From 8701333010163342a4a55e5d7d085b738f8b4d6d Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Fri, 1 May 2026 15:08:11 -0700 Subject: [PATCH 01/19] docs(post-processing): design spec for admin scaffolding precursor PR MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Context: PRs #999 (class masking) and #1272 (tracking) each grew their own admin-trigger plumbing (registry registration, intermediate confirmation page with form, freeform dict config). This precursor extracts the shared pattern using SmallSizeFilterTask as the migration consumer — proves the abstraction without carving up another contributor's open PR. Spec covers: pydantic config_schema contract on BasePostProcessingTask, BasePostProcessingActionForm class, parameterized confirmation template + partial, SmallSizeFilterTask migration (exposes existing size_threshold knob via admin), test plan, rebase impact for #999 + #1272. Co-Authored-By: Claude --- ...ost-processing-admin-scaffolding-design.md | 335 ++++++++++++++++++ 1 file changed, 335 insertions(+) create mode 100644 docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md diff --git a/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md b/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md new file mode 100644 index 000000000..00255746e --- /dev/null +++ b/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md @@ -0,0 +1,335 @@ +# Post-Processing Admin Scaffolding — Design + +**Status:** Draft (awaiting user review) +**Date:** 2026-05-01 +**Branch:** `feat/post-processing-admin-scaffolding` +**Author:** Michael Bunsen (with Claude Opus 4.7) + +## Context + +`ami/ml/post_processing/` currently ships one task on main: `SmallSizeFilterTask` (PR #954, merged). Two open PRs add more post-processing tasks and each independently grew its own admin-trigger plumbing: + +- **PR #999** (`feat/postprocessing-class-masking`, mohamedelabbas1996, open since 2025-10-14) adds `class_masking` and `rank_rollup` tasks. Admin trigger uses hand-rolled HTML in the action method; no `forms.Form` class. +- **PR #1272** (`claude/revive-tracking-feature-OyMO3`, current author, open) adds `tracking` task. Admin trigger uses a `forms.Form` subclass in `ami/ml/post_processing/admin_forms.py` with scope-aware dropdown init and per-project Job partitioning. + +Both PRs touch `ami/main/admin.py`, `ami/ml/post_processing/registry.py`, and add a near-identical `*_confirmation.html` template. Three independent ad-hoc patterns are emerging where one shared one would do. + +The existing `SmallSizeFilterTask` already reads `size_threshold` from `Job.params['config']` (default `0.0008`) — but the admin trigger hardcodes empty config, so the knob is unreachable. There's even a TODO comment in `small_size_filter.py:14` asking *"Could we use a pydantic model for config validation if it's just for this task?"*. This precursor PR answers that question and lands the answer as the shared pattern. + +## Goal + +Land a small precursor PR that establishes the shared admin-trigger pattern for post-processing tasks, using `SmallSizeFilterTask` as the migration consumer. Both #999 and #1272 rebase onto it and adopt the pattern. No new domain logic, no PR coordination drama, no carving up another contributor's work. + +Admin is **not** the long-term primary trigger surface for post-processing — REST API + UI will eventually drive this. The scaffolding here optimises for current-state needs (admin-only) without painting future API integration into a corner. + +## Scope + +### In + +1. **Pydantic config schema contract** on `BasePostProcessingTask` +2. **`BasePostProcessingActionForm`** — django form base class, `cleaned_data → config` contract +3. **Parameterized confirmation template** + form-fieldset partial +4. **Migrate `SmallSizeFilterTask`** to new pattern: + - Add `SmallSizeFilterConfig(size_threshold: float = 0.0008, source_image_collection_id: int)` pydantic model + - Add `SmallSizeFilterActionForm` with one field: `size_threshold` (`FloatField`, validation: `0 < x < 1`) + - Rewrite `SourceImageCollectionAdmin.run_small_size_filter` to render intermediate confirmation page using new template + form +5. **Tests** for scaffolding + migrated task + +### Out + +- Project-partitioning helper (defer to whichever multi-scope adopter lands first — #999 or #1272) +- REST API endpoints for triggering post-processing +- Management commands +- pgvector migrations (#1272 territory) +- Rank rollup (stays in #999 — PR coordination unnecessary now) +- Class masking (stays in #999) +- Tracking (stays in #1272) + +## Module Layout + +``` +ami/ml/post_processing/ +├── base.py # MODIFIED — +config_schema contract +├── registry.py # unchanged +├── small_size_filter.py # MODIFIED — schema-validated config, .config now BaseModel +├── admin/ # NEW +│ ├── __init__.py +│ ├── forms.py # BasePostProcessingActionForm +│ └── small_size_filter_form.py # SmallSizeFilterActionForm +└── tests/ # NEW directory (existing tests in ami/ml/tests.py) + ├── __init__.py + ├── test_base_schema.py + ├── test_admin_form.py + └── test_small_size_filter_admin.py + +ami/templates/admin/post_processing/ # NEW +├── confirmation.html # parameterized shell +└── _form_fieldset.html # partial — renders form fields uniformly + +ami/main/admin.py # MODIFIED — run_small_size_filter rewrites onto new pattern +``` + +Path note: spec uses `ami/ml/post_processing/admin/` as user requested. Tracking PR's `admin_forms.py` (top-level module) becomes `admin/tracking_form.py` on its rebase. + +## Pydantic Schema Contract + +`BasePostProcessingTask` gains a required class attribute `config_schema: type[BaseModel]` and validates config at construction. + +```python +# ami/ml/post_processing/base.py (sketch) +import pydantic + +class BasePostProcessingTask(abc.ABC): + key: str + name: str + config_schema: type[pydantic.BaseModel] # NEW + + def __init_subclass__(cls, **kwargs): + super().__init_subclass__(**kwargs) + for attr in ("key", "name", "config_schema"): + if not hasattr(cls, attr) or getattr(cls, attr) is None: + raise TypeError(f"{cls.__name__} must define '{attr}' class attribute") + + def __init__(self, job=None, logger=None, **config): + self.job = job + # Validate config against schema. Raises pydantic.ValidationError on bad input. + self.config: pydantic.BaseModel = self.config_schema(**config) + # ... existing logger + algorithm setup unchanged ... +``` + +**Pydantic version:** repo uses Pydantic v1 (per `requirements/base.txt` + container-side memory). Use v1 syntax: `BaseModel`, `Field`, `validator`, `.dict()`. No `model_dump`/`model_validate`. + +**Validation timing:** + +- **Worker side (always):** `BasePostProcessingTask.__init__` validates. Bad config in a Job's params → task crashes with clear pydantic error in job logs. +- **Admin side (added in this PR):** the rewritten `run_small_size_filter` calls `SmallSizeFilterConfig(**form.to_config(), source_image_collection_id=collection.pk)` *before* `Job.objects.create`. Validation error → form re-renders with error, no Job created. + +**Per-task schema example:** + +```python +# ami/ml/post_processing/small_size_filter.py +class SmallSizeFilterConfig(pydantic.BaseModel): + source_image_collection_id: int + size_threshold: float = 0.0008 + + @pydantic.validator("size_threshold") + def _threshold_in_unit_interval(cls, v): + if not (0.0 < v < 1.0): + raise ValueError("size_threshold must be in (0, 1) exclusive") + return v + + class Config: + extra = "forbid" # unknown keys rejected — catches typos +``` + +**Migration impact for existing in-flight Jobs:** none. `Job.params['config']` payloads already match the new schema (only `source_image_collection_id` is required; `size_threshold` defaults). Workers picking up old jobs after deploy will validate cleanly. + +## Admin Form Base + +```python +# ami/ml/post_processing/admin/forms.py +class BasePostProcessingActionForm(forms.Form): + """Base for admin forms that build BasePostProcessingTask config dicts. + + Subclass adds knob fields. Override to_config() if mapping isn't 1:1 + (e.g. drop empty optional fields, derive computed values). + """ + + def to_config(self) -> dict: + return dict(self.cleaned_data) +``` + +That's it. The form base is intentionally thin — it's a contract marker (so admin actions know which type of form to render) plus one helper. Scope-aware kwargs (`events=`, `collection=`) are subclass-specific and don't belong on the base. + +## Confirmation Template + +```html +{# ami/templates/admin/post_processing/confirmation.html #} +{% extends "admin/base_site.html" %} +{% load i18n admin_urls %} + +{% block title %}{{ title }} | {{ site_title|default:_("Django site admin") }}{% endblock %} + +{% block breadcrumbs %} +
+ {% translate 'Home' %} + › {{ model_meta.verbose_name_plural|capfirst }} + › {{ title }} +
+{% endblock %} + +{% block content %} +
+ {% csrf_token %} + + {% block intro %} +

You are about to run {{ task_label }} on + {{ selected_count }} selected + {{ model_meta.verbose_name }}{{ selected_count|pluralize }}.

+ {% endblock %} + +
+ {% translate "Parameters" %} + {% include "admin/post_processing/_form_fieldset.html" with form=form %} +
+ + {% for pk in selected_pks %} + + {% endfor %} + + + +
+ + {% translate 'Cancel' %} +
+
+{% endblock %} +``` + +```html +{# ami/templates/admin/post_processing/_form_fieldset.html #} +{% for field in form %} +
+ {{ field.label_tag }} + {{ field }} + {% if field.help_text %}

{{ field.help_text }}

{% endif %} + {% for error in field.errors %}

{{ error }}

{% endfor %} +
+{% endfor %} +``` + +Per-task templates (e.g. tracking) extend the shell + override `{% block intro %}` for task-specific preamble. Small-size-filter uses bare shell. + +## Admin Action Rewrite + +```python +# ami/main/admin.py (sketch — only the changed action) +from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm +from ami.ml.post_processing.small_size_filter import SmallSizeFilterConfig + +@admin.action(description="Run Small Size Filter post-processing task (async)") +def run_small_size_filter(self, request, queryset): + if request.POST.get("confirm"): + form = SmallSizeFilterActionForm(request.POST) + if not form.is_valid(): + return _render_confirmation(request, queryset, form) + cfg = form.to_config() + jobs = [] + for collection in queryset: + try: + validated = SmallSizeFilterConfig( + **cfg, + source_image_collection_id=collection.pk, + ) + except pydantic.ValidationError as exc: + self.message_user(request, f"Bad config for collection {collection.pk}: {exc}", level="error") + continue + job = Job.objects.create( + name=f"Post-processing: SmallSizeFilter on Capture Set {collection.pk}", + project=collection.project, + job_type_key="post_processing", + params={"task": "small_size_filter", "config": validated.dict()}, + ) + job.enqueue() + jobs.append(job.pk) + self.message_user(request, f"Queued Small Size Filter for {len(jobs)} capture set(s). Jobs: {jobs}") + return None + + return _render_confirmation(request, queryset, SmallSizeFilterActionForm()) + + +def _render_confirmation(request, queryset, form): + return TemplateResponse( + request, + "admin/post_processing/confirmation.html", + { + **self.admin_site.each_context(request), + "title": "Run Small Size Filter", + "task_label": "Small Size Filter", + "form": form, + "selected_count": queryset.count(), + "selected_pks": [str(o.pk) for o in queryset], + "action_name": "run_small_size_filter", + "submit_label": "Run Small Size Filter", + "changelist_url": reverse("admin:main_sourceimagecollection_changelist"), + "model_meta": self.model._meta, + "opts": self.model._meta, + "action_checkbox_name": admin.helpers.ACTION_CHECKBOX_NAME, + }, + ) +``` + +`_render_confirmation` is a module-private helper near the action; not a class method on the admin site. If a future PR finds itself duplicating it across admins, lift it to `ami/ml/post_processing/admin/helpers.py` then. + +## Tests + +All four test files live under `ami/ml/post_processing/tests/`. New tests do not touch the existing `ami/ml/tests.py` file (which holds older post-processing smoke tests). + +**`test_base_schema.py`:** +- Subclassing without `config_schema` raises `TypeError` +- Bad config dict raises `pydantic.ValidationError` at task construction +- Valid config builds task, `task.config` is a `BaseModel` instance +- Unknown keys rejected (`extra="forbid"` semantics) + +**`test_admin_form.py`:** +- `BasePostProcessingActionForm.to_config()` returns dict matching `cleaned_data` +- `SmallSizeFilterActionForm` validates `size_threshold` in `(0, 1)` exclusive +- Form errors render in confirmation template (smoke render via Django test client) + +**`test_small_size_filter_admin.py`:** +- GET-equivalent (POST without `confirm`) renders intermediate page; no Job created +- POST with valid `confirm=yes` + `size_threshold=0.001` creates Job per collection with that threshold in `params['config']` +- POST with `size_threshold=2.0` re-renders form with error; no Job +- Multi-collection POST creates one Job per collection, each with correct project FK + +Existing `SmallSizeFilterTask` behavior tests (in `ami/ml/tests.py`, if any) should still pass — schema validation is additive, default value preserved. + +## Rebase Impact + +### PR #1272 (tracking) + +Net change: smaller diff. + +- `ami/ml/post_processing/admin_forms.py` → `ami/ml/post_processing/admin/tracking_form.py` (location move) +- `TrackingActionForm` extends `BasePostProcessingActionForm`, gains `to_config()` override that drops empty `feature_extraction_algorithm_id` +- `tracking_confirmation.html` extends new shell + overrides `{% block intro %}` for "you are about to run tracking on N events…" preamble +- New `TrackingConfig(pydantic.BaseModel)` schema replaces freeform dict; `tracking_task.py` reads typed `self.config` +- Admin actions in `ami/main/admin.py` reuse new template via `_render_confirmation` helper (or its lifted version) +- Per-project Job partitioning loop stays in #1272 (this PR doesn't ship the helper) + +Coordination: I (current author) own both #1272 and the precursor, so this rebase is internal. + +### PR #999 (class masking) + +Net change: smaller diff, but bigger lift than #1272 because #999 used hand-rolled HTML. + +- Hand-rolled `` HTML → `ClassMaskingActionForm(BasePostProcessingActionForm)` with `ModelChoiceField(queryset=TaxaList.objects.…)` + `ModelChoiceField(queryset=Algorithm.objects.…)` +- `class_masking_confirmation.html` becomes thin override of new shell with masking-specific intro/preview block +- New `ClassMaskingConfig` + `RankRollupConfig` schemas +- Admin action validates form + builds typed config via `to_config()` instead of pulling from `request.POST` directly + +Coordination: post-merge of precursor PR, message mohamedelabbas1996 in PR #999 with rebase guidance + concrete diff suggestions. Their existing rank-rollup work is unaffected; only the class-masking trigger needs reshaping. + +## Risks + +1. **Pydantic v1 vs v2 mismatch.** Container is v1 (per memory `MEMORY.md`: "Container uses Pydantic v1 — use `.dict()` / `.json()`, not `.model_dump()` / `.model_dump_json()`"). Spec uses v1 syntax throughout. CI runs in container, so v1 is enforced. + +2. **`__init_subclass__` strictness change.** Adding `config_schema` to required attrs breaks any out-of-tree subclass. Only in-tree consumers exist; check shows: `SmallSizeFilterTask` (will be migrated in this PR), and the `BasePostProcessingTask` referenced in #1272 + #999 (rebase territory). Acceptable. + +3. **Pydantic `BaseModel` in `Job.params['config']`.** Stored as dict via `validated.dict()`. JSONField round-trip is lossless for primitive-typed schemas. Risk: if a future schema uses `datetime` or non-JSON-native types, serialization needs explicit `.json()` → `json.loads(...)` round-trip. Out of scope for this PR (small-size-filter has only `int` + `float`). + +4. **Test runner uses `--keepdb`.** Existing `test_ami` DB has prior `SmallSizeFilterTask` migration. New tests don't add migrations. Should pass cleanly; verify with `docker compose -f docker-compose.ci.yml run --rm django python manage.py test ami.ml.post_processing.tests --keepdb`. + +5. **Form action POST vs GET ergonomics.** Django admin actions are POST-only. The "render confirmation page" leg uses POST without `confirm` flag. Existing pattern in #1272 + #999. No new risk. + +## Out of Scope (Future Work) + +- **Project-partitioning helper** (`enqueue_post_processing_jobs(queryset, task_cls, cleaned_data, scope_resolver)`). Belongs in whichever multi-scope adopter lands first (likely #1272, since tracking partitions; #999's masking is single-Occurrence-scoped per row). +- **REST API surface** for triggering post-processing from UI. Eventual replacement for admin trigger as primary surface. +- **Schema-driven form generation** (auto-build a `ModelForm`-style form from a pydantic schema). Tempting but premature; current task count = 1, second adopter has scope-aware dropdowns that don't fit auto-generation. +- **Job param schema versioning.** Once multiple post-processing tasks ship and config schemas evolve, a `schema_version` field on the schema may be needed for backward-compat with old Job rows. Defer until first breaking schema change. + +## Implementation Plan + +To be drafted by writing-plans skill after user approves this spec. From 29447e791922821a52a6d04ab2c302a891b2cd98 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Fri, 1 May 2026 15:13:36 -0700 Subject: [PATCH 02/19] feat(post-processing): admin scaffolding precursor MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adds the shared infrastructure that PRs #999 (class masking) and #1272 (tracking) each grew independently. Uses SmallSizeFilterTask as the migration consumer to prove the pattern without carving up another open PR. Changes: - BasePostProcessingTask gains required pydantic config_schema class attr; validates Job.params['config'] at task __init__ via self.config_schema(**config). self.config is now a BaseModel instance (was: freeform dict). - SmallSizeFilterTask: adds SmallSizeFilterConfig schema (size_threshold + source_image_collection_id, validators for 0 --- ami/main/admin.py | 85 ++++++++++--- ami/ml/post_processing/admin/__init__.py | 0 ami/ml/post_processing/admin/forms.py | 25 ++++ .../admin/small_size_filter_form.py | 28 ++++ ami/ml/post_processing/base.py | 14 +- ami/ml/post_processing/small_size_filter.py | 27 ++-- ami/ml/post_processing/tests/__init__.py | 0 .../post_processing/tests/test_admin_form.py | 46 +++++++ .../post_processing/tests/test_base_schema.py | 45 +++++++ .../tests/test_small_size_filter_admin.py | 120 ++++++++++++++++++ .../admin/post_processing/_form_fieldset.html | 8 ++ .../admin/post_processing/confirmation.html | 37 ++++++ 12 files changed, 406 insertions(+), 29 deletions(-) create mode 100644 ami/ml/post_processing/admin/__init__.py create mode 100644 ami/ml/post_processing/admin/forms.py create mode 100644 ami/ml/post_processing/admin/small_size_filter_form.py create mode 100644 ami/ml/post_processing/tests/__init__.py create mode 100644 ami/ml/post_processing/tests/test_admin_form.py create mode 100644 ami/ml/post_processing/tests/test_base_schema.py create mode 100644 ami/ml/post_processing/tests/test_small_size_filter_admin.py create mode 100644 ami/templates/admin/post_processing/_form_fieldset.html create mode 100644 ami/templates/admin/post_processing/confirmation.html diff --git a/ami/main/admin.py b/ami/main/admin.py index ac9281ad4..9913d5e4b 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -1,10 +1,14 @@ from typing import Any +import pydantic from django.contrib import admin from django.db import models from django.db.models.query import QuerySet from django.http.request import HttpRequest +from django.http.response import HttpResponse from django.template.defaultfilters import filesizeformat +from django.template.response import TemplateResponse +from django.urls import reverse from django.utils.formats import number_format from guardian.admin import GuardedModelAdmin @@ -12,6 +16,8 @@ from ami import tasks from ami.jobs.models import Job from ami.ml.models.project_pipeline_config import ProjectPipelineConfig +from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm +from ami.ml.post_processing.small_size_filter import SmallSizeFilterConfig from ami.ml.tasks import remove_duplicate_classifications from .models import ( @@ -652,24 +658,67 @@ def populate_collection_async(self, request: HttpRequest, queryset: QuerySet[Sou ) @admin.action(description="Run Small Size Filter post-processing task (async)") - def run_small_size_filter(self, request: HttpRequest, queryset: QuerySet[SourceImageCollection]) -> None: - jobs = [] - for collection in queryset: - job = Job.objects.create( - name=f"Post-processing: SmallSizeFilter on Capture Set {collection.pk}", - project=collection.project, - job_type_key="post_processing", - params={ - "task": "small_size_filter", - "config": { - "source_image_collection_id": collection.pk, - }, - }, - ) - job.enqueue() - jobs.append(job.pk) - - self.message_user(request, f"Queued Small Size Filter for {queryset.count()} capture set(s). Jobs: {jobs}") + def run_small_size_filter( + self, request: HttpRequest, queryset: QuerySet[SourceImageCollection] + ) -> HttpResponse | None: + if request.POST.get("confirm"): + form = SmallSizeFilterActionForm(request.POST) + if not form.is_valid(): + return self._render_small_size_filter_confirmation(request, queryset, form) + + cfg = form.to_config() + jobs = [] + for collection in queryset: + try: + validated = SmallSizeFilterConfig( + **cfg, + source_image_collection_id=collection.pk, + ) + except pydantic.ValidationError as exc: + self.message_user( + request, + f"Bad config for capture set {collection.pk}: {exc}", + level="error", + ) + continue + job = Job.objects.create( + name=f"Post-processing: SmallSizeFilter on Capture Set {collection.pk}", + project=collection.project, + job_type_key="post_processing", + params={"task": "small_size_filter", "config": validated.dict()}, + ) + job.enqueue() + jobs.append(job.pk) + + self.message_user(request, f"Queued Small Size Filter for {len(jobs)} capture set(s). Jobs: {jobs}") + return None + + return self._render_small_size_filter_confirmation(request, queryset, SmallSizeFilterActionForm()) + + def _render_small_size_filter_confirmation( + self, + request: HttpRequest, + queryset: QuerySet[SourceImageCollection], + form: SmallSizeFilterActionForm, + ) -> TemplateResponse: + return TemplateResponse( + request, + "admin/post_processing/confirmation.html", + { + **self.admin_site.each_context(request), + "title": "Run Small Size Filter", + "task_label": "Small Size Filter", + "form": form, + "selected_count": queryset.count(), + "selected_pks": [str(pk) for pk in queryset.values_list("pk", flat=True)], + "action_name": "run_small_size_filter", + "submit_label": "Run Small Size Filter", + "changelist_url": reverse("admin:main_sourceimagecollection_changelist"), + "model_meta": self.model._meta, + "opts": self.model._meta, + "action_checkbox_name": admin.helpers.ACTION_CHECKBOX_NAME, + }, + ) actions = [ populate_collection, diff --git a/ami/ml/post_processing/admin/__init__.py b/ami/ml/post_processing/admin/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/ami/ml/post_processing/admin/forms.py b/ami/ml/post_processing/admin/forms.py new file mode 100644 index 000000000..7a2dbf5c9 --- /dev/null +++ b/ami/ml/post_processing/admin/forms.py @@ -0,0 +1,25 @@ +"""Form base for admin actions that trigger post-processing tasks. + +Each post-processing task surfaces its tunable knobs as a Django form. The +form's ``cleaned_data`` becomes the ``config`` payload on the resulting Job +(after validation against the task's pydantic ``config_schema``). + +Algorithm scope (which queryset/events/collection the action runs against) +lives outside the form because it varies per admin entry-point. +""" +from __future__ import annotations + +from django import forms + + +class BasePostProcessingActionForm(forms.Form): + """Marker base for post-processing admin action forms. + + Subclasses declare task-specific fields. Override ``to_config()`` if the + 1:1 ``cleaned_data → config`` mapping needs adjustment (e.g. drop empty + optional fields, derive computed values, rename keys). + """ + + def to_config(self) -> dict: + """Return ``cleaned_data`` shaped for ``Job.params['config']``.""" + return dict(self.cleaned_data) diff --git a/ami/ml/post_processing/admin/small_size_filter_form.py b/ami/ml/post_processing/admin/small_size_filter_form.py new file mode 100644 index 000000000..d4b6b7aaf --- /dev/null +++ b/ami/ml/post_processing/admin/small_size_filter_form.py @@ -0,0 +1,28 @@ +from __future__ import annotations + +from django import forms + +from ami.ml.post_processing.admin.forms import BasePostProcessingActionForm +from ami.ml.post_processing.small_size_filter import SmallSizeFilterConfig + + +class SmallSizeFilterActionForm(BasePostProcessingActionForm): + """Knobs surfaced when an admin triggers Small Size Filter.""" + + size_threshold = forms.FloatField( + label="Size threshold", + initial=SmallSizeFilterConfig.__fields__["size_threshold"].default, + min_value=0.0, + max_value=1.0, + help_text=( + "Minimum bounding-box area as a fraction of the source image area " + "(width × height). Detections smaller than this are flagged as " + "'Not identifiable'. Default 0.0008 ≈ 0.08% of frame area." + ), + ) + + def clean_size_threshold(self) -> float: + v = self.cleaned_data["size_threshold"] + if not (0.0 < v < 1.0): + raise forms.ValidationError("size_threshold must be in (0, 1) exclusive.") + return v diff --git a/ami/ml/post_processing/base.py b/ami/ml/post_processing/base.py index c96bd723e..5b92332bb 100644 --- a/ami/ml/post_processing/base.py +++ b/ami/ml/post_processing/base.py @@ -3,6 +3,8 @@ import typing from typing import Any, Optional +import pydantic + from ami.ml.models import Algorithm from ami.ml.models.algorithm import AlgorithmTaskType @@ -13,15 +15,21 @@ class BasePostProcessingTask(abc.ABC): """ Abstract base class for all post-processing tasks. + + Subclasses must declare a Pydantic ``config_schema`` describing the shape of + ``Job.params['config']``. Config is validated at task construction so bad + payloads fail fast in worker logs (and earlier still — admin triggers and + other callers should validate via the same schema before enqueueing a Job). """ # Each task must override these key: str name: str + config_schema: type[pydantic.BaseModel] def __init_subclass__(cls, **kwargs): super().__init_subclass__(**kwargs) - required_attrs = ["key", "name"] + required_attrs = ["key", "name", "config_schema"] for attr in required_attrs: if not hasattr(cls, attr) or getattr(cls, attr) is None: raise TypeError(f"{cls.__name__} must define '{attr}' class attribute") @@ -33,7 +41,7 @@ def __init__( **config: Any, ): self.job = job - self.config = config + self.config: pydantic.BaseModel = self.config_schema(**config) # Choose the right logger if logger is not None: self.logger = logger @@ -52,7 +60,7 @@ def __init__( ) self.algorithm: Algorithm = algorithm - self.logger.info(f"Initialized {self.name } with config={self.config}, job={job}") + self.logger.info(f"Initialized {self.name} with config={self.config.dict()}, job={job}") def update_progress(self, progress: float): """ diff --git a/ami/ml/post_processing/small_size_filter.py b/ami/ml/post_processing/small_size_filter.py index 143b3651b..8637775bd 100644 --- a/ami/ml/post_processing/small_size_filter.py +++ b/ami/ml/post_processing/small_size_filter.py @@ -1,3 +1,4 @@ +import pydantic from django.utils import timezone from ami.main.models import Classification, Detection, Occurrence, SourceImageCollection, Taxon, TaxonRank @@ -5,14 +6,29 @@ from ami.ml.schemas import BoundingBox +class SmallSizeFilterConfig(pydantic.BaseModel): + source_image_collection_id: int + size_threshold: float = 0.0008 + + @pydantic.validator("size_threshold") + def _threshold_in_unit_interval(cls, v: float) -> float: + if not (0.0 < v < 1.0): + raise ValueError("size_threshold must be in (0, 1) exclusive") + return v + + class Config: + extra = "forbid" + + class SmallSizeFilterTask(BasePostProcessingTask): key = "small_size_filter" name = "Small size filter" + config_schema = SmallSizeFilterConfig def run(self) -> None: - # Could we use a pydantic model for config validation if it's just for this task? - threshold = self.config.get("size_threshold", 0.0008) - collection_id = self.config.get("source_image_collection_id") + config: SmallSizeFilterConfig = self.config # type: ignore[assignment] + threshold = config.size_threshold + collection_id = config.source_image_collection_id # Get or create the "Not identifiable" taxon not_identifiable_taxon, _ = Taxon.objects.get_or_create( @@ -24,11 +40,6 @@ def run(self) -> None: ) self.logger.info(f"=== Starting {self.name} ===") - if not collection_id: - msg = "Missing required config param: source_image_collection_id" - self.logger.error(msg) - raise ValueError(msg) - try: collection = SourceImageCollection.objects.get(pk=collection_id) self.logger.info(f"Loaded SourceImageCollection {collection_id} (Project={collection.project})") diff --git a/ami/ml/post_processing/tests/__init__.py b/ami/ml/post_processing/tests/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/ami/ml/post_processing/tests/test_admin_form.py b/ami/ml/post_processing/tests/test_admin_form.py new file mode 100644 index 000000000..fa3ac9d74 --- /dev/null +++ b/ami/ml/post_processing/tests/test_admin_form.py @@ -0,0 +1,46 @@ +"""Tests for ``BasePostProcessingActionForm`` + concrete ``SmallSizeFilterActionForm``.""" +from django.test import TestCase + +from ami.ml.post_processing.admin.forms import BasePostProcessingActionForm +from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm + + +class _OneFieldForm(BasePostProcessingActionForm): + from django import forms + + threshold = forms.FloatField(initial=0.5) + + +class TestBasePostProcessingActionForm(TestCase): + def test_to_config_returns_cleaned_data(self): + form = _OneFieldForm(data={"threshold": "0.25"}) + self.assertTrue(form.is_valid()) + self.assertEqual(form.to_config(), {"threshold": 0.25}) + + +class TestSmallSizeFilterActionForm(TestCase): + def test_default_initial_matches_config_default(self): + form = SmallSizeFilterActionForm() + self.assertEqual(form.fields["size_threshold"].initial, 0.0008) + + def test_valid_threshold_passes(self): + form = SmallSizeFilterActionForm(data={"size_threshold": "0.001"}) + self.assertTrue(form.is_valid()) + self.assertEqual(form.to_config(), {"size_threshold": 0.001}) + + def test_threshold_above_one_rejected(self): + form = SmallSizeFilterActionForm(data={"size_threshold": "1.5"}) + self.assertFalse(form.is_valid()) + self.assertIn("size_threshold", form.errors) + + def test_threshold_zero_rejected(self): + # 0.0 is excluded (open interval); django's min_value=0.0 admits zero, + # so the clean_size_threshold check is the gate. + form = SmallSizeFilterActionForm(data={"size_threshold": "0.0"}) + self.assertFalse(form.is_valid()) + self.assertIn("size_threshold", form.errors) + + def test_threshold_at_one_rejected(self): + form = SmallSizeFilterActionForm(data={"size_threshold": "1.0"}) + self.assertFalse(form.is_valid()) + self.assertIn("size_threshold", form.errors) diff --git a/ami/ml/post_processing/tests/test_base_schema.py b/ami/ml/post_processing/tests/test_base_schema.py new file mode 100644 index 000000000..7ec238d92 --- /dev/null +++ b/ami/ml/post_processing/tests/test_base_schema.py @@ -0,0 +1,45 @@ +"""Tests for the pydantic ``config_schema`` contract on ``BasePostProcessingTask``.""" +import pydantic +import pytest +from django.test import TestCase + +from ami.ml.post_processing.base import BasePostProcessingTask +from ami.ml.post_processing.small_size_filter import SmallSizeFilterConfig, SmallSizeFilterTask + + +class TestConfigSchemaContract(TestCase): + """``__init_subclass__`` enforces ``config_schema``; ``__init__`` validates against it.""" + + def test_subclass_without_config_schema_raises(self): + with pytest.raises(TypeError, match="config_schema"): + + class Missing(BasePostProcessingTask): + key = "missing" + name = "Missing schema" + + def run(self) -> None: + pass + + def test_valid_config_builds_basemodel_instance(self): + task = SmallSizeFilterTask(source_image_collection_id=1, size_threshold=0.001) + self.assertIsInstance(task.config, SmallSizeFilterConfig) + config: SmallSizeFilterConfig = task.config # type: ignore[assignment] + self.assertEqual(config.size_threshold, 0.001) + self.assertEqual(config.source_image_collection_id, 1) + + def test_default_value_applies_when_omitted(self): + task = SmallSizeFilterTask(source_image_collection_id=1) + config: SmallSizeFilterConfig = task.config # type: ignore[assignment] + self.assertEqual(config.size_threshold, 0.0008) + + def test_invalid_config_raises_at_init(self): + with pytest.raises(pydantic.ValidationError): + SmallSizeFilterTask(source_image_collection_id=1, size_threshold=2.0) + + def test_missing_required_field_raises(self): + with pytest.raises(pydantic.ValidationError): + SmallSizeFilterTask(size_threshold=0.001) + + def test_unknown_keys_rejected(self): + with pytest.raises(pydantic.ValidationError): + SmallSizeFilterTask(source_image_collection_id=1, unknown_field="oops") diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py new file mode 100644 index 000000000..637546f85 --- /dev/null +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -0,0 +1,120 @@ +"""Admin-action tests for the migrated Small Size Filter trigger. + +Covers the intermediate confirmation page, the per-collection Job creation, +the schema-validated config payload, and form-error re-render. +""" +from django.contrib import admin as django_admin +from django.test import Client, TestCase +from django.urls import reverse + +from ami.jobs.models import Job +from ami.main.models import SourceImageCollection +from ami.tests.fixtures.main import setup_test_project +from ami.users.models import User + + +class _SmallSizeFilterAdminCase(TestCase): + def setUp(self) -> None: + self.superuser = User.objects.create_superuser( + email="ssfadmin@example.com", + password="x", + ) + self.client = Client() + self.client.force_login(self.superuser) + + self.project, self.deployment = setup_test_project(reuse=False) + self.collection = SourceImageCollection.objects.create( + project=self.project, + name="SSF admin test collection", + ) + + def _post(self, data: dict, pks: list[int] | None = None): + url = reverse("admin:main_sourceimagecollection_changelist") + selected = [str(pk) for pk in (pks or [self.collection.pk])] + payload = { + "action": "run_small_size_filter", + django_admin.helpers.ACTION_CHECKBOX_NAME: selected, + **data, + } + return self.client.post(url, data=payload) + + +class TestSmallSizeFilterIntermediatePage(_SmallSizeFilterAdminCase): + def test_renders_intermediate_page_without_confirm(self): + response = self._post({}) + self.assertEqual(response.status_code, 200) + self.assertIn(b"Run Small Size Filter", response.content) + # The form's field is named size_threshold; the rendered uses that name. + self.assertIn(b'name="size_threshold"', response.content) + # No Job created on the GET-equivalent step. + self.assertEqual( + Job.objects.filter(project=self.project, job_type_key="post_processing").count(), + 0, + ) + + def test_invalid_threshold_rerenders_form_with_error(self): + response = self._post({"confirm": "yes", "size_threshold": "2.0"}) + self.assertEqual(response.status_code, 200) + # No Job created when form fails. + self.assertEqual( + Job.objects.filter(project=self.project, job_type_key="post_processing").count(), + 0, + ) + # Error class present in rendered template. + self.assertIn(b"errornote", response.content) + + +class TestSmallSizeFilterCreatesJob(_SmallSizeFilterAdminCase): + def test_valid_post_creates_one_job_with_threshold_in_config(self): + response = self._post({"confirm": "yes", "size_threshold": "0.001"}) + self.assertEqual(response.status_code, 302) + + job = Job.objects.get( + project=self.project, + job_type_key="post_processing", + ) + self.assertEqual(job.params["task"], "small_size_filter") + self.assertEqual(job.params["config"]["size_threshold"], 0.001) + self.assertEqual(job.params["config"]["source_image_collection_id"], self.collection.pk) + + def test_default_threshold_applies_when_form_uses_initial(self): + # Submitting the initial value (rendered into the form) creates a job with default threshold. + response = self._post({"confirm": "yes", "size_threshold": "0.0008"}) + self.assertEqual(response.status_code, 302) + + job = Job.objects.get( + project=self.project, + job_type_key="post_processing", + ) + self.assertEqual(job.params["config"]["size_threshold"], 0.0008) + + +class TestSmallSizeFilterMultiCollection(_SmallSizeFilterAdminCase): + def setUp(self) -> None: + super().setUp() + # Second collection in a different project. + self.other_project, _ = setup_test_project(reuse=False) + self.other_collection = SourceImageCollection.objects.create( + project=self.other_project, + name="Other collection", + ) + + def test_multi_collection_creates_one_job_per_collection_with_correct_project_fk(self): + response = self._post( + {"confirm": "yes", "size_threshold": "0.001"}, + pks=[self.collection.pk, self.other_collection.pk], + ) + self.assertEqual(response.status_code, 302) + + jobs = Job.objects.filter(job_type_key="post_processing").order_by("project_id") + self.assertEqual(jobs.count(), 2) + + by_project = {j.project_id: j for j in jobs} + self.assertEqual( + by_project[self.project.pk].params["config"]["source_image_collection_id"], + self.collection.pk, + ) + self.assertEqual( + by_project[self.other_project.pk].params["config"]["source_image_collection_id"], + self.other_collection.pk, + ) diff --git a/ami/templates/admin/post_processing/_form_fieldset.html b/ami/templates/admin/post_processing/_form_fieldset.html new file mode 100644 index 000000000..90f23cb4a --- /dev/null +++ b/ami/templates/admin/post_processing/_form_fieldset.html @@ -0,0 +1,8 @@ +{% for field in form %} +
+ {{ field.label_tag }} + {{ field }} + {% if field.help_text %}

{{ field.help_text }}

{% endif %} + {% for error in field.errors %}

{{ error }}

{% endfor %} +
+{% endfor %} diff --git a/ami/templates/admin/post_processing/confirmation.html b/ami/templates/admin/post_processing/confirmation.html new file mode 100644 index 000000000..565f3f2e0 --- /dev/null +++ b/ami/templates/admin/post_processing/confirmation.html @@ -0,0 +1,37 @@ +{% extends "admin/base_site.html" %} + +{% load i18n admin_urls %} + +{% block title %} + {{ title }} | {{ site_title|default:_("Django site admin") }} +{% endblock title %} +{% block breadcrumbs %} +
+ {% translate 'Home' %} + › {{ model_meta.verbose_name_plural|capfirst }} + › {{ title }} +
+{% endblock breadcrumbs %} +{% block content %} +
+ {% csrf_token %} + {% block intro %} +

+ You are about to run {{ task_label }} on + {{ selected_count }} selected + {{ model_meta.verbose_name }}{{ selected_count|pluralize }}. +

+ {% endblock intro %} +
+ {% translate "Parameters" %} + {% include "admin/post_processing/_form_fieldset.html" with form=form %} +
+ {% for pk in selected_pks %}{% endfor %} + + +
+ + {% translate 'Cancel' %} +
+
+{% endblock content %} From a1c8600485ffb50016faf31b5bb17d9ecf2f340b Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Fri, 1 May 2026 15:19:39 -0700 Subject: [PATCH 03/19] docs(post-processing): add PR #1289 admin smoke screenshots Confirmation page (intermediate page rendering with size_threshold form field) and success message (after submitting form, Job 1571 enqueued with typed config payload). 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Date: Thu, 4 Jun 2026 16:40:08 -0700 Subject: [PATCH 04/19] chore: host PR screenshots on S3 instead of committing to repo Screenshots for the PR description now live in the ami-media-staging object store rather than docs/claude/screenshots/. Keeps binary assets out of the repo history. 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Date: Thu, 4 Jun 2026 17:17:45 -0700 Subject: [PATCH 05/19] refactor(post-processing): extract shared admin-action factory Address review feedback on the repetitive run_/render pattern. The confirm -> render -> validate -> enqueue flow is now built by make_post_processing_action() in ami/ml/post_processing/admin/actions.py, so each task declares only what varies: its task class, knob form, and how a selected row maps to a Job (scope_resolver / project_resolver / name_resolver). Tasks whose row->Job mapping isn't one-Job-per-row (e.g. PR #1272's per-project event partitioning) pass a custom build_jobs callable; PR #999 likewise inherits the form/template instead of hand-rolling HTML. Config validation now has a single source of truth: the task's pydantic config_schema. The knob form no longer re-encodes the (0, 1) bound, and the FloatField min/max that contradicted the exclusive interval is gone. Schema errors raised while building Jobs are mapped back onto the form so the operator sees them inline on the confirmation page (non-field errors now render too). This also removes the near-dead per-row try/except in the old admin action. Adds test_action_factory.py (action registration, default builder, schema mapping, all-or-nothing, build_jobs override hook) and updates the form tests to reflect that range enforcement moved to the schema layer. Co-Authored-By: Claude --- ami/main/admin.py | 85 ++---- ami/ml/post_processing/admin/actions.py | 261 ++++++++++++++++++ .../admin/small_size_filter_form.py | 19 +- .../tests/test_action_factory.py | 115 ++++++++ .../post_processing/tests/test_admin_form.py | 35 +-- .../admin/post_processing/_form_fieldset.html | 1 + ...ost-processing-admin-scaffolding-design.md | 12 + 7 files changed, 434 insertions(+), 94 deletions(-) create mode 100644 ami/ml/post_processing/admin/actions.py create mode 100644 ami/ml/post_processing/tests/test_action_factory.py diff --git a/ami/main/admin.py b/ami/main/admin.py index 9913d5e4b..3bb5c2817 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -1,23 +1,19 @@ from typing import Any -import pydantic from django.contrib import admin from django.db import models from django.db.models.query import QuerySet from django.http.request import HttpRequest -from django.http.response import HttpResponse from django.template.defaultfilters import filesizeformat -from django.template.response import TemplateResponse -from django.urls import reverse from django.utils.formats import number_format from guardian.admin import GuardedModelAdmin import ami.utils from ami import tasks -from ami.jobs.models import Job from ami.ml.models.project_pipeline_config import ProjectPipelineConfig +from ami.ml.post_processing.admin.actions import make_post_processing_action from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm -from ami.ml.post_processing.small_size_filter import SmallSizeFilterConfig +from ami.ml.post_processing.small_size_filter import SmallSizeFilterTask from ami.ml.tasks import remove_duplicate_classifications from .models import ( @@ -657,68 +653,21 @@ def populate_collection_async(self, request: HttpRequest, queryset: QuerySet[Sou f"Populating {len(queued_tasks)} capture set(s) background tasks: {queued_tasks}.", ) - @admin.action(description="Run Small Size Filter post-processing task (async)") - def run_small_size_filter( - self, request: HttpRequest, queryset: QuerySet[SourceImageCollection] - ) -> HttpResponse | None: - if request.POST.get("confirm"): - form = SmallSizeFilterActionForm(request.POST) - if not form.is_valid(): - return self._render_small_size_filter_confirmation(request, queryset, form) - - cfg = form.to_config() - jobs = [] - for collection in queryset: - try: - validated = SmallSizeFilterConfig( - **cfg, - source_image_collection_id=collection.pk, - ) - except pydantic.ValidationError as exc: - self.message_user( - request, - f"Bad config for capture set {collection.pk}: {exc}", - level="error", - ) - continue - job = Job.objects.create( - name=f"Post-processing: SmallSizeFilter on Capture Set {collection.pk}", - project=collection.project, - job_type_key="post_processing", - params={"task": "small_size_filter", "config": validated.dict()}, - ) - job.enqueue() - jobs.append(job.pk) - - self.message_user(request, f"Queued Small Size Filter for {len(jobs)} capture set(s). Jobs: {jobs}") - return None - - return self._render_small_size_filter_confirmation(request, queryset, SmallSizeFilterActionForm()) - - def _render_small_size_filter_confirmation( - self, - request: HttpRequest, - queryset: QuerySet[SourceImageCollection], - form: SmallSizeFilterActionForm, - ) -> TemplateResponse: - return TemplateResponse( - request, - "admin/post_processing/confirmation.html", - { - **self.admin_site.each_context(request), - "title": "Run Small Size Filter", - "task_label": "Small Size Filter", - "form": form, - "selected_count": queryset.count(), - "selected_pks": [str(pk) for pk in queryset.values_list("pk", flat=True)], - "action_name": "run_small_size_filter", - "submit_label": "Run Small Size Filter", - "changelist_url": reverse("admin:main_sourceimagecollection_changelist"), - "model_meta": self.model._meta, - "opts": self.model._meta, - "action_checkbox_name": admin.helpers.ACTION_CHECKBOX_NAME, - }, - ) + # Built from the shared post-processing action factory: renders an intermediate + # confirmation page with the task's knob form, validates each selection against + # SmallSizeFilterConfig, then enqueues one Job per capture set. New post-processing + # tasks declare their own trigger the same way (task class + form + scope_resolver). + run_small_size_filter = make_post_processing_action( + SmallSizeFilterTask, + SmallSizeFilterActionForm, + scope_resolver=lambda collection: {"source_image_collection_id": collection.pk}, + name_resolver=lambda task_cls, collection: ( + f"Post-processing: {task_cls.name} on Capture Set {collection.pk}" + ), + description="Run Small Size Filter post-processing task (async)", + title="Run Small Size Filter", + submit_label="Run Small Size Filter", + ) actions = [ populate_collection, diff --git a/ami/ml/post_processing/admin/actions.py b/ami/ml/post_processing/admin/actions.py new file mode 100644 index 000000000..3e512b788 --- /dev/null +++ b/ami/ml/post_processing/admin/actions.py @@ -0,0 +1,261 @@ +"""Shared admin-action machinery for triggering post-processing tasks. + +Every post-processing task surfaces the same admin flow: + +1. The operator selects rows and picks the action. +2. An intermediate confirmation page renders the task's knob form. +3. On submit, each row's config is validated against the task's pydantic + ``config_schema`` and a Job is enqueued. + +``make_post_processing_action`` builds the action callable for that flow so +each task only declares what varies: its task class, its knob form, and how a +selected row maps to a Job (scope + project + name). Tasks whose row→Job +mapping doesn't fit the default one-Job-per-row shape (e.g. partitioning events +across projects) pass their own ``build_jobs`` callable. + +Validation lives in one place: the task's ``config_schema``. The knob form only +declares fields (label, help text, widget); it does not re-encode the schema's +rules. Schema errors raised while building Jobs are mapped back onto the form so +the operator sees them inline on the confirmation page. +""" +from __future__ import annotations + +import logging +from collections.abc import Callable +from typing import Any, Protocol + +import pydantic +from django.contrib import admin, messages +from django.db.models import Model +from django.db.models.query import QuerySet +from django.http import HttpRequest, HttpResponse +from django.template.response import TemplateResponse +from django.urls import reverse + +from ami.jobs.models import Job +from ami.ml.post_processing.admin.forms import BasePostProcessingActionForm +from ami.ml.post_processing.base import BasePostProcessingTask + +logger = logging.getLogger(__name__) + +CONFIRMATION_TEMPLATE = "admin/post_processing/confirmation.html" + + +class _ModelAdminProto(Protocol): + """The slice of ``ModelAdmin`` the generic action touches.""" + + model: type[Model] + admin_site: Any + + def message_user(self, request: HttpRequest, message: str, level: Any = ..., **kwargs: Any) -> None: + ... + + +class ConfigValidationErrors(Exception): + """Raised by ``build_jobs`` when one or more rows produce invalid config. + + Carries ``(field_name_or_None, message)`` pairs so the caller can attach + them to the knob form and re-render the confirmation page instead of + creating any Jobs. + """ + + def __init__(self, errors: list[tuple[str | None, str]]): + self.errors = errors + super().__init__(f"{len(errors)} invalid config(s)") + + +def _schema_errors_to_form_fields( + exc: pydantic.ValidationError, + form_field_names: set[str], +) -> list[tuple[str | None, str]]: + """Map a pydantic ``ValidationError`` onto form field names where possible. + + Errors on a field the form renders are attached to that field; everything + else (e.g. an injected scope field) becomes a non-field error. + """ + mapped: list[tuple[str | None, str]] = [] + for err in exc.errors(): + loc = err.get("loc") or () + field = str(loc[0]) if loc else None + target = field if field in form_field_names else None + mapped.append((target, err.get("msg", "Invalid value"))) + return mapped + + +def default_build_jobs( + *, + model_admin: _ModelAdminProto, + request: HttpRequest, + config: dict[str, Any], + queryset: QuerySet, + task_cls: type[BasePostProcessingTask], + form_field_names: set[str], + scope_resolver: Callable[[Any], dict[str, Any]], + project_resolver: Callable[[Any], Any], + name_resolver: Callable[[type[BasePostProcessingTask], Any], str], +) -> list[int]: + """Validate every selected row, then enqueue one Job per row (all-or-nothing). + + Each row's full config is ``{**config, **scope_resolver(row)}`` validated + against ``task_cls.config_schema``. If any row fails, nothing is created and + ``ConfigValidationErrors`` is raised so the form can re-render with the + errors inline. + """ + validated: list[tuple[Any, pydantic.BaseModel]] = [] + errors: list[tuple[str | None, str]] = [] + + for obj in queryset: + full_config = {**config, **scope_resolver(obj)} + try: + validated.append((obj, task_cls.config_schema(**full_config))) + except pydantic.ValidationError as exc: + errors.extend(_schema_errors_to_form_fields(exc, form_field_names)) + + if errors: + raise ConfigValidationErrors(errors) + + job_pks: list[int] = [] + for obj, model in validated: + job = Job.objects.create( + name=name_resolver(task_cls, obj), + project=project_resolver(obj), + job_type_key="post_processing", + params={"task": task_cls.key, "config": model.dict()}, + ) + job.enqueue() + job_pks.append(job.pk) + return job_pks + + +def render_confirmation( + model_admin: _ModelAdminProto, + request: HttpRequest, + queryset: QuerySet, + *, + task_cls: type[BasePostProcessingTask], + form: BasePostProcessingActionForm, + action_name: str, + title: str, + submit_label: str, +) -> TemplateResponse: + """Render the shared intermediate confirmation page for ``task_cls``.""" + opts = model_admin.model._meta + return TemplateResponse( + request, + CONFIRMATION_TEMPLATE, + { + **model_admin.admin_site.each_context(request), + "title": title, + "task_label": task_cls.name, + "form": form, + "selected_count": queryset.count(), + "selected_pks": [str(pk) for pk in queryset.values_list("pk", flat=True)], + "action_name": action_name, + "submit_label": submit_label, + "changelist_url": reverse(f"admin:{opts.app_label}_{opts.model_name}_changelist"), + "model_meta": opts, + "opts": opts, + "action_checkbox_name": admin.helpers.ACTION_CHECKBOX_NAME, + }, + ) + + +def _default_name_resolver(task_cls: type[BasePostProcessingTask], obj: Any) -> str: + return f"Post-processing: {task_cls.name} on {obj._meta.verbose_name} {obj.pk}" + + +def make_post_processing_action( + task_cls: type[BasePostProcessingTask], + form_class: type[BasePostProcessingActionForm], + *, + scope_resolver: Callable[[Any], dict[str, Any]] | None = None, + project_resolver: Callable[[Any], Any] = lambda obj: obj.project, + name_resolver: Callable[[type[BasePostProcessingTask], Any], str] = _default_name_resolver, + build_jobs: Callable[..., list[int]] | None = None, + description: str | None = None, + title: str | None = None, + submit_label: str | None = None, +) -> Callable[[_ModelAdminProto, HttpRequest, QuerySet], HttpResponse | None]: + """Build a Django admin action that triggers ``task_cls`` via the shared flow. + + Args: + task_cls: the post-processing task. ``key``/``name``/``config_schema`` + drive the action name, labels, and config validation. + form_class: the knob form rendered on the confirmation page. + scope_resolver: maps a selected row to the config fields identifying its + scope, e.g. ``lambda c: {"source_image_collection_id": c.pk}``. + Required unless a custom ``build_jobs`` is supplied. + project_resolver: maps a row to the Job's project (default ``obj.project``). + name_resolver: maps ``(task_cls, row)`` to the Job name. + build_jobs: escape hatch for tasks whose row→Job mapping isn't one + Job per row (e.g. partitioning across projects). Receives the same + keyword arguments as ``default_build_jobs`` and returns created Job + pks; raise ``ConfigValidationErrors`` to re-render the form. + description: admin action dropdown label. + title / submit_label: confirmation-page heading and button text. + + The returned callable's ``__name__`` is ``run_`` so Django + registers it under that name and the confirmation page's hidden ``action`` + field round-trips correctly. + """ + if build_jobs is None and scope_resolver is None: + raise ValueError("make_post_processing_action requires scope_resolver unless build_jobs is supplied") + + action_name = f"run_{task_cls.key}" + resolved_title = title or f"Run {task_cls.name}" + resolved_submit = submit_label or resolved_title + resolved_description = description or f"Run {task_cls.name} post-processing task (async)" + + def action( + model_admin: _ModelAdminProto, + request: HttpRequest, + queryset: QuerySet, + ) -> HttpResponse | None: + def _render(form: BasePostProcessingActionForm) -> TemplateResponse: + return render_confirmation( + model_admin, + request, + queryset, + task_cls=task_cls, + form=form, + action_name=action_name, + title=resolved_title, + submit_label=resolved_submit, + ) + + if not request.POST.get("confirm"): + return _render(form_class()) + + form = form_class(request.POST) + if not form.is_valid(): + return _render(form) + + runner = build_jobs or default_build_jobs + kwargs: dict[str, Any] = dict( + model_admin=model_admin, + request=request, + config=form.to_config(), + queryset=queryset, + task_cls=task_cls, + form_field_names=set(form.fields), + scope_resolver=scope_resolver, + project_resolver=project_resolver, + name_resolver=name_resolver, + ) + try: + job_pks = runner(**kwargs) + except ConfigValidationErrors as exc: + for field, message in exc.errors: + form.add_error(field, message) + return _render(form) + + model_admin.message_user( + request, + f"Queued {task_cls.name} for {len(job_pks)} {model_admin.model._meta.verbose_name}(s). Jobs: {job_pks}", + level=messages.SUCCESS, + ) + return None + + action.__name__ = action_name + action.__qualname__ = action_name + return admin.action(description=resolved_description)(action) diff --git a/ami/ml/post_processing/admin/small_size_filter_form.py b/ami/ml/post_processing/admin/small_size_filter_form.py index d4b6b7aaf..bc7de1382 100644 --- a/ami/ml/post_processing/admin/small_size_filter_form.py +++ b/ami/ml/post_processing/admin/small_size_filter_form.py @@ -7,22 +7,21 @@ class SmallSizeFilterActionForm(BasePostProcessingActionForm): - """Knobs surfaced when an admin triggers Small Size Filter.""" + """Knobs surfaced when an admin triggers Small Size Filter. + + The valid range for ``size_threshold`` lives on ``SmallSizeFilterConfig`` + (the single source of truth); this form only declares the field's + presentation. The admin action validates submitted values against the + schema and surfaces any error inline on this field. + """ size_threshold = forms.FloatField( label="Size threshold", initial=SmallSizeFilterConfig.__fields__["size_threshold"].default, - min_value=0.0, - max_value=1.0, help_text=( "Minimum bounding-box area as a fraction of the source image area " "(width × height). Detections smaller than this are flagged as " - "'Not identifiable'. Default 0.0008 ≈ 0.08% of frame area." + "'Not identifiable'. Must be between 0 and 1 (exclusive). " + "Default 0.0008 ≈ 0.08% of frame area." ), ) - - def clean_size_threshold(self) -> float: - v = self.cleaned_data["size_threshold"] - if not (0.0 < v < 1.0): - raise forms.ValidationError("size_threshold must be in (0, 1) exclusive.") - return v diff --git a/ami/ml/post_processing/tests/test_action_factory.py b/ami/ml/post_processing/tests/test_action_factory.py new file mode 100644 index 000000000..a2d1bb47e --- /dev/null +++ b/ami/ml/post_processing/tests/test_action_factory.py @@ -0,0 +1,115 @@ +"""Tests for the shared post-processing admin-action factory. + +Covers the generic glue in ``ami/ml/post_processing/admin/actions.py``: the +action's registered name, the default one-Job-per-row builder (task key, scope +injection, project FK), schema-error mapping back onto form fields, and the +``build_jobs`` override hook used by tasks with a non-default row→Job mapping. +""" +import pytest +from django.test import TestCase + +from ami.jobs.models import Job +from ami.main.models import SourceImageCollection +from ami.ml.post_processing.admin.actions import ( + ConfigValidationErrors, + default_build_jobs, + make_post_processing_action, +) +from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm +from ami.ml.post_processing.small_size_filter import SmallSizeFilterTask +from ami.tests.fixtures.main import setup_test_project + + +def _ssf_kwargs(queryset, config): + """Common keyword arguments for invoking the small-size-filter job builder.""" + return dict( + model_admin=None, + request=None, + config=config, + queryset=queryset, + task_cls=SmallSizeFilterTask, + form_field_names={"size_threshold"}, + scope_resolver=lambda c: {"source_image_collection_id": c.pk}, + project_resolver=lambda c: c.project, + name_resolver=lambda task_cls, c: f"SSF {c.pk}", + ) + + +class TestActionRegistration(TestCase): + def test_action_name_is_run_plus_task_key(self): + action = make_post_processing_action( + SmallSizeFilterTask, + SmallSizeFilterActionForm, + scope_resolver=lambda c: {"source_image_collection_id": c.pk}, + ) + self.assertEqual(action.__name__, "run_small_size_filter") + + def test_default_description_derives_from_task_name(self): + action = make_post_processing_action( + SmallSizeFilterTask, + SmallSizeFilterActionForm, + scope_resolver=lambda c: {"source_image_collection_id": c.pk}, + ) + # @admin.action stores the dropdown label on the function. + self.assertEqual(action.short_description, "Run Small size filter post-processing task (async)") + + def test_requires_scope_resolver_or_build_jobs(self): + with pytest.raises(ValueError, match="scope_resolver"): + make_post_processing_action(SmallSizeFilterTask, SmallSizeFilterActionForm) + + +class TestDefaultBuildJobs(TestCase): + def setUp(self) -> None: + self.project, _ = setup_test_project(reuse=False) + self.collection = SourceImageCollection.objects.create(project=self.project, name="c1") + + def test_creates_one_job_per_row_with_task_key_and_scope(self): + qs = SourceImageCollection.objects.filter(pk=self.collection.pk) + job_pks = default_build_jobs(**_ssf_kwargs(qs, {"size_threshold": 0.001})) + + self.assertEqual(len(job_pks), 1) + job = Job.objects.get(pk=job_pks[0]) + self.assertEqual(job.project_id, self.project.pk) + self.assertEqual(job.job_type_key, "post_processing") + self.assertEqual(job.params["task"], "small_size_filter") + self.assertEqual(job.params["config"]["size_threshold"], 0.001) + self.assertEqual(job.params["config"]["source_image_collection_id"], self.collection.pk) + + def test_out_of_range_config_raises_and_creates_no_jobs(self): + qs = SourceImageCollection.objects.filter(pk=self.collection.pk) + with pytest.raises(ConfigValidationErrors) as exc_info: + default_build_jobs(**_ssf_kwargs(qs, {"size_threshold": 2.0})) + + # The bad field is one the form renders, so it maps to that field (not non-field). + fields = {field for field, _ in exc_info.value.errors} + self.assertIn("size_threshold", fields) + self.assertEqual(Job.objects.filter(job_type_key="post_processing").count(), 0) + + def test_all_or_nothing_when_one_row_is_invalid(self): + good = SourceImageCollection.objects.create(project=self.project, name="good") + qs = SourceImageCollection.objects.filter(pk__in=[self.collection.pk, good.pk]) + # size_threshold out of range fails for every row -> nothing created. + with pytest.raises(ConfigValidationErrors): + default_build_jobs(**_ssf_kwargs(qs, {"size_threshold": 5.0})) + self.assertEqual(Job.objects.filter(job_type_key="post_processing").count(), 0) + + +class TestBuildJobsOverrideHook(TestCase): + def setUp(self) -> None: + self.project, _ = setup_test_project(reuse=False) + self.collection = SourceImageCollection.objects.create(project=self.project, name="c1") + + def test_custom_build_jobs_is_used_instead_of_default(self): + calls = {} + + def custom_build_jobs(**kwargs): + calls.update(kwargs) + return [101, 102] + + action = make_post_processing_action( + SmallSizeFilterTask, + SmallSizeFilterActionForm, + build_jobs=custom_build_jobs, + ) + self.assertEqual(action.__name__, "run_small_size_filter") + # build_jobs supplied, so scope_resolver is optional (no ValueError on construction). diff --git a/ami/ml/post_processing/tests/test_admin_form.py b/ami/ml/post_processing/tests/test_admin_form.py index fa3ac9d74..829494987 100644 --- a/ami/ml/post_processing/tests/test_admin_form.py +++ b/ami/ml/post_processing/tests/test_admin_form.py @@ -1,4 +1,12 @@ -"""Tests for ``BasePostProcessingActionForm`` + concrete ``SmallSizeFilterActionForm``.""" +"""Tests for ``BasePostProcessingActionForm`` + concrete ``SmallSizeFilterActionForm``. + +The knob form only declares field presentation; the valid range for +``size_threshold`` is owned by ``SmallSizeFilterConfig`` (the schema), not the +form. Bound enforcement therefore lives in ``test_base_schema.py`` and in the +admin-action flow (``test_small_size_filter_admin.py`` / +``test_action_factory.py``), not here. +""" +from django import forms from django.test import TestCase from ami.ml.post_processing.admin.forms import BasePostProcessingActionForm @@ -6,8 +14,6 @@ class _OneFieldForm(BasePostProcessingActionForm): - from django import forms - threshold = forms.FloatField(initial=0.5) @@ -28,19 +34,16 @@ def test_valid_threshold_passes(self): self.assertTrue(form.is_valid()) self.assertEqual(form.to_config(), {"size_threshold": 0.001}) - def test_threshold_above_one_rejected(self): - form = SmallSizeFilterActionForm(data={"size_threshold": "1.5"}) - self.assertFalse(form.is_valid()) - self.assertIn("size_threshold", form.errors) - - def test_threshold_zero_rejected(self): - # 0.0 is excluded (open interval); django's min_value=0.0 admits zero, - # so the clean_size_threshold check is the gate. - form = SmallSizeFilterActionForm(data={"size_threshold": "0.0"}) + def test_non_numeric_threshold_rejected_at_form_layer(self): + # Type coercion is still the form's job; range is not. + form = SmallSizeFilterActionForm(data={"size_threshold": "not-a-number"}) self.assertFalse(form.is_valid()) self.assertIn("size_threshold", form.errors) - def test_threshold_at_one_rejected(self): - form = SmallSizeFilterActionForm(data={"size_threshold": "1.0"}) - self.assertFalse(form.is_valid()) - self.assertIn("size_threshold", form.errors) + def test_out_of_range_threshold_passes_form_but_is_rejected_by_schema(self): + # The form no longer enforces the (0, 1) bound — that is the schema's job. + # An out-of-range value is a valid float, so the form accepts it; the admin + # action then rejects it when validating against SmallSizeFilterConfig. + form = SmallSizeFilterActionForm(data={"size_threshold": "2.0"}) + self.assertTrue(form.is_valid()) + self.assertEqual(form.to_config(), {"size_threshold": 2.0}) diff --git a/ami/templates/admin/post_processing/_form_fieldset.html b/ami/templates/admin/post_processing/_form_fieldset.html index 90f23cb4a..968292113 100644 --- a/ami/templates/admin/post_processing/_form_fieldset.html +++ b/ami/templates/admin/post_processing/_form_fieldset.html @@ -1,3 +1,4 @@ +{% for error in form.non_field_errors %}

{{ error }}

{% endfor %} {% for field in form %}
{{ field.label_tag }} diff --git a/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md b/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md index 00255746e..f84b27f18 100644 --- a/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md +++ b/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md @@ -5,6 +5,18 @@ **Branch:** `feat/post-processing-admin-scaffolding` **Author:** Michael Bunsen (with Claude Opus 4.7) +> **Update (2026-06-04):** Following review feedback, the admin controller glue +> was abstracted rather than left as per-task copy-paste. The confirm/render/ +> validate/enqueue flow now lives in `ami/ml/post_processing/admin/actions.py` +> as `make_post_processing_action(task_cls, form_class, scope_resolver=..., build_jobs=...)`. +> Each task declares only what varies (task class, knob form, row→Job mapping); +> tasks that don't fit one-Job-per-row (e.g. #1272's per-project event +> partitioning) pass a custom `build_jobs` callable. Config validation is owned +> solely by the task's pydantic `config_schema` — the knob form no longer +> re-encodes the bounds, and schema errors are mapped back onto the form for +> inline display. This supersedes the "module-private `_render_confirmation`, +> lift later" plan in the "Admin Action Rewrite" section below. + ## Context `ami/ml/post_processing/` currently ships one task on main: `SmallSizeFilterTask` (PR #954, merged). Two open PRs add more post-processing tasks and each independently grew its own admin-trigger plumbing: From 9b4b7b375c742f0ae375c743e352a1b92537f11c Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 4 Jun 2026 18:05:55 -0700 Subject: [PATCH 06/19] fix(post-processing): refuse "select all across pages" in admin trigger Addresses review feedback. When an operator uses Django admin's "select all across pages", the action receives the entire filtered table as its queryset, which would serialize every pk into hidden _selected_action inputs on the confirmation page (a very large POST body, potentially over request limits). This trigger is for explicit, bounded selections, so the across-pages case is now refused with a clear message instead of rendering an unbounded form. Also folds in two cosmetic review nits: replace the Unicode multiplication sign in the size-threshold help text with a plain "x", and add a language tag to the module-layout code fence in the design doc. Co-Authored-By: Claude --- ami/ml/post_processing/admin/actions.py | 14 ++++++++++++++ .../admin/small_size_filter_form.py | 2 +- .../tests/test_small_size_filter_admin.py | 10 ++++++++++ ...-01-post-processing-admin-scaffolding-design.md | 2 +- 4 files changed, 26 insertions(+), 2 deletions(-) diff --git a/ami/ml/post_processing/admin/actions.py b/ami/ml/post_processing/admin/actions.py index 3e512b788..dc2eff96c 100644 --- a/ami/ml/post_processing/admin/actions.py +++ b/ami/ml/post_processing/admin/actions.py @@ -223,6 +223,20 @@ def _render(form: BasePostProcessingActionForm) -> TemplateResponse: submit_label=resolved_submit, ) + # "Select all across pages" hands us the entire filtered table as the + # queryset and would serialize every pk into hidden inputs on the + # confirmation page (a huge POST body, possibly over request limits). + # This admin trigger is for explicit, bounded selections; refuse the + # across-pages case rather than render an unbounded form. + if request.POST.get("select_across") == "1": + model_admin.message_user( + request, + f'"Select all across pages" is not supported for {task_cls.name}. ' + "Select the specific rows you want to process.", + level=messages.WARNING, + ) + return None + if not request.POST.get("confirm"): return _render(form_class()) diff --git a/ami/ml/post_processing/admin/small_size_filter_form.py b/ami/ml/post_processing/admin/small_size_filter_form.py index bc7de1382..955f552f5 100644 --- a/ami/ml/post_processing/admin/small_size_filter_form.py +++ b/ami/ml/post_processing/admin/small_size_filter_form.py @@ -20,7 +20,7 @@ class SmallSizeFilterActionForm(BasePostProcessingActionForm): initial=SmallSizeFilterConfig.__fields__["size_threshold"].default, help_text=( "Minimum bounding-box area as a fraction of the source image area " - "(width × height). Detections smaller than this are flagged as " + "(width x height). Detections smaller than this are flagged as " "'Not identifiable'. Must be between 0 and 1 (exclusive). " "Default 0.0008 ≈ 0.08% of frame area." ), diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index 637546f85..4cd33edf9 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -52,6 +52,16 @@ def test_renders_intermediate_page_without_confirm(self): 0, ) + def test_select_across_is_refused_without_creating_jobs(self): + # "Select all across pages" would serialize the whole table into hidden + # inputs; the action refuses it instead of rendering an unbounded form. + response = self._post({"confirm": "yes", "size_threshold": "0.001", "select_across": "1"}) + self.assertEqual(response.status_code, 302) + self.assertEqual( + Job.objects.filter(project=self.project, job_type_key="post_processing").count(), + 0, + ) + def test_invalid_threshold_rerenders_form_with_error(self): response = self._post({"confirm": "yes", "size_threshold": "2.0"}) self.assertEqual(response.status_code, 200) diff --git a/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md b/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md index f84b27f18..d2ebbc991 100644 --- a/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md +++ b/docs/claude/planning/2026-05-01-post-processing-admin-scaffolding-design.md @@ -59,7 +59,7 @@ Admin is **not** the long-term primary trigger surface for post-processing — R ## Module Layout -``` +```text ami/ml/post_processing/ ├── base.py # MODIFIED — +config_schema contract ├── registry.py # unchanged From abcb446e9a9fd88a1062f9f576969816917fe541 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Fri, 5 Jun 2026 15:46:40 -0700 Subject: [PATCH 07/19] refactor(post-processing): address re-review on the action factory Follow-up to the head-commit CodeRabbit re-review: - Wrap the Job-creation loop in default_build_jobs in transaction.atomic(). Admin requests are already atomic (ATOMIC_REQUESTS=True), but this helper can also be called outside a request (e.g. a management command), so the explicit block keeps creation all-or-nothing there too. Job.enqueue() uses transaction.on_commit, so the (millisecond) block only guards row creation; the long-running task still runs asynchronously in the worker after commit. - Guard BasePostProcessingTask.__init_subclass__ with inspect.isabstract so an abstract intermediary task class isn't forced to declare key/name/config_schema. - Resolve the selection once in render_confirmation (len of the materialized pk list) instead of a separate .count() query. - Omit scope_resolver from the build_jobs kwargs when it isn't set, so a custom build_jobs supplied without one never receives a None it might call. - Derive the admin action's labels (title, submit, dropdown description) from task.name instead of hardcoding title-case strings, so the operator-facing label and the Job name stay consistent and there are fewer per-task strings. - Make the build_jobs override-hook test actually invoke the action and assert the custom builder ran (and that scope_resolver was not forwarded as None). 24/24 post_processing tests green. Co-Authored-By: Claude --- ami/main/admin.py | 3 -- ami/ml/post_processing/admin/actions.py | 36 ++++++++++++------- ami/ml/post_processing/base.py | 6 ++++ .../tests/test_action_factory.py | 35 ++++++++++++++++-- .../tests/test_small_size_filter_admin.py | 3 +- 5 files changed, 65 insertions(+), 18 deletions(-) diff --git a/ami/main/admin.py b/ami/main/admin.py index 3bb5c2817..bcb9154a0 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -664,9 +664,6 @@ def populate_collection_async(self, request: HttpRequest, queryset: QuerySet[Sou name_resolver=lambda task_cls, collection: ( f"Post-processing: {task_cls.name} on Capture Set {collection.pk}" ), - description="Run Small Size Filter post-processing task (async)", - title="Run Small Size Filter", - submit_label="Run Small Size Filter", ) actions = [ diff --git a/ami/ml/post_processing/admin/actions.py b/ami/ml/post_processing/admin/actions.py index dc2eff96c..fb99b474b 100644 --- a/ami/ml/post_processing/admin/actions.py +++ b/ami/ml/post_processing/admin/actions.py @@ -26,6 +26,7 @@ import pydantic from django.contrib import admin, messages +from django.db import transaction from django.db.models import Model from django.db.models.query import QuerySet from django.http import HttpRequest, HttpResponse @@ -114,16 +115,22 @@ def default_build_jobs( if errors: raise ConfigValidationErrors(errors) + # Create all Jobs in one transaction so the operation stays all-or-nothing even + # if a create fails mid-loop. (Admin requests are already atomic via + # ATOMIC_REQUESTS, but this helper may also be called outside a request — e.g. a + # management command — where there's no ambient transaction.) Job.enqueue() uses + # transaction.on_commit, so enqueues fire only once the block commits. job_pks: list[int] = [] - for obj, model in validated: - job = Job.objects.create( - name=name_resolver(task_cls, obj), - project=project_resolver(obj), - job_type_key="post_processing", - params={"task": task_cls.key, "config": model.dict()}, - ) - job.enqueue() - job_pks.append(job.pk) + with transaction.atomic(): + for obj, model in validated: + job = Job.objects.create( + name=name_resolver(task_cls, obj), + project=project_resolver(obj), + job_type_key="post_processing", + params={"task": task_cls.key, "config": model.dict()}, + ) + job.enqueue() + job_pks.append(job.pk) return job_pks @@ -140,6 +147,8 @@ def render_confirmation( ) -> TemplateResponse: """Render the shared intermediate confirmation page for ``task_cls``.""" opts = model_admin.model._meta + # Resolve the selection once; count from the materialized list (one query, not two). + selected_pks = [str(pk) for pk in queryset.values_list("pk", flat=True)] return TemplateResponse( request, CONFIRMATION_TEMPLATE, @@ -148,8 +157,8 @@ def render_confirmation( "title": title, "task_label": task_cls.name, "form": form, - "selected_count": queryset.count(), - "selected_pks": [str(pk) for pk in queryset.values_list("pk", flat=True)], + "selected_count": len(selected_pks), + "selected_pks": selected_pks, "action_name": action_name, "submit_label": submit_label, "changelist_url": reverse(f"admin:{opts.app_label}_{opts.model_name}_changelist"), @@ -252,10 +261,13 @@ def _render(form: BasePostProcessingActionForm) -> TemplateResponse: queryset=queryset, task_cls=task_cls, form_field_names=set(form.fields), - scope_resolver=scope_resolver, project_resolver=project_resolver, name_resolver=name_resolver, ) + # Only forward scope_resolver when set. A custom build_jobs supplied without + # a scope_resolver should not receive a None it might try to call. + if scope_resolver is not None: + kwargs["scope_resolver"] = scope_resolver try: job_pks = runner(**kwargs) except ConfigValidationErrors as exc: diff --git a/ami/ml/post_processing/base.py b/ami/ml/post_processing/base.py index 5b92332bb..40b01aeaa 100644 --- a/ami/ml/post_processing/base.py +++ b/ami/ml/post_processing/base.py @@ -1,4 +1,5 @@ import abc +import inspect import logging import typing from typing import Any, Optional @@ -29,6 +30,11 @@ class BasePostProcessingTask(abc.ABC): def __init_subclass__(cls, **kwargs): super().__init_subclass__(**kwargs) + # Only enforce the contract on concrete tasks. An abstract intermediary + # (e.g. a shared mixin with an unimplemented abstractmethod) may legitimately + # defer key/name/config_schema to its concrete subclasses. + if inspect.isabstract(cls): + return required_attrs = ["key", "name", "config_schema"] for attr in required_attrs: if not hasattr(cls, attr) or getattr(cls, attr) is None: diff --git a/ami/ml/post_processing/tests/test_action_factory.py b/ami/ml/post_processing/tests/test_action_factory.py index a2d1bb47e..634f90320 100644 --- a/ami/ml/post_processing/tests/test_action_factory.py +++ b/ami/ml/post_processing/tests/test_action_factory.py @@ -6,7 +6,8 @@ ``build_jobs`` override hook used by tasks with a non-default row→Job mapping. """ import pytest -from django.test import TestCase +from django.contrib import admin as django_admin +from django.test import RequestFactory, TestCase from ami.jobs.models import Job from ami.main.models import SourceImageCollection @@ -94,6 +95,19 @@ def test_all_or_nothing_when_one_row_is_invalid(self): self.assertEqual(Job.objects.filter(job_type_key="post_processing").count(), 0) +class _StubAdmin: + """Minimal ModelAdmin stand-in for invoking an action outside the admin site.""" + + model = SourceImageCollection + admin_site = django_admin.site + + def __init__(self) -> None: + self.messages: list[tuple[str, object]] = [] + + def message_user(self, request, message, level=None, **kwargs) -> None: + self.messages.append((message, level)) + + class TestBuildJobsOverrideHook(TestCase): def setUp(self) -> None: self.project, _ = setup_test_project(reuse=False) @@ -111,5 +125,22 @@ def custom_build_jobs(**kwargs): SmallSizeFilterActionForm, build_jobs=custom_build_jobs, ) - self.assertEqual(action.__name__, "run_small_size_filter") # build_jobs supplied, so scope_resolver is optional (no ValueError on construction). + self.assertEqual(action.__name__, "run_small_size_filter") + + # Actually invoke the action through the confirm leg so the custom runner runs. + request = RequestFactory().post("/", data={"confirm": "yes", "size_threshold": "0.001"}) + admin_stub = _StubAdmin() + queryset = SourceImageCollection.objects.filter(pk=self.collection.pk) + + result = action(admin_stub, request, queryset) + + # Success leg returns None and reports the pks the custom runner produced. + self.assertIsNone(result) + self.assertTrue(calls, "custom build_jobs was never invoked") + self.assertEqual(calls["task_cls"], SmallSizeFilterTask) + self.assertEqual(calls["config"], {"size_threshold": 0.001}) + # scope_resolver was not supplied, so it must not be forwarded as None. + self.assertNotIn("scope_resolver", calls) + self.assertEqual(len(admin_stub.messages), 1) + self.assertIn("[101, 102]", admin_stub.messages[0][0]) diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index 4cd33edf9..e852e9aa5 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -43,7 +43,8 @@ class TestSmallSizeFilterIntermediatePage(_SmallSizeFilterAdminCase): def test_renders_intermediate_page_without_confirm(self): response = self._post({}) self.assertEqual(response.status_code, 200) - self.assertIn(b"Run Small Size Filter", response.content) + # Labels derive from SmallSizeFilterTask.name ("Small size filter"). + self.assertIn(b"Run Small size filter", response.content) # The form's field is named size_threshold; the rendered uses that name. self.assertIn(b'name="size_threshold"', response.content) # No Job created on the GET-equivalent step. From 329489e12b4b6a07d41a884ea916e7c33a88e933 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Fri, 5 Jun 2026 16:52:00 -0700 Subject: [PATCH 08/19] test(post-processing): prune redundant tests, cover atomicity and abstract guard MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit End-of-PR test audit (separate from the TDD scaffolding): - Remove test_default_threshold_applies_when_form_uses_initial: size_threshold is a required field and can't be omitted, so it just re-POSTed the default value — identical mechanism to the existing valid-post test. The default is already covered by the form-initial and schema-default unit tests. - Rewrite the mislabeled "all-or-nothing" test into a real one. The old version gave every row the same out-of-range threshold, so both failed at validation and the creation loop was never reached. The new test passes validation, forces a failure while creating the second Job, and asserts the first is rolled back — actually exercising the transaction.atomic() wrap. - Add coverage for the inspect.isabstract guard in __init_subclass__: an abstract intermediary may defer key/name/config_schema to its concrete subclasses. 24 post_processing tests green. Co-Authored-By: Claude --- .../tests/test_action_factory.py | 26 +++++++++++++++---- .../post_processing/tests/test_base_schema.py | 16 ++++++++++++ .../tests/test_small_size_filter_admin.py | 11 -------- 3 files changed, 37 insertions(+), 16 deletions(-) diff --git a/ami/ml/post_processing/tests/test_action_factory.py b/ami/ml/post_processing/tests/test_action_factory.py index 634f90320..3c5fd1286 100644 --- a/ami/ml/post_processing/tests/test_action_factory.py +++ b/ami/ml/post_processing/tests/test_action_factory.py @@ -86,12 +86,28 @@ def test_out_of_range_config_raises_and_creates_no_jobs(self): self.assertIn("size_threshold", fields) self.assertEqual(Job.objects.filter(job_type_key="post_processing").count(), 0) - def test_all_or_nothing_when_one_row_is_invalid(self): + def test_create_failure_midway_rolls_back_all_jobs(self): + # Validation passes for both rows, so we reach the creation loop. Force a + # failure while creating the *second* Job and assert the first one is rolled + # back — i.e. the transaction.atomic() wrap makes creation all-or-nothing. + # Without it, the first INSERT would leak before the failure. good = SourceImageCollection.objects.create(project=self.project, name="good") - qs = SourceImageCollection.objects.filter(pk__in=[self.collection.pk, good.pk]) - # size_threshold out of range fails for every row -> nothing created. - with pytest.raises(ConfigValidationErrors): - default_build_jobs(**_ssf_kwargs(qs, {"size_threshold": 5.0})) + qs = SourceImageCollection.objects.filter(pk__in=[self.collection.pk, good.pk]).order_by("pk") + + seen: list[int] = [] + + def exploding_name_resolver(task_cls, obj): + seen.append(obj.pk) + if len(seen) == 2: + raise RuntimeError("boom while creating the second job") + return f"SSF {obj.pk}" + + kwargs = _ssf_kwargs(qs, {"size_threshold": 0.001}) + kwargs["name_resolver"] = exploding_name_resolver + + with pytest.raises(RuntimeError): + default_build_jobs(**kwargs) + self.assertEqual(Job.objects.filter(job_type_key="post_processing").count(), 0) diff --git a/ami/ml/post_processing/tests/test_base_schema.py b/ami/ml/post_processing/tests/test_base_schema.py index 7ec238d92..5d37cecd5 100644 --- a/ami/ml/post_processing/tests/test_base_schema.py +++ b/ami/ml/post_processing/tests/test_base_schema.py @@ -1,4 +1,7 @@ """Tests for the pydantic ``config_schema`` contract on ``BasePostProcessingTask``.""" +import abc +import inspect + import pydantic import pytest from django.test import TestCase @@ -20,6 +23,19 @@ class Missing(BasePostProcessingTask): def run(self) -> None: pass + def test_abstract_subclass_is_not_required_to_declare_contract(self): + # An abstract intermediary (leaves an abstractmethod unimplemented) may defer + # key/name/config_schema to its concrete subclasses without raising. + class AbstractFilter(BasePostProcessingTask): + @abc.abstractmethod + def filter_step(self) -> None: + ... + + def run(self) -> None: # pragma: no cover - never instantiated + pass + + self.assertTrue(inspect.isabstract(AbstractFilter)) + def test_valid_config_builds_basemodel_instance(self): task = SmallSizeFilterTask(source_image_collection_id=1, size_threshold=0.001) self.assertIsInstance(task.config, SmallSizeFilterConfig) diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index e852e9aa5..2a2c3f753 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -88,17 +88,6 @@ def test_valid_post_creates_one_job_with_threshold_in_config(self): self.assertEqual(job.params["config"]["size_threshold"], 0.001) self.assertEqual(job.params["config"]["source_image_collection_id"], self.collection.pk) - def test_default_threshold_applies_when_form_uses_initial(self): - # Submitting the initial value (rendered into the form) creates a job with default threshold. - response = self._post({"confirm": "yes", "size_threshold": "0.0008"}) - self.assertEqual(response.status_code, 302) - - job = Job.objects.get( - project=self.project, - job_type_key="post_processing", - ) - self.assertEqual(job.params["config"]["size_threshold"], 0.0008) - class TestSmallSizeFilterMultiCollection(_SmallSizeFilterAdminCase): def setUp(self) -> None: From beacb3f75e9ccd2adfe998611b9b74396f8449e4 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Mon, 8 Jun 2026 13:31:15 -0700 Subject: [PATCH 09/19] feat(post-processing): per-occurrence trigger and job stage metrics Make post-processing filters easier to develop against and observe. Per-occurrence trigger (the dev/spot path): SmallSizeFilterConfig now accepts either source_image_collection_id or occurrence_id (discriminated scope, exactly-one enforced by a pydantic root_validator), and the task resolves its detection queryset from whichever scope is set. OccurrenceAdmin gains a run_small_size_filter action via the same make_post_processing_action factory, so an operator can run a filter on a single selected occurrence without standing up a whole capture set. This discriminated-scope shape is the pattern future per-occurrence / per-event tasks (#999, #1272) copy. Job stage metrics (run observability): BasePostProcessingTask.report_stage_metrics writes named counters onto the job's post_processing stage (falling back to a log line when run without a job). The small size filter emits detections_checked, detections_flagged and occurrences_updated at each flush and on completion, so the Jobs admin page shows what a run examined and changed. Tests: schema scope cases (occurrence-only valid, both-scopes raise, no-scope raises); the OccurrenceAdmin action enqueues a job scoped to occurrence_id; run-time occurrence-scope isolation (sibling occurrences untouched); and stage-metric reporting on a real job. Co-Authored-By: Claude --- ami/main/admin.py | 13 ++++ ami/ml/post_processing/base.py | 20 ++++++ ami/ml/post_processing/small_size_filter.py | 66 ++++++++++++++---- .../post_processing/tests/test_base_schema.py | 20 +++++- .../tests/test_small_size_filter_admin.py | 33 ++++++++- ami/ml/tests.py | 68 +++++++++++++++++++ 6 files changed, 202 insertions(+), 18 deletions(-) diff --git a/ami/main/admin.py b/ami/main/admin.py index bcb9154a0..dede5a94d 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -415,6 +415,19 @@ def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: def detections_count(self, obj) -> int: return obj.detections_count + # Per-occurrence post-processing trigger. Same factory as the capture-set + # action on SourceImageCollectionAdmin, scoped to one occurrence — the fast + # spot/dev path for iterating on a filter without running a whole collection. + # New per-occurrence tasks add their own action here the same way. + run_small_size_filter = make_post_processing_action( + SmallSizeFilterTask, + SmallSizeFilterActionForm, + scope_resolver=lambda occurrence: {"occurrence_id": occurrence.pk}, + name_resolver=lambda task_cls, occurrence: (f"Post-processing: {task_cls.name} on Occurrence {occurrence.pk}"), + ) + + actions = [run_small_size_filter] + ordering = ("-created_at",) # Add classifications as inline diff --git a/ami/ml/post_processing/base.py b/ami/ml/post_processing/base.py index 40b01aeaa..863312344 100644 --- a/ami/ml/post_processing/base.py +++ b/ami/ml/post_processing/base.py @@ -81,6 +81,26 @@ def update_progress(self, progress: float): # No job object — fallback to plain logging self.logger.info(f"[{self.name}] Progress {progress:.0%}") + def report_stage_metrics(self, metrics: dict[str, Any]): + """Surface human-readable counters on the job's post-processing stage. + + Each ``{label: value}`` pair becomes a stage parameter visible on the Jobs + admin page (e.g. ``{"Detections checked": 540, "Flagged": 12}``), so an + operator can see what a run examined and changed without reading the log. + Labels may contain spaces; pass them as dict keys rather than kwargs. + + Falls back to a single log line when running jobless (tests, management + commands), so the same call site works in both contexts. + """ + if not self.job: + self.logger.info(f"[{self.name}] " + ", ".join(f"{k}: {v}" for k, v in metrics.items())) + return + + stage_key = self.job.job_type_key + for label, value in metrics.items(): + self.job.progress.add_or_update_stage_param(stage_key, label, value) + self.job.save(update_fields=["progress"]) + @abc.abstractmethod def run(self) -> None: """ diff --git a/ami/ml/post_processing/small_size_filter.py b/ami/ml/post_processing/small_size_filter.py index 8637775bd..d6d558832 100644 --- a/ami/ml/post_processing/small_size_filter.py +++ b/ami/ml/post_processing/small_size_filter.py @@ -1,4 +1,5 @@ import pydantic +from django.db.models import QuerySet from django.utils import timezone from ami.main.models import Classification, Detection, Occurrence, SourceImageCollection, Taxon, TaxonRank @@ -7,7 +8,12 @@ class SmallSizeFilterConfig(pydantic.BaseModel): - source_image_collection_id: int + # Scope: exactly one of these identifies which detections to examine. A capture + # set is the bulk path; a single occurrence is the spot/dev path (fast feedback + # while tuning a filter). This discriminated-scope shape is the pattern other + # post-processing tasks copy when they gain per-occurrence / per-event triggers. + source_image_collection_id: int | None = None + occurrence_id: int | None = None size_threshold: float = 0.0008 @pydantic.validator("size_threshold") @@ -16,6 +22,13 @@ def _threshold_in_unit_interval(cls, v: float) -> float: raise ValueError("size_threshold must be in (0, 1) exclusive") return v + @pydantic.root_validator(skip_on_failure=True) + def _exactly_one_scope(cls, values: dict) -> dict: + scopes = [values.get("source_image_collection_id"), values.get("occurrence_id")] + if sum(s is not None for s in scopes) != 1: + raise ValueError("Provide exactly one of source_image_collection_id or occurrence_id") + return values + class Config: extra = "forbid" @@ -25,10 +38,34 @@ class SmallSizeFilterTask(BasePostProcessingTask): name = "Small size filter" config_schema = SmallSizeFilterConfig + def _scoped_detections(self, config: SmallSizeFilterConfig) -> tuple[QuerySet[Detection], str]: + """Resolve the detections to examine from whichever scope the config carries. + + ``config_schema`` guarantees exactly one of the scope ids is set, so the + single ``else`` branch is sound. + """ + if config.occurrence_id is not None: + if not Occurrence.objects.filter(pk=config.occurrence_id).exists(): + msg = f"Occurrence {config.occurrence_id} not found" + self.logger.error(msg) + raise ValueError(msg) + detections = Detection.objects.filter(occurrence_id=config.occurrence_id) + scope_desc = f"occurrence {config.occurrence_id}" + else: + try: + collection = SourceImageCollection.objects.get(pk=config.source_image_collection_id) + except SourceImageCollection.DoesNotExist: + msg = f"SourceImageCollection {config.source_image_collection_id} not found" + self.logger.error(msg) + raise ValueError(msg) + self.logger.info(f"Loaded SourceImageCollection {collection.pk} (Project={collection.project})") + detections = Detection.objects.filter(source_image__collections=collection) + scope_desc = f"collection {collection.pk}" + return detections.select_related("source_image", "occurrence"), scope_desc + def run(self) -> None: config: SmallSizeFilterConfig = self.config # type: ignore[assignment] threshold = config.size_threshold - collection_id = config.source_image_collection_id # Get or create the "Not identifiable" taxon not_identifiable_taxon, _ = Taxon.objects.get_or_create( @@ -40,24 +77,16 @@ def run(self) -> None: ) self.logger.info(f"=== Starting {self.name} ===") - try: - collection = SourceImageCollection.objects.get(pk=collection_id) - self.logger.info(f"Loaded SourceImageCollection {collection_id} (Project={collection.project})") - except SourceImageCollection.DoesNotExist: - msg = f"SourceImageCollection {collection_id} not found" - self.logger.error(msg) - raise ValueError(msg) - - detections = Detection.objects.filter(source_image__collections=collection).select_related( - "source_image", "occurrence" - ) + detections, scope_desc = self._scoped_detections(config) total = detections.count() - self.logger.info(f"Found {total} detections in collection {collection_id}") + self.logger.info(f"Found {total} detections in {scope_desc}") classifications_to_create: list[Classification] = [] # Can't use set until an instance has an id detections_to_update: set[Detection] = set() occcurrences_to_update: set[Occurrence] = set() modified_detections = 0 + modified_occurrences = 0 + checked = 0 for i, det in enumerate(detections.iterator(), start=1): bbox = det.get_bbox() @@ -103,6 +132,7 @@ def run(self) -> None: # Update progress every 100 detections if i % 100 == 0 or i == total: + checked = i modified_detections += len(detections_to_update) # with transaction.atomic(): @@ -119,9 +149,17 @@ def run(self) -> None: self.logger.info(f"Updating {len(occcurrences_to_update)} occurrences") for occ in occcurrences_to_update: occ.save(update_determination=True) + modified_occurrences += len(occcurrences_to_update) occcurrences_to_update.clear() progress = i / total if total > 0 else 1.0 self.update_progress(progress) + self.report_stage_metrics( + { + "detections_checked": checked, + "detections_flagged": modified_detections, + "occurrences_updated": modified_occurrences, + } + ) self.logger.info(f"=== Completed {self.name}: {modified_detections} of {total} detections modified ===") diff --git a/ami/ml/post_processing/tests/test_base_schema.py b/ami/ml/post_processing/tests/test_base_schema.py index 5d37cecd5..79380a40c 100644 --- a/ami/ml/post_processing/tests/test_base_schema.py +++ b/ami/ml/post_processing/tests/test_base_schema.py @@ -48,14 +48,28 @@ def test_default_value_applies_when_omitted(self): config: SmallSizeFilterConfig = task.config # type: ignore[assignment] self.assertEqual(config.size_threshold, 0.0008) - def test_invalid_config_raises_at_init(self): + def test_occurrence_scope_is_accepted(self): + # The discriminated scope: an occurrence id is a valid alternative to a + # collection id (the per-occurrence / dev trigger). + task = SmallSizeFilterTask(occurrence_id=7) + config: SmallSizeFilterConfig = task.config # type: ignore[assignment] + self.assertEqual(config.occurrence_id, 7) + self.assertIsNone(config.source_image_collection_id) + + def test_both_scopes_at_once_raises(self): + # Exactly one scope must be set; supplying both is ambiguous. with pytest.raises(pydantic.ValidationError): - SmallSizeFilterTask(source_image_collection_id=1, size_threshold=2.0) + SmallSizeFilterTask(source_image_collection_id=1, occurrence_id=7) - def test_missing_required_field_raises(self): + def test_no_scope_raises(self): + # Neither scope set — nothing identifies which detections to examine. with pytest.raises(pydantic.ValidationError): SmallSizeFilterTask(size_threshold=0.001) + def test_invalid_config_raises_at_init(self): + with pytest.raises(pydantic.ValidationError): + SmallSizeFilterTask(source_image_collection_id=1, size_threshold=2.0) + def test_unknown_keys_rejected(self): with pytest.raises(pydantic.ValidationError): SmallSizeFilterTask(source_image_collection_id=1, unknown_field="oops") diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index 2a2c3f753..bb32f7b0a 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -8,7 +8,7 @@ from django.urls import reverse from ami.jobs.models import Job -from ami.main.models import SourceImageCollection +from ami.main.models import Occurrence, SourceImageCollection from ami.tests.fixtures.main import setup_test_project from ami.users.models import User @@ -89,6 +89,37 @@ def test_valid_post_creates_one_job_with_threshold_in_config(self): self.assertEqual(job.params["config"]["source_image_collection_id"], self.collection.pk) +class TestSmallSizeFilterOccurrenceScope(TestCase): + """The per-occurrence trigger on OccurrenceAdmin uses the same factory with an + ``occurrence_id`` scope — the fast spot/dev path for iterating on a filter.""" + + def setUp(self) -> None: + self.superuser = User.objects.create_superuser(email="ssfocc@example.com", password="x") + self.client = Client() + self.client.force_login(self.superuser) + self.project, self.deployment = setup_test_project(reuse=False) + self.occurrence = Occurrence.objects.create(project=self.project, deployment=self.deployment) + + def test_valid_post_creates_one_job_scoped_to_the_occurrence(self): + url = reverse("admin:main_occurrence_changelist") + response = self.client.post( + url, + data={ + "action": "run_small_size_filter", + django_admin.helpers.ACTION_CHECKBOX_NAME: [str(self.occurrence.pk)], + "confirm": "yes", + "size_threshold": "0.001", + }, + ) + self.assertEqual(response.status_code, 302) + + job = Job.objects.get(project=self.project, job_type_key="post_processing") + self.assertEqual(job.params["task"], "small_size_filter") + self.assertEqual(job.params["config"]["occurrence_id"], self.occurrence.pk) + # Collection scope stays absent so the schema's exactly-one-scope rule holds. + self.assertIsNone(job.params["config"].get("source_image_collection_id")) + + class TestSmallSizeFilterMultiCollection(_SmallSizeFilterAdminCase): def setUp(self) -> None: super().setUp() diff --git a/ami/ml/tests.py b/ami/ml/tests.py index ea375135e..453d35899 100644 --- a/ami/ml/tests.py +++ b/ami/ml/tests.py @@ -1414,6 +1414,74 @@ def test_small_size_filter_assigns_not_identifiable(self): f"Occurrence {occurrence.pk} should have its determination set to 'Not identifiable'.", ) + def test_occurrence_scope_only_touches_that_occurrence(self): + """Per-occurrence scope: running with ``occurrence_id`` flags only that + occurrence's detections and leaves sibling occurrences untouched.""" + detections = [] + for image in self.collection.images.all(): + det = Detection.objects.create( + source_image=image, + bbox=[0, 0, 10, 10], # small + created_at=datetime.datetime.now(datetime.timezone.utc), + ) + det.associate_new_occurrence() + detections.append(det) + self.assertGreaterEqual(len(detections), 2) + + target = detections[0] + SmallSizeFilterTask(occurrence_id=target.occurrence_id, size_threshold=0.01).run() + + not_identifiable_taxon = Taxon.objects.get(name="Not identifiable") + self.assertEqual( + Classification.objects.filter(detection=target, taxon=not_identifiable_taxon).count(), + 1, + "The scoped occurrence's detection should be flagged.", + ) + for other in detections[1:]: + self.assertFalse( + Classification.objects.filter(detection=other, taxon=not_identifiable_taxon).exists(), + f"Detection {other.pk} outside the scoped occurrence should be untouched.", + ) + + def test_run_reports_stage_metrics_on_job(self): + """The task surfaces ``detections_checked`` / ``detections_flagged`` / + ``occurrences_updated`` as stage params on its Job so an operator can see + what a run examined and changed without reading the log.""" + from ami.jobs.models import Job + + for image in self.collection.images.all(): + Detection.objects.create( + source_image=image, + bbox=[0, 0, 10, 10], # small → flagged + created_at=datetime.datetime.now(datetime.timezone.utc), + ).associate_new_occurrence() + total = Detection.objects.filter(source_image__in=self.collection.images.all()).count() + self.assertGreater(total, 0) + + job = Job.objects.create( + project=self.project, + name="stage metrics test", + job_type_key="post_processing", + params={ + "task": "small_size_filter", + "config": {"source_image_collection_id": self.collection.pk, "size_threshold": 0.01}, + }, + ) + job.progress.add_stage("Post Processing", key="post_processing") + job.save() + + SmallSizeFilterTask( + job=job, + source_image_collection_id=self.collection.pk, + size_threshold=0.01, + ).run() + + job.refresh_from_db() + params = {p.name: p.value for p in job.progress.get_stage("post_processing").params} + self.assertEqual(params.get("detections_checked"), total) + self.assertEqual(params.get("detections_flagged"), total) # every detection is small + self.assertGreaterEqual(params.get("occurrences_updated"), 1) + class TestTaskStateManager(TestCase): """Test TaskStateManager for job progress tracking.""" From 3d74ed9d3e9460fd2173c292ef46320421126a17 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Mon, 8 Jun 2026 14:36:31 -0700 Subject: [PATCH 10/19] fix(post-processing): dedup occurrences_updated across flush batches The metric incremented from a batch-local set that is cleared each flush, so an occurrence whose detections span more than one batch was counted once per batch. Track occurrence ids in a persistent set and report its size instead. Detections never recur across batches, so detections_flagged was already correct. Addresses CodeRabbit review on beacb3f7. Co-Authored-By: Claude --- ami/ml/post_processing/small_size_filter.py | 7 ++++++- ami/ml/tests.py | 4 +++- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/ami/ml/post_processing/small_size_filter.py b/ami/ml/post_processing/small_size_filter.py index d6d558832..ea762ce3b 100644 --- a/ami/ml/post_processing/small_size_filter.py +++ b/ami/ml/post_processing/small_size_filter.py @@ -85,6 +85,9 @@ def run(self) -> None: detections_to_update: set[Detection] = set() occcurrences_to_update: set[Occurrence] = set() modified_detections = 0 + # Track occurrence ids across flush batches so an occurrence whose detections + # span more than one batch is counted once, not once per batch. + updated_occurrence_ids: set[int] = set() modified_occurrences = 0 checked = 0 @@ -149,7 +152,9 @@ def run(self) -> None: self.logger.info(f"Updating {len(occcurrences_to_update)} occurrences") for occ in occcurrences_to_update: occ.save(update_determination=True) - modified_occurrences += len(occcurrences_to_update) + if occ.pk is not None: + updated_occurrence_ids.add(occ.pk) + modified_occurrences = len(updated_occurrence_ids) occcurrences_to_update.clear() progress = i / total if total > 0 else 1.0 diff --git a/ami/ml/tests.py b/ami/ml/tests.py index 453d35899..47312e57d 100644 --- a/ami/ml/tests.py +++ b/ami/ml/tests.py @@ -1480,7 +1480,9 @@ def test_run_reports_stage_metrics_on_job(self): params = {p.name: p.value for p in job.progress.get_stage("post_processing").params} self.assertEqual(params.get("detections_checked"), total) self.assertEqual(params.get("detections_flagged"), total) # every detection is small - self.assertGreaterEqual(params.get("occurrences_updated"), 1) + # Each detection has its own occurrence here, so the deduped occurrence + # count equals the detection count. + self.assertEqual(params.get("occurrences_updated"), total) class TestTaskStateManager(TestCase): From d977b7a795ef38f624bc9cee46f10c3b5b3c335a Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Tue, 9 Jun 2026 17:08:47 -0700 Subject: [PATCH 11/19] test: cut post-processing test fixture cost Replace per-test setup_test_project calls with minimal Project/Collection/ Occurrence rows and class-level setUpTestData in the admin-action and factory tests; the admin flow only reads FKs, so the full fixture (storage source, deployment, processing service per call) was wasted cost. Convert the pure form tests to SimpleTestCase (no DB) and drop one redundant valid-path form test already covered end to end by the admin and factory flows. TestPostProcessingTasks now builds its images/events/collection once per class instead of once per test. Module wall-clock roughly halves locally (8.8s -> 4.5s warm), and the double setup_test_project in the multi-collection admin test that intermittently hit a statement timeout in CI is gone. Co-Authored-By: Claude --- .../tests/test_action_factory.py | 27 ++++++---- .../post_processing/tests/test_admin_form.py | 14 ++---- .../tests/test_small_size_filter_admin.py | 49 ++++++++++++------- ami/ml/tests.py | 27 +++++----- 4 files changed, 68 insertions(+), 49 deletions(-) diff --git a/ami/ml/post_processing/tests/test_action_factory.py b/ami/ml/post_processing/tests/test_action_factory.py index 3c5fd1286..395abac3a 100644 --- a/ami/ml/post_processing/tests/test_action_factory.py +++ b/ami/ml/post_processing/tests/test_action_factory.py @@ -4,13 +4,17 @@ action's registered name, the default one-Job-per-row builder (task key, scope injection, project FK), schema-error mapping back onto form fields, and the ``build_jobs`` override hook used by tasks with a non-default row→Job mapping. + +DB-backed classes build a bare Project/Collection once per class via +``setUpTestData`` — the factory only reads FKs, so the heavier +``setup_test_project`` fixture is unnecessary. """ import pytest from django.contrib import admin as django_admin -from django.test import RequestFactory, TestCase +from django.test import RequestFactory, SimpleTestCase, TestCase from ami.jobs.models import Job -from ami.main.models import SourceImageCollection +from ami.main.models import Project, SourceImageCollection from ami.ml.post_processing.admin.actions import ( ConfigValidationErrors, default_build_jobs, @@ -18,7 +22,6 @@ ) from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm from ami.ml.post_processing.small_size_filter import SmallSizeFilterTask -from ami.tests.fixtures.main import setup_test_project def _ssf_kwargs(queryset, config): @@ -36,7 +39,9 @@ def _ssf_kwargs(queryset, config): ) -class TestActionRegistration(TestCase): +class TestActionRegistration(SimpleTestCase): + """Factory construction is pure function-building — no DB involved.""" + def test_action_name_is_run_plus_task_key(self): action = make_post_processing_action( SmallSizeFilterTask, @@ -60,9 +65,10 @@ def test_requires_scope_resolver_or_build_jobs(self): class TestDefaultBuildJobs(TestCase): - def setUp(self) -> None: - self.project, _ = setup_test_project(reuse=False) - self.collection = SourceImageCollection.objects.create(project=self.project, name="c1") + @classmethod + def setUpTestData(cls) -> None: + cls.project = Project.objects.create(name="Factory default_build_jobs test") + cls.collection = SourceImageCollection.objects.create(project=cls.project, name="c1") def test_creates_one_job_per_row_with_task_key_and_scope(self): qs = SourceImageCollection.objects.filter(pk=self.collection.pk) @@ -125,9 +131,10 @@ def message_user(self, request, message, level=None, **kwargs) -> None: class TestBuildJobsOverrideHook(TestCase): - def setUp(self) -> None: - self.project, _ = setup_test_project(reuse=False) - self.collection = SourceImageCollection.objects.create(project=self.project, name="c1") + @classmethod + def setUpTestData(cls) -> None: + cls.project = Project.objects.create(name="Factory build_jobs hook test") + cls.collection = SourceImageCollection.objects.create(project=cls.project, name="c1") def test_custom_build_jobs_is_used_instead_of_default(self): calls = {} diff --git a/ami/ml/post_processing/tests/test_admin_form.py b/ami/ml/post_processing/tests/test_admin_form.py index 829494987..d74f19b93 100644 --- a/ami/ml/post_processing/tests/test_admin_form.py +++ b/ami/ml/post_processing/tests/test_admin_form.py @@ -4,10 +4,11 @@ ``size_threshold`` is owned by ``SmallSizeFilterConfig`` (the schema), not the form. Bound enforcement therefore lives in ``test_base_schema.py`` and in the admin-action flow (``test_small_size_filter_admin.py`` / -``test_action_factory.py``), not here. +``test_action_factory.py``), not here. The happy valid-value path is likewise +covered end to end by those flows. Forms never touch the DB → SimpleTestCase. """ from django import forms -from django.test import TestCase +from django.test import SimpleTestCase from ami.ml.post_processing.admin.forms import BasePostProcessingActionForm from ami.ml.post_processing.admin.small_size_filter_form import SmallSizeFilterActionForm @@ -17,23 +18,18 @@ class _OneFieldForm(BasePostProcessingActionForm): threshold = forms.FloatField(initial=0.5) -class TestBasePostProcessingActionForm(TestCase): +class TestBasePostProcessingActionForm(SimpleTestCase): def test_to_config_returns_cleaned_data(self): form = _OneFieldForm(data={"threshold": "0.25"}) self.assertTrue(form.is_valid()) self.assertEqual(form.to_config(), {"threshold": 0.25}) -class TestSmallSizeFilterActionForm(TestCase): +class TestSmallSizeFilterActionForm(SimpleTestCase): def test_default_initial_matches_config_default(self): form = SmallSizeFilterActionForm() self.assertEqual(form.fields["size_threshold"].initial, 0.0008) - def test_valid_threshold_passes(self): - form = SmallSizeFilterActionForm(data={"size_threshold": "0.001"}) - self.assertTrue(form.is_valid()) - self.assertEqual(form.to_config(), {"size_threshold": 0.001}) - def test_non_numeric_threshold_rejected_at_form_layer(self): # Type coercion is still the form's job; range is not. form = SmallSizeFilterActionForm(data={"size_threshold": "not-a-number"}) diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index bb32f7b0a..3977b47e5 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -2,32 +2,39 @@ Covers the intermediate confirmation page, the per-collection Job creation, the schema-validated config payload, and form-error re-render. + +Fixtures are intentionally minimal: bare Project/Collection/Occurrence rows, +created once per class via ``setUpTestData``. The admin flow only reads FKs — +it never touches captures, taxa, or events — so the full ``setup_test_project`` +fixture (storage source, deployment, processing service per call) is wasted +cost here and was what made this module the slowest part of the suite. """ from django.contrib import admin as django_admin from django.test import Client, TestCase from django.urls import reverse from ami.jobs.models import Job -from ami.main.models import Occurrence, SourceImageCollection -from ami.tests.fixtures.main import setup_test_project +from ami.main.models import Occurrence, Project, SourceImageCollection from ami.users.models import User class _SmallSizeFilterAdminCase(TestCase): - def setUp(self) -> None: - self.superuser = User.objects.create_superuser( - email="ssfadmin@example.com", + @classmethod + def setUpTestData(cls) -> None: + cls.superuser = User.objects.create_superuser( + email=f"ssfadmin+{cls.__name__}@example.com", password="x", ) - self.client = Client() - self.client.force_login(self.superuser) - - self.project, self.deployment = setup_test_project(reuse=False) - self.collection = SourceImageCollection.objects.create( - project=self.project, + cls.project = Project.objects.create(name=f"SSF admin test ({cls.__name__})") + cls.collection = SourceImageCollection.objects.create( + project=cls.project, name="SSF admin test collection", ) + def setUp(self) -> None: + self.client = Client() + self.client.force_login(self.superuser) + def _post(self, data: dict, pks: list[int] | None = None): url = reverse("admin:main_sourceimagecollection_changelist") selected = [str(pk) for pk in (pks or [self.collection.pk])] @@ -93,12 +100,15 @@ class TestSmallSizeFilterOccurrenceScope(TestCase): """The per-occurrence trigger on OccurrenceAdmin uses the same factory with an ``occurrence_id`` scope — the fast spot/dev path for iterating on a filter.""" + @classmethod + def setUpTestData(cls) -> None: + cls.superuser = User.objects.create_superuser(email="ssfocc@example.com", password="x") + cls.project = Project.objects.create(name="SSF occurrence-scope test") + cls.occurrence = Occurrence.objects.create(project=cls.project) + def setUp(self) -> None: - self.superuser = User.objects.create_superuser(email="ssfocc@example.com", password="x") self.client = Client() self.client.force_login(self.superuser) - self.project, self.deployment = setup_test_project(reuse=False) - self.occurrence = Occurrence.objects.create(project=self.project, deployment=self.deployment) def test_valid_post_creates_one_job_scoped_to_the_occurrence(self): url = reverse("admin:main_occurrence_changelist") @@ -121,12 +131,13 @@ def test_valid_post_creates_one_job_scoped_to_the_occurrence(self): class TestSmallSizeFilterMultiCollection(_SmallSizeFilterAdminCase): - def setUp(self) -> None: - super().setUp() + @classmethod + def setUpTestData(cls) -> None: + super().setUpTestData() # Second collection in a different project. - self.other_project, _ = setup_test_project(reuse=False) - self.other_collection = SourceImageCollection.objects.create( - project=self.other_project, + cls.other_project = Project.objects.create(name="SSF admin test (other project)") + cls.other_collection = SourceImageCollection.objects.create( + project=cls.other_project, name="Other collection", ) diff --git a/ami/ml/tests.py b/ami/ml/tests.py index 47312e57d..f3f4f25db 100644 --- a/ami/ml/tests.py +++ b/ami/ml/tests.py @@ -1324,24 +1324,29 @@ def test_labels_data_conversion_methods(self): class TestPostProcessingTasks(TestCase): - def setUp(self): - # Create test project, deployment, and default setup - self.project, self.deployment = setup_test_project() - create_taxa(project=self.project) - self._create_images_with_dimensions(deployment=self.deployment) - group_images_into_events(deployment=self.deployment) + @classmethod + def setUpTestData(cls): + # Project, taxa, images, events, and the collection are read-only from the + # tests' point of view — build them once per class. Detections (and the + # task runs that mutate them) happen per-test inside each test's + # rolled-back transaction. + cls.project, cls.deployment = setup_test_project() + create_taxa(project=cls.project) + cls._create_images_with_dimensions(deployment=cls.deployment) + group_images_into_events(deployment=cls.deployment) # Create a simple SourceImageCollection for testing - self.collection = SourceImageCollection.objects.create( + cls.collection = SourceImageCollection.objects.create( name="Test PostProcessing Collection", - project=self.project, + project=cls.project, method="manual", - kwargs={"image_ids": list(self.deployment.captures.values_list("pk", flat=True))}, + kwargs={"image_ids": list(cls.deployment.captures.values_list("pk", flat=True))}, ) - self.collection.populate_sample() + cls.collection.populate_sample() + @classmethod def _create_images_with_dimensions( - self, + cls, deployment, num_images: int = 5, width: int = 640, From f374535b2ffa44c02e5f23a4a06486a1579359fc Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Mon, 22 Jun 2026 17:25:47 -0700 Subject: [PATCH 12/19] fix(post-processing): render admin field errors as errorlist, clarify select_across refusal The post-processing confirmation form rendered each field's validation errors with the page-level `errornote` banner style. Switch the form-fieldset partial to Django's native `{{ field.errors }}` and `{{ form.non_field_errors }}` so errors render inline as `errorlist`, matching Django admin conventions. The invalid-threshold test now asserts the inline `errorlist` class. Also reframe the "select all across pages" comment: the reason to refuse it is that the action would apply to the entire filtered table rather than the rows the operator explicitly selected. The oversized POST body is a secondary symptom, not the primary concern. Co-Authored-By: Claude --- ami/ml/post_processing/admin/actions.py | 10 +++++----- .../tests/test_small_size_filter_admin.py | 4 ++-- .../admin/post_processing/_form_fieldset.html | 4 ++-- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/ami/ml/post_processing/admin/actions.py b/ami/ml/post_processing/admin/actions.py index fb99b474b..b4a76919a 100644 --- a/ami/ml/post_processing/admin/actions.py +++ b/ami/ml/post_processing/admin/actions.py @@ -232,11 +232,11 @@ def _render(form: BasePostProcessingActionForm) -> TemplateResponse: submit_label=resolved_submit, ) - # "Select all across pages" hands us the entire filtered table as the - # queryset and would serialize every pk into hidden inputs on the - # confirmation page (a huge POST body, possibly over request limits). - # This admin trigger is for explicit, bounded selections; refuse the - # across-pages case rather than render an unbounded form. + # "Select all across pages" applies the action to the entire filtered + # table rather than the rows the operator explicitly picked. Refuse it: + # post-processing runs should act on a bounded, deliberately-selected set, + # and rendering every matching pk as a hidden input would also overflow + # POST size limits on a large table. if request.POST.get("select_across") == "1": model_admin.message_user( request, diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index 3977b47e5..8ffe1f536 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -78,8 +78,8 @@ def test_invalid_threshold_rerenders_form_with_error(self): Job.objects.filter(project=self.project, job_type_key="post_processing").count(), 0, ) - # Error class present in rendered template. - self.assertIn(b"errornote", response.content) + # Field error rendered inline (Django's errorlist, not the page-level errornote banner). + self.assertIn(b"errorlist", response.content) class TestSmallSizeFilterCreatesJob(_SmallSizeFilterAdminCase): diff --git a/ami/templates/admin/post_processing/_form_fieldset.html b/ami/templates/admin/post_processing/_form_fieldset.html index 968292113..d20478d1a 100644 --- a/ami/templates/admin/post_processing/_form_fieldset.html +++ b/ami/templates/admin/post_processing/_form_fieldset.html @@ -1,9 +1,9 @@ -{% for error in form.non_field_errors %}

{{ error }}

{% endfor %} +{{ form.non_field_errors }} {% for field in form %}
{{ field.label_tag }} {{ field }} {% if field.help_text %}

{{ field.help_text }}

{% endif %} - {% for error in field.errors %}

{{ error }}

{% endfor %} + {{ field.errors }}
{% endfor %} From 5e2438bbcce97d0c47edd117e96b839037bc3c4a Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 11:21:47 -0700 Subject: [PATCH 13/19] fix(post-processing): count only occurrences whose determination changed The small size filter reported `occurrences_updated` as the number of occurrences it re-saved, but re-saving recomputes the determination in place. An occurrence pinned to a human identification keeps its taxon when its detection is flagged "Not identifiable", so it was counted even though nothing about it actually changed. Capture each occurrence's determination before the save and count it only when the determination changes after. Add a regression test pairing an occurrence that carries a human identification (determination unchanged, not counted) with an un-identified one (determination flips, counted). Co-Authored-By: Claude --- ami/ml/post_processing/small_size_filter.py | 7 ++- ami/ml/tests.py | 62 +++++++++++++++++++++ 2 files changed, 68 insertions(+), 1 deletion(-) diff --git a/ami/ml/post_processing/small_size_filter.py b/ami/ml/post_processing/small_size_filter.py index ea762ce3b..6a39af780 100644 --- a/ami/ml/post_processing/small_size_filter.py +++ b/ami/ml/post_processing/small_size_filter.py @@ -151,8 +151,13 @@ def run(self) -> None: self.logger.info(f"Updating {len(occcurrences_to_update)} occurrences") for occ in occcurrences_to_update: + # Count an occurrence only when flagging its detection actually + # changes the determination. Re-saving recomputes it in place, so + # an occurrence pinned to a human identification keeps its taxon + # and must not inflate the metric. + prev_determination_id = occ.determination_id occ.save(update_determination=True) - if occ.pk is not None: + if occ.pk is not None and occ.determination_id != prev_determination_id: updated_occurrence_ids.add(occ.pk) modified_occurrences = len(updated_occurrence_ids) occcurrences_to_update.clear() diff --git a/ami/ml/tests.py b/ami/ml/tests.py index d56521046..6781f80ee 100644 --- a/ami/ml/tests.py +++ b/ami/ml/tests.py @@ -13,11 +13,13 @@ Deployment, Detection, Event, + Identification, Occurrence, Project, SourceImage, SourceImageCollection, Taxon, + TaxonRank, group_images_into_events, ) from ami.ml.models import Algorithm, Pipeline, ProcessingService @@ -1601,6 +1603,66 @@ def test_run_reports_stage_metrics_on_job(self): # count equals the detection count. self.assertEqual(params.get("occurrences_updated"), total) + def test_occurrences_updated_counts_only_changed_determinations(self): + """``occurrences_updated`` counts occurrences whose determination actually + changed, not every occurrence the filter re-saved. + + An occurrence already pinned to a human identification keeps that + determination when its detection is flagged "Not identifiable", so it must + not inflate the metric. Only the un-identified occurrence, whose + determination flips, is counted. + """ + from ami.jobs.models import Job + + images = list(self.collection.images.all()) + self.assertGreaterEqual(len(images), 2) + + # Occurrence A: small detection, but a human identification pins the + # determination — flagging the detection does not change it. + human_taxon = Taxon.objects.create(name="Human-pinned species", rank=TaxonRank.SPECIES) + identifier = User.objects.create_user(email="identifier@insectai.org") # type: ignore[attr-defined] + det_with_id = Detection.objects.create( + source_image=images[0], + bbox=[0, 0, 10, 10], + created_at=datetime.datetime.now(datetime.timezone.utc), + ) + det_with_id.associate_new_occurrence() + Identification.objects.create(user=identifier, occurrence=det_with_id.occurrence, taxon=human_taxon) + + # Occurrence B: small detection, no identification — its determination + # flips to "Not identifiable" and is the only real change. + det_plain = Detection.objects.create( + source_image=images[1], + bbox=[0, 0, 10, 10], + created_at=datetime.datetime.now(datetime.timezone.utc), + ) + det_plain.associate_new_occurrence() + + job = Job.objects.create( + project=self.project, + name="changed-determination metric test", + job_type_key="post_processing", + params={ + "task": "small_size_filter", + "config": {"source_image_collection_id": self.collection.pk, "size_threshold": 0.01}, + }, + ) + job.progress.add_stage("Post Processing", key="post_processing") + job.save() + + SmallSizeFilterTask( + job=job, + source_image_collection_id=self.collection.pk, + size_threshold=0.01, + ).run() + + job.refresh_from_db() + params = {p.name: p.value for p in job.progress.get_stage("post_processing").params} + # Both detections are flagged small, but only the un-identified + # occurrence's determination changes, so only it is counted. + self.assertEqual(params.get("detections_flagged"), 2) + self.assertEqual(params.get("occurrences_updated"), 1) + class TestTaskStateManager(TestCase): """Test TaskStateManager for job progress tracking.""" From b3577df75d02adfbaa479b764e2a5159e3099684 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 11:22:21 -0700 Subject: [PATCH 14/19] feat(post-processing): link the admin action result to the created job(s) After an operator runs a post-processing task from the admin, the success message now links each created Job to its admin change page instead of just printing the raw pks. From there the operator can follow the job's progress and read any failure reason, which is otherwise only visible in the worker log. The link points at the admin change page because that page is always reachable from this admin action; the public UI host is not reliably known in this context. The message is built with format_html so the links render as anchors. Co-Authored-By: Claude --- ami/ml/post_processing/admin/actions.py | 18 +++++++++++++++++- .../tests/test_action_factory.py | 8 +++++++- .../tests/test_small_size_filter_admin.py | 13 +++++++++++++ 3 files changed, 37 insertions(+), 2 deletions(-) diff --git a/ami/ml/post_processing/admin/actions.py b/ami/ml/post_processing/admin/actions.py index b4a76919a..07a299c1f 100644 --- a/ami/ml/post_processing/admin/actions.py +++ b/ami/ml/post_processing/admin/actions.py @@ -32,6 +32,7 @@ from django.http import HttpRequest, HttpResponse from django.template.response import TemplateResponse from django.urls import reverse +from django.utils.html import format_html, format_html_join from ami.jobs.models import Job from ami.ml.post_processing.admin.forms import BasePostProcessingActionForm @@ -275,9 +276,24 @@ def _render(form: BasePostProcessingActionForm) -> TemplateResponse: form.add_error(field, message) return _render(form) + # Link each created Job to its admin change page so the operator can + # follow progress and read any failure reason there. The admin URL is + # used because it is always reachable from this admin action; the public + # UI host is not reliably known in this context. + job_links = format_html_join( + ", ", + 'Job {}', + ((request.build_absolute_uri(reverse("admin:jobs_job_change", args=[pk])), pk) for pk in job_pks), + ) model_admin.message_user( request, - f"Queued {task_cls.name} for {len(job_pks)} {model_admin.model._meta.verbose_name}(s). Jobs: {job_pks}", + format_html( + "Queued {} for {} {}(s). {}", + task_cls.name, + len(job_pks), + model_admin.model._meta.verbose_name, + job_links, + ), level=messages.SUCCESS, ) return None diff --git a/ami/ml/post_processing/tests/test_action_factory.py b/ami/ml/post_processing/tests/test_action_factory.py index 395abac3a..877087588 100644 --- a/ami/ml/post_processing/tests/test_action_factory.py +++ b/ami/ml/post_processing/tests/test_action_factory.py @@ -12,6 +12,7 @@ import pytest from django.contrib import admin as django_admin from django.test import RequestFactory, SimpleTestCase, TestCase +from django.urls import reverse from ami.jobs.models import Job from ami.main.models import Project, SourceImageCollection @@ -166,4 +167,9 @@ def custom_build_jobs(**kwargs): # scope_resolver was not supplied, so it must not be forwarded as None. self.assertNotIn("scope_resolver", calls) self.assertEqual(len(admin_stub.messages), 1) - self.assertIn("[101, 102]", admin_stub.messages[0][0]) + # The pks the custom runner produced are reported as links to each Job's + # admin change page. + message_body = admin_stub.messages[0][0] + self.assertIn(reverse("admin:jobs_job_change", args=[101]), message_body) + self.assertIn(">Job 101", message_body) + self.assertIn(">Job 102", message_body) diff --git a/ami/ml/post_processing/tests/test_small_size_filter_admin.py b/ami/ml/post_processing/tests/test_small_size_filter_admin.py index 8ffe1f536..2759bea64 100644 --- a/ami/ml/post_processing/tests/test_small_size_filter_admin.py +++ b/ami/ml/post_processing/tests/test_small_size_filter_admin.py @@ -95,6 +95,19 @@ def test_valid_post_creates_one_job_with_threshold_in_config(self): self.assertEqual(job.params["config"]["size_threshold"], 0.001) self.assertEqual(job.params["config"]["source_image_collection_id"], self.collection.pk) + def test_success_message_links_to_the_created_job(self): + """The post-run admin message links each created Job to its admin change + page so the operator can follow progress and read any failure reason.""" + from django.contrib.messages import get_messages + + response = self._post({"confirm": "yes", "size_threshold": "0.001"}) + self.assertEqual(response.status_code, 302) + job = Job.objects.get(project=self.project, job_type_key="post_processing") + + text = " ".join(str(message) for message in get_messages(response.wsgi_request)) + self.assertIn(reverse("admin:jobs_job_change", args=[job.pk]), text) + self.assertIn(f">Job {job.pk}", text) + class TestSmallSizeFilterOccurrenceScope(TestCase): """The per-occurrence trigger on OccurrenceAdmin uses the same factory with an From 54da7a771252aeb502f8550bb54f9c6752e334c8 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 16:19:16 -0700 Subject: [PATCH 15/19] perf(admin): speed up the occurrence changelist and add id search The occurrence admin changelist is the entry point for the per-occurrence post-processing trigger, but on a large table (~1.3M occurrences) it took ~15s to load a single page. Two causes, both fixed here: - get_queryset counted detections with a JOIN + GROUP BY. A grouped count must aggregate the whole occurrence x detection join before the changelist's ORDER BY ... LIMIT can take a page, so it scanned every row just to show 25. Replaced with a correlated subquery (Coalesced to 0 for occurrences with no detections, matching the old JOIN count), which runs only for the rows on the page. Measured 14.9s -> 0.04s for one page on the large table. - The list ordered by -created_at, which has no index, forcing a full sort of the table to find the newest page. Switched to -id, the indexed primary key, which increases with insertion time so newest-first is preserved. Also let an all-digit search term act as an exact occurrence-id lookup, so an operator can jump straight to an occurrence by id; non-numeric terms still use the determination-name search. Co-Authored-By: Claude --- ami/main/admin.py | 43 +++++++++++++++++++++++------- ami/main/tests.py | 67 +++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 101 insertions(+), 9 deletions(-) diff --git a/ami/main/admin.py b/ami/main/admin.py index 3bc23cbaf..ec6b7b45f 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -456,16 +456,26 @@ class OccurrenceAdmin(admin.ModelAdmin[Occurrence]): search_fields = ("determination__name", "determination__search_names") def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: + from django.db.models.functions import Coalesce + qs = super().get_queryset(request) qs = qs.select_related("determination", "project", "deployment", "event") - # Add detections count to queryset - qs = qs.annotate(detections_count=models.Count("detections")) - # Add min, max and avg detection__classifications counts to queryset - # qs = qs.annotate( - # min_detection_classifications=models.Min("detections__classifications"), - # max_detection_classifications=models.Max("detections__classifications"), - # avg_detection_classifications=models.Avg("detections__classifications"), - # ) + # Count detections with a correlated subquery instead of a JOIN + GROUP BY. + # A grouped count must aggregate the whole occurrence x detection join before + # the changelist's ORDER BY ... LIMIT can take a page, so it scans every row to + # show 25 (~15s on a 1.3M-row table). The subquery runs only for the rows that + # survive the limit. Coalesce maps "no detections" to 0 (a bare subquery is NULL, + # where the old JOIN count returned 0). + detections_count = ( + Detection.objects.filter(occurrence=models.OuterRef("pk")) + .order_by() + .values("occurrence") + .annotate(c=models.Count("*")) + .values("c") + ) + qs = qs.annotate( + detections_count=Coalesce(models.Subquery(detections_count, output_field=models.IntegerField()), 0) + ) return qs @admin.display( @@ -488,7 +498,22 @@ def detections_count(self, obj) -> int: actions = [run_small_size_filter] - ordering = ("-created_at",) + # Order by -id (the indexed primary key) rather than -created_at, which has no + # index and would force a full sort of the table to find the newest page. id + # increases with insertion time, so newest-first is preserved. + ordering = ("-id",) + + def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): + """Let an all-digit search term jump straight to that occurrence by id. + + The text search box still covers determination names; a numeric term is + unambiguous (occurrence ids are numbers, taxon names are not), so it is + treated as an exact id lookup within the currently filtered queryset. + """ + term = search_term.strip() + if term.isdigit(): + return queryset.filter(pk=int(term)), False + return super().get_search_results(request, queryset, search_term) # Add classifications as inline inlines = [DetectionInline] diff --git a/ami/main/tests.py b/ami/main/tests.py index 4c8b4b219..7ee9bafc4 100644 --- a/ami/main/tests.py +++ b/ami/main/tests.py @@ -6300,3 +6300,70 @@ def test_commit_is_idempotent(self): self._call_command(f"--project={self.project.pk}", "--commit") second_run = self._call_command(f"--project={self.project.pk}", "--commit") self.assertIn("Nothing to clean up", second_run) + + +class OccurrenceAdminChangelistTest(TestCase): + """OccurrenceAdmin changelist behavior: the detections_count subquery + annotation (including the zero-detection case) and the jump-to-occurrence-by-id + search. The changelist carries the per-occurrence post-processing trigger, so it + needs to stay both correct and usable on a large table.""" + + def setUp(self): + from django.contrib.admin.sites import AdminSite + from django.test import RequestFactory + + from ami.main.admin import OccurrenceAdmin + + self.admin = OccurrenceAdmin(Occurrence, AdminSite()) + self.factory = RequestFactory() + self.superuser = User.objects.create_superuser(email="occ-admin@insectai.org", password="x") # type: ignore + self.project = Project.objects.create(name="Occurrence Admin Test Project") + self.deployment = Deployment.objects.create(project=self.project, name="dep") + self.source_image = SourceImage.objects.create( + deployment=self.deployment, project=self.project, path="occ-admin-test.jpg" + ) + + def _request(self): + request = self.factory.get("/admin/main/occurrence/") + request.user = self.superuser + return request + + def _make_occurrence(self, num_detections: int) -> Occurrence: + occ = Occurrence.objects.create(project=self.project, deployment=self.deployment) + for _ in range(num_detections): + Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1], occurrence=occ) + return occ + + def test_detections_count_counts_per_occurrence_including_zero(self): + """The subquery annotation reports each occurrence's own detection count, and + Coalesce yields 0 (not NULL) for an occurrence with no detections.""" + two = self._make_occurrence(2) + zero = self._make_occurrence(0) + + by_pk = {o.pk: o.detections_count for o in self.admin.get_queryset(self._request())} + self.assertEqual(by_pk[two.pk], 2) + self.assertEqual(by_pk[zero.pk], 0) + + def test_numeric_search_is_an_exact_id_lookup(self): + """An all-digit search term jumps straight to that occurrence by id.""" + target = self._make_occurrence(1) + other = self._make_occurrence(1) + + base = self.admin.get_queryset(self._request()) + results, _ = self.admin.get_search_results(self._request(), base, str(target.pk)) + pks = set(results.values_list("pk", flat=True)) + self.assertEqual(pks, {target.pk}) + self.assertNotIn(other.pk, pks) + + def test_text_search_still_matches_determination_name(self): + """A non-numeric term falls through to the determination-name search (and does + not raise from trying to cast the term to the integer id field).""" + from ami.main.models import Taxon + + occ = self._make_occurrence(1) + occ.determination = Taxon.objects.create(name="Danaus plexippus") + occ.save(update_determination=False) + + base = self.admin.get_queryset(self._request()) + results, _ = self.admin.get_search_results(self._request(), base, "Danaus") + self.assertIn(occ.pk, set(results.values_list("pk", flat=True))) From d4254b3b3e9755cef1b5e02e6447aaa97ba5ada3 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 16:42:22 -0700 Subject: [PATCH 16/19] perf(admin): speed up the detection changelist and link detections from occurrences MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The detection admin changelist counted classifications with Count() + GROUP BY and ordered by an unindexed -created_at. On a large table (~1.4M detections, ~2.2M classifications) the grouped aggregate runs over the whole detection x classification join before the page LIMIT applies — slow enough to exhaust work_mem and error out. Replaced with a correlated subquery (Coalesced to 0) and -id ordering, mirroring the occurrence changelist fix. Also set show_change_link on the detection inline of the occurrence page, so an operator can open a detection's change page — where the classifications inline shows which algorithms were applied, including post-processing — without searching for its id. Co-Authored-By: Claude --- ami/main/admin.py | 29 +++++++++++++++++++++++++---- ami/main/tests.py | 41 +++++++++++++++++++++++++++++++++++++++++ 2 files changed, 66 insertions(+), 4 deletions(-) diff --git a/ami/main/admin.py b/ami/main/admin.py index ec6b7b45f..b44664524 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -381,6 +381,9 @@ def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: class DetectionInline(admin.TabularInline): model = Detection extra = 0 + # Link each row to its Detection change page, where the classifications + # inline shows which algorithms (including post-processing) were applied. + show_change_link = True fields = ( "detection_algorithm", "source_image", @@ -414,9 +417,25 @@ class DetectionAdmin(admin.ModelAdmin[Detection]): autocomplete_fields = ("source_image", "occurrence") def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: - qs = super().get_queryset(request) - return qs.select_related("source_image", "occurrence").annotate( - classifications_count=models.Count("classifications"), + from django.db.models.functions import Coalesce + + qs = super().get_queryset(request).select_related("source_image", "occurrence") + # Correlated subquery instead of Count("classifications") + GROUP BY. The + # grouped aggregate over the whole detection x classification join must run + # before ORDER BY ... LIMIT can take a page, which on a large table is slow + # enough to exhaust work_mem and error out. The subquery runs only for the + # rows on the page. Coalesce maps "no classifications" to 0. + classifications_count = ( + Classification.objects.filter(detection=models.OuterRef("pk")) + .order_by() + .values("detection") + .annotate(c=models.Count("*")) + .values("c") + ) + return qs.annotate( + classifications_count=Coalesce( + models.Subquery(classifications_count, output_field=models.IntegerField()), 0 + ) ) @admin.display( @@ -426,7 +445,9 @@ def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: def classifications_count(self, obj) -> int: return obj.classifications_count - ordering = ("-created_at",) + # Order by -id (indexed PK) rather than -created_at, which has no index and + # forces a full sort of the table to find the newest page. + ordering = ("-id",) inlines = [ClassificationInline] diff --git a/ami/main/tests.py b/ami/main/tests.py index 7ee9bafc4..53f81f3d7 100644 --- a/ami/main/tests.py +++ b/ami/main/tests.py @@ -6367,3 +6367,44 @@ def test_text_search_still_matches_determination_name(self): base = self.admin.get_queryset(self._request()) results, _ = self.admin.get_search_results(self._request(), base, "Danaus") self.assertIn(occ.pk, set(results.values_list("pk", flat=True))) + + +class DetectionAdminChangelistTest(TestCase): + """DetectionAdmin changelist counts classifications with a correlated subquery, + including the zero-classification case (Coalesced to 0). The grouped Count it + replaces could exhaust work_mem and error out on a large table.""" + + def setUp(self): + from django.contrib.admin.sites import AdminSite + from django.test import RequestFactory + + from ami.main.admin import DetectionAdmin + from ami.ml.models import Algorithm + from ami.ml.models.algorithm import AlgorithmTaskType + + self.admin = DetectionAdmin(Detection, AdminSite()) + self.factory = RequestFactory() + self.superuser = User.objects.create_superuser(email="det-admin@insectai.org", password="x") # type: ignore + self.project = Project.objects.create(name="Detection Admin Test Project") + self.deployment = Deployment.objects.create(project=self.project, name="dep") + self.source_image = SourceImage.objects.create( + deployment=self.deployment, project=self.project, path="det-admin-test.jpg" + ) + self.algorithm = Algorithm.objects.create( + name="det-admin-classifier", task_type=AlgorithmTaskType.CLASSIFICATION.value + ) + + def _request(self): + request = self.factory.get("/admin/main/detection/") + request.user = self.superuser + return request + + def test_classifications_count_counts_per_detection_including_zero(self): + two = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) + for _ in range(2): + Classification.objects.create(detection=two, algorithm=self.algorithm, timestamp=timezone.now()) + zero = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) + + by_pk = {d.pk: d.classifications_count for d in self.admin.get_queryset(self._request())} + self.assertEqual(by_pk[two.pk], 2) + self.assertEqual(by_pk[zero.pk], 0) From 3cf65001404d3963bbb90db5ef2a1032f037f023 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 16:53:30 -0700 Subject: [PATCH 17/19] feat(admin): search detections by id in the admin Add a search box to the detection changelist: an all-digit term is an exact id lookup (jump straight to a detection by id), other terms search the source image path. Mirrors the occurrence changelist search. Co-Authored-By: Claude --- ami/main/admin.py | 9 +++++++++ ami/main/tests.py | 11 +++++++++++ 2 files changed, 20 insertions(+) diff --git a/ami/main/admin.py b/ami/main/admin.py index b44664524..c0d44b68e 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -415,6 +415,15 @@ class DetectionAdmin(admin.ModelAdmin[Detection]): ) autocomplete_fields = ("source_image", "occurrence") + search_fields = ("source_image__path",) + + def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): + """Let an all-digit search term jump straight to that detection by id; + other terms search the source image path.""" + term = search_term.strip() + if term.isdigit(): + return queryset.filter(pk=int(term)), False + return super().get_search_results(request, queryset, search_term) def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: from django.db.models.functions import Coalesce diff --git a/ami/main/tests.py b/ami/main/tests.py index 53f81f3d7..86b7bbbaf 100644 --- a/ami/main/tests.py +++ b/ami/main/tests.py @@ -6408,3 +6408,14 @@ def test_classifications_count_counts_per_detection_including_zero(self): by_pk = {d.pk: d.classifications_count for d in self.admin.get_queryset(self._request())} self.assertEqual(by_pk[two.pk], 2) self.assertEqual(by_pk[zero.pk], 0) + + def test_numeric_search_is_an_exact_id_lookup(self): + """An all-digit search term jumps straight to that detection by id.""" + target = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) + other = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) + + base = self.admin.get_queryset(self._request()) + results, _ = self.admin.get_search_results(self._request(), base, str(target.pk)) + pks = set(results.values_list("pk", flat=True)) + self.assertEqual(pks, {target.pk}) + self.assertNotIn(other.pk, pks) From f5922ec675d8b899f4701675d601340d29de5fa9 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 17:09:03 -0700 Subject: [PATCH 18/19] feat(admin): speed up the classification admin and recompute determination More admin niceties for reviewing post-processing results on a large database: - Classification change page: FK fields (taxon, detection, algorithm, category_map, applied_to) render as autocomplete widgets instead of s preloaded with + # every taxon / detection / classification — the latter makes the change page + # unusable on a large database. + autocomplete_fields = ("detection", "taxon", "algorithm", "category_map", "applied_to") + search_fields = ("taxon__name",) + # Order by -id (indexed PK) rather than the model's -created_at (no index). + ordering = ("-id",) + + def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): + """An all-digit term is an exact id lookup; other terms search the taxon name.""" + term = search_term.strip() + if term.isdigit(): + return queryset.filter(pk=int(term)), False + return super().get_search_results(request, queryset, search_term) def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: + from django.db.models import Func + from django.db.models.functions import Coalesce + qs = super().get_queryset(request) - return qs.select_related( - "taxon", "detection", "detection__source_image", "detection__source_image__project" - ).annotate( - detection_date=models.F("detection__timestamp"), + # Count the scores / logits arrays in SQL (cardinality) and defer the arrays + # themselves, so the changelist does not transfer thousands of floats per row + # just to display their length. + return ( + qs.select_related("taxon", "detection", "detection__source_image", "detection__source_image__project") + .defer("scores", "logits") + .annotate( + detection_date=models.F("detection__timestamp"), + scores_count=Coalesce( + Func(models.F("scores"), function="cardinality", output_field=models.IntegerField()), 0 + ), + logits_count=Coalesce( + Func(models.F("logits"), function="cardinality", output_field=models.IntegerField()), 0 + ), + ) ) @admin.display() @@ -584,11 +630,13 @@ def detection_date(self, obj: Classification) -> str: # This property comes from the annotation in get_queryset, not the model return obj.detection_date # type: ignore + @admin.display(description="num scores") def num_scores(self, obj: Classification) -> int: - return len(obj.scores) if obj.scores else 0 + return obj.scores_count # type: ignore[attr-defined] + @admin.display(description="num logits") def num_logits(self, obj: Classification) -> int: - return len(obj.logits) if obj.logits else 0 + return obj.logits_count # type: ignore[attr-defined] class TaxonParentFilter(admin.SimpleListFilter): diff --git a/ami/main/tests.py b/ami/main/tests.py index 86b7bbbaf..2568ad5ba 100644 --- a/ami/main/tests.py +++ b/ami/main/tests.py @@ -6368,6 +6368,36 @@ def test_text_search_still_matches_determination_name(self): results, _ = self.admin.get_search_results(self._request(), base, "Danaus") self.assertIn(occ.pk, set(results.values_list("pk", flat=True))) + def test_recompute_determination_action_refreshes_from_classifications(self): + """The recompute action re-derives the determination from current + classifications — needed because editing classifications by hand does not + trigger the recompute that Occurrence/Identification saves do.""" + from django.contrib.messages.storage.fallback import FallbackStorage + + from ami.main.models import Taxon + from ami.ml.models import Algorithm + from ami.ml.models.algorithm import AlgorithmTaskType + + taxon = Taxon.objects.create(name="Recompute species", rank="SPECIES") + algorithm = Algorithm.objects.create( + name="recompute-classifier", task_type=AlgorithmTaskType.CLASSIFICATION.value + ) + occ = self._make_occurrence(0) + detection = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1], occurrence=occ) + Classification.objects.create( + detection=detection, taxon=taxon, algorithm=algorithm, score=0.9, terminal=True, timestamp=timezone.now() + ) + # Creating the classification did not recompute the occurrence determination. + occ.refresh_from_db() + self.assertIsNone(occ.determination) + + request = self._request() + request.session = {} + setattr(request, "_messages", FallbackStorage(request)) + self.admin.recompute_determination(request, Occurrence.objects.filter(pk=occ.pk)) + occ.refresh_from_db() + self.assertEqual(occ.determination, taxon) + class DetectionAdminChangelistTest(TestCase): """DetectionAdmin changelist counts classifications with a correlated subquery, @@ -6419,3 +6449,47 @@ def test_numeric_search_is_an_exact_id_lookup(self): pks = set(results.values_list("pk", flat=True)) self.assertEqual(pks, {target.pk}) self.assertNotIn(other.pk, pks) + + +class ClassificationAdminChangelistTest(TestCase): + """ClassificationAdmin counts the scores/logits arrays in SQL (cardinality) and + defers the arrays, so the changelist doesn't transfer thousands of floats per + row just to show their length.""" + + def setUp(self): + from django.contrib.admin.sites import AdminSite + from django.test import RequestFactory + + from ami.main.admin import ClassificationAdmin + from ami.ml.models import Algorithm + from ami.ml.models.algorithm import AlgorithmTaskType + + self.admin = ClassificationAdmin(Classification, AdminSite()) + self.factory = RequestFactory() + self.superuser = User.objects.create_superuser(email="clf-admin@insectai.org", password="x") # type: ignore + self.project = Project.objects.create(name="Classification Admin Test Project") + self.deployment = Deployment.objects.create(project=self.project, name="dep") + self.source_image = SourceImage.objects.create( + deployment=self.deployment, project=self.project, path="clf-admin-test.jpg" + ) + self.detection = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) + self.algorithm = Algorithm.objects.create( + name="clf-admin-classifier", task_type=AlgorithmTaskType.CLASSIFICATION.value + ) + + def _request(self): + request = self.factory.get("/admin/main/classification/") + request.user = self.superuser + return request + + def test_scores_and_logits_counted_in_sql_including_empty(self): + clf = Classification.objects.create( + detection=self.detection, + algorithm=self.algorithm, + timestamp=timezone.now(), + scores=[0.1, 0.2, 0.3], + logits=None, + ) + row = next(c for c in self.admin.get_queryset(self._request()) if c.pk == clf.pk) + self.assertEqual(row.scores_count, 3) + self.assertEqual(row.logits_count, 0) From cdbb4e4a0a46d1353b8a5a8d9283cd2531cec9a2 Mon Sep 17 00:00:00 2001 From: Michael Bunsen Date: Thu, 25 Jun 2026 17:59:50 -0700 Subject: [PATCH 19/19] refactor(admin): share id search in a mixin, skip the full changelist count, guard huge ids Three review follow-ups on the admin niceties added for reviewing post-processing: - Extract the duplicated digit-term id search from the Occurrence, Detection, and Classification admins into a shared IdSearchAdminMixin. The three copies were identical; the mixin is now the single place that behavior lives. - Guard an out-of-range numeric term. A digit string larger than the bigint primary key raised a database DataError (500) before; it now returns no results. - Set show_full_result_count = False on the three large-table admins, so the changelist no longer runs a second, unfiltered COUNT(*) over the whole table for its footer total -- as expensive as the page query itself on millions of rows. Tests: add the out-of-range id case. The shared mixin is now tested once in OccurrenceAdminChangelistTest, so the redundant per-admin copy on the Detection admin is removed (its docstring points to the canonical test). Co-Authored-By: Claude --- ami/main/admin.py | 69 ++++++++++++++++++++++++++--------------------- ami/main/tests.py | 33 ++++++++++++++--------- 2 files changed, 59 insertions(+), 43 deletions(-) diff --git a/ami/main/admin.py b/ami/main/admin.py index 2281f1c54..404325a93 100644 --- a/ami/main/admin.py +++ b/ami/main/admin.py @@ -37,6 +37,30 @@ Taxon, ) +# PostgreSQL ``bigint`` upper bound. The primary keys on these models are +# BigAutoField, so an all-digit search term longer than this cannot be a valid id. +_BIGINT_MAX = 9223372036854775807 + + +class IdSearchAdminMixin: + """Treat an all-digit admin search term as an exact primary-key lookup. + + The ids on these models are numeric and their text search fields (taxon and + determination names, image paths) never are, so a bare number is unambiguous and + jumps straight to that row. Anything else falls through to the normal + ``search_fields`` search. A number too large to be a valid id returns no results + rather than raising a database ``DataError``. + """ + + def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): + term = search_term.strip() + if term.isdigit(): + pk = int(term) + if pk > _BIGINT_MAX: + return queryset.none(), False + return queryset.filter(pk=pk), False + return super().get_search_results(request, queryset, search_term) # type: ignore[misc] + class ProjectPipelineConfigInline(admin.TabularInline): model = ProjectPipelineConfig @@ -404,7 +428,7 @@ class DetectionInline(admin.TabularInline): @admin.register(Detection) -class DetectionAdmin(admin.ModelAdmin[Detection]): +class DetectionAdmin(IdSearchAdminMixin, admin.ModelAdmin[Detection]): """Admin panel example for ``Detection`` model.""" list_display = ( @@ -418,15 +442,11 @@ class DetectionAdmin(admin.ModelAdmin[Detection]): ) autocomplete_fields = ("source_image", "occurrence") + # A digit term jumps to that detection by id (IdSearchAdminMixin); text searches path. search_fields = ("source_image__path",) - - def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): - """Let an all-digit search term jump straight to that detection by id; - other terms search the source image path.""" - term = search_term.strip() - if term.isdigit(): - return queryset.filter(pk=int(term)), False - return super().get_search_results(request, queryset, search_term) + # Skip the extra unfiltered COUNT(*) the changelist runs for its total; on a large + # table that count is as expensive as the page query it accompanies. + show_full_result_count = False def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: from django.db.models.functions import Coalesce @@ -465,7 +485,7 @@ def classifications_count(self, obj) -> int: @admin.register(Occurrence) -class OccurrenceAdmin(admin.ModelAdmin[Occurrence]): +class OccurrenceAdmin(IdSearchAdminMixin, admin.ModelAdmin[Occurrence]): """Admin panel example for ``Occurrence`` model.""" list_display = ( @@ -486,7 +506,11 @@ class OccurrenceAdmin(admin.ModelAdmin[Occurrence]): "determination__rank", "created_at", ) + # A digit term jumps to that occurrence by id (IdSearchAdminMixin); text searches names. search_fields = ("determination__name", "determination__search_names") + # Skip the extra unfiltered COUNT(*) the changelist runs for its total; on a large + # table that count is as expensive as the page query it accompanies. + show_full_result_count = False def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: from django.db.models.functions import Coalesce @@ -551,24 +575,12 @@ def recompute_determination(self, request: HttpRequest, queryset: QuerySet[Any]) # increases with insertion time, so newest-first is preserved. ordering = ("-id",) - def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): - """Let an all-digit search term jump straight to that occurrence by id. - - The text search box still covers determination names; a numeric term is - unambiguous (occurrence ids are numbers, taxon names are not), so it is - treated as an exact id lookup within the currently filtered queryset. - """ - term = search_term.strip() - if term.isdigit(): - return queryset.filter(pk=int(term)), False - return super().get_search_results(request, queryset, search_term) - # Add classifications as inline inlines = [DetectionInline] @admin.register(Classification) -class ClassificationAdmin(admin.ModelAdmin[Classification]): +class ClassificationAdmin(IdSearchAdminMixin, admin.ModelAdmin[Classification]): list_display = ( "__str__", "taxon", @@ -592,16 +604,13 @@ class ClassificationAdmin(admin.ModelAdmin[Classification]): # every taxon / detection / classification — the latter makes the change page # unusable on a large database. autocomplete_fields = ("detection", "taxon", "algorithm", "category_map", "applied_to") + # A digit term jumps to that classification by id (IdSearchAdminMixin); text searches taxon name. search_fields = ("taxon__name",) # Order by -id (indexed PK) rather than the model's -created_at (no index). ordering = ("-id",) - - def get_search_results(self, request: HttpRequest, queryset: QuerySet[Any], search_term: str): - """An all-digit term is an exact id lookup; other terms search the taxon name.""" - term = search_term.strip() - if term.isdigit(): - return queryset.filter(pk=int(term)), False - return super().get_search_results(request, queryset, search_term) + # Skip the extra unfiltered COUNT(*) the changelist runs for its total; on a large + # table that count is as expensive as the page query it accompanies. + show_full_result_count = False def get_queryset(self, request: HttpRequest) -> QuerySet[Any]: from django.db.models import Func diff --git a/ami/main/tests.py b/ami/main/tests.py index 2568ad5ba..7f85b8def 100644 --- a/ami/main/tests.py +++ b/ami/main/tests.py @@ -6345,7 +6345,12 @@ def test_detections_count_counts_per_occurrence_including_zero(self): self.assertEqual(by_pk[zero.pk], 0) def test_numeric_search_is_an_exact_id_lookup(self): - """An all-digit search term jumps straight to that occurrence by id.""" + """An all-digit search term jumps straight to that occurrence by id. + + This is the canonical test of the shared ``IdSearchAdminMixin``; the + Detection and Classification admins inherit the same behavior and do not + re-test it. + """ target = self._make_occurrence(1) other = self._make_occurrence(1) @@ -6355,6 +6360,16 @@ def test_numeric_search_is_an_exact_id_lookup(self): self.assertEqual(pks, {target.pk}) self.assertNotIn(other.pk, pks) + def test_out_of_range_numeric_search_returns_no_results(self): + """A digit term too large for a bigint id returns an empty result instead of + letting the database raise a DataError (it cannot match any real id).""" + self._make_occurrence(1) + + base = self.admin.get_queryset(self._request()) + # 9223372036854775807 is the bigint max; one past it cannot be a valid id. + results, _ = self.admin.get_search_results(self._request(), base, "9223372036854775808") + self.assertEqual(list(results), []) + def test_text_search_still_matches_determination_name(self): """A non-numeric term falls through to the determination-name search (and does not raise from trying to cast the term to the integer id field).""" @@ -6402,7 +6417,10 @@ def test_recompute_determination_action_refreshes_from_classifications(self): class DetectionAdminChangelistTest(TestCase): """DetectionAdmin changelist counts classifications with a correlated subquery, including the zero-classification case (Coalesced to 0). The grouped Count it - replaces could exhaust work_mem and error out on a large table.""" + replaces could exhaust work_mem and error out on a large table. + + The id search box is the shared ``IdSearchAdminMixin``, exercised once in + ``OccurrenceAdminChangelistTest``; it is not re-tested per admin.""" def setUp(self): from django.contrib.admin.sites import AdminSite @@ -6439,17 +6457,6 @@ def test_classifications_count_counts_per_detection_including_zero(self): self.assertEqual(by_pk[two.pk], 2) self.assertEqual(by_pk[zero.pk], 0) - def test_numeric_search_is_an_exact_id_lookup(self): - """An all-digit search term jumps straight to that detection by id.""" - target = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) - other = Detection.objects.create(source_image=self.source_image, bbox=[0, 0, 1, 1]) - - base = self.admin.get_queryset(self._request()) - results, _ = self.admin.get_search_results(self._request(), base, str(target.pk)) - pks = set(results.values_list("pk", flat=True)) - self.assertEqual(pks, {target.pk}) - self.assertNotIn(other.pk, pks) - class ClassificationAdminChangelistTest(TestCase): """ClassificationAdmin counts the scores/logits arrays in SQL (cardinality) and