Compare commits

...
Author SHA1 Message Date
dependabot[bot] cb00cf8660 chore(deps): bump docker/setup-buildx-action from 4.1.0 to 4.2.0
Bumps [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) from 4.1.0 to 4.2.0.
- [Release notes](https://github.com/docker/setup-buildx-action/releases)
- [Commits](https://github.com/docker/setup-buildx-action/compare/d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5...bb05f3f5519dd87d3ba754cc423b652a5edd6d2c)

---
updated-dependencies:
- dependency-name: docker/setup-buildx-action
  dependency-version: 4.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
2026-07-02 18:54:02 +00:00
flan eba50f8a4a Merge pull request #48 from sudolulo/dependabot/docker/nvidia/cuda-12.9.2-cudnn-runtime-ubuntu24.04
chore(deps): bump nvidia/cuda from 12.8.1-cudnn-runtime-ubuntu24.04 to 12.9.2-cudnn-runtime-ubuntu24.04
2026-06-26 18:14:53 -04:00
flan 95d5e91a67 Merge pull request #49 from sudolulo/dependabot/uv/python-deps-c7af4feaef
chore(deps): bump the python-deps group with 3 updates
2026-06-26 18:14:22 -04:00
dependabot[bot] 9e904d9f34 chore(deps): bump the python-deps group with 3 updates
Bumps the python-deps group with 3 updates: [numpy](https://github.com/numpy/numpy), [pytest](https://github.com/pytest-dev/pytest) and [ruff](https://github.com/astral-sh/ruff).


Updates `numpy` from 2.4.6 to 2.5.0
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.4.6...v2.5.0)

Updates `pytest` from 9.1.0 to 9.1.1
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/9.1.0...9.1.1)

Updates `ruff` from 0.15.18 to 0.15.20
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](https://github.com/astral-sh/ruff/compare/0.15.18...0.15.20)

---
updated-dependencies:
- dependency-name: numpy
  dependency-version: 2.5.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: python-deps
- dependency-name: pytest
  dependency-version: 9.1.1
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-deps
- dependency-name: ruff
  dependency-version: 0.15.20
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-deps
...

Signed-off-by: dependabot[bot] <support@github.com>
2026-06-25 18:55:02 +00:00
dependabot[bot] 18305b5b06 chore(deps): bump nvidia/cuda
Bumps nvidia/cuda from 12.8.1-cudnn-runtime-ubuntu24.04 to 12.9.2-cudnn-runtime-ubuntu24.04.

---
updated-dependencies:
- dependency-name: nvidia/cuda
  dependency-version: 12.9.2-cudnn-runtime-ubuntu24.04
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
2026-06-25 18:53:34 +00:00
flan 9b68f62f69 Merge pull request #44 from sudolulo/dependabot/github_actions/actions/checkout-7.0.0
chore(deps): bump actions/checkout from 6.0.3 to 7.0.0
2026-06-20 15:06:54 -04:00
flan b5d03a2695 Merge branch 'main' into dependabot/github_actions/actions/checkout-7.0.0 2026-06-20 15:05:37 -04:00
flan fce46d409e Merge pull request #45 from sudolulo/dependabot/uv/python-deps-ae41630b22
chore(deps): bump the python-deps group across 1 directory with 5 updates
2026-06-20 15:05:13 -04:00
dependabot[bot] 5044343a99 chore(deps): bump the python-deps group across 1 directory with 5 updates
Bumps the python-deps group with 5 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [onnxruntime-gpu](https://github.com/microsoft/onnxruntime) | `1.26.0` | `1.27.0` |
| [nvidia-cudnn-cu12](https://developer.nvidia.com/cuda-zone) | `9.23.1.3` | `9.23.2.1` |
| [onnxruntime](https://github.com/microsoft/onnxruntime) | `1.26.0` | `1.27.0` |
| [pytest](https://github.com/pytest-dev/pytest) | `9.0.3` | `9.1.0` |
| [ruff](https://github.com/astral-sh/ruff) | `0.15.17` | `0.15.18` |



Updates `onnxruntime-gpu` from 1.26.0 to 1.27.0
- [Release notes](https://github.com/microsoft/onnxruntime/releases)
- [Changelog](https://github.com/microsoft/onnxruntime/blob/main/docs/ReleaseManagement.md)
- [Commits](https://github.com/microsoft/onnxruntime/commits)

Updates `nvidia-cudnn-cu12` from 9.23.1.3 to 9.23.2.1

Updates `onnxruntime` from 1.26.0 to 1.27.0
- [Release notes](https://github.com/microsoft/onnxruntime/releases)
- [Changelog](https://github.com/microsoft/onnxruntime/blob/main/docs/ReleaseManagement.md)
- [Commits](https://github.com/microsoft/onnxruntime/commits)

Updates `pytest` from 9.0.3 to 9.1.0
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/9.0.3...9.1.0)

Updates `ruff` from 0.15.17 to 0.15.18
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](https://github.com/astral-sh/ruff/compare/0.15.17...0.15.18)

---
updated-dependencies:
- dependency-name: nvidia-cudnn-cu12
  dependency-version: 9.23.2.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: python-deps
- dependency-name: onnxruntime
  dependency-version: 1.27.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: python-deps
- dependency-name: onnxruntime-gpu
  dependency-version: 1.27.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: python-deps
- dependency-name: pytest
  dependency-version: 9.1.0
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: python-deps
- dependency-name: ruff
  dependency-version: 0.15.18
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-deps
...

Signed-off-by: dependabot[bot] <support@github.com>
2026-06-18 20:42:03 +00:00
dependabot[bot] 2a673fcd9d chore(deps): bump actions/checkout from 6.0.3 to 7.0.0
Bumps [actions/checkout](https://github.com/actions/checkout) from 6.0.3 to 7.0.0.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/df4cb1c069e1874edd31b4311f1884172cec0e10...9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: 7.0.0
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
2026-06-18 20:40:32 +00:00
flan 04151057c9 Merge pull request #46 from sudolulo/dev
release: v0.6.6
2026-06-18 16:38:28 -04:00
flan 3ea6b9d566 Merge pull request #47 from sudolulo/chore/simplify-lockfile-ci
chore: replace lockfile auto-update with uv lock --check
2026-06-18 16:36:10 -04:00
flan e281ac01e1 chore: add pre-commit hook to auto-update lockfile on pyproject.toml changes 2026-06-18 20:33:58 +00:00
flan 0ac02c3108 chore: update lockfile for v0.6.6 2026-06-18 20:31:36 +00:00
flan db30449b09 chore: replace lockfile auto-update with uv lock --check 2026-06-18 20:29:43 +00:00
flan 1e4425bfd7 release: v0.6.6 2026-06-18 20:23:58 +00:00
flan 2be9f400dd Merge pull request #42 from sudolulo/fix/frigate-500-permanent-rejection
fix: Frigate 500 permanent rejection + 13 correctness bugs
2026-06-17 15:17:20 -04:00
flan f3b5bd9334 fix: update MAX_AUTO_IMAGES default assertion to 5 2026-06-17 19:16:43 +00:00
flan 0906342edf fix: 10 correctness bugs from full codebase audit
- immich_api: .get("items") or [] handles {"items": null} without crashing len()
- immich_api: catch TypeError alongside ValueError in filter_recent_assets for
  timezone-naive fileCreatedAt comparisons
- scheduler: catch SystemExit in addition to KeyboardInterrupt so cli.main()
  cannot kill the long-running scheduler process
- scheduler: reseed croniter from wall-clock time after each run so overrunning
  jobs don't schedule an immediate back-to-back rerun
- config: reject negative YEARS_FILTER values with a warning, reset to default 10
- frigate_api: return True (not False) for empty filenames list — callers cannot
  distinguish no-op from network failure on False
- jobs: warn on unrecognised STRATEGY value instead of silently falling back
- jobs: casefold ONLY_PEOPLE / SKIP_PEOPLE matching so "john doe" matches "John Doe"
- executor: <= → < so a same-score candidate can fill a freed replacement slot
- embeddings: set _insightface_loaded=True on GPU+CPU double-failure to prevent
  N re-init attempts (one per asset) when InsightFace is broken for a whole run
2026-06-17 19:12:58 +00:00
flan 5e0a871314 fix: 2 low findings from audit — consistent 500 match source, accurate return type
Use full_body for the 500 'could not process' permanent-rejection check,
consistent with the 400 'face' check on the line above. error_detail is
truncated to 100 chars via the fallback path, which could silently miss
the phrase in a long response body.

Remove | None from process_face_mode return type — every code path returns
tuple[int,int] or str; None is unreachable. Update docstring to match.
2026-06-17 17:47:31 +00:00
flan 86caffc8d7 fix: 3 audit findings — truthy skip-reason bug, 500 match consistency, CHANGELOG note
1. if saved: → if isinstance(saved, tuple): so string skip-reasons from
   process_face_mode no longer register as successes and create phantom
   asset_map entries with no JPEG on disk. Dead reason/fallback code in
   the else branch now correctly handles str and None returns.

2. "could not process" permanent-rejection check now uses error_detail
   (json message field, falling back to body[:100]) instead of full_body,
   keeping the match consistent with what is displayed to the user.

3. CHANGELOG [Unreleased] breaking-change note for MAX_AUTO_IMAGES 20→5
   so upgrading users know to set the env var if they want the old cap.
2026-06-17 17:31:20 +00:00
flan f6e494071e fix: lower MAX_AUTO_IMAGES default from 20 to 5
Smaller default cap is more conservative for new installs and better
reflects the minimum viable training set for Frigate face recognition.
Users who need more can set MAX_AUTO_IMAGES explicitly.
2026-06-17 17:19:09 +00:00
flan b69f776378 fix: surface skip reasons and suppress norm_crop FutureWarning
process_face_mode now returns a descriptive string instead of None for
filtered-out faces ("face too small 45x38px, min 90px", "no face
metadata"), so the executor can print a useful reason rather than the
generic "no usable face data".

Also suppresses the InsightFace norm_crop FutureWarning about deprecated
estimate usage, which was noisy at INFO level on every aligned crop.
2026-06-17 17:18:43 +00:00
flan c4910d82ef fix: treat Frigate 500 'Could not process' as permanent rejection
Frigate returns HTTP 500 with 'Could not process' when its face detector
cannot find or embed a face in the uploaded crop — this will never succeed
on retry. Previously these were silently logged at DEBUG and retried on
every future run.

- Surface 500 error details inline (same display path as 400)
- Mark 500 + 'could not process' as a permanent rejection so the asset
  is skipped on future runs instead of retried indefinitely
2026-06-17 17:16:04 +00:00
flan 5b8b3ab736 Merge pull request #41 from sudolulo/dev
fix: lockfile workflow opens PR on dev instead of direct push
2026-06-16 23:23:44 -04:00
flan dc0c431e6b chore: update lockfile 2026-06-17 03:12:20 +00:00
flan 3296940806 fix: lockfile workflow opens PR on dev instead of direct push
dev is a protected branch requiring PRs. The previous direct push caused
the lockfile update CI job to fail with 'protected branch hook declined'.
When the triggering branch is dev, the workflow now creates a side branch
and opens a PR; all other branches continue to push directly.
2026-06-17 03:12:00 +00:00
22 changed files with 171 additions and 192 deletions
+7
View File
@@ -0,0 +1,7 @@
#!/usr/bin/env bash
set -euo pipefail
if git diff --cached --name-only | grep -q "^pyproject\.toml$"; then
uv lock
git add uv.lock
fi
+9 -9
View File
@@ -54,12 +54,12 @@ jobs:
df -h
- name: Checkout repository
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
with:
ref: ${{ inputs.tag || github.ref }}
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0
uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
- name: Log in to GHCR
uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
@@ -121,7 +121,7 @@ jobs:
merge-multiple: true
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0
uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
- name: Log in to GHCR
uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
@@ -178,7 +178,7 @@ jobs:
df -h
- name: Checkout repository
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
with:
ref: ${{ inputs.tag || github.ref }}
@@ -186,7 +186,7 @@ jobs:
uses: docker/setup-qemu-action@06116385d9baf250c9f4dcb4858b16962ea869c3 # v4.1.0
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0
uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
- name: Log in to GHCR
uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
@@ -264,12 +264,12 @@ jobs:
df -h
- name: Checkout repository
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
with:
ref: ${{ inputs.tag || github.ref }}
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0
uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
- name: Log in to GHCR
uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
@@ -347,12 +347,12 @@ jobs:
df -h
- name: Checkout repository
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
with:
ref: ${{ inputs.tag || github.ref }}
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0
uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
- name: Log in to GHCR
uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
+1 -1
View File
@@ -23,7 +23,7 @@ jobs:
echo "Disk space freed."
- name: Checkout code
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
- name: Run Ruff
uses: astral-sh/ruff-action@0ce1b0bf8b818ef400413f810f8a11cdbda0034b # v4.0.0
+1 -1
View File
@@ -32,7 +32,7 @@ jobs:
echo "Disk space freed."
- name: Checkout
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
with:
fetch-depth: 0
+4 -1
View File
@@ -13,7 +13,7 @@ jobs:
contents: read
steps:
- name: Checkout code
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
- name: Install uv
uses: astral-sh/setup-uv@fac544c07dec837d0ccb6301d7b5580bf5edae39 # v8.2.0
@@ -21,6 +21,9 @@ jobs:
- name: Set up Python
run: uv python install 3.13
- name: Check lockfile is up to date
run: uv lock --check
- name: Install dependencies
run: uv sync --extra cpu
-47
View File
@@ -1,47 +0,0 @@
# .github/workflows/update-lockfile.yml
name: Update lockfile
on:
push:
branches:
- '**'
- '!main'
paths:
- 'pyproject.toml'
workflow_dispatch:
jobs:
update-lockfile:
runs-on: ubuntu-latest
permissions:
contents: write
steps:
- name: Checkout repository
uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
- name: Install uv
uses: astral-sh/setup-uv@fac544c07dec837d0ccb6301d7b5580bf5edae39 # v8.2.0
- name: Set up Python
run: uv python install 3.13
- name: Regenerate lockfile
run: uv lock
- name: Check for changes
id: diff
run: |
if git diff --quiet uv.lock; then
echo "changed=false" >> "$GITHUB_OUTPUT"
else
echo "changed=true" >> "$GITHUB_OUTPUT"
fi
- name: Commit and push updated lockfile
if: steps.diff.outputs.changed == 'true'
run: |
git config user.name "github-actions[bot]"
git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
git add uv.lock
git commit -m "chore: update lockfile"
git push
+6
View File
@@ -7,6 +7,12 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
## [Unreleased]
## [0.6.6] - 2026-06-18
### Changed
- **`MAX_AUTO_IMAGES` default lowered from 20 to 5** — existing users who have not set this variable and already have more than 5 winnow-managed images in Frigate will find themselves at cap on the next run. With `QUALITY_REPLACEMENT=true` (the default), winnow will attempt to swap weaker images rather than uploading new ones. Set `MAX_AUTO_IMAGES=20` to restore the previous behaviour.
## [0.6.5] - 2026-06-17
### Added
+3
View File
@@ -17,8 +17,11 @@ git clone https://github.com/sudolulo/winnow.git
cd winnow
git checkout dev
uv sync
git config core.hooksPath .githooks
```
The last line activates the project's git hooks. The pre-commit hook automatically runs `uv lock` and stages the result whenever `pyproject.toml` is part of a commit, keeping the lockfile in sync without any extra steps.
## Running Tests and Lint
```bash
+1 -1
View File
@@ -8,7 +8,7 @@
ARG VARIANT=gpu
FROM --platform=$BUILDPLATFORM nvidia/cuda:12.8.1-cudnn-runtime-ubuntu24.04 AS base-amd64-gpu
FROM --platform=$BUILDPLATFORM nvidia/cuda:12.9.2-cudnn-runtime-ubuntu24.04 AS base-amd64-gpu
FROM ubuntu:26.04 AS base-amd64-rocm
FROM ubuntu:22.04 AS base-amd64-intel
FROM ubuntu:26.04 AS base-amd64-cpu
+1 -1
View File
@@ -187,7 +187,7 @@ In scheduled mode the process (and loaded models) stays resident between runs. T
| Variable | Default | Description |
| :--- | :--- | :--- |
| `MAX_AUTO_IMAGES` | `20` | Maximum training images per person in Frigate |
| `MAX_AUTO_IMAGES` | `5` | Maximum training images per person in Frigate |
| `QUALITY_REPLACEMENT` | `true` | When at cap, swap a weaker tracked image for a better candidate. With Frigate scoring active, targets the most redundant image (highest pre-upload recognize score); otherwise uses blur score. Never touches manually added Frigate files. Set `false` to skip people at cap |
#### Advanced Tuning *(calibrated — do not adjust)*
+1 -1
View File
@@ -31,7 +31,7 @@ services:
# - USE_FULL_RESOLUTION=true # Use full-res images vs thumbnails (default: true)
# - MIN_CONFIDENCE=0.7 # Minimum face detection confidence (default: 0.7)
# - BLUR_THRESHOLD=100.0 # Laplacian blur threshold; lower = accept more blur (default: 100.0)
# - MAX_AUTO_IMAGES=80 # Hard cap on auto-diversity selection (default: 20)
# - MAX_AUTO_IMAGES=80 # Hard cap on auto-diversity selection (default: 5)
# ── Caching & Models ──────────────────────────────────────────────────
# - FORCE_CPU=true # Disable GPU, fall back to CPU
+7 -7
View File
@@ -1,6 +1,6 @@
[project]
name = "winnow"
version = "0.6.5"
version = "0.6.6"
description = "Selects diverse, high-quality photos from Immich as training data for Frigate face recognition."
license = "AGPL-3.0-or-later"
requires-python = ">=3.13"
@@ -17,7 +17,7 @@ classifiers = [
dependencies = [
"croniter>=5.0.2",
"insightface>=0.7.3",
"numpy>=2.2.6",
"numpy>=2.5.0",
"opencv-python-headless>=4.12.0.88",
"pillow>=12.1.0",
"python-dotenv>=1.2.1",
@@ -27,15 +27,15 @@ dependencies = [
[project.optional-dependencies]
gpu = [
"onnxruntime-gpu>=1.23.2; sys_platform == 'linux' and platform_machine == 'x86_64'",
"nvidia-cudnn-cu12>=9.0.0; sys_platform == 'linux' and platform_machine == 'x86_64'",
"onnxruntime-gpu>=1.27.0; sys_platform == 'linux' and platform_machine == 'x86_64'",
"nvidia-cudnn-cu12>=9.23.2.1; sys_platform == 'linux' and platform_machine == 'x86_64'",
"nvidia-cuda-runtime-cu12>=12.0; sys_platform == 'linux' and platform_machine == 'x86_64'",
"nvidia-cufft-cu12>=11.0; sys_platform == 'linux' and platform_machine == 'x86_64'",
"nvidia-curand-cu12>=10.0; sys_platform == 'linux' and platform_machine == 'x86_64'",
]
rocm = ["onnxruntime-rocm>=1.16.0; sys_platform == 'linux' and platform_machine == 'x86_64'"]
intel = ["onnxruntime-openvino>=1.20.0; sys_platform == 'linux' and platform_machine == 'x86_64'"]
cpu = ["onnxruntime>=1.23.2"]
cpu = ["onnxruntime>=1.27.0"]
[project.scripts]
winnow = "winnow.cli:main"
@@ -63,8 +63,8 @@ required-environments = [
[dependency-groups]
dev = [
"pytest>=8.0",
"ruff>=0.15.17",
"pytest>=9.1.1",
"ruff>=0.15.20",
]
[tool.hatch.build.targets.wheel]
+2 -1
View File
@@ -49,11 +49,12 @@ def _run_scheduler() -> None:
try:
main()
print("winnow run complete", flush=True)
except KeyboardInterrupt:
except (KeyboardInterrupt, SystemExit):
raise
except Exception as e:
logger.error("winnow run failed: %s", e, exc_info=True)
print(f"winnow run failed: {e}", flush=True)
cron = croniter(schedule, time.time())
next_run = cron.get_next(float)
print(f"Next run: {time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(next_run))}", flush=True)
time.sleep(min(60, max(1, next_run - time.time())))
+1 -1
View File
@@ -21,7 +21,7 @@ def test_config_loads_defaults(monkeypatch):
assert cfg.MIN_FACE_COUNT == 3
assert cfg.BLUR_THRESHOLD == 120.0
assert cfg.MIN_CONFIDENCE == 0.7
assert cfg.MAX_AUTO_IMAGES == 20
assert cfg.MAX_AUTO_IMAGES == 5
assert cfg.QUALITY_REPLACEMENT is True
assert cfg.FACE_MARGIN == 0.15
assert cfg.USE_FULL_RESOLUTION is True
Generated
+89 -99
View File
@@ -269,52 +269,42 @@ wheels = [
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version = "2.5.0"
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]
[[package]]
@@ -905,7 +895,7 @@ wheels = [
[[package]]
name = "winnow"
version = "0.6.4"
version = "0.6.6"
source = { editable = "." }
dependencies = [
{ name = "croniter" },
@@ -946,13 +936,13 @@ dev = [
requires-dist = [
{ name = "croniter", specifier = ">=5.0.2" },
{ name = "insightface", specifier = ">=0.7.3" },
{ name = "numpy", specifier = ">=2.2.6" },
{ name = "numpy", specifier = ">=2.5.0" },
{ name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=12.0" },
{ name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=9.0.0" },
{ name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=9.23.2.1" },
{ name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=11.0" },
{ name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=10.0" },
{ name = "onnxruntime", marker = "extra == 'cpu'", specifier = ">=1.23.2" },
{ name = "onnxruntime-gpu", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=1.23.2" },
{ name = "onnxruntime", marker = "extra == 'cpu'", specifier = ">=1.27.0" },
{ name = "onnxruntime-gpu", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'gpu'", specifier = ">=1.27.0" },
{ name = "onnxruntime-openvino", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'intel'", specifier = ">=1.20.0" },
{ name = "onnxruntime-rocm", marker = "platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'rocm'", specifier = ">=1.16.0" },
{ name = "opencv-python-headless", specifier = ">=4.12.0.88" },
@@ -965,6 +955,6 @@ provides-extras = ["gpu", "rocm", "intel", "cpu"]
[package.metadata.requires-dev]
dev = [
{ name = "pytest", specifier = ">=8.0" },
{ name = "ruff", specifier = ">=0.15.17" },
{ name = "pytest", specifier = ">=9.1.1" },
{ name = "ruff", specifier = ">=0.15.20" },
]
+4 -1
View File
@@ -127,12 +127,15 @@ class _Config:
self.API_KEY = os.getenv("API_KEY")
self.OUTPUT_DIR = os.getenv("OUTPUT_DIR", "./frigate_train")
self.YEARS_FILTER = _getenv_int("YEARS_FILTER", 10)
if self.YEARS_FILTER < 0:
logging.warning("YEARS_FILTER=%s is negative — using default 10", self.YEARS_FILTER)
self.YEARS_FILTER = 10
self.MIN_FACE_WIDTH = _getenv_int("MIN_FACE_WIDTH", 90)
self.MIN_FACE_COUNT = _getenv_int("MIN_FACE_COUNT", 3)
self.MERGE_DUPLICATE_PEOPLE = _getenv_bool("MERGE_DUPLICATE_PEOPLE", False)
self.BLUR_THRESHOLD = _getenv_float("BLUR_THRESHOLD", 120.0)
self.MIN_CONFIDENCE = _getenv_float("MIN_CONFIDENCE", 0.7)
self.MAX_AUTO_IMAGES = _getenv_int("MAX_AUTO_IMAGES", 20)
self.MAX_AUTO_IMAGES = _getenv_int("MAX_AUTO_IMAGES", 5)
self.QUALITY_REPLACEMENT = _getenv_bool("QUALITY_REPLACEMENT", True)
self.FRIGATE_SCORE_CEILING = _getenv_optional_float("FRIGATE_SCORE_CEILING")
self.ENABLE_FRIGATE_SCORES = _getenv_bool("ENABLE_FRIGATE_SCORES", True)
+4 -1
View File
@@ -107,7 +107,6 @@ def get_insightface_app():
global _insightface_app, _insightface_loaded
if _insightface_loaded:
return _insightface_app
_insightface_loaded = True
ctx_id = -1
insightface_home = os.environ.get("INSIGHTFACE_HOME", os.path.expanduser("~/.insightface"))
@@ -172,10 +171,12 @@ def get_insightface_app():
_insightface_app.prepare(ctx_id=ctx_id, det_size=(640, 640))
logger.info("InsightFace Buffalo_L: ready on %s (%.1fs)", device_str, time.time() - t0)
_insightface_loaded = True
return _insightface_app
except ImportError:
logger.error("InsightFace not installed!")
_insightface_loaded = True
return None
except Exception as e:
logger.error("Failed to load InsightFace: %s", e)
@@ -193,9 +194,11 @@ def get_insightface_app():
)
_insightface_app.prepare(ctx_id=-1, det_size=(640, 640))
logger.info("InsightFace Buffalo_L: ready on CPU (fallback, %.1fs)", time.time() - t0)
_insightface_loaded = True
return _insightface_app
except Exception as ex:
logger.error("InsightFace CPU fallback failed: %s", ex)
_insightface_loaded = True
return None
+8 -7
View File
@@ -186,12 +186,11 @@ def execute_jobs(jobs: list[dict]) -> None:
saved = process_face_mode(
img, asset, person, person_dir, count, insightface_app=insightface_app
)
if saved:
if isinstance(saved, tuple):
filename = f"{count}.jpg"
asset_map[filename] = asset["id"]
score_map[filename] = asset.get("quality_score")
if isinstance(saved, tuple):
dims_map[filename] = saved
dims_map[filename] = saved
# Time-spread path: compute blur score from the downloaded
# image. Capped at 1440px via blur_score_from_image() so the
# scale matches the preview thumbnails the embedding path uses
@@ -202,8 +201,9 @@ def execute_jobs(jobs: list[dict]) -> None:
count += 1
else:
reason = saved if isinstance(saved, str) else "no usable face data"
progress.console.print(
f"[yellow]Skipped {asset['id']} (no usable face data)[/yellow]"
f"[yellow]Skipped {asset['id']} ({reason})[/yellow]"
)
except Exception as e:
logger.error("Failed to process asset %s: %s", asset.get("id", "<unknown>"), e)
@@ -384,9 +384,9 @@ def upload_to_frigate(jobs: list[dict]) -> None:
# freed slot isn't filled with something worse than what we removed.
if min_quality_score_for_slot is not None:
file_score = score_map.get(fname)
if file_score is not None and file_score <= min_quality_score_for_slot:
if file_score is not None and file_score < min_quality_score_for_slot:
progress.console.print(
f" [dim]⏭ {fname}: score {file_score:.3f} ≤ freed slot floor"
f" [dim]⏭ {fname}: score {file_score:.3f} < freed slot floor"
f" {min_quality_score_for_slot:.3f}, skipping[/dim]"
)
progress.advance(upload_task)
@@ -566,13 +566,14 @@ def upload_to_frigate(jobs: list[dict]) -> None:
error_detail = resp.json().get("message", full_body[:100])
except Exception:
error_detail = full_body[:100]
if resp.status_code == 400:
if resp.status_code in (400, 500):
progress.console.print(f" [dim]{error_detail}[/dim]")
else:
logger.debug("%s HTTP %s: %s", fname, resp.status_code, error_detail)
_is_permanent = (
(resp.status_code == 400 and "face" in full_body.lower())
or resp.status_code == 422
or (resp.status_code == 500 and "could not process" in full_body.lower())
)
if _is_permanent:
asset_id = asset_map.get(fname)
+3 -1
View File
@@ -146,8 +146,10 @@ def delete_frigate_person_files(person_name: str, filenames: list[str]) -> bool:
Returns True on success, False if unreachable or the request fails.
"""
frigate_url = _get_frigate_url()
if not frigate_url or not filenames:
if not frigate_url:
return False
if not filenames:
return True
from urllib.parse import quote
encoded_name = quote(person_name, safe="")
try:
+8 -5
View File
@@ -48,7 +48,9 @@ def align_face(img: Image.Image, landmarks: list[list[float]] | np.ndarray) -> I
if lm.shape != (5, 2):
logger.debug("Invalid landmark shape: %s, expected (5, 2)", lm.shape)
return None
aligned = norm_crop(img_np, lm)
with warnings.catch_warnings():
warnings.filterwarnings("ignore", message=".*estimate.*is deprecated", category=FutureWarning)
aligned = norm_crop(img_np, lm)
return Image.fromarray(aligned)
except ImportError:
logger.debug("InsightFace not available for face alignment")
@@ -66,10 +68,11 @@ def process_face_mode(
count: int,
min_width: int | None = None,
insightface_app=None,
) -> tuple[int, int] | None:
) -> tuple[int, int] | str:
"""Crop face based on Immich metadata and save to output directory.
Returns (width, height) of the saved crop, or None if no crop was saved.
Returns (width, height) of the saved crop, or a skip-reason string if the
face was filtered out.
When insightface_app is provided and ENABLE_FACE_ALIGNMENT is True,
re-detects the face in the Immich bbox region using InsightFace to get
precise landmarks for a proper 112x112 aligned crop. Falls back to
@@ -89,7 +92,7 @@ def process_face_mode(
if not face_info:
logger.debug("No face info for %s in asset %s", person.get("name"), asset.get("id"))
return None
return "no face metadata"
img_w, img_h = img.size
meta_w = face_info.get("imageWidth") or 0
@@ -108,7 +111,7 @@ def process_face_mode(
face_w, face_h = x2 - x1, y2 - y1
if face_w < min_width or face_h < min_width:
logger.debug("Face too small (%.1fx%.1f)", face_w, face_h)
return None
return f"face too small ({face_w:.0f}x{face_h:.0f}px, min {min_width}px)"
# Re-detect face with InsightFace for landmark-based alignment.
# Immich's /api/faces endpoint does not include landmarks, so the
+2 -2
View File
@@ -134,7 +134,7 @@ def fetch_all_assets(person: dict) -> tuple[list[dict], int]:
# Immich ≥2.x returns {"assets": {"items": [...]}};
# earlier versions returned {"assets": [...]} directly.
if isinstance(page_assets, dict):
page_assets = page_assets.get("items", [])
page_assets = page_assets.get("items") or []
page_count = len(page_assets) # raw count for termination check before filtering
@@ -303,7 +303,7 @@ def filter_recent_assets(assets: list[dict], years: int | None = None) -> list[d
recent.append(asset)
else:
skipped += 1
except ValueError:
except (ValueError, TypeError):
bad_timestamp += 1
continue
+9 -5
View File
@@ -86,7 +86,11 @@ def _resolve_strategy(strategy: str, has_embedding: bool) -> tuple[int | str, st
"standard": (30, "smart"),
"broad": (100, "smart"),
}
return strategy_map.get(strategy, ("auto", "smart"))
result = strategy_map.get(strategy)
if result is None:
logger.warning("Unrecognised STRATEGY=%r — falling back to auto", strategy)
return ("auto", "smart")
return result
def _perform_selection(
@@ -244,13 +248,13 @@ def auto_configure(people: list[dict]) -> list[dict]:
return []
strategy = os.environ.get("STRATEGY", "auto")
skip = [s.strip() for s in os.environ.get("SKIP_PEOPLE", "").split(",") if s.strip()]
only = [s.strip() for s in os.environ.get("ONLY_PEOPLE", "").split(",") if s.strip()]
skip = {s.strip().casefold() for s in os.environ.get("SKIP_PEOPLE", "").split(",") if s.strip()}
only = {s.strip().casefold() for s in os.environ.get("ONLY_PEOPLE", "").split(",") if s.strip()}
if only:
valid_people = [p for p in valid_people if p["name"] in only]
valid_people = [p for p in valid_people if p["name"].casefold() in only]
if skip:
valid_people = [p for p in valid_people if p["name"] not in skip]
valid_people = [p for p in valid_people if p["name"].casefold() not in skip]
min_face_count = Config.MIN_FACE_COUNT