### Install NVIDIA GPU Runtime with uv

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Use this command to synchronize dependencies for NVIDIA GPU (CUDA) support. Ensure you have the necessary CUDA drivers installed.

```bash
uv sync --group cuda
```

--------------------------------

### Install Intel Hardware Runtime with uv

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Use this command to synchronize dependencies for Intel CPUs, iGPUs, or NPUs (OpenVINO). This is optimized for Intel hardware like N100 processors.

```bash
uv sync --group openvino
```

--------------------------------

### Install CPU/Apple Silicon Runtime with uv

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Use this command to synchronize dependencies for CPU or Apple Silicon (CoreML) support. This is suitable for general-purpose computing.

```bash
uv sync --group cpu_coreml
```

--------------------------------

### Run PhotoAIdent Application

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute the PhotoAIdent application using uv. This command starts the application with default logging settings.

```bash
uv run photoaident
```

--------------------------------

### Auto-Format Code with Black

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute this command to automatically format the project's code according to Black's style guide. Ensure the target Python version is specified.

```bash
uv run black --target-version py312 .
```

--------------------------------

### Run Pyright Static Type Checker

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute this command to perform static type checking on the project's source and test files using Pyright. Specify the Python version for accurate checking.

```bash
uv run pyright --pythonversion 3.12 src/ tests/
```

--------------------------------

### Compile Translation Files

Source: https://github.com/steinsag/photoaident/blob/main/README.md

This command compiles .ts translation files into binary .qm format for the application to load. It iterates through all .ts files in the assets/translations directory.

```bash
for ts in assets/translations/*.ts; do uv run pyside6-lrelease "$ts" -qm "${ts%.ts}.qm"; done
```

--------------------------------

### Build AppImage

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Creates an AppImage, a self-contained executable format for Linux. This script is used for packaging the application for Linux distributions.

```bash
./scripts/build_appimage.sh
```

--------------------------------

### Run Pyright for Type Checking

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute Pyright, a static type checker, on the source and test directories. This is part of the pre-commit hook process.

```bash
uv run pyright src/ tests/
```

--------------------------------

### Run PhotoAIdent with Increased Logging

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute the PhotoAIdent application with the DEBUG log level for enhanced verbosity. This is useful for debugging.

```bash
uv run photoaident --log-level DEBUG
```

--------------------------------

### Verify Code Formatting, Linting, Type-Checking, and Tests

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Run a comprehensive verification script that includes auto-fixing formatting and linting issues, performing type checks, and executing tests. This script ensures code quality and consistency.

```bash
uv run scripts/verify.py
```

--------------------------------

### Build PyInstaller Bundle

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Builds a standalone executable bundle of the application using PyInstaller. This script is used to package the application for distribution.

```bash
./scripts/build_pyinstaller.sh
```

--------------------------------

### Run Tests with Pytest and Coverage

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute tests using 'pytest' to automatically generate coverage reports. This command runs tests and provides terminal, HTML, and XML coverage summaries.

```bash
uv run pytest
```

--------------------------------

### Photoaident Database Schema Diagram

Source: https://github.com/steinsag/photoaident/blob/main/README.md

This Mermaid diagram illustrates the database schema for Photoaident, showing tables, their columns, primary keys (PK), foreign keys (FK), and relationships (one-to-one, one-to-many).

```mermaid
erDiagram
    images ||--o| image_metadata: "1:1"
    images ||--o{ image_tags: "1:N"
    images ||--o{ faces: "1:N"
    persons ||--o{ faces: "1:N"
    persons ||--o{ embedding_clusters: "1:N"
    persons ||--o{ suggestions: "1:N"
    embedding_clusters ||--o{ faces: "1:N"
    embedding_clusters ||--o{ suggestions: "1:N"
    faces ||--o{ suggestions: "1:N"

    images {
        int id PK
        string file_path UK
        string file_hash "SHA256"
        int file_size
        datetime indexed_at
        datetime updated_at
        int index_version
    }

    image_metadata {
        int id PK
        int image_id FK, UK
        datetime taken_at
        string taken_at_source "nullable, exif|filepath|manual"
        string camera_make
        string camera_model
        numeric gps_lat
        numeric gps_lon
        float gps_altitude
        int width
        int height
        int orientation "EXIF 1-8"
    }

    image_tags {
        int id PK
        int image_id FK
        string tag_key
        string tag_value
        string tag_source "model|manual"
        string model_name
        datetime created_at
    }

    faces {
        int id PK
        int image_id FK
        int faiss_id "nullable, deprecated"
        int bbox_x
        int bbox_y
        int bbox_w
        int bbox_h
        float detection_confidence
        int person_id FK
        int cluster_id FK
        string state "unidentified|identified|anonymous"
        datetime labelled_at
        string model_version
        datetime deleted_at
    }

    persons {
        int id PK
        string name
        string notes
        datetime created_at
    }

    embedding_clusters {
        int id PK
        int person_id FK
        string label
        string age_group "infant|youngster|teenager|adult|senior"
        blob mean_embedding "nullable, 512-dim float32"
        datetime created_at
    }

    suggestions {
        int id PK
        int face_id FK
        int person_id FK
        int cluster_id FK
        float similarity_score
        string state "pending|confirmed|rejected"
        datetime created_at
    }

```

--------------------------------

### Run GPU Integration Tests Only

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Executes only the integration tests marked with the 'gpu' marker. These tests are skipped if CUDA is unavailable and are intended for systems with NVIDIA GPUs.

```bash
uv run pytest -m gpu
```

--------------------------------

### Enable Git Pre-commit Hooks

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Configure Git to use repository-managed pre-commit hooks. This ensures linters, formatters, and type checkers run automatically before each commit.

```bash
git config core.hooksPath .githooks
```

--------------------------------

### Run Static Type Checking with ty

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Execute the 'ty check' command to perform static type checking across the entire project. This ensures code adheres to defined types before runtime.

```bash
uv run ty check
```

--------------------------------

### Check Code Formatting with Black

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Run this command to check if the code adheres to Black's formatting standards without making any changes. Specify the target Python version.

```bash
uv run black --check --target-version py312 .
```

--------------------------------

### Apply All Alembic Migrations

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Applies all pending database migrations to the current database. This command is typically used in development to bring the database schema up to date.

```bash
uv run alembic upgrade head
```

--------------------------------

### Generate Alembic Migration

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Use this command to create a new database migration script after modifying data models. Always review the generated script before committing.

```bash
uv run alembic revision --autogenerate -m "describe the change"
```

--------------------------------

### Create New Alembic Migration

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Generates a new database migration script using Alembic. The `--autogenerate` flag attempts to detect schema changes, and `-m "description"` requires a descriptive message for the migration.

```bash
uv run alembic revision --autogenerate -m "description"
```

--------------------------------

### Run Ruff Linter

Source: https://github.com/steinsag/photoaident/blob/main/README.md

This command runs Ruff to check for common Python linting rule violations across the entire project.

```bash
uv run ruff check .
```

--------------------------------

### Lint Code with Ruff

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Runs the Ruff linter to check for code style issues and potential errors. The `--fix` flag attempts to automatically correct fixable issues, and `--quiet` reduces output verbosity.

```bash
uv run ruff check --fix --quiet
```

--------------------------------

### Format Code with Black

Source: https://github.com/steinsag/photoaident/blob/main/AGENTS.md

Formats the Python code in the project using Black, a strict code formatter. `--target-version py312` ensures compatibility with Python 3.12, and `--quiet` reduces output.

```bash
uv run black --quiet --target-version py312 .
```

--------------------------------

### Auto-Fix Linting Errors with Ruff

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Use this command to automatically fix linting issues that Ruff can resolve. It checks the project and applies fixes where possible.

```bash
uv run ruff check . --fix
```

--------------------------------

### Update Translation Source Files

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Use this command to update the .ts translation source files after modifying strings. The `-locations none` flag prevents line-number tags from causing unnecessary diffs, and `-extensions py` is required for Python files.

```bash
uv run pyside6-lupdate -locations none -extensions py src/ -ts assets/translations/photoaident_de.ts assets/translations/photoaident_en.ts
```

--------------------------------

### Bypass Git Pre-commit Hook

Source: https://github.com/steinsag/photoaident/blob/main/README.md

Command to bypass the Git pre-commit hook during a commit. Use this when you need to commit changes without running the automated checks.

```bash
git commit --no-verify
```

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