File size: 25,567 Bytes
ab93d81
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
# test_properties_interaction_logging.py
"""
Property-based tests for Chaplain Feedback interaction logging.

Tests that interaction logging correctly records all steps with input/output
and supports approval status updates.
"""

import pytest
from hypothesis import given, settings
from datetime import datetime

from src.core.interaction_logger import InteractionLogger
from src.core.chaplain_models import (
    InteractionStepLog,
    TaggingRecord,
    INTERACTION_STEP_TYPES,
)

from tests.chaplain_feedback.conftest import (
    valid_id_strategy,
    tagging_record_strategy,
)


class TestInteractionLoggingCompleteness:
    """
    **Feature: chaplain-feedback-system, Property 14: Interaction Step Logging Complete**
    
    Tests that interaction logging records all required fields for each step.
    """

    def test_interaction_step_logging_complete_all_types(self):
        """
        **Feature: chaplain-feedback-system, Property 14: Interaction Step Logging Complete**
        **Validates: Requirements 7.1, 7.2**
        
        For any interaction step, the log should contain: input text, model output, and timestamp.
        """
        logger = InteractionLogger()
        
        # Test all step types
        for step_type in INTERACTION_STEP_TYPES:
            session_id = f"session_{step_type}"
            message_id = f"msg_{step_type}"
            input_text = f"input for {step_type}"
            model_output = f"output for {step_type}"
            
            # Log a step
            step_id = logger.log_step(
                session_id=session_id,
                message_id=message_id,
                step_type=step_type,
                input_text=input_text,
                model_output=model_output,
            )
            
            # Retrieve the logged step
            logged_step = logger.get_step(step_id)
            
            # Verify all required fields are present and correct
            assert logged_step is not None
            assert logged_step.step_id == step_id
            assert logged_step.session_id == session_id
            assert logged_step.message_id == message_id
            assert logged_step.step_type == step_type
            assert logged_step.input_text == input_text
            assert logged_step.model_output == model_output
            assert logged_step.timestamp is not None
            assert isinstance(logged_step.timestamp, datetime)
            assert logged_step.approval_status is None  # Initially no approval
            assert logged_step.tagging_data is None  # Initially no tagging

    def test_interaction_step_logging_multiple_steps(self):
        """
        Test that multiple steps are logged correctly for a session.
        """
        logger = InteractionLogger()
        session_id = "test_session_1"
        message_id = "test_message_1"
        
        # Log multiple steps
        step_ids = []
        for i in range(3):
            step_id = logger.log_step(
                session_id=session_id,
                message_id=message_id,
                step_type="classification",
                input_text=f"input {i}",
                model_output=f"output {i}",
            )
            step_ids.append(step_id)
        
        # Retrieve all session logs
        session_logs = logger.get_session_logs(session_id)
        
        # Verify all steps are logged
        assert len(session_logs) == 3
        for i, log in enumerate(session_logs):
            assert log.input_text == f"input {i}"
            assert log.model_output == f"output {i}"

    def test_interaction_step_logging_preserves_order(self):
        """
        Test that logged steps are retrieved in the order they were logged.
        """
        logger = InteractionLogger()
        session_id = "test_session_order"
        
        # Log steps in order
        step_ids = []
        for i in range(5):
            step_id = logger.log_step(
                session_id=session_id,
                message_id=f"msg_{i}",
                step_type="classification",
                input_text=f"input_{i}",
                model_output=f"output_{i}",
            )
            step_ids.append(step_id)
        
        # Retrieve logs
        session_logs = logger.get_session_logs(session_id)
        
        # Verify order is preserved
        assert len(session_logs) == 5
        for i, log in enumerate(session_logs):
            assert log.message_id == f"msg_{i}"
            assert log.input_text == f"input_{i}"

    def test_interaction_step_logging_by_type(self):
        """
        Test filtering logs by step type.
        """
        logger = InteractionLogger()
        session_id = "test_session_types"
        
        # Log different types of steps
        logger.log_step(session_id, "msg1", "classification", "input1", "output1")
        logger.log_step(session_id, "msg2", "explanation", "input2", "output2")
        logger.log_step(session_id, "msg3", "classification", "input3", "output3")
        logger.log_step(session_id, "msg4", "referral", "input4", "output4")
        
        # Filter by type
        classification_logs = logger.get_session_logs_by_type(session_id, "classification")
        explanation_logs = logger.get_session_logs_by_type(session_id, "explanation")
        referral_logs = logger.get_session_logs_by_type(session_id, "referral")
        
        # Verify filtering
        assert len(classification_logs) == 2
        assert len(explanation_logs) == 1
        assert len(referral_logs) == 1

    def test_interaction_step_logging_message_logs(self):
        """
        Test retrieving logs for a specific message across sessions.
        """
        logger = InteractionLogger()
        message_id = "shared_message"
        
        # Log same message in different sessions
        logger.log_step("session1", message_id, "classification", "input1", "output1")
        logger.log_step("session2", message_id, "explanation", "input2", "output2")
        logger.log_step("session1", "other_msg", "referral", "input3", "output3")
        
        # Get logs for the message
        message_logs = logger.get_message_logs(message_id)
        
        # Verify we get logs from both sessions
        assert len(message_logs) == 2
        assert all(log.message_id == message_id for log in message_logs)

    def test_interaction_step_logging_empty_strings(self):
        """
        Test that empty input/output strings are logged correctly.
        """
        logger = InteractionLogger()
        
        step_id = logger.log_step(
            session_id="test_session",
            message_id="test_msg",
            step_type="classification",
            input_text="",
            model_output="",
        )
        
        logged_step = logger.get_step(step_id)
        
        assert logged_step.input_text == ""
        assert logged_step.model_output == ""

    def test_interaction_step_logging_long_text(self):
        """
        Test that long input/output text is logged correctly.
        """
        logger = InteractionLogger()
        long_text = "x" * 10000
        
        step_id = logger.log_step(
            session_id="test_session",
            message_id="test_msg",
            step_type="classification",
            input_text=long_text,
            model_output=long_text,
        )
        
        logged_step = logger.get_step(step_id)
        
        assert logged_step.input_text == long_text
        assert logged_step.model_output == long_text
        assert len(logged_step.input_text) == 10000

    def test_interaction_step_logging_special_characters(self):
        """
        Test that special characters in input/output are preserved.
        """
        logger = InteractionLogger()
        special_text = "Test with special chars: !@#$%^&*()_+-=[]{}|;:',.<>?/~`"
        
        step_id = logger.log_step(
            session_id="test_session",
            message_id="test_msg",
            step_type="classification",
            input_text=special_text,
            model_output=special_text,
        )
        
        logged_step = logger.get_step(step_id)
        
        assert logged_step.input_text == special_text
        assert logged_step.model_output == special_text

    def test_interaction_step_logging_unicode(self):
        """
        Test that Unicode characters in input/output are preserved.
        """
        logger = InteractionLogger()
        unicode_text = "Test with Unicode: 你好世界 🌍 Привет мир"
        
        step_id = logger.log_step(
            session_id="test_session",
            message_id="test_msg",
            step_type="classification",
            input_text=unicode_text,
            model_output=unicode_text,
        )
        
        logged_step = logger.get_step(step_id)
        
        assert logged_step.input_text == unicode_text
        assert logged_step.model_output == unicode_text

    def test_interaction_step_logging_statistics(self):
        """
        Test that session statistics are calculated correctly.
        """
        logger = InteractionLogger()
        session_id = "test_session_stats"
        
        # Log some steps
        logger.log_step(session_id, "msg1", "classification", "input1", "output1")
        logger.log_step(session_id, "msg2", "explanation", "input2", "output2")
        logger.log_step(session_id, "msg3", "referral", "input3", "output3")
        
        # Get statistics
        stats = logger.get_session_statistics(session_id)
        
        # Verify statistics
        assert stats["session_id"] == session_id
        assert stats["total_steps"] == 3
        assert stats["approved_steps"] == 0
        assert stats["disapproved_steps"] == 0
        assert stats["unapproved_steps"] == 3
        assert stats["steps_by_type"]["classification"] == 1
        assert stats["steps_by_type"]["explanation"] == 1
        assert stats["steps_by_type"]["referral"] == 1

    def test_interaction_step_logging_invalid_step_type(self):
        """
        Test that invalid step types raise an error.
        """
        logger = InteractionLogger()
        
        with pytest.raises(ValueError):
            logger.log_step(
                session_id="test_session",
                message_id="test_msg",
                step_type="invalid_type",
                input_text="input",
                model_output="output",
            )

    def test_interaction_step_logging_nonexistent_step(self):
        """
        Test that retrieving a nonexistent step returns None.
        """
        logger = InteractionLogger()
        
        result = logger.get_step("nonexistent_step_id")
        
        assert result is None

    def test_interaction_step_logging_empty_session(self):
        """
        Test that retrieving logs for an empty session returns empty list.
        """
        logger = InteractionLogger()
        
        session_logs = logger.get_session_logs("nonexistent_session")
        
        assert session_logs == []

    def test_interaction_step_logging_export(self):
        """
        Test that session logs can be exported as dictionaries.
        """
        logger = InteractionLogger()
        session_id = "test_session_export"
        
        # Log some steps
        logger.log_step(session_id, "msg1", "classification", "input1", "output1")
        logger.log_step(session_id, "msg2", "explanation", "input2", "output2")
        
        # Export logs
        exported = logger.export_session_logs(session_id)
        
        # Verify export
        assert len(exported) == 2
        assert all(isinstance(log, dict) for log in exported)
        assert all("step_id" in log for log in exported)
        assert all("input_text" in log for log in exported)
        assert all("model_output" in log for log in exported)
        assert all("timestamp" in log for log in exported)


class TestFeedbackLogging:
    """
    **Feature: chaplain-feedback-system, Property 15: Feedback Logging Complete**
    
    Tests that feedback logging correctly records approval/disapproval status
    with tagging categories and comments.
    """

    def test_feedback_logging_approved_status(self):
        """
        **Feature: chaplain-feedback-system, Property 15: Feedback Logging Complete**
        **Validates: Requirements 7.3, 7.4**
        
        For any feedback, the log should record approval status.
        """
        logger = InteractionLogger()
        session_id = "test_session_feedback"
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with approved status
        logger.update_approval(step_id, "approved")
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.approval_status == "approved"
        assert logged_step.tagging_data is None

    def test_feedback_logging_disapproved_status(self):
        """
        Test that disapproved status is recorded correctly.
        """
        logger = InteractionLogger()
        session_id = "test_session_feedback"
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with disapproved status
        logger.update_approval(step_id, "disapproved")
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.approval_status == "disapproved"

    @given(tagging_record_strategy())
    @settings(max_examples=100)
    def test_feedback_logging_with_tagging_data(self, tagging_record):
        """
        **Feature: chaplain-feedback-system, Property 15: Feedback Logging Complete**
        **Validates: Requirements 7.3, 7.4**
        
        For any chaplain feedback, the log should contain: approval/disapproval status,
        and if disapproved, the tagging categories and comments.
        """
        logger = InteractionLogger()
        session_id = "test_session_tagging"
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id=tagging_record.message_id,
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with disapproved status and tagging data
        logger.update_approval(step_id, "disapproved", tagging_record)
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.approval_status == "disapproved"
        assert logged_step.tagging_data is not None
        assert logged_step.tagging_data.record_id == tagging_record.record_id
        assert logged_step.tagging_data.message_id == tagging_record.message_id
        assert logged_step.tagging_data.is_classification_correct == tagging_record.is_classification_correct
        assert logged_step.tagging_data.question_issues == tagging_record.question_issues
        assert logged_step.tagging_data.referral_issues == tagging_record.referral_issues

    def test_feedback_logging_classification_subcategory(self):
        """
        Test that classification subcategory is recorded in tagging data.
        """
        logger = InteractionLogger()
        session_id = "test_session_classification"
        
        # Create tagging record with classification subcategory
        tagging = TaggingRecord(
            record_id="tag1",
            message_id="msg1",
            is_classification_correct=False,
            classification_subcategory="missed_indicators",
            correct_classification="red",
        )
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with tagging
        logger.update_approval(step_id, "disapproved", tagging)
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.tagging_data.classification_subcategory == "missed_indicators"
        assert logged_step.tagging_data.correct_classification == "red"

    def test_feedback_logging_question_issues(self):
        """
        Test that question issues are recorded in tagging data.
        """
        logger = InteractionLogger()
        session_id = "test_session_questions"
        
        # Create tagging record with question issues
        tagging = TaggingRecord(
            record_id="tag1",
            message_id="msg1",
            is_classification_correct=True,
            question_issues=["inappropriate", "too_leading"],
            question_comments="Questions were too intrusive",
        )
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="follow_up",
            input_text="input",
            model_output="output",
        )
        
        # Update with tagging
        logger.update_approval(step_id, "disapproved", tagging)
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.tagging_data.question_issues == ["inappropriate", "too_leading"]
        assert logged_step.tagging_data.question_comments == "Questions were too intrusive"

    def test_feedback_logging_referral_issues(self):
        """
        Test that referral issues are recorded in tagging data.
        """
        logger = InteractionLogger()
        session_id = "test_session_referral"
        
        # Create tagging record with referral issues
        tagging = TaggingRecord(
            record_id="tag1",
            message_id="msg1",
            is_classification_correct=True,
            referral_issues=["incomplete_summary", "inappropriate_tone"],
            referral_comments="Message was incomplete",
        )
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="referral",
            input_text="input",
            model_output="output",
        )
        
        # Update with tagging
        logger.update_approval(step_id, "disapproved", tagging)
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.tagging_data.referral_issues == ["incomplete_summary", "inappropriate_tone"]
        assert logged_step.tagging_data.referral_comments == "Message was incomplete"

    def test_feedback_logging_indicator_issues(self):
        """
        Test that indicator issues are recorded in tagging data.
        """
        logger = InteractionLogger()
        session_id = "test_session_indicators"
        
        # Create tagging record with indicator issues
        tagging = TaggingRecord(
            record_id="tag1",
            message_id="msg1",
            is_classification_correct=True,
            indicator_issues=["indicator_1", "indicator_2"],
            indicator_comments="These indicators were incorrectly identified",
        )
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with tagging
        logger.update_approval(step_id, "disapproved", tagging)
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.tagging_data.indicator_issues == ["indicator_1", "indicator_2"]
        assert logged_step.tagging_data.indicator_comments == "These indicators were incorrectly identified"

    def test_feedback_logging_general_notes(self):
        """
        Test that general notes are recorded in tagging data.
        """
        logger = InteractionLogger()
        session_id = "test_session_notes"
        
        # Create tagging record with general notes
        tagging = TaggingRecord(
            record_id="tag1",
            message_id="msg1",
            is_classification_correct=True,
            general_notes="Overall good classification but needs improvement in tone",
        )
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with tagging
        logger.update_approval(step_id, "approved", tagging)
        
        # Retrieve and verify
        logged_step = logger.get_step(step_id)
        assert logged_step.tagging_data.general_notes == "Overall good classification but needs improvement in tone"

    def test_feedback_logging_disapproved_steps_retrieval(self):
        """
        Test that disapproved steps can be retrieved from a session.
        """
        logger = InteractionLogger()
        session_id = "test_session_disapproved"
        
        # Log multiple steps
        step_id_1 = logger.log_step(session_id, "msg1", "classification", "input1", "output1")
        step_id_2 = logger.log_step(session_id, "msg2", "explanation", "input2", "output2")
        step_id_3 = logger.log_step(session_id, "msg3", "referral", "input3", "output3")
        
        # Approve first, disapprove second and third
        logger.update_approval(step_id_1, "approved")
        logger.update_approval(step_id_2, "disapproved")
        logger.update_approval(step_id_3, "disapproved")
        
        # Get disapproved steps
        disapproved = logger.get_disapproved_steps(session_id)
        
        # Verify
        assert len(disapproved) == 2
        assert all(log.approval_status == "disapproved" for log in disapproved)

    def test_feedback_logging_unapproved_steps_retrieval(self):
        """
        Test that unapproved steps can be retrieved from a session.
        """
        logger = InteractionLogger()
        session_id = "test_session_unapproved"
        
        # Log multiple steps
        step_id_1 = logger.log_step(session_id, "msg1", "classification", "input1", "output1")
        step_id_2 = logger.log_step(session_id, "msg2", "explanation", "input2", "output2")
        step_id_3 = logger.log_step(session_id, "msg3", "referral", "input3", "output3")
        
        # Approve first, leave others unapproved
        logger.update_approval(step_id_1, "approved")
        
        # Get unapproved steps
        unapproved = logger.get_unapproved_steps(session_id)
        
        # Verify
        assert len(unapproved) == 2
        assert all(log.approval_status is None for log in unapproved)

    def test_feedback_logging_invalid_approval_status(self):
        """
        Test that invalid approval status raises an error.
        """
        logger = InteractionLogger()
        session_id = "test_session_invalid"
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Try to update with invalid status
        with pytest.raises(ValueError):
            logger.update_approval(step_id, "invalid_status")

    def test_feedback_logging_nonexistent_step(self):
        """
        Test that updating a nonexistent step raises an error.
        """
        logger = InteractionLogger()
        
        with pytest.raises(ValueError):
            logger.update_approval("nonexistent_step", "approved")

    def test_feedback_logging_export_with_tagging(self):
        """
        Test that exported logs include tagging data.
        """
        logger = InteractionLogger()
        session_id = "test_session_export_tagging"
        
        # Create tagging record
        tagging = TaggingRecord(
            record_id="tag1",
            message_id="msg1",
            is_classification_correct=False,
            classification_subcategory="missed_indicators",
            correct_classification="red",
            general_notes="Missed key indicators",
        )
        
        # Log a step
        step_id = logger.log_step(
            session_id=session_id,
            message_id="msg1",
            step_type="classification",
            input_text="input",
            model_output="output",
        )
        
        # Update with tagging
        logger.update_approval(step_id, "disapproved", tagging)
        
        # Export logs
        exported = logger.export_session_logs(session_id)
        
        # Verify export includes tagging data
        assert len(exported) == 1
        assert exported[0]["approval_status"] == "disapproved"
        assert exported[0]["tagging_data"] is not None
        assert exported[0]["tagging_data"]["classification_subcategory"] == "missed_indicators"
        assert exported[0]["tagging_data"]["correct_classification"] == "red"
        assert exported[0]["tagging_data"]["general_notes"] == "Missed key indicators"