ url_for('index') }}" class="btn btn-secondary">
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@ -157,7 +169,7 @@
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{{ diagnosis.message }}
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</div>
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<div class="text-center">
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<a href="{{ url_for('expert_system_page') }}" class="btn btn-primary">
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<a href="{{ url_for('expert_system_page', mode=context_mode) }}" class="btn btn-primary">
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<i class="fas fa-redo me-2"></i>Coba Lagi
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</a>
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</div>
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@ -166,7 +178,8 @@
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{% else %}
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<!-- Form Gejala -->
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<form method="POST" action="{{ url_for('expert_system_page') }}" id="expertForm">
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<form method="POST" action="{{ url_for('expert_system_page', mode=context_mode) }}" id="expertForm">
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<input type="hidden" name="mode" value="{{ context_mode }}">
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<div class="mb-4">
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<h5 class="mb-3"><i class="fas fa-list-ul me-2"></i>Pilih Gejala yang Diamati:</h5>
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@ -208,7 +221,7 @@
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<!-- Action Buttons -->
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<div class="mt-4 text-center">
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<button type="submit" class="btn btn-success btn-lg">
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<i class="fas fa-diagnoses me-2"></i>Diagnosis
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<i class="fas fa-diagnoses me-2"></i>{% if is_image_mode %}Diagnosis dari Gambar{% else %}Diagnosis Langsung{% endif %}
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</button>
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<button type="reset" class="btn btn-secondary btn-lg">
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<i class="fas fa-undo me-2"></i>Reset
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@ -47,6 +47,9 @@
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<a href="{{ url_for('upload') }}" class="btn btn-success btn-lg w-100">
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<i class="fas fa-upload me-2"></i>Upload Gambar
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</a>
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<a href="{{ url_for('expert_system_page', mode='manual') }}" class="btn btn-outline-success btn-lg w-100 mt-2">
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<i class="fas fa-brain me-2"></i>Sistem Pakar Langsung
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</a>
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</div>
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</div>
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</div>
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@ -79,56 +82,13 @@
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<div class="card-body">
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<div class="step-circle mx-auto">3</div>
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<h5>Diagnosis Lanjutan</h5>
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<p class="text-muted">Jika terdeteksi sakit, lanjut ke sistem pakar untuk diagnosis lengkap</p>
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<p class="text-muted">Jika terdeteksi sakit, lanjut ke sistem pakar untuk diagnosis lengkap. Atau gunakan sistem pakar langsung tanpa gambar.</p>
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</div>
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</div>
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</div>
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</div>
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</div>
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</div>
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<!-- Riwayat Terbaru -->
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{% if history %}
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<div class="row">
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<div class="col-12">
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<div class="card">
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<div class="card-header bg-success text-white">
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<h5 class="mb-0"><i class="fas fa-history me-2"></i>Riwayat Deteksi Terbaru</h5>
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</div>
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<div class="card-body">
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<div class="table-responsive">
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<table class="table table-hover">
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<thead>
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<tr>
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<th>Waktu</th>
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<th>Gambar</th>
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<th>Hasil</th>
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<th>Keyakinan</th>
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</tr>
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</thead>
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<tbody>
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{% for item in history %}
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<tr>
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<td>{{ item.timestamp }}</td>
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<td>{{ item.image_path }}</td>
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<td>
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{% if item.prediction == 'sakit' %}
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<span class="badge bg-warning text-dark">Positif PMK</span>
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{% else %}
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<span class="badge bg-success">Sehat</span>
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{% endif %}
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</td>
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<td>{{ "%.2f"|format(item.confidence) }}%</td>
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</tr>
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{% endfor %}
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</tbody>
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</table>
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</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
{% endif %}
|
||||
<style>
|
||||
.feature-icon {
|
||||
width: 100px;
|
||||
|
|
|
|||
|
|
@ -21,7 +21,7 @@
|
|||
{% set recommendation_icon = 'fa-arrow-right text-warning' if is_sick else 'fa-check-circle text-success' %}
|
||||
{% set action_btn_class = 'btn-warning' if is_sick else 'btn-info' %}
|
||||
{% set action_btn_icon = 'fa-arrow-right' if is_sick else 'fa-stethoscope' %}
|
||||
{% set action_btn_text = 'Lanjut ke Sistem Pakar' if is_sick else 'Sistem Pakar' %}
|
||||
{% set action_btn_text = 'Lanjut ke Sistem Pakar dari Gambar' if is_sick else 'Sistem Pakar' %}
|
||||
{% set table_head_class = 'table-warning' if is_sick else 'table-success' %}
|
||||
|
||||
<div class="row justify-content-center">
|
||||
|
|
@ -151,13 +151,11 @@
|
|||
<a href="{{ url_for('upload') }}" class="btn btn-success btn-lg me-2">
|
||||
<i class="fas fa-upload me-2"></i>Upload Gambar Lain
|
||||
</a>
|
||||
<a href="{{ url_for('expert_system_page') }}" class="btn {{ action_btn_class }} btn-lg me-2">
|
||||
<a href="{{ url_for('expert_system_page', mode='image') }}" class="btn {{ action_btn_class }} btn-lg me-2">
|
||||
<i class="fas {{ action_btn_icon }} me-2"></i>{{ action_btn_text }}
|
||||
</a>
|
||||
{% set last_db = session.get('last_prediction', {}).get('db_id') %}
|
||||
<a href="{{ url_for('riwayat_deteksi') }}{% if last_db %}#pred-{{ last_db }}{% endif %}" class="btn btn-secondary btn-lg">
|
||||
<i class="fas fa-history me-2"></i>Riwayat Deteksi
|
||||
</a>
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
<div class="mt-3 text-center">
|
||||
|
|
|
|||
|
|
@ -201,7 +201,17 @@ function exportData(format) {
|
|||
function loadLocalStorageIds() {
|
||||
try {
|
||||
const value = JSON.parse(localStorage.getItem('pmk_predictions_ids') || '[]');
|
||||
return Array.isArray(value) ? [...new Set(value.map(String))] : [];
|
||||
if (!Array.isArray(value)) {
|
||||
return [];
|
||||
}
|
||||
|
||||
const numericIds = value
|
||||
.map((id) => Number(id))
|
||||
.filter((id) => Number.isFinite(id));
|
||||
|
||||
return [...new Set(numericIds)]
|
||||
.sort((a, b) => b - a)
|
||||
.map((id) => String(id));
|
||||
} catch (e) {
|
||||
return [];
|
||||
}
|
||||
|
|
@ -223,6 +233,17 @@ function formatTimestamp(timestamp) {
|
|||
}
|
||||
}
|
||||
|
||||
function compareHistoryItemsDesc(a, b) {
|
||||
const idDiff = Number(b.id || 0) - Number(a.id || 0);
|
||||
if (idDiff !== 0) {
|
||||
return idDiff;
|
||||
}
|
||||
|
||||
const timestampA = String(a.timestamp || '');
|
||||
const timestampB = String(b.timestamp || '');
|
||||
return timestampB.localeCompare(timestampA);
|
||||
}
|
||||
|
||||
function createHistoryRow(item) {
|
||||
const tr = document.createElement('tr');
|
||||
tr.id = `pred-${item.id}`;
|
||||
|
|
@ -315,6 +336,7 @@ async function loadRiwayatDeteksi() {
|
|||
|
||||
const recent = Array.isArray(payload.recent) ? payload.recent : [];
|
||||
const stats = payload.stats || { total: 0, positif: 0, negatif: 0, akurasi_rata_rata: 0 };
|
||||
recent.sort(compareHistoryItemsDesc);
|
||||
|
||||
if (tableBody) {
|
||||
tableBody.innerHTML = '';
|
||||
|
|
|
|||
|
|
@ -662,12 +662,12 @@ def get_prediction_by_id(pred_id):
|
|||
return None
|
||||
|
||||
|
||||
def save_diagnosis_mysql(prediction_id, diagnosis_dict, severity='sedang', timestamp=None):
|
||||
def save_diagnosis_mysql(prediction_id=None, diagnosis_dict=None, severity='sedang', timestamp=None):
|
||||
"""
|
||||
Save diagnosis result from expert system to database
|
||||
|
||||
Args:
|
||||
prediction_id: Foreign Key ke predictions table (prediction yang di-diagnosa)
|
||||
prediction_id: Foreign Key ke predictions table (prediction yang di-diagnosa). Optional.
|
||||
diagnosis_dict: Dictionary of diagnosis details from expert system
|
||||
severity: 'ringan', 'sedang', or 'berat'
|
||||
timestamp: Optional datetime, defaults to now
|
||||
|
|
@ -678,6 +678,8 @@ def save_diagnosis_mysql(prediction_id, diagnosis_dict, severity='sedang', times
|
|||
try:
|
||||
session = Session()
|
||||
|
||||
diagnosis_dict = diagnosis_dict or {}
|
||||
|
||||
# Convert diagnosis dict to JSON string
|
||||
diagnosis_json = json.dumps(diagnosis_dict, default=str)
|
||||
|
||||
|
|
|
|||
Loading…
Reference in New Issue