fleet-memory/hindsight-dev/benchmarks
Nicolò Boschi abbf874d84
feat: webhook system with retain.completed event, UI, and docs (#487)
* doc: update cookbook

* fix(cookbook): preserve tag keys during sync, strip local .md links

- Fix extract_tags_from_readme/notebook to return dict[str,str] preserving
  sdk/topic keys instead of bare values, preventing topics like
  "Customer Service" from being misclassified as SDK
- Add strip_local_md_links() to remove relative .md references that
  would cause broken link errors in Docusaurus build

* ci: run test-doc-examples independently without waiting for test-rust-cli

Build the CLI directly in the job instead of downloading the artifact,
so test-doc-examples can start at the beginning in parallel with all other jobs.

* feat: webhook system with task-owned retry, retain.completed event, and UI

- New webhook system: register per-bank webhooks with HMAC signing, configurable
  HTTP method/timeout/headers/params (http_config JSONB), and PATCH support
- Webhook deliveries run as async_operations (webhook_delivery type) with
  task-owned retry via RetryTaskAt exception and exponential backoff
  (60s / 5m / 30m / 2h / 8h, max 6 attempts)
- New retain.completed event fires per-document for both sync and async retain
- Delivery debug info (status code, response body) stored in result_metadata
- Control plane UI: webhooks tab per bank with create/edit/delete and a
  deliveries table with cursor pagination and expandable response details
- 28 webhook tests covering HMAC signing, delivery retries, CRUD endpoints,
  PATCH update, and retain.completed queuing
- Docs page at developer/api/webhooks documenting event payloads and delivery
- OpenAPI spec and all client SDKs (Python, TypeScript, Rust, Go) regenerated

* fix: update tests for task-owned retry model and guard _webhook_manager attribute

- test_worker.py: test_executor_exception_triggers_retry now raises RetryTaskAt
  (plain exceptions are immediate failures in the new system); rename
  test_executor_exception_marks_failed_after_max_retries to
  test_executor_exception_marks_failed_immediately to reflect new semantics
- test_batch_api.py: remove max_retries kwarg from WorkerPoller constructor
- memory_engine.py: use getattr for _webhook_manager in _fire_retain_webhook
  to avoid AttributeError when engine is created without __init__ (tests)

* fix: remove max_retries from benchmark WorkerPoller call

* fix(webhooks): transactional outbox, observations_deleted tracking, sidebar

- Queue webhook delivery rows atomically with the primary operation using the
  transactional outbox pattern — prevents lost events on process crash:
  - Retain (sync + async): outbox_callback passed into orchestrator.retain_batch
    and called inside the DB transaction, replacing the post-commit fire call
  - Consolidation: new _mark_operation_completed_and_fire_webhook combines the
    status UPDATE and webhook INSERT in one transaction
  - Added fire_event_with_conn() to WebhookManager for in-connection delivery

- Track observations_deleted count in consolidation stats and expose it in the
  consolidation.completed webhook payload (was always None)

- Add Webhooks page to docs sidebar

- Document at-least-once delivery guarantee with operation_id dedup guidance

* fix(ui): add retain.completed to available webhook event types

* feat(ui): add delete confirmation dialog for webhooks

* fix(webhooks): include operation_id in task_payload so delivery is marked completed

The task_payload JSON was missing the operation_id field, causing execute_task
to see operation_id=None and skip _mark_operation_completed — leaving every
delivery row stuck in 'pending' forever.

Added a test that inserts a real async_operations row and verifies the status
transitions to 'completed' after a successful execute_task call.

* style: fix prettier formatting in webhooks-view
2026-03-04 14:17:01 +01:00
..
common feat: batch observations consolidation (#430) 2026-02-24 15:19:39 +01:00
consolidation feat: consolidation performance benchmark and optimization (#227) 2026-01-29 11:24:15 +01:00
locomo fix: catch ValueError instead of bare except in date parsing (#438) 2026-02-25 10:33:56 +01:00
longmemeval chore: cleanup benchmarks runner with old flags (#212) 2026-01-28 13:22:48 +01:00
perf feat: webhook system with retain.completed event, UI, and docs (#487) 2026-03-04 14:17:01 +01:00
visualizer feat: add reflect mode to LoComo benchmark and improve reflect agent (#428) 2026-02-24 09:48:23 +01:00
.DS_Store rename to hindsight (#2) 2025-11-25 19:28:26 +01:00
__init__.py rename to hindsight (#2) 2025-11-25 19:28:26 +01:00
README.md fix: improve async batch retain with large payloads (#366) 2026-02-16 12:51:42 +01:00

Hindsight Benchmarks

This directory contains benchmark suites for evaluating Hindsight's memory capabilities.

Prerequisites

  1. Set up your environment variables in .env at the project root:

    cp .env.example .env
    # Edit .env with your API keys
    
  2. Make sure you have uv installed.

Available Benchmarks

LoComo

Tests conversational memory with multi-turn dialogues.

# Run from project root
./scripts/benchmarks/run-locomo.sh

# With options
./scripts/benchmarks/run-locomo.sh --max-conversations 10
./scripts/benchmarks/run-locomo.sh --skip-ingestion  # Reuse existing data
./scripts/benchmarks/run-locomo.sh --use-think       # Use think API
./scripts/benchmarks/run-locomo.sh --conversation conv-26  # Single conversation

Options:

  • --max-conversations N - Limit number of conversations
  • --max-questions N - Limit questions per conversation
  • --skip-ingestion - Skip data ingestion, use existing
  • --use-think - Use think API instead of search + LLM
  • --conversation NAME - Run specific conversation only
  • --api-url URL - Custom API URL (default: local memory)
  • --only-failed - Retry only failed questions
  • --only-invalid - Retry only invalid questions

LongMemEval

Tests long-term memory across different categories.

# Run from project root
./scripts/benchmarks/run-longmemeval.sh

# With options
./scripts/benchmarks/run-longmemeval.sh --max-instances 50
./scripts/benchmarks/run-longmemeval.sh --category single-session-user
./scripts/benchmarks/run-longmemeval.sh --parallel 4  # Faster evaluation

Options:

  • --max-instances N - Limit total questions
  • --max-instances-per-category N - Limit per category
  • --skip-ingestion - Skip data ingestion
  • --category NAME - Filter by category:
    • single-session-user
    • multi-session
    • single-session-preference
    • temporal-reasoning
    • knowledge-update
    • single-session-assistant
  • --parallel N - Parallel instances (default: 1)
  • --only-failed - Retry failed questions
  • --fill - Resume interrupted runs

Consolidation Performance

Tests consolidation throughput and identifies bottlenecks.

./scripts/benchmarks/run-consolidation.sh

# With custom memory count
NUM_MEMORIES=200 ./scripts/benchmarks/run-consolidation.sh

Retain Performance

Measures retain operation performance (throughput and token usage).

Prerequisites: API server must be running (./scripts/dev/start-api.sh)

# Basic usage
./scripts/benchmarks/run-retain-perf.sh \
    --document hindsight-dev/benchmarks/perf/test_data/sample_document.txt

# Save results to JSON
./scripts/benchmarks/run-retain-perf.sh \
    --document ./my_document.txt \
    --bank-id my-test-bank \
    --output results/retain_perf.json

Options:

  • --document PATH - Document file to retain (required)
  • --bank-id ID - Bank ID to use (default: perf-test)
  • --context TEXT - Optional context
  • --api-url URL - API URL (default: http://localhost:8000)
  • --timeout SECONDS - Request timeout (default: 300)
  • --output PATH - Save results to JSON file

See perf/README.md for detailed documentation.

Visualizer

View benchmark results in a web UI:

./scripts/benchmarks/start-visualizer.sh
# Opens at http://localhost:8001

Results

Results are saved in JSON format in each benchmark's results/ directory.