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aio-01d4-stu/Last3Mon/77/answers/11-lab02-anomalies.txt
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$ uv run tools/flow.py push reference/lab02-example2-anomalies.json
! unpublished '77 Log report + failures and unanswered topics (reference)' (w51c62bb8e6f4e90): it used the same webhook path
✔ pushed '77 Log report + anomalies (reference)' (id w4957bb6724af44d)
POST http://localhost:5678/webhook/my-log-report
$ uv run tools/flow.py test cases/lab02.json -v
POST http://localhost:5678/webhook/my-log-report · 6 case(s) × 1
✔ 예제 1 · 가장 많은 실패 · 0.9s · 596 calls · $0.078360
→ request POST /webhook/my-log-report
{
"from": "2026-10-19",
"to": "2026-10-30"
}
← response HTTP 200
{
"total": 666,
"errors": 21,
"error_rate": 0.0315,
"p50_ms": 1205,
"p95_ms": 2537,
"by_route": {
"자동 답변": 591,
"담당자 연결": 34,
"오류": 21,
"잠시 후": 20
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-26": {
"total": 70,
"errors": 16,
"error_rate": 0.2286
},
"2026-10-27": {
"total": 62,
"errors": 0,
"error_rate": 0
},
"2026-10-28": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-29": {
"total": 97,
"errors": 5,
"error_rate": 0.0515
},
"2026-10-30": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 402,
"repeats": 19,
"repeat_rate": 0.0473
},
"1.1.0": {
"answers": 181,
"repeats": 14,
"repeat_rate": 0.0773
},
"1.2.0": {
"answers": 8,
"repeats": 5,
"repeat_rate": 0.625
}
},
"steps": {
"faq_ms": {
"runs": 646,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 596,
"p50": 1179,
"p95": 2509
}
},
"cost_usd": 0.07836,
"cost_per_run": 0.000118,
"llm_calls": 596,
"failures": [
{
"node": "Search FAQ",
"message": "timeout of 1000ms exceeded",
"count": 16
},
{
"node": "Answer",
"message": "429 Rate limit reached for requests",
"count": 5
}
],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 34
}
],
"anomalies": [
{
"hour": "2026-10-26T09",
"total": 16,
"errors": 16,
"error_rate": 1
},
{
"hour": "2026-10-29T15",
"total": 7,
"errors": 5,
"error_rate": 0.7143
}
]
}
✔ 예제 1 · 두 번째 실패 · 0.1s · 596 calls · $0.078360
→ request POST /webhook/my-log-report
{
"from": "2026-10-19",
"to": "2026-10-30"
}
← response HTTP 200
{
"total": 666,
"errors": 21,
"error_rate": 0.0315,
"p50_ms": 1205,
"p95_ms": 2537,
"by_route": {
"자동 답변": 591,
"담당자 연결": 34,
"오류": 21,
"잠시 후": 20
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-26": {
"total": 70,
"errors": 16,
"error_rate": 0.2286
},
"2026-10-27": {
"total": 62,
"errors": 0,
"error_rate": 0
},
"2026-10-28": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-29": {
"total": 97,
"errors": 5,
"error_rate": 0.0515
},
"2026-10-30": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 402,
"repeats": 19,
"repeat_rate": 0.0473
},
"1.1.0": {
"answers": 181,
"repeats": 14,
"repeat_rate": 0.0773
},
"1.2.0": {
"answers": 8,
"repeats": 5,
"repeat_rate": 0.625
}
},
"steps": {
"faq_ms": {
"runs": 646,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 596,
"p50": 1179,
"p95": 2509
}
},
"cost_usd": 0.07836,
"cost_per_run": 0.000118,
"llm_calls": 596,
"failures": [
{
"node": "Search FAQ",
"message": "timeout of 1000ms exceeded",
"count": 16
},
{
"node": "Answer",
"message": "429 Rate limit reached for requests",
"count": 5
}
],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 34
}
],
"anomalies": [
{
"hour": "2026-10-26T09",
"total": 16,
"errors": 16,
"error_rate": 1
},
{
"hour": "2026-10-29T15",
"total": 7,
"errors": 5,
"error_rate": 0.7143
}
]
}
✔ 예제 1 · 답하지 못한 주제 · 0.2s · 596 calls · $0.078360
→ request POST /webhook/my-log-report
{
"from": "2026-10-19",
"to": "2026-10-30"
}
← response HTTP 200
{
"total": 666,
"errors": 21,
"error_rate": 0.0315,
"p50_ms": 1205,
"p95_ms": 2537,
"by_route": {
"자동 답변": 591,
"담당자 연결": 34,
"오류": 21,
"잠시 후": 20
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-26": {
"total": 70,
"errors": 16,
"error_rate": 0.2286
},
"2026-10-27": {
"total": 62,
"errors": 0,
"error_rate": 0
},
"2026-10-28": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-29": {
"total": 97,
"errors": 5,
"error_rate": 0.0515
},
"2026-10-30": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 402,
"repeats": 19,
"repeat_rate": 0.0473
},
"1.1.0": {
"answers": 181,
"repeats": 14,
"repeat_rate": 0.0773
},
"1.2.0": {
"answers": 8,
"repeats": 5,
"repeat_rate": 0.625
}
},
"steps": {
"faq_ms": {
"runs": 646,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 596,
"p50": 1179,
"p95": 2509
}
},
"cost_usd": 0.07836,
"cost_per_run": 0.000118,
"llm_calls": 596,
"failures": [
{
"node": "Search FAQ",
"message": "timeout of 1000ms exceeded",
"count": 16
},
{
"node": "Answer",
"message": "429 Rate limit reached for requests",
"count": 5
}
],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 34
}
],
"anomalies": [
{
"hour": "2026-10-26T09",
"total": 16,
"errors": 16,
"error_rate": 1
},
{
"hour": "2026-10-29T15",
"total": 7,
"errors": 5,
"error_rate": 0.7143
}
]
}
✔ 예제 2 · 이상 시간대 1 · 0.1s · 596 calls · $0.078360
→ request POST /webhook/my-log-report
{
"from": "2026-10-19",
"to": "2026-10-30"
}
← response HTTP 200
{
"total": 666,
"errors": 21,
"error_rate": 0.0315,
"p50_ms": 1205,
"p95_ms": 2537,
"by_route": {
"자동 답변": 591,
"담당자 연결": 34,
"오류": 21,
"잠시 후": 20
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-26": {
"total": 70,
"errors": 16,
"error_rate": 0.2286
},
"2026-10-27": {
"total": 62,
"errors": 0,
"error_rate": 0
},
"2026-10-28": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-29": {
"total": 97,
"errors": 5,
"error_rate": 0.0515
},
"2026-10-30": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 402,
"repeats": 19,
"repeat_rate": 0.0473
},
"1.1.0": {
"answers": 181,
"repeats": 14,
"repeat_rate": 0.0773
},
"1.2.0": {
"answers": 8,
"repeats": 5,
"repeat_rate": 0.625
}
},
"steps": {
"faq_ms": {
"runs": 646,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 596,
"p50": 1179,
"p95": 2509
}
},
"cost_usd": 0.07836,
"cost_per_run": 0.000118,
"llm_calls": 596,
"failures": [
{
"node": "Search FAQ",
"message": "timeout of 1000ms exceeded",
"count": 16
},
{
"node": "Answer",
"message": "429 Rate limit reached for requests",
"count": 5
}
],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 34
}
],
"anomalies": [
{
"hour": "2026-10-26T09",
"total": 16,
"errors": 16,
"error_rate": 1
},
{
"hour": "2026-10-29T15",
"total": 7,
"errors": 5,
"error_rate": 0.7143
}
]
}
✔ 예제 2 · 이상 시간대 2 · 0.1s · 596 calls · $0.078360
→ request POST /webhook/my-log-report
{
"from": "2026-10-19",
"to": "2026-10-30"
}
← response HTTP 200
{
"total": 666,
"errors": 21,
"error_rate": 0.0315,
"p50_ms": 1205,
"p95_ms": 2537,
"by_route": {
"자동 답변": 591,
"담당자 연결": 34,
"오류": 21,
"잠시 후": 20
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-26": {
"total": 70,
"errors": 16,
"error_rate": 0.2286
},
"2026-10-27": {
"total": 62,
"errors": 0,
"error_rate": 0
},
"2026-10-28": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-29": {
"total": 97,
"errors": 5,
"error_rate": 0.0515
},
"2026-10-30": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 402,
"repeats": 19,
"repeat_rate": 0.0473
},
"1.1.0": {
"answers": 181,
"repeats": 14,
"repeat_rate": 0.0773
},
"1.2.0": {
"answers": 8,
"repeats": 5,
"repeat_rate": 0.625
}
},
"steps": {
"faq_ms": {
"runs": 646,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 596,
"p50": 1179,
"p95": 2509
}
},
"cost_usd": 0.07836,
"cost_per_run": 0.000118,
"llm_calls": 596,
"failures": [
{
"node": "Search FAQ",
"message": "timeout of 1000ms exceeded",
"count": 16
},
{
"node": "Answer",
"message": "429 Rate limit reached for requests",
"count": 5
}
],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 34
}
],
"anomalies": [
{
"hour": "2026-10-26T09",
"total": 16,
"errors": 16,
"error_rate": 1
},
{
"hour": "2026-10-29T15",
"total": 7,
"errors": 5,
"error_rate": 0.7143
}
]
}
✔ 예제 2 · 첫 주에는 없음 · 0.0s · 292 calls · $0.038550
→ request POST /webhook/my-log-report
{
"from": "2026-10-19",
"to": "2026-10-23"
}
← response HTTP 200
{
"total": 309,
"errors": 0,
"error_rate": 0,
"p50_ms": 1252,
"p95_ms": 2525,
"by_route": {
"자동 답변": 292,
"담당자 연결": 17
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 292,
"repeats": 16,
"repeat_rate": 0.0548
}
},
"steps": {
"faq_ms": {
"runs": 309,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 292,
"p50": 1200,
"p95": 2470
}
},
"cost_usd": 0.03855,
"cost_per_run": 0.000125,
"llm_calls": 292,
"failures": [],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 17
}
],
"anomalies": []
}
Passed 6/6
report: runs/lab02-20261031-075015.json
$ uv run tools/flow.py test cases/lab01-challenge2.json
POST http://localhost:5678/webhook/my-log-report · 5 case(s) × 1
✔ 두 주 · 단계별 p95 · 0.1s · 596 calls · $0.078360
✔ 두 주 · 단계마다 잰 실행 수 · 0.1s · 596 calls · $0.078360
✔ 월요일 · FAQ 단계가 느림 · 0.0s · 50 calls · $0.006450
✔ 두 주 · 비용 · 0.1s · 596 calls · $0.078360
✔ 빈 기간 · 비용 0 · 0.0s · 0 calls · $0.000000
Passed 5/5
report: runs/lab01-challenge2-20261031-075015.json
$ uv run tools/flow.py call my-log-report requests/two-weeks.json
HTTP 200 · 0.1s
{
"total": 666,
"errors": 21,
"error_rate": 0.0315,
"p50_ms": 1205,
"p95_ms": 2537,
"by_route": {
"자동 답변": 591,
"담당자 연결": 34,
"오류": 21,
"잠시 후": 20
},
"by_day": {
"2026-10-19": {
"total": 73,
"errors": 0,
"error_rate": 0
},
"2026-10-20": {
"total": 57,
"errors": 0,
"error_rate": 0
},
"2026-10-21": {
"total": 60,
"errors": 0,
"error_rate": 0
},
"2026-10-22": {
"total": 55,
"errors": 0,
"error_rate": 0
},
"2026-10-23": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-26": {
"total": 70,
"errors": 16,
"error_rate": 0.2286
},
"2026-10-27": {
"total": 62,
"errors": 0,
"error_rate": 0
},
"2026-10-28": {
"total": 64,
"errors": 0,
"error_rate": 0
},
"2026-10-29": {
"total": 97,
"errors": 5,
"error_rate": 0.0515
},
"2026-10-30": {
"total": 64,
"errors": 0,
"error_rate": 0
}
},
"by_release": {
"1.0.0": {
"answers": 402,
"repeats": 19,
"repeat_rate": 0.0473
},
"1.1.0": {
"answers": 181,
"repeats": 14,
"repeat_rate": 0.0773
},
"1.2.0": {
"answers": 8,
"repeats": 5,
"repeat_rate": 0.625
}
},
"steps": {
"faq_ms": {
"runs": 646,
"p50": 27,
"p95": 39
},
"answer_ms": {
"runs": 596,
"p50": 1179,
"p95": 2509
}
},
"cost_usd": 0.07836,
"cost_per_run": 0.000118,
"llm_calls": 596,
"failures": [
{
"node": "Search FAQ",
"message": "timeout of 1000ms exceeded",
"count": 16
},
{
"node": "Answer",
"message": "429 Rate limit reached for requests",
"count": 5
}
],
"unanswered_topics": [
{
"topic": "와이파이",
"count": 34
}
],
"anomalies": [
{
"hour": "2026-10-26T09",
"total": 16,
"errors": 16,
"error_rate": 1
},
{
"hour": "2026-10-29T15",
"total": 7,
"errors": 5,
"error_rate": 0.7143
}
]
}
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