Add inference helpers & tests (#57)

* Add inference helpers & tests

* Support testing with hatch

* fixes to hatch script

* add inference test action

* change workflow trigger

* widen trigger to test

* revert changes to workflow triggers

* Install local python in action

* Trigger on push again

* fix python version

* add CODEOWNERS and change triggers

* Report tests results

* update action versions

* format

* Fix typo and add refiner helper

* use a shared path loaded from a secret for checkpoints source

* typo fix

* Use device from input and remove duplicated code

* PR feedback

* fix call to load_model_from_config

* Move model to gpu

* Refactor helpers

* cleanup

* test refiner, prep for 1.0, align with metadata

* fix paths on second load

* deduplicate streamlit code

* filenames

* fixes

* add pydantic to requirements

* fix usage of `msg` in demo script

* remove double text

* run black

* fix streamlit sampling when returning latents

* extract function for streamlit output

* another fix for streamlit outputs

* fix img2img in streamlit

* Make fp16 optional and fix device param

* PR feedback

* fix dict cast for dataclass

* run black, update ci script

* cache pip dependencies on hosted runners, remove extra runs

* install package in ci env

* fix cache path

* PR cleanup

* one more cleanup

* don't cache, it filled up

.github/workflows/CODEOWNERS

@@ -0,0 +1 @@
+.github @Stability-AI/infrastructure

.github/workflows/black.yml

@@ -1,5 +1,5 @@
 name: Run black
-on: [push, pull_request]
+on: [pull_request]
 
 jobs:
   lint:

.github/workflows/test-build.yaml

@@ -2,6 +2,7 @@ name: Build package
 
 on:
   push:
+    branches: [ main ]
   pull_request:
 
 jobs:

.github/workflows/test-inference.yml

@@ -0,0 +1,34 @@
+name: Test inference
+
+on:
+  pull_request:
+  push:
+    branches:
+      - main
+
+jobs:
+  test:
+    name: "Test inference"
+    # This action is designed only to run on the Stability research cluster at this time, so many assumptions are made about the environment
+    if: github.repository == 'stability-ai/generative-models'
+    runs-on: [self-hosted, slurm, g40]
+    steps:
+      - uses: actions/checkout@v3
+      - name: "Symlink checkpoints"
+        run: ln -s ${{secrets.SGM_CHECKPOINTS_PATH}} checkpoints
+      - name: "Setup python"
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.10"
+      - name: "Install Hatch"
+        run: pip install hatch
+      - name: "Run inference tests"
+        run: hatch run ci:test-inference --junit-xml test-results.xml
+      - name: Surface failing tests
+        if: always()
+        uses: pmeier/pytest-results-action@main
+        with:
+          path: test-results.xml
+          summary: true
+          display-options: fEX
+          fail-on-empty: true