Issues

• Extract BaseAPIDescriptionScorer shared by LLMDescriptionScorer and TypeSafeDescriptionScorer

  enhancement
  deeppavlov/AutoIntent#357 · Filter by author voorhs opened on Sep 19, 2026

• Advisor treats description_llm / description_typesafe as embedder consumers and estimates no API cost for them

  bug
  deeppavlov/AutoIntent#356 · Filter by author voorhs opened on Sep 19, 2026

• LLMDescriptionScorer prompt puts the utterance before the descriptions, defeating provider prefix caching

  enhancement
  deeppavlov/AutoIntent#355 · Filter by author voorhs opened on Sep 19, 2026

• LLMDescriptionScorer runs cache hits through the max_per_second limiter — 10 s per 100 cached utterances

  enhancement
  deeppavlov/AutoIntent#354 · Filter by author voorhs opened on Sep 19, 2026

• API scorers: predict() fails inside a running event loop; LLMDescriptionScorer leaks an unclosed loop per instance on Python 3.14

  bug
  deeppavlov/AutoIntent#353 · Filter by author voorhs opened on Sep 19, 2026

• OptimizationConfig.seed is PositiveInt — seed=0 is rejected while Pipeline(seed=0) accepts it

  buggood first issue
  deeppavlov/AutoIntent#352 · Filter by author voorhs opened on Sep 19, 2026

• Generator lets openai.APIStatusError escape → one HTTP 4xx/5xx call aborts the whole description_llm run

  bug
  deeppavlov/AutoIntent#351 · Filter by author voorhs opened on Sep 19, 2026

• Cache writes are not atomic (embeddings + structured outputs) → an interrupted/concurrent write poisons future reads

  deeppavlov/AutoIntent#335 · Filter by author voorhs opened on Jun 22, 2026

• BertScorer multilabel fine-tuning collapses on sparse data (no pos_weight/focal, no warmup, brittle default LR)

  deeppavlov/AutoIntent#324 · Filter by author voorhs opened on Jun 20, 2026

• BertScorer early-stopping default (scoring_f1@0.5) collapses on sparse multilabel

  deeppavlov/AutoIntent#323 · Filter by author voorhs opened on Jun 20, 2026

• Upgrade transformers to 5.x (drops conftest mistral monkey-patch)

  enhancement
  deeppavlov/AutoIntent#295 · Filter by author voorhs opened on Jun 5, 2026

• Устройство dump и load у Embedder и VectorIndex

  enhancement
  deeppavlov/AutoIntent#265 · Filter by author voorhs opened on Sep 20, 2025

• Early stopping does work with lora. Probably

  enhancement
  deeppavlov/AutoIntent#264 · Filter by author astrovvv opened on Sep 13, 2025
  1

• Проблема с удалением артефактов (?) в _optimization_info.py

  bug
  deeppavlov/AutoIntent#262 · Filter by author astrovvv opened on Aug 28, 2025
  1

• Newer sentence-transformers support

  enhancement
  deeppavlov/AutoIntent#245 · Filter by author voorhs opened on Jul 2, 2025

• Add micro, weighted metrics

  enhancement
  deeppavlov/AutoIntent#217 · Filter by author Samoed opened on May 22, 2025

• Add logger message for setting EmbedderConfig

  enhancement
  deeppavlov/AutoIntent#213 · Filter by author Samoed opened on May 22, 2025

• sampler option for each module

  enhancement
  deeppavlov/AutoIntent#193 · Filter by author voorhs opened on May 2, 2025
  1

• Args name in signature and documentation mismatch

  documentation
  deeppavlov/AutoIntent#99 · Filter by author Samoed opened on Jan 20, 2025

• Pooling methods for cross-encoder

  enhancement
  deeppavlov/AutoIntent#92 · Filter by author voorhs opened on Jan 11, 2025