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LoCoBench Bot
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chore: Mark US-006 as complete, update progress log
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ralph-gapfill-docgen/prd.json

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"Task registered"
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],
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"priority": 6,
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"passes": false,
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"notes": "Kafka: clients/src/main/java/org/apache/kafka/clients/consumer/KafkaConsumer.java. Rich behavioral semantics around poll(), commitSync(), rebalance listeners."
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"passes": true,
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"notes": "Kafka at commit e678b4b (trunk 2026-02-16). 38 api_methods items (constructor variants, subscribe/assign, poll, commitSync/Async, position/seek, pause/resume, offset discovery, metadata, lifecycle, ConsumerRebalanceListener). 14 behavioral_notes items (poll blocking, commit semantics, rebalance coordination, thread safety, group membership, transactional isolation, resource management). 5 usage_examples items. Registered in selected_benchmark_tasks.json (mcp_benefit_score=0.846) and docgen_2config.sh."
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},
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{
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"id": "US-007",

ralph-gapfill-docgen/progress.txt

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- Sparse checkout pattern for Cilium: --filter=blob:none --no-checkout + sparse-checkout set pkg/bpf pkg/maps pkg/datapath/maps
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- Cilium eBPF map lifecycle: Map creation (NewMap), opening (OpenMap, OpenOrCreate), CRUD (Lookup/Update/Delete), iteration (BatchIterator with ENOSPC retry), pinning to BPF filesystem (/sys/fs/bpf), event subscription (DumpAndSubscribe), GC via MapSweeper
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---
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## 2026-02-16 - US-006
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- Created docgen-api-003: Kafka KafkaConsumer Java API reference doc task
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- Files created:
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- benchmarks/ccb_docgen/docgen-api-003/task.toml (category=api_reference, language=java, difficulty=hard, time_limit_sec=1200)
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- benchmarks/ccb_docgen/docgen-api-003/instruction.md (covers KafkaConsumer lifecycle, poll semantics, offset management, rebalance mechanics, flow control, error handling)
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- benchmarks/ccb_docgen/docgen-api-003/tests/ground_truth.json (38 api_methods, 14 behavioral_notes, 5 usage_examples, 8 documentation_structure items)
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- benchmarks/ccb_docgen/docgen-api-003/tests/test.sh (copied from docgen-api-001, generic Python-based verifier)
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- benchmarks/ccb_docgen/docgen-api-003/environment/Dockerfile (blobless clone of apache/kafka at commit e678b4b, sparse checkout of clients/src/main/java/org/apache/kafka/clients/consumer)
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- Files modified:
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- configs/docgen_2config.sh (added docgen-api-003 to ALL_TASK_IDS and TASK_SG_REPO_NAMES)
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- configs/selected_benchmark_tasks.json (registered task with mcp_benefit_score=0.846, total_selected: 195→196)
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- **Learnings for future iterations:**
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- Kafka KafkaConsumer API has 8 major areas: Core Lifecycle (constructors, close), Subscription/Assignment (subscribe/assign/unsubscribe), Polling (poll with blocking semantics), Offset Management (commitSync/Async, position, committed), Position Control (seek, seekToBeginning/End, offsetsForTimes), Flow Control (pause/resume), Metadata (listTopics, partitionsFor, metrics), Group Coordination (ConsumerRebalanceListener, enforceRebalance)
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- Used WebSearch and WebFetch to research Kafka Consumer API from official Apache Kafka javadocs (3.6.2 and earlier)
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- Found specific commit (e678b4b) from GitHub's trunk branch via WebFetch
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- Ground truth covers clients/src/main/java/org/apache/kafka/clients/consumer/ (KafkaConsumer, ConsumerRebalanceListener, ConsumerRecords, etc.)
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- Same 4-category scoring pattern as docgen-api-001 and docgen-api-002: api_methods (0.40), behavioral_notes (0.30), usage_examples (0.20), documentation_structure (0.10)
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- API reference tasks require comprehensive behavioral coverage: poll() may block beyond timeout during rebalance callbacks, commitSync vs commitAsync semantics, thread safety (NOT thread-safe except wakeup), max.poll.interval.ms enforcement, committed offset is "next message to read" (off-by-one), transactional read_committed isolation
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- MCP benefit score (0.846) reflects high semantic search needs (0.91) for finding behavioral patterns, usage examples from tests, and understanding rebalance/offset semantics
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- Weight validation CRITICAL: initially api_methods summed to 0.885 instead of 1.0. Fixed by scaling all weights proportionally (scale_factor = 1.13) then adjusting last item to make exact 1.0
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- ground_truth.json format uses "patterns" (array) and "name" fields (not "pattern" and "description") to match verifier expectations
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- Sparse checkout pattern for Kafka: --filter=blob:none --no-checkout + sparse-checkout set clients/src/main/java/org/apache/kafka/clients/consumer
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- Kafka Consumer behavioral complexity: poll() drives event loop and rebalances, CommitFailedException when fenced, WakeupException for safe interruption, pause/resume for backpressure, onPartitionsRevoked/Assigned callbacks for state management
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---

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