fleet-memory/hindsight-api-slim/hindsight_api/engine
grimmjoww578 c5700ff5b4
feat: Windows native support — run Hindsight without Docker (#699)
* feat: Windows native support — run Hindsight without Docker on Windows

Four compatibility fixes that allow Hindsight to run natively on Windows
with an external PostgreSQL + pgvector installation:

1. **pyproject.toml**: Conditional event loop dependency
   - `winloop` on Windows (sys_platform == 'win32')
   - `uvloop` on Linux/macOS (sys_platform != 'win32')

2. **main.py**: winloop integration via `winloop.install()`
   - Patches asyncio event loop policy globally before uvicorn starts
   - uvicorn sees "asyncio" but runs winloop underneath (same perf as uvloop)
   - Falls back to default asyncio if winloop unavailable

3. **metrics.py**: Guard `resource` module import
   - `resource` is Unix-only (getrusage, getrlimit)
   - Conditional import with None fallback
   - Skip process metrics collection on Windows

4. **fact_storage.py**: Cross-platform strftime
   - `%-d` (no-padding day) is glibc-only, fails on Windows
   - Replaced with `%d` + `.replace(" 0", " ")` for same output

## Windows Setup Guide

### Prerequisites
- Python 3.11+
- PostgreSQL 17 with pgvector extension
- Ollama (for local embeddings) or external embedding provider

### Install PostgreSQL + pgvector on Windows
```bash
winget install PostgreSQL.PostgreSQL.17

# Build pgvector from source (requires Visual Studio Build Tools)
git clone https://github.com/pgvector/pgvector.git
# In x64 Native Tools Command Prompt:
set PGROOT=C:\Program Files\PostgreSQL\17
nmake /F Makefile.win
nmake /F Makefile.win install

# Enable extension
psql -U postgres -d hindsight -c "CREATE EXTENSION IF NOT EXISTS vector;"
```

### Install and Run Hindsight
```bash
pip install -e ".[embedded-db]"

# Set environment variables
set HINDSIGHT_API_LLM_PROVIDER=openai
set HINDSIGHT_API_LLM_API_KEY=your-api-key
set HINDSIGHT_API_LLM_BASE_URL=https://your-llm-endpoint/v1
set HINDSIGHT_API_LLM_MODEL=your-model
set HINDSIGHT_API_DATABASE_URL=postgresql://postgres@localhost:5432/hindsight
set HINDSIGHT_API_EMBEDDING_PROVIDER=ollama
set HINDSIGHT_API_PORT=8889

hindsight-api
```

Data persists in PostgreSQL on your local disk — survives reboots,
updates, and anything that would wipe a Docker volume.

Tested on Windows 11 with PostgreSQL 17.9, pgvector 0.8.2,
Python 3.11, RTX 5080 (CUDA embeddings + reranking).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: handle strftime ValueError on Windows in fact_storage

The strftime call on occurred_start/occurred_end can raise ValueError
on Windows when the datetime object has unexpected format properties.
Wrap in try/except to gracefully skip date signal rather than crash
the entire retain batch.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-26 11:23:03 +01:00
..
consolidation fix: prevent silent memory loss on consolidation LLM failure (#601) 2026-03-17 20:15:33 +01:00
directives feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
parsers feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
providers feat: add 'none' LLM provider for chunk-only storage mode (#691) 2026-03-25 18:01:20 +01:00
reflect feat(reflect): make source facts in search_observations configurable (#688) 2026-03-25 17:54:49 +01:00
retain feat: Windows native support — run Hindsight without Docker (#699) 2026-03-26 11:23:03 +01:00
search fix: control plane UI fixes for recall and data view (#693) 2026-03-25 18:42:57 +01:00
storage feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
__init__.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
cross_encoder.py docs: add config vars for local reranker FP16 and bucket batching (#589) 2026-03-16 17:35:09 +01:00
db_budget.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
db_utils.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
embeddings.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
entity_resolver.py fix(entity_resolver): prevent _pending_stats/_pending_cooccurrences memory leak (#662) 2026-03-23 16:06:04 +01:00
interface.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
jina_mlx_reranker.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
llm_interface.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
llm_wrapper.py feat: add 'none' LLM provider for chunk-only storage mode (#691) 2026-03-25 18:01:20 +01:00
memory_engine.py feat: add 'none' LLM provider for chunk-only storage mode (#691) 2026-03-25 18:01:20 +01:00
operation_metadata.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
query_analyzer.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
response_models.py fix: return metadata in recall responses (#680) 2026-03-25 11:24:18 +01:00
task_backend.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00
utils.py feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560) 2026-03-13 13:50:03 +01:00