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6b035c6553
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feat(evaluation): track job calls and agent token usage in benchmarks (#406)
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* feat(counter): extend counter tree utils and record job call statistics - replace global_counter_next with fetch-and-add style global_counter_add/inc, plus read-only global_counter_get and global_counter_get_all - record per-job call counts in app_context.metadata via BaseJob._record_call, covering background/cron/stream jobs - update agentic_answer step and utils exports; add unit tests for job counting and counter utils * feat(evaluation): add check_job_count interface and report search calls in benchmarks - Extract _counter_key from BaseJob._record_call for reusable counter lookup - Add reme.utils.evaluation_interface.check_job_count read-only helper - Track and report average search calls per query in beam and longmemeval benchmarks * job counter * token消耗量统计 * benchmark输出完整token消耗统计 * benchmark统计输出改用标准差 - beam/longmemeval 的工具调用与 token 统计由方差改为标准差输出 - 修复 lint: 局部变量遮蔽 importlib.metadata、补充测试 docstring - black 格式化 * fix(evaluation): preserve complete token usage metrics * fix: exclude stream replies from token accounting * Revert "fix: exclude stream replies from token accounting" This reverts commit |
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630f26b119
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feat(search): scoped dedup, session-chunk merge, and unified recall formatting (#384)
* feat(search): add tool_context-scoped chunk dedup with TTL
Introduce _ToolContextDedupMixin shared by search/vector_search/bm25_search
to skip already-seen chunks within one agent tool_context. Per-context state
lives in app_context.metadata with configurable TTL (default 24h).
* feat(search): unify chunk answer rendering with merge and explicit empty messages
- Refactor SearchStep/VectorSearchStep/Bm25SearchStep to share format_chunks_answer for consistent source rendering and adjacent session-chunk merging.
- Distinguish empty results: ALL_RETURNED_MESSAGE when dedup removes everything vs NO_RESULTS_MESSAGE when nothing matched.
- Bump JsonlFileChunker default max_chars to 4000.
- Add unit tests for source-format merge and empty-result messages.
* refactor(config): reorganize file_chunker components and move jsonl max_chars into config
- Register explicit markdown/json/jsonl chunkers in beam.yaml and lme.yaml with markdown options (embed_toc, max_ast_sections, frontmatter handling) and jsonl max_chars=4000.
- Restrict default chunker to txt/log extensions.
- Revert JsonlFileChunker code default max_chars back to 2000; the 4000 value now lives in config.
* chore(benchmark): increase longmemeval num_items from 64 to 500
* refactor(search): split SearchStep into simplified and v2 variants, extract counter utility
- Extract global_counter_next from ApplicationContext into reme/utils/counter.py
as a standalone function operating on metadata dict with lazy initialization.
- Split SearchStep into two variants:
- SearchStep (simplified): inline chunk.id dedup, single-branch vector/keyword
optimization based on vector_weight, inline answer formatting.
- SearchV2Step (full): preserves _ToolContextDedupMixin with interval-subset-aware
dedup and format_chunks_answer with session-aware chunk merging.
- Update beam.yaml and lme.yaml to use search_v2_step for benchmark jobs.
- Rename existing search tests to test_search_v2_step_* and add new
test_search_step_* tests covering the simplified variant.
* fix: normalise missing trailing newline in _build_union_chunk to prevent line collision
* refactor: lazy-init counter tree in ApplicationContext metadata
- Remove hardcoded _counter_tree and _counter_tree_lock initialization
from ApplicationContext.metadata; rely on lazy initialization in
reme.utils.counter.global_counter_next on first call
- Set longmemeval num_items back to 500
- Remove obsolete trailing-newline collision tests
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Co-authored-by: sa-buc <jiangniurou.xyf@dail-algo011164204033.ET135>
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