intent_api.log

2025-05-10 20:51:10,272 - __main__ - INFO - Created evaluation CSV file: model_evaluation.csv
2025-05-10 20:51:10,275 - __main__ - INFO - Loading intent resources from C:\xampp\htdocs\ChatbotPerpusBipa\py\model...
2025-05-10 20:52:12,106 - __main__ - INFO - Intent resources loaded successfully
2025-05-10 20:52:12,108 - __main__ - INFO - Loaded 9 intent classes
2025-05-10 20:52:12,113 - __main__ - INFO - Thresholds: {'energy_threshold': -5.720269680023193, 'msp_threshold': 0.8734092712402344}
2025-05-10 20:52:12,114 - __main__ - INFO - Intent classification model loaded successfully!
2025-05-10 20:52:13,087 - werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
 * Running on all addresses (0.0.0.0)
 * Running on http://127.0.0.1:5000
 * Running on http://192.168.1.9:5000
2025-05-10 20:52:13,088 - werkzeug - INFO - Press CTRL+C to quit
2025-05-10 20:52:13,148 - werkzeug - INFO -  * Restarting with stat
2025-05-10 20:52:43,569 - __main__ - INFO - Loading intent resources from C:\xampp\htdocs\ChatbotPerpusBipa\py\model...
2025-05-10 20:53:35,798 - __main__ - INFO - Loading intent resources from C:\xampp\htdocs\ChatbotPerpusBipa\py\model...
2025-05-10 20:53:38,986 - __main__ - INFO - Intent resources loaded successfully
2025-05-10 20:53:38,986 - __main__ - INFO - Loaded 9 intent classes
2025-05-10 20:53:38,986 - __main__ - INFO - Thresholds: {'energy_threshold': -5.720269680023193, 'msp_threshold': 0.8734092712402344}
2025-05-10 20:53:38,986 - __main__ - INFO - Intent classification model loaded successfully!
2025-05-10 20:53:39,220 - werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
 * Running on all addresses (0.0.0.0)
 * Running on http://127.0.0.1:5000
 * Running on http://192.168.1.9:5000
2025-05-10 20:53:39,220 - werkzeug - INFO - Press CTRL+C to quit
2025-05-10 20:53:39,236 - werkzeug - INFO -  * Restarting with stat
2025-05-10 20:53:49,002 - __main__ - INFO - Loading intent resources from C:\xampp\htdocs\ChatbotPerpusBipa\py\model...
2025-05-10 21:03:09,865 - __main__ - INFO - Loading intent resources from C:\xampp\htdocs\ChatbotPerpusBipa\py\model...
2025-05-10 21:03:13,006 - __main__ - INFO - Intent resources loaded successfully
2025-05-10 21:03:13,006 - __main__ - INFO - Loaded 9 intent classes
2025-05-10 21:03:13,006 - __main__ - INFO - Thresholds: {'energy_threshold': -5.720269680023193, 'msp_threshold': 0.8734092712402344}
2025-05-10 21:03:13,006 - __main__ - INFO - Intent classification model loaded successfully!
2025-05-10 21:03:13,037 - werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
 * Running on all addresses (0.0.0.0)
 * Running on http://127.0.0.1:5000
 * Running on http://192.168.1.9:5000
2025-05-10 21:03:13,037 - werkzeug - INFO - Press CTRL+C to quit
2025-05-10 21:04:34,421 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:04:34,421 - __main__ - INFO - Input Text: hi
2025-05-10 21:04:34,421 - __main__ - INFO - Detection Method: combined
2025-05-10 21:04:43,102 - __main__ - INFO - Logits: [[-1.3176556825637817, -1.1946855783462524, -0.858184278011322, -1.1091588735580444, -1.0160118341445923, 1.3968093395233154, 5.099667072296143, -1.0186958312988281, -0.7325793504714966]]
2025-05-10 21:04:43,618 - __main__ - INFO - Softmax Probabilities: [[0.0015701063675805926, 0.0017755558947101235, 0.0024858498945832253, 0.0019340959843248129, 0.0021229088306427, 0.023703157901763916, 0.9614725708961487, 0.0021172184497117996, 0.0028185418341308832]]
2025-05-10 21:04:43,633 - __main__ - INFO - Max Probability (Confidence): 0.9615
2025-05-10 21:04:43,633 - __main__ - INFO - Predicted Index: 6
2025-05-10 21:04:44,086 - __main__ - INFO - Energy Score: -5.1390
2025-05-10 21:04:44,086 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:04:44,086 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:04:44,086 - __main__ - INFO - Predicted Intent: greeting
2025-05-10 21:04:44,086 - __main__ - INFO - =============================================

2025-05-10 21:04:44,086 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:04:44] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:10:56,497 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:10:56,498 - __main__ - INFO - Input Text: selamat pagi, saya inginn tau cara meminjam buku boleh? makasih
2025-05-10 21:10:56,499 - __main__ - INFO - Detection Method: combined
2025-05-10 21:10:58,421 - __main__ - INFO - Logits: [[5.399814605712891, 0.087623231112957, -0.8307769298553467, -0.6626364588737488, -0.7578122615814209, 0.10144484788179398, -0.7953941226005554, -0.3702244460582733, -1.1888351440429688]]
2025-05-10 21:10:58,423 - __main__ - INFO - Softmax Probabilities: [[0.9776320457458496, 0.0048208096995949745, 0.001924260170198977, 0.002276598708704114, 0.0020699123851954937, 0.0048879035748541355, 0.0019935655873268843, 0.0030498558189719915, 0.0013451204868033528]]
2025-05-10 21:10:58,424 - __main__ - INFO - Max Probability (Confidence): 0.9776
2025-05-10 21:10:58,427 - __main__ - INFO - Predicted Index: 0
2025-05-10 21:10:58,430 - __main__ - INFO - Energy Score: -5.4224
2025-05-10 21:10:58,432 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:10:58,437 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:10:58,440 - __main__ - INFO - Predicted Intent: cara_pinjam
2025-05-10 21:10:58,442 - __main__ - INFO - =============================================

2025-05-10 21:10:58,449 - test - ERROR - Exception on /api/analyze [POST]
Traceback (most recent call last):
  File "C:\Users\User\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\LocalCache\local-packages\Python39\site-packages\flask\app.py", line 1473, in wsgi_app
    response = self.full_dispatch_request()
  File "C:\Users\User\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\LocalCache\local-packages\Python39\site-packages\flask\app.py", line 882, in full_dispatch_request
    rv = self.handle_user_exception(e)
  File "C:\Users\User\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\LocalCache\local-packages\Python39\site-packages\flask_cors\extension.py", line 176, in wrapped_function
    return cors_after_request(app.make_response(f(*args, **kwargs)))
  File "C:\Users\User\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\LocalCache\local-packages\Python39\site-packages\flask\app.py", line 880, in full_dispatch_request
    rv = self.dispatch_request()
  File "C:\Users\User\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\LocalCache\local-packages\Python39\site-packages\flask\app.py", line 865, in dispatch_request
    return self.ensure_sync(self.view_functions[rule.endpoint])(**view_args)  # type: ignore[no-any-return]
  File "C:\xampp\htdocs\ChatbotPerpusBipa\py\test.py", line 234, in analyze
    save_prediction_to_csv(text, result, method)
  File "C:\xampp\htdocs\ChatbotPerpusBipa\py\test.py", line 52, in save_prediction_to_csv
    with open(EVAL_CSV, 'a', newline='') as f:
PermissionError: [Errno 13] Permission denied: 'model_evaluation.csv'
2025-05-10 21:11:03,159 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:11:03] "POST /api/analyze HTTP/1.1" 500 -
2025-05-10 21:11:30,805 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:11:30,806 - __main__ - INFO - Input Text: selamat pagi, saya inginn tau cara meminjam buku boleh? makasih
2025-05-10 21:11:30,807 - __main__ - INFO - Detection Method: combined
2025-05-10 21:11:32,361 - __main__ - INFO - Logits: [[5.399814605712891, 0.087623231112957, -0.8307769298553467, -0.6626364588737488, -0.7578122615814209, 0.10144484788179398, -0.7953941226005554, -0.3702244460582733, -1.1888351440429688]]
2025-05-10 21:11:32,365 - __main__ - INFO - Softmax Probabilities: [[0.9776320457458496, 0.0048208096995949745, 0.001924260170198977, 0.002276598708704114, 0.0020699123851954937, 0.0048879035748541355, 0.0019935655873268843, 0.0030498558189719915, 0.0013451204868033528]]
2025-05-10 21:11:32,370 - __main__ - INFO - Max Probability (Confidence): 0.9776
2025-05-10 21:11:32,373 - __main__ - INFO - Predicted Index: 0
2025-05-10 21:11:32,379 - __main__ - INFO - Energy Score: -5.4224
2025-05-10 21:11:32,387 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:11:32,390 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:11:32,393 - __main__ - INFO - Predicted Intent: cara_pinjam
2025-05-10 21:11:32,397 - __main__ - INFO - =============================================

2025-05-10 21:11:32,412 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:11:32] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:20:06,316 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:20:06,316 - __main__ - INFO - Input Text: hello nigga
2025-05-10 21:20:06,316 - __main__ - INFO - Detection Method: combined
2025-05-10 21:20:07,046 - __main__ - INFO - Logits: [[-1.059308648109436, -1.1259849071502686, -0.7732775807380676, -1.1819493770599365, -1.1710785627365112, 1.4521418809890747, 5.11907958984375, -1.0589956045150757, -1.0377000570297241]]
2025-05-10 21:20:07,046 - __main__ - INFO - Softmax Probabilities: [[0.0019936026073992252, 0.0018650107085704803, 0.0026537510566413403, 0.0017635031836107373, 0.001782778650522232, 0.02456674538552761, 0.9613432288169861, 0.001994226360693574, 0.002037149854004383]]
2025-05-10 21:20:07,046 - __main__ - INFO - Max Probability (Confidence): 0.9613
2025-05-10 21:20:07,046 - __main__ - INFO - Predicted Index: 6
2025-05-10 21:20:07,046 - __main__ - INFO - Energy Score: -5.1585
2025-05-10 21:20:07,046 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:20:07,046 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:20:07,062 - __main__ - INFO - Predicted Intent: greeting
2025-05-10 21:20:07,062 - __main__ - INFO - =============================================

2025-05-10 21:20:07,062 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:20:07] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:20:12,732 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:20:12,732 - __main__ - INFO - Input Text: jawir
2025-05-10 21:20:12,732 - __main__ - INFO - Detection Method: combined
2025-05-10 21:20:13,156 - __main__ - INFO - Logits: [[-1.6685775518417358, -1.273998737335205, 2.2453248500823975, 3.137083053588867, -0.7543082237243652, -1.4736096858978271, 2.1617510318756104, -1.6372283697128296, -1.1733094453811646]]
2025-05-10 21:20:13,156 - __main__ - INFO - Softmax Probabilities: [[0.004400658421218395, 0.006529518403112888, 0.2204468846321106, 0.537761390209198, 0.010979431681334972, 0.0053479960188269615, 0.20277215540409088, 0.004540801048278809, 0.007221210282295942]]
2025-05-10 21:20:13,156 - __main__ - INFO - Max Probability (Confidence): 0.5378
2025-05-10 21:20:13,156 - __main__ - INFO - Predicted Index: 3
2025-05-10 21:20:13,156 - __main__ - INFO - Energy Score: -3.7574
2025-05-10 21:20:13,156 - __main__ - INFO - OOD Detection -> is_ood: True
2025-05-10 21:20:13,156 - __main__ - INFO - Prediction marked as OUT-OF-DISTRIBUTION.
2025-05-10 21:20:13,156 - __main__ - INFO - Predicted Intent: unknown
2025-05-10 21:20:13,171 - __main__ - INFO - =============================================

2025-05-10 21:20:13,249 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:20:13] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:23:46,590 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:23:46,592 - __main__ - INFO - Input Text: aku pergi
2025-05-10 21:23:46,593 - __main__ - INFO - Detection Method: combined
2025-05-10 21:23:49,019 - __main__ - INFO - Logits: [[-0.9422286748886108, -0.8617181777954102, -1.3514978885650635, 0.15106375515460968, -1.3091967105865479, 4.960031509399414, 0.3698965013027191, -0.15400801599025726, -0.9507330656051636]]
2025-05-10 21:23:49,113 - __main__ - INFO - Softmax Probabilities: [[0.0026371763087809086, 0.002858277875930071, 0.0017514426726847887, 0.007869554683566093, 0.0018271200824528933, 0.9648464918136597, 0.009794626384973526, 0.005800415761768818, 0.0026148436591029167]]
2025-05-10 21:23:49,128 - __main__ - INFO - Max Probability (Confidence): 0.9648
2025-05-10 21:23:49,128 - __main__ - INFO - Predicted Index: 5
2025-05-10 21:23:49,128 - __main__ - INFO - Energy Score: -4.9958
2025-05-10 21:23:49,144 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:23:49,144 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:23:49,144 - __main__ - INFO - Predicted Intent: goodbye
2025-05-10 21:23:49,159 - __main__ - INFO - =============================================

2025-05-10 21:23:49,175 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:23:49] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:23:55,322 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:23:55,322 - __main__ - INFO - Input Text: ga mau
2025-05-10 21:23:55,322 - __main__ - INFO - Detection Method: combined
2025-05-10 21:23:55,676 - __main__ - INFO - Logits: [[-0.9056248068809509, -0.013884905725717545, 0.027644459158182144, 5.6327104568481445, -0.8719817996025085, -0.5354712009429932, -0.7891335487365723, -0.8269177079200745, -0.5340971946716309]]
2025-05-10 21:23:55,676 - __main__ - INFO - Softmax Probabilities: [[0.0014219597214832902, 0.003468685783445835, 0.0036157723516225815, 0.9827662706375122, 0.0014706128276884556, 0.0020589372143149376, 0.0015976395225152373, 0.0015384004218503833, 0.002061767503619194]]
2025-05-10 21:23:55,676 - __main__ - INFO - Max Probability (Confidence): 0.9828
2025-05-10 21:23:55,676 - __main__ - INFO - Predicted Index: 3
2025-05-10 21:23:55,676 - __main__ - INFO - Energy Score: -5.6501
2025-05-10 21:23:55,676 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:23:55,676 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:23:55,676 - __main__ - INFO - Predicted Intent: denied
2025-05-10 21:23:55,676 - __main__ - INFO - =============================================

2025-05-10 21:23:55,676 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:23:55] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:24:02,159 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:24:02,159 - __main__ - INFO - Input Text: cariin buku :)
2025-05-10 21:24:02,159 - __main__ - INFO - Detection Method: combined
2025-05-10 21:24:02,801 - __main__ - INFO - Logits: [[-0.4540617763996124, 5.4417572021484375, -0.9955655336380005, -0.5665326714515686, 0.22001151740550995, -0.4966876804828644, -0.975710391998291, -0.5621989965438843, -1.544423222541809]]
2025-05-10 21:24:02,817 - __main__ - INFO - Softmax Probabilities: [[0.002697325311601162, 0.9805168509483337, 0.0015695001929998398, 0.002410393673926592, 0.005292730871587992, 0.002584765199571848, 0.001600974122993648, 0.002420861506834626, 0.0009065577760338783]]
2025-05-10 21:24:02,817 - __main__ - INFO - Max Probability (Confidence): 0.9805
2025-05-10 21:24:02,817 - __main__ - INFO - Predicted Index: 1
2025-05-10 21:24:02,817 - __main__ - INFO - Energy Score: -5.4614
2025-05-10 21:24:02,817 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:24:02,817 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:24:02,817 - __main__ - INFO - Predicted Intent: cari_buku
2025-05-10 21:24:02,817 - __main__ - INFO - =============================================

2025-05-10 21:24:02,832 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:24:02] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:24:08,582 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:24:08] "POST /api/recommend HTTP/1.1" 404 -
2025-05-10 21:24:24,640 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:24:24,655 - __main__ - INFO - Input Text: engga
2025-05-10 21:24:24,655 - __main__ - INFO - Detection Method: combined
2025-05-10 21:24:24,971 - __main__ - INFO - Logits: [[-1.0960450172424316, -0.19882100820541382, 1.0277540683746338, 5.673742771148682, -0.9991940855979919, -0.5354593992233276, -1.1831791400909424, -0.9452515244483948, -0.6324564814567566]]
2025-05-10 21:24:24,971 - __main__ - INFO - Softmax Probabilities: [[0.0011242710752412677, 0.002757594920694828, 0.009402111172676086, 0.9793829321861267, 0.0012386050075292587, 0.001969383331015706, 0.0010304549941793084, 0.0013072536094114184, 0.0017873314209282398]]
2025-05-10 21:24:24,971 - __main__ - INFO - Max Probability (Confidence): 0.9794
2025-05-10 21:24:24,971 - __main__ - INFO - Predicted Index: 3
2025-05-10 21:24:24,986 - __main__ - INFO - Energy Score: -5.6946
2025-05-10 21:24:24,986 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:24:24,986 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:24:24,986 - __main__ - INFO - Predicted Intent: denied
2025-05-10 21:24:24,986 - __main__ - INFO - =============================================

2025-05-10 21:24:25,002 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:24:25] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:24:35,923 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:24:35,923 - __main__ - INFO - Input Text: kali ini gimana cara jadi anggota
2025-05-10 21:24:35,939 - __main__ - INFO - Detection Method: combined
2025-05-10 21:24:36,611 - __main__ - INFO - Logits: [[0.7106897234916687, -1.2784496545791626, -1.4926022291183472, -0.25034889578819275, -1.2656588554382324, -0.8868540525436401, 0.061691418290138245, -1.14139723777771, 5.139155864715576]]
2025-05-10 21:24:36,627 - __main__ - INFO - Softmax Probabilities: [[0.011566980741918087, 0.0015825150767341256, 0.0012774458155035973, 0.0044243172742426395, 0.0016028864774852991, 0.0023410762660205364, 0.0060445452108979225, 0.0018149681854993105, 0.969345211982727]]
2025-05-10 21:24:36,627 - __main__ - INFO - Max Probability (Confidence): 0.9693
2025-05-10 21:24:36,627 - __main__ - INFO - Predicted Index: 8
2025-05-10 21:24:36,627 - __main__ - INFO - Energy Score: -5.1703
2025-05-10 21:24:36,627 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:24:36,627 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:24:36,627 - __main__ - INFO - Predicted Intent: keanggotaan
2025-05-10 21:24:36,643 - __main__ - INFO - =============================================

2025-05-10 21:24:36,643 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:24:36] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:24:40,108 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:24:40,108 - __main__ - INFO - Input Text: apakah gw anggota
2025-05-10 21:24:40,108 - __main__ - INFO - Detection Method: combined
2025-05-10 21:24:40,612 - __main__ - INFO - Logits: [[-1.2273778915405273, -1.939422369003296, -1.204856276512146, -0.7936017513275146, -0.8146175742149353, -0.17088937759399414, 1.614134669303894, -1.2518943548202515, 4.8576788902282715]]
2025-05-10 21:24:40,613 - __main__ - INFO - Softmax Probabilities: [[0.002146817045286298, 0.0010533147724345326, 0.002195715205743909, 0.0033126971684396267, 0.003243803745135665, 0.006174789741635323, 0.036800041794776917, 0.002094824332743883, 0.9429781436920166]]
2025-05-10 21:24:40,672 - __main__ - INFO - Max Probability (Confidence): 0.9430
2025-05-10 21:24:40,672 - __main__ - INFO - Predicted Index: 8
2025-05-10 21:24:40,672 - __main__ - INFO - Energy Score: -4.9164
2025-05-10 21:24:40,672 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:24:40,672 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:24:40,672 - __main__ - INFO - Predicted Intent: keanggotaan
2025-05-10 21:24:40,672 - __main__ - INFO - =============================================

2025-05-10 21:24:40,687 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:24:40] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:28:41,246 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:28:41,246 - __main__ - INFO - Input Text: apa iyah?
2025-05-10 21:28:41,262 - __main__ - INFO - Detection Method: combined
2025-05-10 21:28:41,778 - __main__ - INFO - Logits: [[-0.7390039563179016, -2.113006353378296, 3.0566437244415283, 3.1234726905822754, -1.570651650428772, -1.8655962944030762, 1.214770793914795, -1.274828314781189, -0.047212935984134674]]
2025-05-10 21:28:41,778 - __main__ - INFO - Softmax Probabilities: [[0.009639445692300797, 0.0024396663065999746, 0.42902329564094543, 0.45867419242858887, 0.004196353256702423, 0.0031244901474565268, 0.06800887733697891, 0.005640873685479164, 0.01925276406109333]]
2025-05-10 21:28:41,778 - __main__ - INFO - Max Probability (Confidence): 0.4587
2025-05-10 21:28:41,794 - __main__ - INFO - Predicted Index: 3
2025-05-10 21:28:41,794 - __main__ - INFO - Energy Score: -3.9029
2025-05-10 21:28:41,794 - __main__ - INFO - OOD Detection -> is_ood: True
2025-05-10 21:28:41,794 - __main__ - INFO - Prediction marked as OUT-OF-DISTRIBUTION.
2025-05-10 21:28:41,794 - __main__ - INFO - Predicted Intent: unknown
2025-05-10 21:28:41,794 - __main__ - INFO - =============================================

2025-05-10 21:28:41,794 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:28:41] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:28:50,002 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:28:50,006 - __main__ - INFO - Input Text: yaudah deh iya
2025-05-10 21:28:50,010 - __main__ - INFO - Detection Method: combined
2025-05-10 21:28:50,508 - __main__ - INFO - Logits: [[-0.8829267621040344, -1.275931477546692, 5.552294731140137, 0.9029282331466675, -0.8707864880561829, -0.06326564401388168, -1.2235711812973022, -1.3446561098098755, -1.2907097339630127]]
2025-05-10 21:28:50,509 - __main__ - INFO - Softmax Probabilities: [[0.0015714645851403475, 0.001060779090039432, 0.9796836376190186, 0.009373282082378864, 0.0015906589105725288, 0.003566801082342863, 0.0011178012937307358, 0.0009903260506689548, 0.0010452179703861475]]
2025-05-10 21:28:50,514 - __main__ - INFO - Max Probability (Confidence): 0.9797
2025-05-10 21:28:50,514 - __main__ - INFO - Predicted Index: 2
2025-05-10 21:28:50,514 - __main__ - INFO - Energy Score: -5.5728
2025-05-10 21:28:50,514 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:28:50,514 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:28:50,514 - __main__ - INFO - Predicted Intent: confirm
2025-05-10 21:28:50,514 - __main__ - INFO - =============================================

2025-05-10 21:28:50,534 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:28:50] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:28:58,131 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:28:58,131 - __main__ - INFO - Input Text: apa bedanya cari buku sama pinjam buku
2025-05-10 21:28:58,131 - __main__ - INFO - Detection Method: combined
2025-05-10 21:28:58,711 - __main__ - INFO - Logits: [[5.502951622009277, 1.039902925491333, -1.1021047830581665, -0.5494447946548462, -0.45617687702178955, -0.8856024742126465, -1.2792505025863647, -0.7736234068870544, -0.5327207446098328]]
2025-05-10 21:28:58,711 - __main__ - INFO - Softmax Probabilities: [[0.9757035970687866, 0.01124709565192461, 0.0013206215808168054, 0.002295068232342601, 0.0025194245390594006, 0.0016398499719798565, 0.0011062286794185638, 0.0018341547111049294, 0.00233377399854362]]
2025-05-10 21:28:58,711 - __main__ - INFO - Max Probability (Confidence): 0.9757
2025-05-10 21:28:58,711 - __main__ - INFO - Predicted Index: 0
2025-05-10 21:28:58,711 - __main__ - INFO - Energy Score: -5.5275
2025-05-10 21:28:58,711 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:28:58,727 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:28:58,727 - __main__ - INFO - Predicted Intent: cara_pinjam
2025-05-10 21:28:58,727 - __main__ - INFO - =============================================

2025-05-10 21:28:58,885 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:28:58] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:37:55,693 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:38:01,389 - __main__ - INFO - Input Text: apa yang anda tahu tentang benda benda di perpustakaan?
2025-05-10 21:38:01,391 - __main__ - INFO - Detection Method: combined
2025-05-10 21:38:04,009 - __main__ - INFO - Logits: [[-0.7697362899780273, 1.3467382192611694, -1.27949059009552, -1.299091100692749, 5.202969551086426, -1.3397959470748901, -0.9824981689453125, -0.4959643483161926, -0.7740484476089478]]
2025-05-10 21:38:04,025 - __main__ - INFO - Softmax Probabilities: [[0.002458558650687337, 0.020410509780049324, 0.0014767165994271636, 0.0014480534009635448, 0.9651476740837097, 0.0013902944047003984, 0.0019873722922056913, 0.003232794813811779, 0.0024479799903929234]]
2025-05-10 21:38:04,041 - __main__ - INFO - Max Probability (Confidence): 0.9651
2025-05-10 21:38:04,041 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:38:04,056 - __main__ - INFO - Energy Score: -5.2384
2025-05-10 21:38:04,056 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:38:04,056 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:38:04,056 - __main__ - INFO - Predicted Intent: fasilitas
2025-05-10 21:38:04,056 - __main__ - INFO - =============================================

2025-05-10 21:38:04,119 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:38:04] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:38:14,947 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:38:14,947 - __main__ - INFO - Input Text: apa yang anda tahu tentang benda benda yang ada di perpustakaan?
2025-05-10 21:38:14,947 - __main__ - INFO - Detection Method: combined
2025-05-10 21:38:15,790 - __main__ - INFO - Logits: [[-0.7680988907814026, 1.2449392080307007, -1.196992039680481, -1.266596794128418, 5.14818000793457, -1.350130319595337, -1.160045862197876, -0.40871661901474, -0.8047224283218384]]
2025-05-10 21:38:15,790 - __main__ - INFO - Softmax Probabilities: [[0.002601428423076868, 0.019474362954497337, 0.0016941269859671593, 0.0015802178531885147, 0.9652040600776672, 0.001453579985536635, 0.0017578894039615989, 0.003726400900632143, 0.002507878467440605]]
2025-05-10 21:38:15,790 - __main__ - INFO - Max Probability (Confidence): 0.9652
2025-05-10 21:38:15,806 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:38:15,806 - __main__ - INFO - Energy Score: -5.1836
2025-05-10 21:38:15,806 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:38:15,806 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:38:15,806 - __main__ - INFO - Predicted Intent: fasilitas
2025-05-10 21:38:15,806 - __main__ - INFO - =============================================

2025-05-10 21:38:15,821 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:38:15] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:38:26,471 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:38:26,475 - __main__ - INFO - Input Text: apa yang anda tahu tentang fasility yang ada di perpustakaan?
2025-05-10 21:38:26,477 - __main__ - INFO - Detection Method: combined
2025-05-10 21:38:27,385 - __main__ - INFO - Logits: [[-1.6402337551116943, 0.28838950395584106, -1.0334101915359497, -1.377264380455017, 5.436436653137207, -1.3821498155593872, -1.1186164617538452, -0.2397802472114563, -0.14053963124752045]]
2025-05-10 21:38:27,399 - __main__ - INFO - Softmax Probabilities: [[0.0008288080571219325, 0.005702228285372257, 0.0015205274103209376, 0.0010781027376651764, 0.9813252687454224, 0.0010728489141911268, 0.0013963347300887108, 0.00336250732652843, 0.003713324898853898]]
2025-05-10 21:38:27,414 - __main__ - INFO - Max Probability (Confidence): 0.9813
2025-05-10 21:38:27,414 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:38:27,414 - __main__ - INFO - Energy Score: -5.4553
2025-05-10 21:38:27,414 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:38:27,414 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:38:27,414 - __main__ - INFO - Predicted Intent: fasilitas
2025-05-10 21:38:27,414 - __main__ - INFO - =============================================

2025-05-10 21:38:27,414 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:38:27] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:38:40,887 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:38:40,888 - __main__ - INFO - Input Text: apa yang anda tahu tentang fasilitas yang ada di perpustakaan?
2025-05-10 21:38:40,891 - __main__ - INFO - Detection Method: combined
2025-05-10 21:38:41,756 - __main__ - INFO - Logits: [[-1.6494208574295044, 0.12875649333000183, -0.980239748954773, -1.2830331325531006, 5.473063945770264, -1.3103773593902588, -0.9920451045036316, -0.4207743704319, -0.007997849956154823]]
2025-05-10 21:38:41,756 - __main__ - INFO - Softmax Probabilities: [[0.0007925480604171753, 0.004691137932240963, 0.00154755893163383, 0.0011432621395215392, 0.9823843240737915, 0.0011124236043542624, 0.0015293973265215755, 0.002707820851355791, 0.0040915366262197495]]
2025-05-10 21:38:41,756 - __main__ - INFO - Max Probability (Confidence): 0.9824
2025-05-10 21:38:41,756 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:38:41,756 - __main__ - INFO - Energy Score: -5.4908
2025-05-10 21:38:41,756 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:38:41,772 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:38:41,855 - __main__ - INFO - Predicted Intent: fasilitas
2025-05-10 21:38:41,855 - __main__ - INFO - =============================================

2025-05-10 21:38:41,868 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:38:41] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:38:51,135 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:38:51,135 - __main__ - INFO - Input Text: fasilitas yang ada di perpustakaan?
2025-05-10 21:38:51,135 - __main__ - INFO - Detection Method: combined
2025-05-10 21:38:51,684 - __main__ - INFO - Logits: [[-1.697698712348938, -0.4591014087200165, -0.9102374315261841, -1.1577955484390259, 5.437514305114746, -1.2155272960662842, -0.505920946598053, -0.38150474429130554, -0.2966429889202118]]
2025-05-10 21:38:51,684 - __main__ - INFO - Softmax Probabilities: [[0.0007834106218069792, 0.00270336982794106, 0.0017217874992638826, 0.0013442077906802297, 0.9834970235824585, 0.00126880151219666, 0.0025797162670642138, 0.0029214955866336823, 0.0031802428420633078]]
2025-05-10 21:38:51,699 - __main__ - INFO - Max Probability (Confidence): 0.9835
2025-05-10 21:38:51,699 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:38:51,699 - __main__ - INFO - Energy Score: -5.4542
2025-05-10 21:38:51,699 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:38:51,699 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:38:51,699 - __main__ - INFO - Predicted Intent: fasilitas
2025-05-10 21:38:51,699 - __main__ - INFO - =============================================

2025-05-10 21:38:51,715 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:38:51] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:38:57,269 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:38:57,273 - __main__ - INFO - Input Text: fasilitas?
2025-05-10 21:38:57,277 - __main__ - INFO - Detection Method: combined
2025-05-10 21:38:57,554 - __main__ - INFO - Logits: [[-2.5640785694122314, -1.0151931047439575, -0.9696947932243347, -1.25716233253479, 3.5866546630859375, -0.20148932933807373, 2.6498327255249023, -0.7469539642333984, -0.534983217716217]]
2025-05-10 21:38:57,554 - __main__ - INFO - Softmax Probabilities: [[0.0014459670055657625, 0.0068050408735871315, 0.007121811155229807, 0.005342504940927029, 0.6782468557357788, 0.01535386499017477, 0.26578542590141296, 0.008898678235709667, 0.010999760590493679]]
2025-05-10 21:38:57,554 - __main__ - INFO - Max Probability (Confidence): 0.6782
2025-05-10 21:38:57,554 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:38:57,570 - __main__ - INFO - Energy Score: -3.9749
2025-05-10 21:38:57,570 - __main__ - INFO - OOD Detection -> is_ood: True
2025-05-10 21:38:57,570 - __main__ - INFO - Prediction marked as OUT-OF-DISTRIBUTION.
2025-05-10 21:38:57,570 - __main__ - INFO - Predicted Intent: unknown
2025-05-10 21:38:57,586 - __main__ - INFO - =============================================

2025-05-10 21:38:57,586 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:38:57] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:57:53,426 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:57:53,426 - __main__ - INFO - Input Text: apa yang anda tahu tentang benda benda yang ada di perpustakaan?
2025-05-10 21:57:53,426 - __main__ - INFO - Detection Method: combined
2025-05-10 21:57:54,536 - __main__ - INFO - Logits: [[-0.7680988907814026, 1.2449392080307007, -1.196992039680481, -1.266596794128418, 5.14818000793457, -1.350130319595337, -1.160045862197876, -0.40871661901474, -0.8047224283218384]]
2025-05-10 21:57:54,536 - __main__ - INFO - Softmax Probabilities: [[0.002601428423076868, 0.019474362954497337, 0.0016941269859671593, 0.0015802178531885147, 0.9652040600776672, 0.001453579985536635, 0.0017578894039615989, 0.003726400900632143, 0.002507878467440605]]
2025-05-10 21:57:54,536 - __main__ - INFO - Max Probability (Confidence): 0.9652
2025-05-10 21:57:54,536 - __main__ - INFO - Predicted Index: 4
2025-05-10 21:57:54,536 - __main__ - INFO - Energy Score: -5.1836
2025-05-10 21:57:54,551 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:57:54,551 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:57:54,567 - __main__ - INFO - Predicted Intent: fasilitas
2025-05-10 21:57:54,598 - __main__ - INFO - =============================================

2025-05-10 21:57:54,676 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:57:54] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:58:09,650 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:58:09,650 - __main__ - INFO - Input Text: selamat pagi dan selamat malam dan selamat siang
2025-05-10 21:58:09,650 - __main__ - INFO - Detection Method: combined
2025-05-10 21:58:10,353 - __main__ - INFO - Logits: [[-1.015725016593933, -1.7672958374023438, -0.09375888109207153, -0.000339341553626582, -0.7917280793190002, 0.4557315409183502, 3.838515281677246, -0.13580496609210968, -1.4231810569763184]]
2025-05-10 21:58:10,353 - __main__ - INFO - Softmax Probabilities: [[0.006958352401852608, 0.003281734185293317, 0.017494892701506615, 0.01920803263783455, 0.00870536733418703, 0.030307628214359283, 0.8926397562026978, 0.016774550080299377, 0.0046296752989292145]]
2025-05-10 21:58:10,353 - __main__ - INFO - Max Probability (Confidence): 0.8926
2025-05-10 21:58:10,353 - __main__ - INFO - Predicted Index: 6
2025-05-10 21:58:10,368 - __main__ - INFO - Energy Score: -3.9521
2025-05-10 21:58:10,368 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:58:10,368 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:58:10,368 - __main__ - INFO - Predicted Intent: greeting
2025-05-10 21:58:10,368 - __main__ - INFO - =============================================

2025-05-10 21:58:10,368 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:58:10] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:58:16,363 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:58:16,363 - __main__ - INFO - Input Text: lo jawa
2025-05-10 21:58:16,363 - __main__ - INFO - Detection Method: combined
2025-05-10 21:58:16,774 - __main__ - INFO - Logits: [[-1.2190250158309937, -1.6057887077331543, 2.1177775859832764, 3.414398670196533, -1.2115315198898315, -1.0860720872879028, 1.689135193824768, -2.435594320297241, -0.16704648733139038]]
2025-05-10 21:58:16,775 - __main__ - INFO - Softmax Probabilities: [[0.006397695280611515, 0.004345645196735859, 0.17996107041835785, 0.6581031084060669, 0.0064458162523806095, 0.007307425606995821, 0.11722534894943237, 0.001895284280180931, 0.01831859163939953]]
2025-05-10 21:58:16,802 - __main__ - INFO - Max Probability (Confidence): 0.6581
2025-05-10 21:58:16,802 - __main__ - INFO - Predicted Index: 3
2025-05-10 21:58:16,818 - __main__ - INFO - Energy Score: -3.8328
2025-05-10 21:58:16,818 - __main__ - INFO - OOD Detection -> is_ood: True
2025-05-10 21:58:16,818 - __main__ - INFO - Prediction marked as OUT-OF-DISTRIBUTION.
2025-05-10 21:58:16,818 - __main__ - INFO - Predicted Intent: unknown
2025-05-10 21:58:16,834 - __main__ - INFO - =============================================

2025-05-10 21:58:16,849 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:58:16] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:58:29,883 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:58:29,883 - __main__ - INFO - Input Text: Assalamualaikum wr wb
2025-05-10 21:58:29,883 - __main__ - INFO - Detection Method: combined
2025-05-10 21:58:32,791 - __main__ - INFO - Logits: [[-1.131690263748169, -1.5006943941116333, -0.6151072978973389, -1.1938962936401367, -1.1617226600646973, 1.5072420835494995, 5.034933567047119, -1.0742135047912598, -0.8630368709564209]]
2025-05-10 21:58:33,003 - __main__ - INFO - Softmax Probabilities: [[0.0020071538165211678, 0.0013877918245270848, 0.0033645734656602144, 0.0018861013231799006, 0.0019477707101032138, 0.028096651658415794, 0.956558346748352, 0.002125898841768503, 0.0026257631834596395]]
2025-05-10 21:58:33,034 - __main__ - INFO - Max Probability (Confidence): 0.9566
2025-05-10 21:58:33,034 - __main__ - INFO - Predicted Index: 6
2025-05-10 21:58:33,034 - __main__ - INFO - Energy Score: -5.0793
2025-05-10 21:58:33,034 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:58:33,034 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:58:33,034 - __main__ - INFO - Predicted Intent: greeting
2025-05-10 21:58:33,049 - __main__ - INFO - =============================================

2025-05-10 21:58:33,113 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:58:33] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:58:40,238 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:58:40,238 - __main__ - INFO - Input Text: ass
2025-05-10 21:58:40,238 - __main__ - INFO - Detection Method: combined
2025-05-10 21:58:40,584 - __main__ - INFO - Logits: [[-1.3392796516418457, -1.524475336074829, 0.16145886480808258, -0.7817472815513611, -1.299397349357605, 1.4473503828048706, 5.0309271812438965, -1.4974311590194702, -0.9901137948036194]]
2025-05-10 21:58:40,584 - __main__ - INFO - Softmax Probabilities: [[0.0016345757758244872, 0.0013582368846982718, 0.007331073749810457, 0.002854553982615471, 0.0017010837327688932, 0.026523033156991005, 0.9548842906951904, 0.0013954705791547894, 0.0023176397662609816]]
2025-05-10 21:58:40,584 - __main__ - INFO - Max Probability (Confidence): 0.9549
2025-05-10 21:58:40,584 - __main__ - INFO - Predicted Index: 6
2025-05-10 21:58:40,584 - __main__ - INFO - Energy Score: -5.0771
2025-05-10 21:58:40,599 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:58:40,631 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:58:40,631 - __main__ - INFO - Predicted Intent: greeting
2025-05-10 21:58:40,631 - __main__ - INFO - =============================================

2025-05-10 21:58:40,646 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:58:40] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:59:07,034 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:59:07,034 - __main__ - INFO - Input Text: gausah kocak besok aja bye
2025-05-10 21:59:07,034 - __main__ - INFO - Detection Method: combined
2025-05-10 21:59:07,812 - __main__ - INFO - Logits: [[-0.6060627102851868, -0.5750446915626526, -1.0750855207443237, 0.9511569738388062, -1.388703465461731, 4.919146537780762, -0.24468335509300232, -0.4451393187046051, -0.9716767072677612]]
2025-05-10 21:59:07,812 - __main__ - INFO - Softmax Probabilities: [[0.003815301228314638, 0.003935500048100948, 0.002386903390288353, 0.01810593344271183, 0.001744345179758966, 0.9574074745178223, 0.005476133432239294, 0.004481433890759945, 0.0026469440199434757]]
2025-05-10 21:59:07,828 - __main__ - INFO - Max Probability (Confidence): 0.9574
2025-05-10 21:59:07,828 - __main__ - INFO - Predicted Index: 5
2025-05-10 21:59:07,828 - __main__ - INFO - Energy Score: -4.9627
2025-05-10 21:59:07,828 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:59:07,828 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:59:07,828 - __main__ - INFO - Predicted Intent: goodbye
2025-05-10 21:59:07,828 - __main__ - INFO - =============================================

2025-05-10 21:59:07,843 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:59:07] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:59:11,113 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:59:11,113 - __main__ - INFO - Input Text: gausah
2025-05-10 21:59:11,113 - __main__ - INFO - Detection Method: combined
2025-05-10 21:59:11,479 - __main__ - INFO - Logits: [[-1.1790672540664673, -0.19112896919250488, 0.6465687155723572, 5.715721130371094, -0.954384982585907, -0.07604362815618515, -1.0976141691207886, -1.0053229331970215, -0.6094058752059937]]
2025-05-10 21:59:11,480 - __main__ - INFO - Softmax Probabilities: [[0.0009947115322574973, 0.0026714885607361794, 0.006173915695399046, 0.9818962812423706, 0.0012453041272237897, 0.0029973271302878857, 0.0010791246313601732, 0.0011834590695798397, 0.0017583195585757494]]
2025-05-10 21:59:11,484 - __main__ - INFO - Max Probability (Confidence): 0.9819
2025-05-10 21:59:11,484 - __main__ - INFO - Predicted Index: 3
2025-05-10 21:59:11,484 - __main__ - INFO - Energy Score: -5.7340
2025-05-10 21:59:11,484 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:59:11,484 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:59:11,484 - __main__ - INFO - Predicted Intent: denied
2025-05-10 21:59:11,484 - __main__ - INFO - =============================================

2025-05-10 21:59:11,533 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:59:11] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:59:20,905 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:59:20,905 - __main__ - INFO - Input Text: aku datang besok
2025-05-10 21:59:20,905 - __main__ - INFO - Detection Method: combined
2025-05-10 21:59:21,327 - __main__ - INFO - Logits: [[-0.8137130737304688, -0.8092074394226074, -1.8744394779205322, 0.2625807821750641, -1.8174302577972412, 4.685948371887207, 0.7935030460357666, 0.8845048546791077, -1.1589834690093994]]
2025-05-10 21:59:21,327 - __main__ - INFO - Softmax Probabilities: [[0.0038252437952905893, 0.00384251750074327, 0.0013243157882243395, 0.011222448199987411, 0.0014020069502294064, 0.935689389705658, 0.019083769991993904, 0.02090189978480339, 0.002708383370190859]]
2025-05-10 21:59:21,327 - __main__ - INFO - Max Probability (Confidence): 0.9357
2025-05-10 21:59:21,327 - __main__ - INFO - Predicted Index: 5
2025-05-10 21:59:21,327 - __main__ - INFO - Energy Score: -4.7524
2025-05-10 21:59:21,327 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 21:59:21,327 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 21:59:21,327 - __main__ - INFO - Predicted Intent: goodbye
2025-05-10 21:59:21,343 - __main__ - INFO - =============================================

2025-05-10 21:59:21,343 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:59:21] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 21:59:28,988 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 21:59:28,988 - __main__ - INFO - Input Text: aku akan tiba besok pagi
2025-05-10 21:59:28,993 - __main__ - INFO - Detection Method: combined
2025-05-10 21:59:29,531 - __main__ - INFO - Logits: [[-1.0576566457748413, -0.4939669370651245, -1.9942526817321777, 0.07859884947538376, -1.6343517303466797, 3.7366526126861572, 0.27028337121009827, 2.3993427753448486, -1.3766415119171143]]
2025-05-10 21:59:29,531 - __main__ - INFO - Softmax Probabilities: [[0.00610245019197464, 0.01072288304567337, 0.0023919143714010715, 0.019009629264473915, 0.0034280631225556135, 0.7373034358024597, 0.02302614599466324, 0.193579763174057, 0.004435788374394178]]
2025-05-10 21:59:29,531 - __main__ - INFO - Max Probability (Confidence): 0.7373
2025-05-10 21:59:29,531 - __main__ - INFO - Predicted Index: 5
2025-05-10 21:59:29,531 - __main__ - INFO - Energy Score: -4.0414
2025-05-10 21:59:29,547 - __main__ - INFO - OOD Detection -> is_ood: True
2025-05-10 21:59:29,547 - __main__ - INFO - Prediction marked as OUT-OF-DISTRIBUTION.
2025-05-10 21:59:29,547 - __main__ - INFO - Predicted Intent: unknown
2025-05-10 21:59:29,547 - __main__ - INFO - =============================================

2025-05-10 21:59:29,563 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 21:59:29] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 22:02:08,601 - __main__ - INFO - 
========== INTENT PREDICTION DEBUG ==========
2025-05-10 22:02:08,601 - __main__ - INFO - Input Text: cariin buku bang
2025-05-10 22:02:08,601 - __main__ - INFO - Detection Method: combined
2025-05-10 22:02:09,038 - __main__ - INFO - Logits: [[-0.49238744378089905, 5.4453630447387695, -1.1035208702087402, -0.4974009394645691, 0.0320424884557724, -0.42038029432296753, -0.6259087324142456, -0.6300820112228394, -1.6206642389297485]]
2025-05-10 22:02:09,038 - __main__ - INFO - Softmax Probabilities: [[0.0025876371655613184, 0.9809244871139526, 0.0014044019626453519, 0.0025746964383870363, 0.00437180045992136, 0.0027808379381895065, 0.002264204667881131, 0.002254775259643793, 0.00083733448991552]]
2025-05-10 22:02:09,038 - __main__ - INFO - Max Probability (Confidence): 0.9809
2025-05-10 22:02:09,038 - __main__ - INFO - Predicted Index: 1
2025-05-10 22:02:09,053 - __main__ - INFO - Energy Score: -5.4646
2025-05-10 22:02:09,053 - __main__ - INFO - OOD Detection -> is_ood: False
2025-05-10 22:02:09,053 - __main__ - INFO - Prediction marked as IN-DISTRIBUTION.
2025-05-10 22:02:09,053 - __main__ - INFO - Predicted Intent: cari_buku
2025-05-10 22:02:09,053 - __main__ - INFO - =============================================

2025-05-10 22:02:09,069 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 22:02:09] "POST /api/analyze HTTP/1.1" 200 -
2025-05-10 22:02:12,836 - werkzeug - INFO - 127.0.0.1 - - [10/May/2025 22:02:12] "POST /api/recommend HTTP/1.1" 404 -