diff --git a/.github/actions/install-frontend-deps/action.yml b/.github/actions/install-frontend-deps/action.yml index 14a39c61e58..48aabd77778 100644 --- a/.github/actions/install-frontend-deps/action.yml +++ b/.github/actions/install-frontend-deps/action.yml @@ -3,13 +3,13 @@ description: Installs frontend dependencies with pnpm, with caching runs: using: 'composite' steps: - - name: setup node 20 - uses: actions/setup-node@v4 + - name: setup node 22 + uses: actions/setup-node@v6 with: - node-version: '20' + node-version: '22' - name: setup pnpm - uses: pnpm/action-setup@v4 + uses: pnpm/action-setup@v6 with: version: 10 run_install: false @@ -20,14 +20,16 @@ runs: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV - name: setup cache - uses: actions/cache@v4 + uses: actions/cache@v5 with: path: ${{ env.STORE_PATH }} - key: ${{ runner.os }}-pnpm-store-${{ hashFiles('**/pnpm-lock.yaml') }} + key: ${{ runner.os }}-node22-python3.14-pnpm10-store-${{ hashFiles('**/pnpm-lock.yaml') }} restore-keys: | - ${{ runner.os }}-pnpm-store- + ${{ runner.os }}-node22-python3.14-pnpm10-store- + ${{ runner.os }}-node22-python3.14- + ${{ runner.os }}- - name: install frontend dependencies - run: pnpm install --prefer-frozen-lockfile + run: pnpm install --prefer-frozen-lockfile --ignore-scripts shell: bash working-directory: invokeai/frontend/web diff --git a/.github/workflows/build-container.yml b/.github/workflows/build-container.yml index 36bc8903b4b..b5bd8637acd 100644 --- a/.github/workflows/build-container.yml +++ b/.github/workflows/build-container.yml @@ -66,11 +66,11 @@ jobs: df -h - name: Checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: Docker meta id: meta - uses: docker/metadata-action@v5 + uses: docker/metadata-action@v6 with: github-token: ${{ secrets.GITHUB_TOKEN }} images: | @@ -87,13 +87,13 @@ jobs: suffix=-${{ matrix.gpu-driver }},onlatest=false - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 + uses: docker/setup-buildx-action@v4 with: platforms: ${{ env.PLATFORMS }} - name: Login to GitHub Container Registry if: github.event_name != 'pull_request' - uses: docker/login-action@v3 + uses: docker/login-action@v4 with: registry: ghcr.io username: ${{ github.repository_owner }} @@ -102,7 +102,7 @@ jobs: - name: Build container timeout-minutes: 40 id: docker_build - uses: docker/build-push-action@v6 + uses: docker/build-push-action@v7 with: context: . file: docker/Dockerfile diff --git a/.github/workflows/build-wheel.yml b/.github/workflows/build-wheel.yml index 611f39cf89c..6fc5b26377c 100644 --- a/.github/workflows/build-wheel.yml +++ b/.github/workflows/build-wheel.yml @@ -12,12 +12,12 @@ jobs: timeout-minutes: 5 # expected run time: <2 min steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: setup python - uses: actions/setup-python@v5 + uses: actions/setup-python@v6 with: - python-version: '3.12' + python-version: '3.14' cache: pip cache-dependency-path: pyproject.toml @@ -32,7 +32,7 @@ jobs: run: ./scripts/build_wheel.sh - name: upload python distribution artifact - uses: actions/upload-artifact@v4 + uses: actions/upload-artifact@v7 with: name: dist path: ${{ steps.build_wheel.outputs.DIST_PATH }} diff --git a/.github/workflows/clean-caches.yml b/.github/workflows/clean-caches.yml index e5acdeab1b9..73d742f3041 100644 --- a/.github/workflows/clean-caches.yml +++ b/.github/workflows/clean-caches.yml @@ -10,7 +10,7 @@ jobs: runs-on: ubuntu-latest steps: - name: Check out code - uses: actions/checkout@v3 + uses: actions/checkout@v6 - name: Cleanup run: | diff --git a/.github/workflows/close-inactive-issues.yml b/.github/workflows/close-inactive-issues.yml index 5e961e2773a..40f75cebb88 100644 --- a/.github/workflows/close-inactive-issues.yml +++ b/.github/workflows/close-inactive-issues.yml @@ -14,7 +14,7 @@ jobs: issues: write pull-requests: write steps: - - uses: actions/stale@v8 + - uses: actions/stale@v10 with: days-before-issue-stale: ${{ env.DAYS_BEFORE_ISSUE_STALE }} days-before-issue-close: ${{ env.DAYS_BEFORE_ISSUE_CLOSE }} diff --git a/.github/workflows/deploy-docs.yml b/.github/workflows/deploy-docs.yml index 8c4a477fe9f..fc35c3a293a 100644 --- a/.github/workflows/deploy-docs.yml +++ b/.github/workflows/deploy-docs.yml @@ -70,34 +70,34 @@ jobs: timeout-minutes: 20 steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 # Python (needed for generate-docs-data) - name: setup uv - uses: astral-sh/setup-uv@v5 + uses: astral-sh/setup-uv@v8.1.0 with: - version: '0.6.10' + version: '0.11.16' enable-cache: true - python-version: '3.11' + python-version: '3.14' - name: setup python - uses: actions/setup-python@v5 + uses: actions/setup-python@v6 with: - python-version: '3.11' + python-version: '3.14' # generate_docs_json.py only needs the invokeai package importable # (pydantic + invokeai.app/backend). Skip the [test] extra to keep CI fast. - name: install python dependencies - run: uv pip install --editable . + run: uv sync --frozen # Node (needed for docs build) - name: setup node - uses: actions/setup-node@v4 + uses: actions/setup-node@v6 with: node-version: '22.12.0' - name: setup pnpm - uses: pnpm/action-setup@v4 + uses: pnpm/action-setup@v6 with: version: 10 run_install: false @@ -116,8 +116,7 @@ jobs: working-directory: docs env: DEPLOY_TARGET: ${{ github.event_name == 'workflow_dispatch' && inputs.deploy_target || 'custom' }} - ENABLE_ANALYTICS: ${{ github.ref == 'refs/heads/main' && (github.event_name != 'workflow_dispatch' || - inputs.deploy_target == 'custom') }} + ENABLE_ANALYTICS: ${{ github.ref == 'refs/heads/main' && (github.event_name != 'workflow_dispatch' || inputs.deploy_target == 'custom') }} GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - name: verify deploy output @@ -129,7 +128,7 @@ jobs: # Upload artifact for deploy (main branch only) - name: upload pages artifact if: github.ref == 'refs/heads/main' - uses: actions/upload-pages-artifact@v3 + uses: actions/upload-pages-artifact@v5 with: path: docs/dist @@ -147,4 +146,4 @@ jobs: steps: - name: deploy to GitHub Pages id: deployment - uses: actions/deploy-pages@v4 + uses: actions/deploy-pages@v5 diff --git a/.github/workflows/frontend-checks.yml b/.github/workflows/frontend-checks.yml index df767676441..b36fbeb650b 100644 --- a/.github/workflows/frontend-checks.yml +++ b/.github/workflows/frontend-checks.yml @@ -39,7 +39,7 @@ jobs: runs-on: ubuntu-latest timeout-minutes: 10 # expected run time: <2 min steps: - - uses: actions/checkout@v4 + - uses: actions/checkout@v6 - name: Fail if package-lock.json is added/modified (pnpm only) shell: bash @@ -60,7 +60,7 @@ jobs: # - CVE-2025-30066 # - https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised # - https://github.com/tj-actions/changed-files/issues/2463 - uses: tj-actions/changed-files@a284dc1814e3fd07f2e34267fc8f81227ed29fb8 + uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 with: files_yaml: | frontend: diff --git a/.github/workflows/frontend-tests.yml b/.github/workflows/frontend-tests.yml index 17baef724fd..abb1fb8419f 100644 --- a/.github/workflows/frontend-tests.yml +++ b/.github/workflows/frontend-tests.yml @@ -39,7 +39,7 @@ jobs: runs-on: ubuntu-latest timeout-minutes: 10 # expected run time: <2 min steps: - - uses: actions/checkout@v4 + - uses: actions/checkout@v6 - name: check for changed frontend files if: ${{ inputs.always_run != true }} @@ -49,7 +49,7 @@ jobs: # - CVE-2025-30066 # - https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised # - https://github.com/tj-actions/changed-files/issues/2463 - uses: tj-actions/changed-files@a284dc1814e3fd07f2e34267fc8f81227ed29fb8 + uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 with: files_yaml: | frontend: diff --git a/.github/workflows/label-pr.yml b/.github/workflows/label-pr.yml index 1a98512190a..b7689b12021 100644 --- a/.github/workflows/label-pr.yml +++ b/.github/workflows/label-pr.yml @@ -10,9 +10,9 @@ jobs: runs-on: ubuntu-latest steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: label PRs - uses: actions/labeler@v5 + uses: actions/labeler@v6 with: configuration-path: .github/pr_labels.yml diff --git a/.github/workflows/lfs-checks.yml b/.github/workflows/lfs-checks.yml index 597276d474b..a3b845025a8 100644 --- a/.github/workflows/lfs-checks.yml +++ b/.github/workflows/lfs-checks.yml @@ -24,7 +24,7 @@ jobs: pull-requests: write steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: check lfs files uses: ppremk/lfs-warning@v3.3 diff --git a/.github/workflows/openapi-checks.yml b/.github/workflows/openapi-checks.yml index 768e3dcf97e..b51ffd7c5f2 100644 --- a/.github/workflows/openapi-checks.yml +++ b/.github/workflows/openapi-checks.yml @@ -74,13 +74,13 @@ jobs: with: version: '0.6.10' enable-cache: true - python-version: '3.11' + python-version: '3.14' - name: setup python if: ${{ steps.changed-files.outputs.src_any_changed == 'true' || inputs.always_run == true }} uses: actions/setup-python@v5 with: - python-version: '3.11' + python-version: '3.14' - name: install dependencies if: ${{ steps.changed-files.outputs.src_any_changed == 'true' || inputs.always_run == true }} @@ -99,7 +99,7 @@ jobs: - name: generate schema if: ${{ steps.changed-files.outputs.src_any_changed == 'true' || inputs.always_run == true }} - run: cd invokeai/frontend/web && uv run ../../../scripts/generate_openapi_schema.py > openapi.json && pnpm prettier --write openapi.json + run: cd invokeai/frontend/web && uv run ../../../scripts/generate_openapi_schema.py openapi.json && pnpm prettier --write openapi.json shell: bash - name: compare files diff --git a/.github/workflows/python-checks.yml b/.github/workflows/python-checks.yml index 39ff56eab8f..8200b82a45a 100644 --- a/.github/workflows/python-checks.yml +++ b/.github/workflows/python-checks.yml @@ -41,7 +41,7 @@ jobs: timeout-minutes: 5 # expected run time: <1 min steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: check for changed python files if: ${{ inputs.always_run != true }} @@ -51,7 +51,7 @@ jobs: # - CVE-2025-30066 # - https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised # - https://github.com/tj-actions/changed-files/issues/2463 - uses: tj-actions/changed-files@a284dc1814e3fd07f2e34267fc8f81227ed29fb8 + uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 with: files_yaml: | python: @@ -62,10 +62,11 @@ jobs: - name: setup uv if: ${{ steps.changed-files.outputs.python_any_changed == 'true' || inputs.always_run == true }} - uses: astral-sh/setup-uv@v5 + uses: astral-sh/setup-uv@v8.1.0 with: - version: '0.6.10' + version: '0.11.16' enable-cache: true + python-version: '3.14' - name: check pypi classifiers if: ${{ steps.changed-files.outputs.python_any_changed == 'true' || inputs.always_run == true }} diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml index 6d7e942e56e..a4b32934eac 100644 --- a/.github/workflows/python-tests.yml +++ b/.github/workflows/python-tests.yml @@ -39,8 +39,7 @@ jobs: strategy: matrix: python-version: - - '3.11' - - '3.12' + - '3.14' platform: - linux-cpu - macos-default @@ -76,7 +75,7 @@ jobs: # - CVE-2025-30066 # - https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised # - https://github.com/tj-actions/changed-files/issues/2463 - uses: tj-actions/changed-files@a284dc1814e3fd07f2e34267fc8f81227ed29fb8 + uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 with: files_yaml: | python: @@ -87,15 +86,15 @@ jobs: - name: setup uv if: ${{ steps.changed-files.outputs.python_any_changed == 'true' || inputs.always_run == true }} - uses: astral-sh/setup-uv@v5 + uses: astral-sh/setup-uv@v8.1.0 with: - version: '0.6.10' + version: '0.11.16' enable-cache: true python-version: ${{ matrix.python-version }} - name: setup python if: ${{ steps.changed-files.outputs.python_any_changed == 'true' || inputs.always_run == true }} - uses: actions/setup-python@v5 + uses: actions/setup-python@v6 with: python-version: ${{ matrix.python-version }} diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 145d08f2f08..30e87b53dcb 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -20,7 +20,7 @@ jobs: runs-on: ubuntu-latest steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: check python version uses: samuelcolvin/check-python-version@v4 @@ -70,7 +70,7 @@ jobs: id-token: write steps: - name: download distribution from build job - uses: actions/download-artifact@v4 + uses: actions/download-artifact@v8 with: name: dist path: dist/ @@ -99,7 +99,7 @@ jobs: id-token: write steps: - name: download distribution from build job - uses: actions/download-artifact@v4 + uses: actions/download-artifact@v8 with: name: dist path: dist/ diff --git a/.github/workflows/typegen-checks.yml b/.github/workflows/typegen-checks.yml index 28bcbf778ee..453c4452c12 100644 --- a/.github/workflows/typegen-checks.yml +++ b/.github/workflows/typegen-checks.yml @@ -37,7 +37,7 @@ jobs: timeout-minutes: 15 # expected run time: <5 min steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: Free up more disk space on the runner # https://github.com/actions/runner-images/issues/2840#issuecomment-1284059930 @@ -61,7 +61,7 @@ jobs: # - CVE-2025-30066 # - https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised # - https://github.com/tj-actions/changed-files/issues/2463 - uses: tj-actions/changed-files@a284dc1814e3fd07f2e34267fc8f81227ed29fb8 + uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 with: files_yaml: | src: @@ -70,17 +70,17 @@ jobs: - name: setup uv if: ${{ steps.changed-files.outputs.src_any_changed == 'true' || inputs.always_run == true }} - uses: astral-sh/setup-uv@v5 + uses: astral-sh/setup-uv@v8.1.0 with: - version: '0.6.10' + version: '0.11.16' enable-cache: true - python-version: '3.11' + python-version: '3.14' - name: setup python if: ${{ steps.changed-files.outputs.src_any_changed == 'true' || inputs.always_run == true }} - uses: actions/setup-python@v5 + uses: actions/setup-python@v6 with: - python-version: '3.11' + python-version: '3.14' - name: install dependencies if: ${{ steps.changed-files.outputs.src_any_changed == 'true' || inputs.always_run == true }} diff --git a/.github/workflows/uv-lock-checks.yml b/.github/workflows/uv-lock-checks.yml index fb70c47237c..35cd8c5375d 100644 --- a/.github/workflows/uv-lock-checks.yml +++ b/.github/workflows/uv-lock-checks.yml @@ -38,7 +38,7 @@ jobs: timeout-minutes: 5 # expected run time: <1 min steps: - name: checkout - uses: actions/checkout@v4 + uses: actions/checkout@v6 - name: check for changed python files if: ${{ inputs.always_run != true }} @@ -48,7 +48,7 @@ jobs: # - CVE-2025-30066 # - https://www.stepsecurity.io/blog/harden-runner-detection-tj-actions-changed-files-action-is-compromised # - https://github.com/tj-actions/changed-files/issues/2463 - uses: tj-actions/changed-files@a284dc1814e3fd07f2e34267fc8f81227ed29fb8 + uses: tj-actions/changed-files@9426d40962ed5378910ee2e21d5f8c6fcbf2dd96 with: files_yaml: | uvlock-pyprojecttoml: @@ -57,12 +57,13 @@ jobs: - name: setup uv if: ${{ steps.changed-files.outputs.uvlock-pyprojecttoml_any_changed == 'true' || inputs.always_run == true }} - uses: astral-sh/setup-uv@v5 + uses: astral-sh/setup-uv@v8.1.0 with: - version: '0.6.10' + version: '0.11.16' enable-cache: true + python-version: '3.14' - name: check lockfile if: ${{ steps.changed-files.outputs.uvlock-pyprojecttoml_any_changed == 'true' || inputs.always_run == true }} - run: uv lock --locked # this will exit with 1 if the lockfile is not consistent with pyproject.toml + run: uv lock --locked shell: bash diff --git a/invokeai/app/invocations/facetools.py b/invokeai/app/invocations/facetools.py index 1092a67ce95..be6e643c14e 100644 --- a/invokeai/app/invocations/facetools.py +++ b/invokeai/app/invocations/facetools.py @@ -5,7 +5,6 @@ import cv2 import numpy as np -from mediapipe.python.solutions.face_mesh import FaceMesh # type: ignore[import] from PIL import Image, ImageDraw, ImageFilter, ImageFont, ImageOps from PIL.Image import Image as ImageType from pydantic import field_validator @@ -20,6 +19,7 @@ from invokeai.app.invocations.primitives import ImageOutput from invokeai.app.services.image_records.image_records_common import ImageCategory from invokeai.app.services.shared.invocation_context import InvocationContext +from invokeai.backend.image_util.mediapipe_face.mediapipe_face_common import detect_face_landmarks @invocation_output("face_mask_output") @@ -194,23 +194,15 @@ def generate_face_box_mask( # Convert RGBA to RGB by removing the alpha channel. np_image = np_image[:, :, :3] - # Create a FaceMesh object for face landmark detection and mesh generation. - face_mesh = FaceMesh( - max_num_faces=999, - min_detection_confidence=minimum_confidence, - min_tracking_confidence=minimum_confidence, - ) - - # Detect the face landmarks and mesh in the input image. - results = face_mesh.process(np_image) + results = detect_face_landmarks(np_image, max_faces=999, min_confidence=minimum_confidence) # Check if any face is detected. - if results.multi_face_landmarks: # type: ignore # this are via protobuf and not typed + if results: # Search for the face_id in the detected faces. - for _face_id, face_landmarks in enumerate(results.multi_face_landmarks): # type: ignore #this are via protobuf and not typed + for _face_id, face_landmarks in enumerate(results): # Get the bounding box of the face mesh. - x_coordinates = [landmark.x for landmark in face_landmarks.landmark] - y_coordinates = [landmark.y for landmark in face_landmarks.landmark] + x_coordinates = [landmark.x for landmark in face_landmarks] + y_coordinates = [landmark.y for landmark in face_landmarks] x_min, x_max = min(x_coordinates), max(x_coordinates) y_min, y_max = min(y_coordinates), max(y_coordinates) @@ -219,14 +211,11 @@ def generate_face_box_mask( mesh_height = int((y_max - y_min) * np_image.shape[0]) # Get the center of the face. - x_center = np.mean([landmark.x * np_image.shape[1] for landmark in face_landmarks.landmark]) - y_center = np.mean([landmark.y * np_image.shape[0] for landmark in face_landmarks.landmark]) + x_center = np.mean([landmark.x * np_image.shape[1] for landmark in face_landmarks]) + y_center = np.mean([landmark.y * np_image.shape[0] for landmark in face_landmarks]) face_landmark_points = np.array( - [ - [landmark.x * np_image.shape[1], landmark.y * np_image.shape[0]] - for landmark in face_landmarks.landmark - ] + [[landmark.x * np_image.shape[1], landmark.y * np_image.shape[0]] for landmark in face_landmarks] ) # Apply the scaling offsets to the face landmark points with a multiplier. diff --git a/invokeai/backend/image_util/mediapipe_face/face_landmarker.task b/invokeai/backend/image_util/mediapipe_face/face_landmarker.task new file mode 100644 index 00000000000..c50c845d113 Binary files /dev/null and b/invokeai/backend/image_util/mediapipe_face/face_landmarker.task differ diff --git a/invokeai/backend/image_util/mediapipe_face/mediapipe_face_common.py b/invokeai/backend/image_util/mediapipe_face/mediapipe_face_common.py index 4cf7a66cdc7..e15347ad235 100644 --- a/invokeai/backend/image_util/mediapipe_face/mediapipe_face_common.py +++ b/invokeai/backend/image_util/mediapipe_face/mediapipe_face_common.py @@ -1,18 +1,32 @@ -from typing import Mapping +from dataclasses import dataclass +from pathlib import Path +from typing import Any, Mapping, Sequence, TypeAlias +import cv2 import mediapipe as mp import numpy +import numpy.typing as npt +from mediapipe.tasks import python as _mp_python # type: ignore[import] +from mediapipe.tasks.python import vision as _vision # type: ignore[import] +from mediapipe.tasks.python.components.containers.landmark import NormalizedLandmark # type: ignore[import] -mp_drawing = mp.solutions.drawing_utils -mp_drawing_styles = mp.solutions.drawing_styles -mp_face_detection = mp.solutions.face_detection # Only for counting faces. -mp_face_mesh = mp.solutions.face_mesh -mp_face_connections = mp.solutions.face_mesh_connections.FACEMESH_TESSELATION -mp_hand_connections = mp.solutions.hands_connections.HAND_CONNECTIONS -mp_body_connections = mp.solutions.pose_connections.POSE_CONNECTIONS +mp_python: Any = _mp_python +vision: Any = _vision -DrawingSpec = mp.solutions.drawing_styles.DrawingSpec -PoseLandmark = mp.solutions.drawing_styles.PoseLandmark + +@dataclass(frozen=True) +class DrawingSpec: + color: tuple[int, int, int] + thickness: int + circle_radius: int + + +FaceLandmarks = Sequence[NormalizedLandmark] +FaceConnection = tuple[int, int] +ImageArray: TypeAlias = npt.NDArray[numpy.uint8] +DrawingSpecMap: TypeAlias = Mapping[int, DrawingSpec] | DrawingSpec + +_FACE_LANDMARKER_MODEL_PATH = Path(__file__).with_name("face_landmarker.task") min_face_size_pixels: int = 64 f_thick = 2 @@ -27,27 +41,100 @@ head_draw = DrawingSpec(color=(10, 200, 10), thickness=f_thick, circle_radius=f_rad) # mp_face_mesh.FACEMESH_CONTOURS has all the items we care about. -face_connection_spec = {} -for edge in mp_face_mesh.FACEMESH_FACE_OVAL: +face_connection_spec: dict[FaceConnection, DrawingSpec] = {} +for connection in vision.FaceLandmarksConnections.FACE_LANDMARKS_FACE_OVAL: + edge = (connection.start, connection.end) face_connection_spec[edge] = head_draw -for edge in mp_face_mesh.FACEMESH_LEFT_EYE: +for connection in vision.FaceLandmarksConnections.FACE_LANDMARKS_LEFT_EYE: + edge = (connection.start, connection.end) face_connection_spec[edge] = left_eye_draw -for edge in mp_face_mesh.FACEMESH_LEFT_EYEBROW: +for connection in vision.FaceLandmarksConnections.FACE_LANDMARKS_LEFT_EYEBROW: + edge = (connection.start, connection.end) face_connection_spec[edge] = left_eyebrow_draw -# for edge in mp_face_mesh.FACEMESH_LEFT_IRIS: +# for edge in vision.FaceLandmarksConnections.FACE_LANDMARKS_LEFT_IRIS: # face_connection_spec[edge] = left_iris_draw -for edge in mp_face_mesh.FACEMESH_RIGHT_EYE: +for connection in vision.FaceLandmarksConnections.FACE_LANDMARKS_RIGHT_EYE: + edge = (connection.start, connection.end) face_connection_spec[edge] = right_eye_draw -for edge in mp_face_mesh.FACEMESH_RIGHT_EYEBROW: +for connection in vision.FaceLandmarksConnections.FACE_LANDMARKS_RIGHT_EYEBROW: + edge = (connection.start, connection.end) face_connection_spec[edge] = right_eyebrow_draw -# for edge in mp_face_mesh.FACEMESH_RIGHT_IRIS: +# for edge in vision.FaceLandmarksConnections.FACE_LANDMARKS_RIGHT_IRIS: # face_connection_spec[edge] = right_iris_draw -for edge in mp_face_mesh.FACEMESH_LIPS: +for connection in vision.FaceLandmarksConnections.FACE_LANDMARKS_LIPS: + edge = (connection.start, connection.end) face_connection_spec[edge] = mouth_draw iris_landmark_spec = {468: right_iris_draw, 473: left_iris_draw} -def draw_pupils(image, landmark_list, drawing_spec, halfwidth: int = 2): +def _get_face_landmarker_model_path() -> str: + if not _FACE_LANDMARKER_MODEL_PATH.exists(): + raise FileNotFoundError( + f"Missing vendored MediaPipe model asset at {_FACE_LANDMARKER_MODEL_PATH}. " + "Reinstall the package or restore face_landmarker.task." + ) + return str(_FACE_LANDMARKER_MODEL_PATH) + + +def detect_face_landmarks(img_rgb: ImageArray, max_faces: int, min_confidence: float) -> list[FaceLandmarks]: + options = vision.FaceLandmarkerOptions( + base_options=mp_python.BaseOptions(model_asset_path=_get_face_landmarker_model_path()), + num_faces=max_faces, + min_face_detection_confidence=min_confidence, + min_face_presence_confidence=min_confidence, + min_tracking_confidence=min_confidence, + ) + + mp_image = mp.Image(image_format=mp.ImageFormat.SRGB, data=img_rgb) + with vision.FaceLandmarker.create_from_options(options) as landmarker: + results = landmarker.detect(mp_image) + + return results.face_landmarks + + +def _landmark_xy(landmark: NormalizedLandmark) -> tuple[float, float] | None: + if landmark.x is None or landmark.y is None: + return None + + return landmark.x, landmark.y + + +def _landmark_to_pixel(landmark: NormalizedLandmark, image_rows: int, image_cols: int) -> tuple[int, int] | None: + coords = _landmark_xy(landmark) + if coords is None: + return None + + x_coord, y_coord = coords + + if x_coord < 0 or x_coord > 1 or y_coord < 0 or y_coord > 1: + return None + + image_x = min(int(x_coord * (image_cols - 1)), image_cols - 1) + image_y = min(int(y_coord * (image_rows - 1)), image_rows - 1) + return image_x, image_y + + +def _draw_connections(image: ImageArray, landmark_list: FaceLandmarks, drawing_spec: Mapping[FaceConnection, DrawingSpec]) -> None: + if len(image.shape) != 3: + raise ValueError("Input image must be H,W,C.") + + image_rows, image_cols, image_channels = image.shape + if image_channels != 3: + raise ValueError("Input image must contain three channel bgr data.") + + for (start_idx, end_idx), spec in drawing_spec.items(): + if start_idx >= len(landmark_list) or end_idx >= len(landmark_list): + continue + + start_point = _landmark_to_pixel(landmark_list[start_idx], image_rows, image_cols) + end_point = _landmark_to_pixel(landmark_list[end_idx], image_rows, image_cols) + if start_point is None or end_point is None: + continue + + cv2.line(image, start_point, end_point, spec.color, spec.thickness) + + +def draw_pupils(image: ImageArray, landmark_list: FaceLandmarks, drawing_spec: DrawingSpecMap, halfwidth: int = 2) -> None: """We have a custom function to draw the pupils because the mp.draw_landmarks method requires a parameter for all landmarks. Until our PR is merged into mediapipe, we need this separate method.""" if len(image.shape) != 3: @@ -55,95 +142,95 @@ def draw_pupils(image, landmark_list, drawing_spec, halfwidth: int = 2): image_rows, image_cols, image_channels = image.shape if image_channels != 3: # BGR channels raise ValueError("Input image must contain three channel bgr data.") - for idx, landmark in enumerate(landmark_list.landmark): - if (landmark.HasField("visibility") and landmark.visibility < 0.9) or ( - landmark.HasField("presence") and landmark.presence < 0.5 + for idx, landmark in enumerate(landmark_list): + if (landmark.visibility is not None and landmark.visibility < 0.9) or ( + landmark.presence is not None and landmark.presence < 0.5 ): continue - if landmark.x >= 1.0 or landmark.x < 0 or landmark.y >= 1.0 or landmark.y < 0: + point = _landmark_to_pixel(landmark, image_rows, image_cols) + if point is None: continue - image_x = int(image_cols * landmark.x) - image_y = int(image_rows * landmark.y) + + image_x, image_y = point draw_color = None if isinstance(drawing_spec, Mapping): if drawing_spec.get(idx) is None: continue - else: - draw_color = drawing_spec[idx].color - elif isinstance(drawing_spec, DrawingSpec): + draw_color = drawing_spec[idx].color + else: draw_color = drawing_spec.color - image[image_y - halfwidth : image_y + halfwidth, image_x - halfwidth : image_x + halfwidth, :] = draw_color + + y_min = max(image_y - halfwidth, 0) + y_max = min(image_y + halfwidth, image_rows) + x_min = max(image_x - halfwidth, 0) + x_max = min(image_x + halfwidth, image_cols) + image[y_min:y_max, x_min:x_max, :] = draw_color -def reverse_channels(image): +def reverse_channels(image: ImageArray) -> ImageArray: """Given a numpy array in RGB form, convert to BGR. Will also convert from BGR to RGB.""" # im[:,:,::-1] is a neat hack to convert BGR to RGB by reversing the indexing order. # im[:,:,::[2,1,0]] would also work but makes a copy of the data. return image[:, :, ::-1] -def generate_annotation(img_rgb, max_faces: int, min_confidence: float): +def generate_annotation(img_rgb: ImageArray, max_faces: int, min_confidence: float) -> ImageArray: """ Find up to 'max_faces' inside the provided input image. If min_face_size_pixels is provided and nonzero it will be used to filter faces that occupy less than this many pixels in the image. """ - with mp_face_mesh.FaceMesh( - static_image_mode=True, - max_num_faces=max_faces, - refine_landmarks=True, - min_detection_confidence=min_confidence, - ) as facemesh: - img_height, img_width, img_channels = img_rgb.shape - assert img_channels == 3 - - results = facemesh.process(img_rgb).multi_face_landmarks - - if results is None: - print("No faces detected in controlnet image for Mediapipe face annotator.") - return numpy.zeros_like(img_rgb) - - # Filter faces that are too small - filtered_landmarks = [] - for lm in results: - landmarks = lm.landmark - face_rect = [ - landmarks[0].x, - landmarks[0].y, - landmarks[0].x, - landmarks[0].y, - ] # Left, up, right, down. - for i in range(len(landmarks)): - face_rect[0] = min(face_rect[0], landmarks[i].x) - face_rect[1] = min(face_rect[1], landmarks[i].y) - face_rect[2] = max(face_rect[2], landmarks[i].x) - face_rect[3] = max(face_rect[3], landmarks[i].y) - if min_face_size_pixels > 0: - face_width = abs(face_rect[2] - face_rect[0]) - face_height = abs(face_rect[3] - face_rect[1]) - face_width_pixels = face_width * img_width - face_height_pixels = face_height * img_height - face_size = min(face_width_pixels, face_height_pixels) - if face_size >= min_face_size_pixels: - filtered_landmarks.append(lm) - else: - filtered_landmarks.append(lm) - - # Annotations are drawn in BGR for some reason, but we don't need to flip a zero-filled image at the start. - empty = numpy.zeros_like(img_rgb) - - # Draw detected faces: - for face_landmarks in filtered_landmarks: - mp_drawing.draw_landmarks( - empty, - face_landmarks, - connections=face_connection_spec.keys(), - landmark_drawing_spec=None, - connection_drawing_spec=face_connection_spec, - ) - draw_pupils(empty, face_landmarks, iris_landmark_spec, 2) - - # Flip BGR back to RGB. - empty = reverse_channels(empty).copy() - - return empty + img_height, img_width, img_channels = img_rgb.shape + assert img_channels == 3 + + results = detect_face_landmarks(img_rgb, max_faces=max_faces, min_confidence=min_confidence) + + if len(results) == 0: + print("No faces detected in controlnet image for Mediapipe face annotator.") + return numpy.zeros_like(img_rgb) + + # Filter faces that are too small + filtered_landmarks: list[FaceLandmarks] = [] + for landmarks in results: + first_coords = _landmark_xy(landmarks[0]) + if first_coords is None: + continue + + face_rect = [ + first_coords[0], + first_coords[1], + first_coords[0], + first_coords[1], + ] # Left, up, right, down. + for landmark in landmarks: + coords = _landmark_xy(landmark) + if coords is None: + continue + + face_rect[0] = min(face_rect[0], coords[0]) + face_rect[1] = min(face_rect[1], coords[1]) + face_rect[2] = max(face_rect[2], coords[0]) + face_rect[3] = max(face_rect[3], coords[1]) + if min_face_size_pixels > 0: + face_width = abs(face_rect[2] - face_rect[0]) + face_height = abs(face_rect[3] - face_rect[1]) + face_width_pixels = face_width * img_width + face_height_pixels = face_height * img_height + face_size = min(face_width_pixels, face_height_pixels) + if face_size >= min_face_size_pixels: + filtered_landmarks.append(landmarks) + else: + filtered_landmarks.append(landmarks) + + # Annotations are drawn in BGR for some reason, but we don't need to flip a zero-filled image at the start. + empty = numpy.zeros_like(img_rgb) + + # Draw detected faces: + for face_landmarks in filtered_landmarks: + _draw_connections(empty, face_landmarks, face_connection_spec) + draw_pupils(empty, face_landmarks, iris_landmark_spec, 2) + + # Flip BGR back to RGB. + empty = reverse_channels(empty).copy() + + return empty diff --git a/invokeai/frontend/web/src/services/api/schema.ts b/invokeai/frontend/web/src/services/api/schema.ts index a80183476bd..5543dbc2f7b 100644 --- a/invokeai/frontend/web/src/services/api/schema.ts +++ b/invokeai/frontend/web/src/services/api/schema.ts @@ -5145,7 +5145,10 @@ export type components = { */ type: "infill_cv2"; }; - /** CacheStats */ + /** + * CacheStats + * @description Collect statistics on cache performance. + */ CacheStats: { /** * Hits diff --git a/pyproject.toml b/pyproject.toml index 57e741405ff..4dab00586fd 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,7 +5,7 @@ build-backend = "setuptools.build_meta" [project] name = "InvokeAI" description = "A full-featured AI-assisted image generation environment designed for creatives and enthusiasts." -requires-python = ">=3.11, <3.13" +requires-python = ">=3.14, <=3.14.5" readme = { content-type = "text/markdown", file = "README.md" } keywords = ["stable-diffusion", "AI"] dynamic = ["version"] @@ -23,7 +23,7 @@ classifiers = [ 'Operating System :: MacOS', 'Operating System :: Microsoft :: Windows', 'Programming Language :: Python :: 3 :: Only', - 'Programming Language :: Python :: 3.12', + 'Programming Language :: Python :: 3.14', 'Topic :: Artistic Software', 'Topic :: Internet :: WWW/HTTP :: WSGI :: Application', 'Topic :: Internet :: WWW/HTTP :: WSGI :: Server', @@ -34,22 +34,22 @@ classifiers = [ dependencies = [ # Core generation dependencies, pinned for reproducible builds. "accelerate", - "bitsandbytes; sys_platform!='darwin'", + "bitsandbytes>=0.48.0; sys_platform!='darwin'", # CUDA 130 supported as of 0.48.0 feb-2026, CUDA 131/132 slated for "future release" "compel==2.1.1", "diffusers[torch]==0.37.0", "gguf", - "mediapipe==0.10.14", # needed for "mediapipeface" controlnet model - "numpy<2.0.0", - "onnx==1.16.1", - "onnxruntime==1.19.2", + "mediapipe==0.10.35", # needed for "mediapipeface" controlnet model + "numpy<=2.4.6", # TODO: figure out why numpy<2.0.0 was pinned? + "onnx==1.21.0", + "onnxruntime==1.26.0", # 1.27.0 will drop support for CUDA 12 "opencv-contrib-python", "safetensors", - "sentencepiece==0.2.0", # 0.2.1 coredumps windows when loading t5 tokenizer + "sentencepiece==0.2.1", # 0.2.1 coredumps windows when loading t5 tokenizer "spandrel", - "torch~=2.7.0", # torch and related dependencies are loosely pinned, will respect requirement of `diffusers[torch]` + "torch~=2.12.0", # torch and related dependencies are loosely pinned, will respect requirement of `diffusers[torch]` "torchsde", # diffusers needs this for SDE solvers, but it is not an explicit dep of diffusers "torchvision", - "transformers>=4.56.0", + "transformers>=4.56.0", # Waiting on compel 2.2 to upgrade to 5.8.1 # Core application dependencies, pinned for reproducible builds. "fastapi-events", @@ -90,12 +90,12 @@ dependencies = [ # torch 2.4+cu carries its own triton dependency ] -"cpu" = ["torch==2.7.1+cpu", "torchvision==0.22.1+cpu"] -"cuda" = ["torch==2.7.1+cu128", "torchvision==0.22.1+cu128"] +"cpu" = ["torch==2.12.0+cpu", "torchvision==0.27.0+cpu"] +"cuda" = ["torch==2.12.0+cu130", "torchvision==0.27.0+cu130"] "rocm" = [ - "torch==2.7.1+rocm6.3", - "torchvision==0.22.1+rocm6.3", - "pytorch-triton-rocm", + "torch==2.12.0+rocm7.2; sys_platform == 'linux'", + "torchvision==0.27.0+rocm7.2; sys_platform == 'linux'", + "triton-rocm; sys_platform == 'linux'", ] "onnx" = ["onnxruntime"] @@ -136,7 +136,7 @@ torchvision = [ { index = "torch-cuda", extra = "cuda" }, { index = "torch-rocm", extra = "rocm" }, ] -pytorch-triton-rocm = [ +triton-rocm = [ { index = "torch-rocm", extra = "rocm", marker = "sys_platform == 'linux'" }, ] @@ -147,12 +147,12 @@ explicit = true [[tool.uv.index]] name = "torch-cuda" -url = "https://download.pytorch.org/whl/cu128" +url = "https://download.pytorch.org/whl/cu130" explicit = true [[tool.uv.index]] name = "torch-rocm" -url = "https://download.pytorch.org/whl/rocm6.3" +url = "https://download.pytorch.org/whl/rocm7.2" explicit = true [project.scripts] @@ -195,7 +195,7 @@ version = { attr = "invokeai.version.__version__" } "*.png", ] "invokeai.assets.fonts" = ["**/*.ttf"] -"invokeai.backend" = ["**.png", "**/*.icc"] +"invokeai.backend" = ["**.png", "**/*.icc", "**/*.task"] "invokeai.configs" = ["*.example", "**/*.yaml", "*.txt"] "invokeai.frontend.web.dist" = ["**"] "invokeai.frontend.web.static" = ["**"] diff --git a/scripts/generate_openapi_schema.py b/scripts/generate_openapi_schema.py index 70baa194dc1..80a27ce537e 100644 --- a/scripts/generate_openapi_schema.py +++ b/scripts/generate_openapi_schema.py @@ -1,17 +1,27 @@ import json import os import sys +from pathlib import Path def main(): # Change working directory to the repo root - os.chdir(os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))) + repo_root = Path(__file__).resolve().parent.parent + os.chdir(repo_root) from invokeai.app.api_app import app from invokeai.app.util.custom_openapi import get_openapi_func schema = get_openapi_func(app)() - json.dump(schema, sys.stdout, indent=2) + + if len(sys.argv) > 1: + output_path = Path(sys.argv[1]) + with output_path.open("w", encoding="utf-8") as f: + json.dump(schema, f, indent=2) + f.write("\n") + else: + json.dump(schema, sys.stdout, indent=2) + sys.stdout.write("\n") if __name__ == "__main__": diff --git a/uv.lock b/uv.lock index f404527fe8f..16fd404deda 100644 --- a/uv.lock +++ b/uv.lock @@ -1,46 +1,9 @@ version = 1 revision = 3 -requires-python = ">=3.11, <3.13" +requires-python = ">=3.14, <=3.14.5" resolution-markers = [ - "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-8-invokeai-cpu' and extra != 'extra-8-invokeai-cuda' and extra == 'extra-8-invokeai-rocm'", - "python_full_version >= '3.12' and 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