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Context
- Issue #874 landing repair sweep 결과, weak chord-tone landing risk 6 - 0
- objective outside-soloing risk count: 5
- outside-soloing residual risk after landing repair: 2
- landing repair ...
Description
The prompts/ directory at the project root is a design-document archive containing two Markdown feature-plan files:
- prompts/feat-animal-and-livestock-awareness.md
- prompts/feat-colony-foundation-and-milestones.md ...
배경
#182 버그 수정 후에도 vision 필드가 null로 반환되는 원인 추가 분석.
원인
Spring Boot의 spring.jpa.open-in-view 기본값이 true(OSIV 활성화).
OSIV가 활성화되면 하나의 HTTP 요청 전체 라이프사이클 동안 EntityManager가 공유됨. endSession()에서 처음 로드한 StudySession ...
bug
Surfaced by running the #840 activation CLI (python -m src.mlops.prediction_synthesizer_deploy --verify) on prod after
deploying main (ad8c9b99).
Gap 1 — MLModelRegistryRepository.get_models_for_target ...
问题描述
CatBoost early stopping 的 eval_set 设置不当:
- 模型一/二:eval_set=(X_train_factors[-6:], y_train[-6:]) — 验证集是训练集的子集,早停失去 验证 意义
- 模型三融合层:eval_set=(fusion_train[-3:], y_train[seq_len:][-3:]) — 验证集仅 3 ...
bug
Action: research Target: Re-evaluate next priorities given current code state — find a new angle
Created by kaizen delivery.
kaizen:running
问题 A: LSTM 训练未记录收敛 epoch
train_lstm_model() 实现了 early stopping (patience=30),但训练循环结束后未记录最终 epoch 数。日志中完全看不到每个 LSTM 在多少轮后停止,无法确认是否真正收敛。
建议:在 break 前添加 logger.debug 记录 epoch 数
问题 B: 未使用的变量
1. main() ...
enhancement
问题描述
避雷器 sheet 中的台风(分)列:36 个月中 34 个月为 0,仅 2 个月(2023年7月、2024年8月)为 1。
影响
94.4% 为零值的特征对 CatBoost/LSTM 训练的贡献几乎为零。作为避雷器的 top-4 影响因子之一,该特征无法为模型提供有效信息。
同时发现
- 负荷增长量(分) 与 雷击(分) 的相关系数高达 0.823,存在严重多重共线性
...
enhancement
What why
All persistence today is raw sqlite3 with hand-written SQL and a per-module _conn() context manager (no shared base). We
re standardizing on SQLModel (SQLAlchemy + Pydantic) so DB access is ...
area:storage
in-progress
needs-local-verification
ready
问题描述
对 data.xlsx 的审查发现多条数据质量问题:
1. 需求量零值过于规律:固定月份必为零(如电缆的 1/2/12月),三年完全相同
2. 工程投资量零值严格周期:每 4 个月一次零值,人为痕迹明显
3. 10KV电缆 2022年需求异常下降:3月→11月从 22 单调递减至 18,但 2023/2024 年同期维持在 25
4. 负荷增长量跨 3 个 Sheet 完全相同:现实中不同物资的负荷增长速率应不同 ...
enhancement

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