diff --git a/pyproject.toml b/pyproject.toml index e95fc079..7e4937c1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -114,3 +114,6 @@ module = [ "cloudpickle.*", ] ignore_missing_imports = true + +[tool.uv.sources] +runpod = { git = "https://github.com/runpod/runpod-python", rev = "main" } diff --git a/src/tetra_rp/__init__.py b/src/tetra_rp/__init__.py index 8ae3f3f8..6adb1a5b 100644 --- a/src/tetra_rp/__init__.py +++ b/src/tetra_rp/__init__.py @@ -22,7 +22,6 @@ ResourceManager, ServerlessEndpoint, ServerlessType, - runpod, NetworkVolume, ) @@ -40,6 +39,5 @@ "ResourceManager", "ServerlessEndpoint", "ServerlessType", - "runpod", "NetworkVolume", ] diff --git a/src/tetra_rp/cli/commands/build.py b/src/tetra_rp/cli/commands/build.py index 8f60c93c..d6c5c046 100644 --- a/src/tetra_rp/cli/commands/build.py +++ b/src/tetra_rp/cli/commands/build.py @@ -44,6 +44,16 @@ def build_command( flash build --keep-build # Keep temporary build directory flash build -o my-app.tar.gz # Custom archive name """ + console.print( + Panel( + "[yellow]The build command is coming soon.[/yellow]\n\n" + "This feature is under development and will be available in a future release.", + title="Coming Soon", + expand=False, + ) + ) + return + try: # Validate project structure project_dir, app_name = discover_flash_project() @@ -313,7 +323,7 @@ def extract_remote_dependencies(workers_dir: Path) -> list[str]: """ dependencies = [] - for py_file in workers_dir.glob("*.py"): + for py_file in workers_dir.glob("**/*.py"): if py_file.name == "__init__.py": continue @@ -351,7 +361,7 @@ def install_dependencies( build_dir: Path, requirements: list[str], no_deps: bool ) -> bool: """ - Install dependencies to build directory using pip. + Install dependencies to build directory using pip or uv pip. Args: build_dir: Build directory (pip --target) @@ -364,23 +374,46 @@ def install_dependencies( if not requirements: return True - # Use only sys.executable -m pip to ensure correct environment + # Try python -m pip first pip_cmd = [sys.executable, "-m", "pip"] + pip_available = False - # Check if pip is available try: result = subprocess.run( pip_cmd + ["--version"], capture_output=True, + text=True, timeout=5, ) - if result.returncode != 0: - console.print( - "[red]Error:[/red] pip not found in current Python environment" - ) - return False + if result.returncode == 0: + pip_available = True except (subprocess.SubprocessError, FileNotFoundError): - console.print("[red]Error:[/red] pip not found in current Python environment") + pass + + # If pip not available, try uv pip + if not pip_available: + try: + result = subprocess.run( + ["uv", "pip", "--version"], + capture_output=True, + text=True, + timeout=5, + ) + if result.returncode == 0: + pip_cmd = ["uv", "pip"] + pip_available = True + console.print( + "[yellow]Note:[/yellow] Using 'uv pip' (pip not found in venv)" + ) + except (subprocess.SubprocessError, FileNotFoundError): + pass + + # If neither available, error out + if not pip_available: + console.print("[red]Error:[/red] Neither pip nor uv pip found") + console.print("\n[yellow]Install pip with one of:[/yellow]") + console.print(" • python -m ensurepip --upgrade") + console.print(" • uv pip install pip") return False cmd = pip_cmd + [ diff --git a/src/tetra_rp/cli/commands/deploy.py b/src/tetra_rp/cli/commands/deploy.py index 5a56b65a..d985f113 100644 --- a/src/tetra_rp/cli/commands/deploy.py +++ b/src/tetra_rp/cli/commands/deploy.py @@ -21,6 +21,16 @@ def list_command(): """Show available deployment environments.""" + console.print( + Panel( + "[yellow]The deploy command is coming soon.[/yellow]\n\n" + "This feature is under development and will be available in a future release.", + title="Coming Soon", + expand=False, + ) + ) + return + environments = get_deployment_environments() if not environments: @@ -78,9 +88,23 @@ def list_command(): console.print(f"\n{summary}") -def new_command(name: str): +def new_command( + name: str = typer.Argument( + ..., help="Name of the deployment environment to create" + ), +): """Create a new deployment environment.""" + console.print( + Panel( + "[yellow]The deploy command is coming soon.[/yellow]\n\n" + "This feature is under development and will be available in a future release.", + title="Coming Soon", + expand=False, + ) + ) + return + environments = get_deployment_environments() if name in environments: @@ -125,7 +149,9 @@ def new_command(name: str): console.print(f"\nNext: [bold]flash deploy send {name}[/bold]") -def send_command(name: str): +def send_command( + name: str = typer.Argument(..., help="Name of the deployment environment"), +): """Deploy project to deployment environment.""" environments = get_deployment_environments() @@ -157,7 +183,9 @@ def send_command(name: str): raise typer.Exit(1) -def report_command(name: str): +def report_command( + name: str = typer.Argument(..., help="Name of the deployment environment"), +): """Show detailed environment status and metrics.""" environments = get_deployment_environments() @@ -223,7 +251,9 @@ def report_command(name: str): console.print(f" {metric}") -def rollback_command(name: str): +def rollback_command( + name: str = typer.Argument(..., help="Name of the deployment environment"), +): """Rollback deployment to previous version.""" environments = get_deployment_environments() @@ -283,7 +313,11 @@ def rollback_command(name: str): console.print(f"Environment '{name}' is now running the previous version.") -def remove_command(name: str): +def remove_command( + name: str = typer.Argument( + ..., help="Name of the deployment environment to remove" + ), +): """Remove deployment environment.""" environments = get_deployment_environments() diff --git a/src/tetra_rp/cli/commands/init.py b/src/tetra_rp/cli/commands/init.py index ac78959c..db0fc0c1 100644 --- a/src/tetra_rp/cli/commands/init.py +++ b/src/tetra_rp/cli/commands/init.py @@ -1,119 +1,96 @@ """Project initialization command.""" from pathlib import Path +from typing import Optional import typer from rich.console import Console from rich.panel import Panel from rich.table import Table -from ..utils.skeleton import create_project_skeleton -from ..utils.conda import ( - check_conda_available, - create_conda_environment, - install_packages_in_env, - environment_exists, - get_activation_command, -) +from ..utils.skeleton import create_project_skeleton, detect_file_conflicts console = Console() -# Required packages for flash run to work smoothly -REQUIRED_PACKAGES = [ - "fastapi>=0.104.0", - "uvicorn[standard]>=0.24.0", - "python-dotenv>=1.0.0", - "pydantic>=2.0.0", - "aiohttp>=3.9.0", -] - def init_command( - project_name: str = typer.Argument(..., help="Project name"), - no_env: bool = typer.Option( - False, "--no-env", help="Skip conda environment creation" - ), - force: bool = typer.Option( - False, "--force", "-f", help="Overwrite existing directory" + project_name: Optional[str] = typer.Argument( + None, help="Project name or '.' for current directory" ), + force: bool = typer.Option(False, "--force", "-f", help="Overwrite existing files"), ): """Create new Flash project with Flash Server and GPU workers.""" - # Create project directory - project_dir = Path(project_name) - - if project_dir.exists() and not force: - console.print(f"Directory '{project_name}' already exists") - console.print("Use --force to overwrite") - raise typer.Exit(1) + # Determine target directory and initialization mode + if project_name is None or project_name == ".": + # Initialize in current directory + project_dir = Path.cwd() + is_current_dir = True + # Use current directory name as project name + actual_project_name = project_dir.name + else: + # Create new directory + project_dir = Path(project_name) + is_current_dir = False + actual_project_name = project_name + + # Create project directory if needed + if not is_current_dir: + project_dir.mkdir(parents=True, exist_ok=True) + + # Check for file conflicts in target directory + conflicts = detect_file_conflicts(project_dir) + should_overwrite = force # Start with force flag value + + if conflicts and not force: + # Show warning and prompt user + console.print( + Panel( + "[yellow]Warning: The following files will be overwritten:[/yellow]\n\n" + + "\n".join(f" • {conflict}" for conflict in conflicts), + title="File Conflicts Detected", + expand=False, + ) + ) - # Create project directory - project_dir.mkdir(parents=True, exist_ok=True) + # Prompt user for confirmation + proceed = typer.confirm("Continue and overwrite these files?", default=False) + if not proceed: + console.print("[yellow]Initialization aborted.[/yellow]") + raise typer.Exit(0) - with console.status(f"Creating Flash project '{project_name}'..."): - create_project_skeleton(project_dir, force) + # User confirmed, so we should overwrite + should_overwrite = True - # Create conda environment if requested - env_created = False - if not no_env: - if not check_conda_available(): - console.print( - "[yellow]Warning: conda not found. Skipping environment creation.[/yellow]" - ) - console.print( - "Install Miniconda or Anaconda, or use --no-env flag to skip this step." - ) - else: - # Check if environment already exists - if environment_exists(project_name): - console.print( - f"[yellow]Conda environment '{project_name}' already exists. Skipping creation.[/yellow]" - ) - env_created = True - else: - # Create conda environment - with console.status(f"Creating conda environment '{project_name}'..."): - success, message = create_conda_environment(project_name) - - if not success: - console.print(f"[yellow]Warning: {message}[/yellow]") - console.print( - "You can manually create the environment and install dependencies." - ) - else: - env_created = True - - # Install required packages - with console.status("Installing dependencies..."): - success, message = install_packages_in_env( - project_name, REQUIRED_PACKAGES, use_pip=True - ) - - if not success: - console.print(f"[yellow]Warning: {message}[/yellow]") - console.print( - "You can manually install dependencies: pip install -r requirements.txt" - ) + # Create project skeleton + status_msg = ( + "Initializing Flash project in current directory..." + if is_current_dir + else f"Creating Flash project '{project_name}'..." + ) + with console.status(status_msg): + create_project_skeleton(project_dir, should_overwrite) # Success output - panel_content = ( - f"Flash project '[bold]{project_name}[/bold]' created successfully!\n\n" - ) - panel_content += "Project structure:\n" - panel_content += f" {project_name}/\n" + if is_current_dir: + panel_content = f"Flash project '[bold]{actual_project_name}[/bold]' initialized in current directory!\n\n" + panel_content += "Project structure:\n" + panel_content += " ./\n" + else: + panel_content = f"Flash project '[bold]{actual_project_name}[/bold]' created successfully!\n\n" + panel_content += "Project structure:\n" + panel_content += f" {actual_project_name}/\n" + panel_content += " ├── main.py # Flash Server (FastAPI)\n" - panel_content += " ├── workers/ # GPU workers\n" - panel_content += " │ └── example_worker.py\n" - panel_content += " ├── .env.example\n" + panel_content += " ├── workers/\n" + panel_content += " │ ├── gpu/ # GPU worker\n" + panel_content += " │ └── cpu/ # CPU worker\n" + panel_content += " ├── .env\n" panel_content += " ├── requirements.txt\n" panel_content += " └── README.md\n" - if env_created: - panel_content += ( - f"\nConda environment '[bold]{project_name}[/bold]' created and configured" - ) - - console.print(Panel(panel_content, title="Project Created", expand=False)) + title = "Project Initialized" if is_current_dir else "Project Created" + console.print(Panel(panel_content, title=title, expand=False)) # Next steps console.print("\n[bold]Next steps:[/bold]") @@ -121,15 +98,18 @@ def init_command( steps_table.add_column("Step", style="bold cyan") steps_table.add_column("Description") - steps_table.add_row("1.", f"cd {project_name}") + step_num = 1 + if not is_current_dir: + steps_table.add_row(f"{step_num}.", f"cd {actual_project_name}") + step_num += 1 - if env_created: - steps_table.add_row("2.", f"{get_activation_command(project_name)}") - steps_table.add_row("3.", "cp .env.example .env # Add your RUNPOD_API_KEY") - steps_table.add_row("4.", "flash run") - else: - steps_table.add_row("2.", "pip install -r requirements.txt") - steps_table.add_row("3.", "cp .env.example .env # Add your RUNPOD_API_KEY") - steps_table.add_row("4.", "flash run") + steps_table.add_row(f"{step_num}.", "pip install -r requirements.txt") + step_num += 1 + steps_table.add_row(f"{step_num}.", "Add your RUNPOD_API_KEY to .env") + step_num += 1 + steps_table.add_row(f"{step_num}.", "flash run") console.print(steps_table) + + console.print("\nVisit http://localhost:8888/docs") + console.print("\nCheck out the README.md for more") diff --git a/src/tetra_rp/cli/docs/README.md b/src/tetra_rp/cli/docs/README.md index 9784cd8e..0ef6f284 100644 --- a/src/tetra_rp/cli/docs/README.md +++ b/src/tetra_rp/cli/docs/README.md @@ -11,9 +11,11 @@ flash init my-project # Navigate to project cd my-project -# Setup environment -conda activate my-project -cp .env.example .env # Add RUNPOD_API_KEY +# Install dependencies +pip install -r requirements.txt + +# Add your Runpod API key to .env +# RUNPOD_API_KEY=your_key_here # Run development server flash run @@ -26,17 +28,22 @@ flash run Create a new Flash project. ```bash -flash init PROJECT_NAME [OPTIONS] +flash init [PROJECT_NAME] [OPTIONS] ``` **Options:** -- `--no-env`: Skip conda environment creation -- `--force, -f`: Overwrite existing directory +- `--force, -f`: Overwrite existing files -**Example:** +**Examples:** ```bash +# Create new project flash init my-project -flash init my-project --no-env + +# Initialize in current directory +flash init . + +# Overwrite existing files +flash init my-project --force ``` [Full documentation](./flash-init.md) @@ -71,10 +78,14 @@ flash run --port 3000 ``` my-project/ ├── main.py # Flash Server (FastAPI) -├── workers/ # GPU workers -│ ├── __init__.py -│ └── example_worker.py -├── .env.example +├── workers/ +│ ├── gpu/ # GPU worker +│ │ ├── __init__.py +│ │ └── endpoint.py +│ └── cpu/ # CPU worker +│ ├── __init__.py +│ └── endpoint.py +├── .env ├── requirements.txt └── README.md ``` @@ -90,12 +101,17 @@ RUNPOD_API_KEY=your_api_key_here ```bash # Health check -curl http://localhost:8888/ +curl http://localhost:8888/ping # Call GPU worker -curl -X POST http://localhost:8888/process \ +curl -X POST http://localhost:8888/gpu/hello \ + -H "Content-Type: application/json" \ + -d '{"message": "Hello GPU!"}' + +# Call CPU worker +curl -X POST http://localhost:8888/cpu/hello \ -H "Content-Type: application/json" \ - -d '{"data": "test input"}' + -d '{"message": "Hello CPU!"}' ``` ## Getting Help diff --git a/src/tetra_rp/cli/docs/flash-init.md b/src/tetra_rp/cli/docs/flash-init.md index 98b8a5f3..2776fca1 100644 --- a/src/tetra_rp/cli/docs/flash-init.md +++ b/src/tetra_rp/cli/docs/flash-init.md @@ -1,32 +1,32 @@ # flash init -Create a new Flash project with Flash Server and GPU workers. +Create a new Flash project with Flash Server and GPU/CPU workers. ## Usage ```bash -flash init PROJECT_NAME [OPTIONS] +flash init [PROJECT_NAME] [OPTIONS] ``` ## Arguments -- `PROJECT_NAME` (required): Name of the project directory to create +- `PROJECT_NAME` (optional): Name of the project directory to create + - If omitted or `.`, initializes in current directory ## Options -- `--no-env`: Skip conda environment creation -- `--force, -f`: Overwrite existing directory +- `--force, -f`: Overwrite existing files ## Examples ```bash -# Create project with conda environment +# Create new project directory flash init my-project -# Create without conda environment -flash init my-project --no-env +# Initialize in current directory +flash init . -# Overwrite existing directory +# Overwrite existing files flash init my-project --force ``` @@ -35,30 +35,25 @@ flash init my-project --force ``` my-project/ ├── main.py # Flash Server (FastAPI) -├── workers/ # GPU workers -│ ├── __init__.py -│ └── example_worker.py -├── .env.example +├── workers/ +│ ├── gpu/ # GPU worker example +│ │ ├── __init__.py +│ │ └── endpoint.py +│ └── cpu/ # CPU worker example +│ ├── __init__.py +│ └── endpoint.py +├── .env ├── requirements.txt -├── .gitignore └── README.md ``` -## Dependencies Installed - -When conda environment is created: -- `fastapi>=0.104.0` -- `uvicorn[standard]>=0.24.0` -- `python-dotenv>=1.0.0` -- `pydantic>=2.0.0` -- `aiohttp>=3.9.0` -- `tetra-rp>=0.12.0` - ## Next Steps ```bash cd my-project -conda activate my-project # if env created -cp .env.example .env # add RUNPOD_API_KEY +pip install -r requirements.txt # or use your preferred environment manager +# Add RUNPOD_API_KEY to .env flash run ``` + +Visit http://localhost:8888/docs for interactive API documentation. diff --git a/src/tetra_rp/cli/main.py b/src/tetra_rp/cli/main.py index 5fbf22d0..c7b317d3 100644 --- a/src/tetra_rp/cli/main.py +++ b/src/tetra_rp/cli/main.py @@ -9,7 +9,7 @@ init, run, build, - resource, + # resource, deploy, ) @@ -36,8 +36,9 @@ def get_version() -> str: app.command("init")(init.init_command) app.command("run")(run.run_command) app.command("build")(build.build_command) -app.command("report")(resource.report_command) -app.command("clean")(resource.clean_command) +# app.command("report")(resource.report_command) +# app.command("clean")(resource.clean_command) + # command: flash deploy deploy_app = typer.Typer( @@ -46,14 +47,15 @@ def get_version() -> str: no_args_is_help=True, ) -# command: flash deploy * deploy_app.command("list")(deploy.list_command) deploy_app.command("new")(deploy.new_command) -deploy_app.command("send")(deploy.send_command) -deploy_app.command("report")(deploy.report_command) -deploy_app.command("rollback")(deploy.rollback_command) -deploy_app.command("remove")(deploy.remove_command) +# deploy_app.command("send")(deploy.send_command) +# deploy_app.command("report")(deploy.report_command) +# deploy_app.command("rollback")(deploy.rollback_command) +# deploy_app.command("remove")(deploy.remove_command) + +# command: flash deploy * app.add_typer(deploy_app, name="deploy") diff --git a/src/tetra_rp/cli/utils/skeleton.py b/src/tetra_rp/cli/utils/skeleton.py index 30b58046..f3e9c32c 100644 --- a/src/tetra_rp/cli/utils/skeleton.py +++ b/src/tetra_rp/cli/utils/skeleton.py @@ -3,310 +3,40 @@ from pathlib import Path from typing import List -# Template files content -MAIN_PY_TEMPLATE = '''""" -Flash Application - Flash Server -This is the main entry point for your Flash application. -It runs a FastAPI server that coordinates GPU workers. -""" - -import asyncio -from fastapi import FastAPI -from pydantic import BaseModel -from dotenv import load_dotenv - -from workers import ExampleWorker - -# Load environment variables -load_dotenv() - -# Create FastAPI app -app = FastAPI(title="Flash Application") - - -class ProcessRequest(BaseModel): - """Request model for processing endpoint.""" - data: str - - -@app.get("/") -def home(): - """Health check endpoint.""" - return {"status": "ok", "message": "Flash application running"} - - -@app.get("/health") -def health(): - """Health check endpoint.""" - return {"healthy": True} - - -@app.post("/process") -async def process(request: ProcessRequest): - """ - Process data using GPU worker. - - Example request: - { - "data": "test input" - } +def detect_file_conflicts(project_dir: Path) -> List[Path]: """ - # Instantiate worker - worker = ExampleWorker() - - # Call worker's process method - result = await worker.process({"input": request.data}) - - return result - - -if __name__ == "__main__": - import uvicorn - uvicorn.run(app, host="localhost", port=8888) -''' - -WORKER_EXAMPLE_PY_TEMPLATE = '''""" -Example GPU Worker - -This is an example of a GPU worker class that can be deployed -to RunPod serverless endpoints. -""" - -from tetra_rp import remote, LiveServerless - - -# Configure GPU resource -config = LiveServerless( - name="example_worker", - workersMax=3, -) - - -@remote(config) -class ExampleWorker: - """Example GPU worker for processing tasks.""" - - def __init__(self): - """Initialize the worker.""" - print("ExampleWorker initialized") - - def process(self, input_data: dict) -> dict: - """ - Process input data and return result. - - Args: - input_data: Dictionary with input parameters - - Returns: - Dictionary with processing results - """ - # Your GPU processing logic here - result = { - "status": "success", - "input": input_data, - "output": f"Processed: {input_data}" - } - - return result -''' - -WORKERS_INIT_PY_TEMPLATE = '''"""GPU Workers package.""" - -from .example_worker import ExampleWorker - -__all__ = ["ExampleWorker"] -''' - -ENV_EXAMPLE_TEMPLATE = """# RunPod API Configuration -RUNPOD_API_KEY=your_runpod_api_key_here - -# Development settings -DEBUG=false -LOG_LEVEL=INFO -""" + Detect files that would be overwritten when creating project skeleton. -REQUIREMENTS_TXT_TEMPLATE = """# Core dependencies for Flash -tetra-rp>=0.12.0 -fastapi>=0.104.0 -uvicorn[standard]>=0.24.0 -python-dotenv>=1.0.0 -pydantic>=2.0.0 -aiohttp>=3.9.0 -""" - -GITIGNORE_TEMPLATE = """# Python -__pycache__/ -*.py[cod] -*$py.class -*.so -.Python -env/ -venv/ -ENV/ -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -*.egg-info/ -.installed.cfg -*.egg - -# Environment -.env -.venv - -# IDE -.vscode/ -.idea/ -*.swp -*.swo -*~ - -# Tetra -.tetra/ - -# OS -.DS_Store -Thumbs.db -""" - -FLASHIGNORE_TEMPLATE = """# Flash build ignores -# Similar to .gitignore but specifically for flash build command - -# Version control -.git/ -.gitignore - -# Python artifacts -__pycache__/ -*.pyc -*.pyo -*.pyd -.Python - -# Virtual environments -.env -.venv/ -env/ -venv/ -ENV/ - -# Build artifacts -.build/ -.tetra/ -*.tar.gz -*.egg-info/ -dist/ -build/ - -# IDE files -.vscode/ -.idea/ -*.swp -*.swo -*~ - -# OS files -.DS_Store -Thumbs.db - -# Test files -tests/ -test_*.py -*_test.py - -# Documentation (optional - comment out to include) -# docs/ -# *.md - -# Logs -*.log -""" - -README_TEMPLATE = """# {{project_name}} - -Flash application with Flash Server and GPU workers. - -## Setup - -1. Activate the conda environment: -```bash -conda activate {{project_name}} -``` - -2. Configure your RunPod API key: -```bash -cp .env.example .env -# Edit .env and add your RUNPOD_API_KEY -``` - -3. Run the development server: -```bash -flash run -``` - -## Project Structure - -``` -{{project_name}}/ -├── main.py # Flash Server (FastAPI) -├── workers/ # GPU workers -│ ├── __init__.py -│ └── example_worker.py -├── .env.example # Environment variables template -├── requirements.txt # Python dependencies -└── README.md # This file -``` - -## Development - -The Flash Server runs on `localhost:8888` and coordinates GPU workers. - -### Adding New Workers - -1. Create a new file in `workers/` directory -2. Define a class with `@remote` decorator -3. Import it in `workers/__init__.py` -4. Use it in `main.py` - -Example: -```python -from tetra_rp import remote, LiveServerless + Args: + project_dir: Project directory path to check -config = LiveServerless(name="my_worker", workersMax=3) + Returns: + List of file paths that already exist and would be overwritten + """ + conflicts = [] -@remote(config) -class MyWorker: - def process(self, data): - return {{"result": f"Processed: {{data}}"}} -``` + # Get template directory path + template_dir = Path(__file__).parent / "skeleton_template" -## Deployment + if not template_dir.exists(): + return conflicts -Deploy to production: -```bash -flash deploy send production -``` + # Check each template file against target directory + for template_file in template_dir.rglob("*"): + if template_file.is_file(): + relative_path = template_file.relative_to(template_dir) + target_file = project_dir / relative_path -## Documentation + if target_file.exists(): + conflicts.append(relative_path) -- [Flash CLI Docs](./docs/) -- [Tetra Documentation](https://docs.tetra.dev) -""" + return conflicts def create_project_skeleton(project_dir: Path, force: bool = False) -> List[str]: """ - Create Flash project skeleton. + Create Flash project skeleton from template directory. Args: project_dir: Project directory path @@ -317,31 +47,38 @@ def create_project_skeleton(project_dir: Path, force: bool = False) -> List[str] """ created_files = [] - # Define project structure - files_to_create = { - "main.py": MAIN_PY_TEMPLATE, - "workers/__init__.py": WORKERS_INIT_PY_TEMPLATE, - "workers/example_worker.py": WORKER_EXAMPLE_PY_TEMPLATE, - ".env.example": ENV_EXAMPLE_TEMPLATE, - "requirements.txt": REQUIREMENTS_TXT_TEMPLATE, - ".gitignore": GITIGNORE_TEMPLATE, - ".flashignore": FLASHIGNORE_TEMPLATE, - "README.md": README_TEMPLATE.format(project_name=project_dir.name), - } + # Get template directory path + template_dir = Path(__file__).parent / "skeleton_template" + + if not template_dir.exists(): + raise FileNotFoundError(f"Template directory not found: {template_dir}") + + # Create project directory + project_dir.mkdir(parents=True, exist_ok=True) + + # Walk through template directory and copy files + for template_file in template_dir.rglob("*"): + if template_file.is_file(): + # Get relative path from template dir + relative_path = template_file.relative_to(template_dir) + target_file = project_dir / relative_path + + # Skip existing files unless force is True + if target_file.exists() and not force: + continue - # Create files - for relative_path, content in files_to_create.items(): - file_path = project_dir / relative_path + # Create parent directories if needed + target_file.parent.mkdir(parents=True, exist_ok=True) - # Create parent directories if needed - file_path.parent.mkdir(parents=True, exist_ok=True) + # Read content and handle template substitutions + content = template_file.read_text() - # Skip existing files unless force is True - if file_path.exists() and not force: - continue + # Replace {{project_name}} placeholder + if "{{project_name}}" in content: + content = content.replace("{{project_name}}", project_dir.name) - # Write file - file_path.write_text(content) - created_files.append(str(file_path.relative_to(project_dir))) + # Write file + target_file.write_text(content) + created_files.append(str(relative_path)) return created_files diff --git a/src/tetra_rp/cli/utils/skeleton_template/.env b/src/tetra_rp/cli/utils/skeleton_template/.env new file mode 100644 index 00000000..4c6ec357 --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/.env @@ -0,0 +1,3 @@ +# RUNPOD_API_KEY=your_api_key_here +# PORT=80 +# LOG_LEVEL=INFO diff --git a/src/tetra_rp/cli/utils/skeleton_template/.flashignore b/src/tetra_rp/cli/utils/skeleton_template/.flashignore new file mode 100644 index 00000000..ea5988c4 --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/.flashignore @@ -0,0 +1,40 @@ +# Flash Build Ignore Patterns + +# Python cache +__pycache__/ +*.pyc + +# Virtual environments +venv/ +.venv/ +env/ + +# IDE +.vscode/ +.idea/ + +# Environment files +.env +.env.local + +# Git +.git/ +.gitignore + +# Build artifacts +dist/ +build/ +*.egg-info/ + +# Flash resources +.tetra_resources.pkl + +# Tests +tests/ +test_*.py +*_test.py + +# Documentation +docs/ +*.md +!README.md diff --git a/src/tetra_rp/cli/utils/skeleton_template/.gitignore b/src/tetra_rp/cli/utils/skeleton_template/.gitignore new file mode 100644 index 00000000..9e84778e --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/.gitignore @@ -0,0 +1,44 @@ +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +.Python +env/ +venv/ +.venv/ +ENV/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +*.egg-info/ +.installed.cfg +*.egg + +# IDEs +.vscode/ +.idea/ +*.swp +*.swo +*~ + +# Environment +.env +.env.local + +# Flash +.tetra_resources.pkl +dist/ + +# OS +.DS_Store +Thumbs.db diff --git a/src/tetra_rp/cli/utils/skeleton_template/README.md b/src/tetra_rp/cli/utils/skeleton_template/README.md new file mode 100644 index 00000000..2b8fcadd --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/README.md @@ -0,0 +1,252 @@ +# {{project_name}} + +Flash application demonstrating distributed GPU and CPU computing on Runpod's serverless infrastructure. + +## Quick Start + +### 1. Install Dependencies + +```bash +pip install -r requirements.txt +``` + +### 2. Configure Environment + +Create `.env` file: + +```bash +RUNPOD_API_KEY=your_api_key_here +``` + +Get your API key from [Runpod Settings](https://www.runpod.io/console/user/settings). + +### 3. Run Locally + +```bash +flash run +``` + +Server starts at **http://localhost:8000** + +### 4. Test the API + +```bash +# Health check +curl http://localhost:8000/ping + +# GPU worker +curl -X POST http://localhost:8000/gpu/hello \ + -H "Content-Type: application/json" \ + -d '{"message": "Hello GPU!"}' + +# CPU worker +curl -X POST http://localhost:8000/cpu/hello \ + -H "Content-Type: application/json" \ + -d '{"message": "Hello CPU!"}' +``` + +Visit **http://localhost:8000/docs** for interactive API documentation. + +## What This Demonstrates + +### GPU Worker (`workers/gpu/`) +Simple GPU-based serverless function: +- Remote execution with `@remote` decorator +- GPU resource configuration +- Automatic scaling (0-3 workers) +- No external dependencies required + +```python +@remote( + resource_config=LiveServerless( + name="gpu_worker", + gpus=[GpuGroup.ADA_24], # RTX 4090 + workersMin=0, + workersMax=3, + ) +) +async def gpu_hello(input_data: dict) -> dict: + # Your GPU code here + return {"status": "success", "message": "Hello from GPU!"} +``` + +### CPU Worker (`workers/cpu/`) +Simple CPU-based serverless function: +- CPU-only execution (no GPU overhead) +- CpuLiveServerless configuration +- Efficient for API endpoints +- Automatic scaling (0-5 workers) + +```python +@remote( + resource_config=CpuLiveServerless( + name="cpu_worker", + instanceIds=[CpuInstanceType.CPU3G_2_8], # 2 vCPU, 8GB RAM + workersMin=0, + workersMax=5, + ) +) +async def cpu_hello(input_data: dict) -> dict: + # Your CPU code here + return {"status": "success", "message": "Hello from CPU!"} +``` + +## Project Structure + +``` +{{project_name}}/ +├── main.py # FastAPI application +├── workers/ +│ ├── gpu/ # GPU worker +│ │ ├── __init__.py # FastAPI router +│ │ └── endpoint.py # @remote decorated function +│ └── cpu/ # CPU worker +│ ├── __init__.py # FastAPI router +│ └── endpoint.py # @remote decorated function +├── .env # Environment variables +├── requirements.txt # Dependencies +└── README.md # This file +``` + +## Key Concepts + +### Remote Execution +The `@remote` decorator transparently executes functions on serverless infrastructure: +- Code runs locally during development +- Automatically deploys to Runpod when configured +- Handles serialization, dependencies, and resource management + +### Resource Scaling +Both workers scale to zero when idle to minimize costs: +- **idleTimeout**: Minutes before scaling down (default: 5) +- **workersMin**: 0 = completely scales to zero +- **workersMax**: Maximum concurrent workers + +### GPU Types +Available GPU options for `LiveServerless`: +- `GpuGroup.ADA_24` - RTX 4090 (24GB) +- `GpuGroup.ADA_48_PRO` - RTX 6000 Ada, L40 (48GB) +- `GpuGroup.AMPERE_80` - A100 (80GB) +- `GpuGroup.ANY` - Any available GPU + +### CPU Types +Available CPU options for `CpuLiveServerless`: +- `CpuInstanceType.CPU3G_2_8` - 2 vCPU, 8GB RAM (General Purpose) +- `CpuInstanceType.CPU3C_4_8` - 4 vCPU, 8GB RAM (Compute Optimized) +- `CpuInstanceType.CPU5G_4_16` - 4 vCPU, 16GB RAM (Latest Gen) +- `CpuInstanceType.ANY` - Any available GPU + +## Development Workflow + +### Test Workers Locally +```bash +# Test GPU worker +python -m workers.gpu.endpoint + +# Test CPU worker +python -m workers.cpu.endpoint +``` + +### Run the Application +```bash +flash run +``` + +### Deploy to Production +```bash +# Discover and configure handlers +flash build + +# Create deployment environment +flash deploy new production + +# Deploy to Runpod +flash deploy send production +``` + +## Adding New Workers + +### Add a GPU Worker + +1. Create `workers/my_worker/endpoint.py`: +```python +from tetra_rp import remote, LiveServerless + +config = LiveServerless(name="my_worker") + +@remote(resource_config=config, dependencies=["torch"]) +async def my_function(data: dict) -> dict: + import torch + # Your code here + return {"result": "success"} +``` + +2. Create `workers/my_worker/__init__.py`: +```python +from fastapi import APIRouter +from .endpoint import my_function + +router = APIRouter() + +@router.post("/process") +async def handler(data: dict): + return await my_function(data) +``` + +3. Add to `main.py`: +```python +from workers.my_worker import router as my_router +app.include_router(my_router, prefix="/my_worker") +``` + +### Add a CPU Worker + +Same pattern but use `CpuLiveServerless`: +```python +from tetra_rp import remote, CpuLiveServerless, CpuInstanceType + +config = CpuLiveServerless( + name="my_cpu_worker", + instanceIds=[CpuInstanceType.CPU3G_2_8] +) + +@remote(resource_config=config, dependencies=["requests"]) +async def fetch_data(url: str) -> dict: + import requests + return requests.get(url).json() +``` + +## Adding Dependencies + +Specify dependencies in the `@remote` decorator: +```python +@remote( + resource_config=config, + dependencies=["torch>=2.0.0", "transformers"], # Python packages + system_dependencies=["ffmpeg"] # System packages +) +async def my_function(data: dict) -> dict: + # Dependencies are automatically installed + import torch + import transformers +``` + +## Environment Variables + +```bash +# Required +RUNPOD_API_KEY=your_api_key + +# Optional +PORT=8000 +LOG_LEVEL=INFO +``` + +## Next Steps + +- Add your ML models or processing logic +- Configure GPU/CPU resources based on your needs +- Add authentication to your endpoints +- Implement error handling and retries +- Add monitoring and logging +- Deploy to production with `flash deploy` diff --git a/src/tetra_rp/cli/utils/skeleton_template/main.py b/src/tetra_rp/cli/utils/skeleton_template/main.py new file mode 100644 index 00000000..a7f14a68 --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/main.py @@ -0,0 +1,43 @@ +import os +import logging +from fastapi import FastAPI + +from workers.gpu import gpu_router +from workers.cpu import cpu_router + + +logger = logging.getLogger(__name__) + + +app = FastAPI( + title="Flash Application", + description="Distributed GPU and CPU computing with Runpod Flash", + version="0.1.0", +) + +# Include routers +app.include_router(gpu_router, prefix="/gpu", tags=["GPU Workers"]) +app.include_router(cpu_router, prefix="/cpu", tags=["CPU Workers"]) + + +@app.get("/") +def home(): + return { + "message": "Flash Application", + "docs": "/docs", + "endpoints": {"gpu_hello": "/gpu/hello", "cpu_hello": "/cpu/hello"}, + } + + +@app.get("/ping") +def ping(): + return {"status": "healthy"} + + +if __name__ == "__main__": + import uvicorn + + port = int(os.getenv("PORT", 8888)) + logger.info(f"Starting Flash server on port {port}") + + uvicorn.run(app, host="0.0.0.0", port=port) diff --git a/src/tetra_rp/cli/utils/skeleton_template/requirements.txt b/src/tetra_rp/cli/utils/skeleton_template/requirements.txt new file mode 100644 index 00000000..532a30b0 --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/requirements.txt @@ -0,0 +1 @@ +tetra_rp diff --git a/src/tetra_rp/cli/utils/skeleton_template/workers/__init__.py b/src/tetra_rp/cli/utils/skeleton_template/workers/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/tetra_rp/cli/utils/skeleton_template/workers/cpu/__init__.py b/src/tetra_rp/cli/utils/skeleton_template/workers/cpu/__init__.py new file mode 100644 index 00000000..f4eccae8 --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/workers/cpu/__init__.py @@ -0,0 +1,20 @@ +from fastapi import APIRouter +from pydantic import BaseModel + +from .endpoint import cpu_hello + + +cpu_router = APIRouter() + + +class MessageRequest(BaseModel): + """Request model for CPU worker.""" + + message: str = "Hello from CPU!" + + +@cpu_router.post("/hello") +async def hello(request: MessageRequest): + """Simple CPU worker endpoint.""" + result = await cpu_hello({"message": request.message}) + return result diff --git a/src/tetra_rp/cli/utils/skeleton_template/workers/cpu/endpoint.py b/src/tetra_rp/cli/utils/skeleton_template/workers/cpu/endpoint.py new file mode 100644 index 00000000..d6528d6d --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/workers/cpu/endpoint.py @@ -0,0 +1,38 @@ +from tetra_rp import remote, CpuLiveServerless, CpuInstanceType + + +cpu_config = CpuLiveServerless( + name="cpu_worker", + instanceIds=[CpuInstanceType.ANY], + workersMin=0, + workersMax=5, + idleTimeout=5, +) + + +@remote(resource_config=cpu_config) +async def cpu_hello(input_data: dict) -> dict: + """Simple CPU worker example.""" + import platform + from datetime import datetime + + message = input_data.get("message", "Hello from CPU worker!") + + return { + "status": "success", + "message": message, + "worker_type": "CPU", + "timestamp": datetime.now().isoformat(), + "platform": platform.system(), + "python_version": platform.python_version(), + } + + +# Test locally with: python -m workers.cpu.endpoint +if __name__ == "__main__": + import asyncio + + test_payload = {"message": "Testing CPU worker"} + print(f"Testing CPU worker with payload: {test_payload}") + result = asyncio.run(cpu_hello(test_payload)) + print(f"Result: {result}") diff --git a/src/tetra_rp/cli/utils/skeleton_template/workers/gpu/__init__.py b/src/tetra_rp/cli/utils/skeleton_template/workers/gpu/__init__.py new file mode 100644 index 00000000..e64a2b74 --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/workers/gpu/__init__.py @@ -0,0 +1,20 @@ +from fastapi import APIRouter +from pydantic import BaseModel + +from .endpoint import gpu_hello + + +gpu_router = APIRouter() + + +class MessageRequest(BaseModel): + """Request model for GPU worker.""" + + message: str = "Hello from GPU!" + + +@gpu_router.post("/hello") +async def hello(request: MessageRequest): + """Simple GPU worker endpoint.""" + result = await gpu_hello({"message": request.message}) + return result diff --git a/src/tetra_rp/cli/utils/skeleton_template/workers/gpu/endpoint.py b/src/tetra_rp/cli/utils/skeleton_template/workers/gpu/endpoint.py new file mode 100644 index 00000000..01706d4b --- /dev/null +++ b/src/tetra_rp/cli/utils/skeleton_template/workers/gpu/endpoint.py @@ -0,0 +1,62 @@ +from tetra_rp import remote, LiveServerless, GpuGroup + + +gpu_config = LiveServerless( + name="gpu_worker", + gpus=[GpuGroup.ANY], + workersMin=0, + workersMax=3, + idleTimeout=5, +) + + +@remote(resource_config=gpu_config, dependencies=["torch"]) +async def gpu_hello(input_data: dict) -> dict: + """Simple GPU worker example with GPU detection.""" + import platform + from datetime import datetime + + try: + import torch + + gpu_available = torch.cuda.is_available() + if gpu_available: + gpu_name = torch.cuda.get_device_name(0) + gpu_count = torch.cuda.device_count() + gpu_memory = torch.cuda.get_device_properties(0).total_memory / (1024**3) + else: + gpu_name = "No GPU detected" + gpu_count = 0 + gpu_memory = 0 + except Exception as e: + gpu_available = False + gpu_name = f"Error detecting GPU: {str(e)}" + gpu_count = 0 + gpu_memory = 0 + + message = input_data.get("message", "Hello from GPU worker!") + + return { + "status": "success", + "message": message, + "worker_type": "GPU", + "gpu_info": { + "available": gpu_available, + "name": gpu_name, + "count": gpu_count, + "memory_gb": round(gpu_memory, 2) if gpu_memory else 0, + }, + "timestamp": datetime.now().isoformat(), + "platform": platform.system(), + "python_version": platform.python_version(), + } + + +# Test locally with: python -m workers.gpu.endpoint +if __name__ == "__main__": + import asyncio + + test_payload = {"message": "Testing GPU worker"} + print(f"Testing GPU worker with payload: {test_payload}") + result = asyncio.run(gpu_hello(test_payload)) + print(f"Result: {result}") diff --git a/src/tetra_rp/core/resources/__init__.py b/src/tetra_rp/core/resources/__init__.py index 682c190c..60ab6b71 100644 --- a/src/tetra_rp/core/resources/__init__.py +++ b/src/tetra_rp/core/resources/__init__.py @@ -1,5 +1,4 @@ from .base import BaseResource, DeployableResource -from .cloud import runpod from .cpu import CpuInstanceType from .gpu import GpuGroup, GpuType, GpuTypeDetail from .resource_manager import ResourceManager @@ -17,7 +16,6 @@ __all__ = [ - "runpod", "BaseResource", "CpuInstanceType", "CpuLiveServerless", diff --git a/src/tetra_rp/core/resources/resource_manager.py b/src/tetra_rp/core/resources/resource_manager.py index 93204456..00fbab9d 100644 --- a/src/tetra_rp/core/resources/resource_manager.py +++ b/src/tetra_rp/core/resources/resource_manager.py @@ -22,8 +22,9 @@ class ResourceManager(SingletonMixin): # Class variables shared across all instances (singleton) _resources: Dict[str, DeployableResource] = {} _deployment_locks: Dict[str, asyncio.Lock] = {} - _global_lock: Optional[asyncio.Lock] = None # Will be initialized lazily + _global_lock: Optional[asyncio.Lock] = None _lock_initialized = False + _resources_initialized = False def __init__(self): # Ensure async locks are initialized properly for the singleton instance @@ -31,8 +32,10 @@ def __init__(self): ResourceManager._global_lock = asyncio.Lock() ResourceManager._lock_initialized = True - if not self._resources: + # Load resources immediately on initialization (only once) + if not ResourceManager._resources_initialized: self._load_resources() + ResourceManager._resources_initialized = True def _load_resources(self) -> Dict[str, DeployableResource]: """Load persisted resource information using cross-platform file locking.""" diff --git a/src/tetra_rp/core/resources/serverless.py b/src/tetra_rp/core/resources/serverless.py index 3d5e0a3d..8ec70523 100644 --- a/src/tetra_rp/core/resources/serverless.py +++ b/src/tetra_rp/core/resources/serverless.py @@ -108,7 +108,7 @@ class ServerlessResource(DeployableResource): scalerType: Optional[ServerlessScalerType] = ServerlessScalerType.QUEUE_DELAY scalerValue: Optional[int] = 4 templateId: Optional[str] = None - type: Optional[ServerlessType] = ServerlessType.QB + type: Optional[ServerlessType] = None workersMax: Optional[int] = 3 workersMin: Optional[int] = 0 workersPFBTarget: Optional[int] = None @@ -143,6 +143,11 @@ def endpoint(self) -> runpod.Endpoint: raise ValueError("Missing self.id") return runpod.Endpoint(self.id) + @property + def endpoint_url(self) -> str: + base_url = self.endpoint.rp_client.endpoint_url_base + return f"{base_url}/{self.id}" + @field_serializer("scalerType") def serialize_scaler_type( self, value: Optional[ServerlessScalerType] diff --git a/tests/integration/test_remote_concurrency.py b/tests/integration/test_remote_concurrency.py index 58cdb296..2634ab62 100644 --- a/tests/integration/test_remote_concurrency.py +++ b/tests/integration/test_remote_concurrency.py @@ -39,6 +39,7 @@ def setup_method(self): ResourceManager._resources.clear() ResourceManager._deployment_locks.clear() ResourceManager._lock_initialized = False + ResourceManager._resources_initialized = False # Use temporary state file self.temp_dir = tempfile.mkdtemp() @@ -64,6 +65,7 @@ def teardown_method(self): ResourceManager._resources.clear() ResourceManager._deployment_locks.clear() ResourceManager._lock_initialized = False + ResourceManager._resources_initialized = False async def test_concurrent_remote_function_calls_single_deployment(self): """Test that concurrent calls to same @remote function create only one deployment.""" diff --git a/tests/unit/resources/test_serverless.py b/tests/unit/resources/test_serverless.py index 5721147d..18ed0f1f 100644 --- a/tests/unit/resources/test_serverless.py +++ b/tests/unit/resources/test_serverless.py @@ -82,9 +82,11 @@ def test_endpoint_property_with_id(self, basic_serverless_config): serverless = ServerlessResource(**basic_serverless_config) serverless.id = "test-id-123" - with patch("tetra_rp.core.resources.cloud.runpod.api_key", "test-api-key"): + # Patch runpod.Endpoint since runpod is now lazy-loaded + with patch("runpod.Endpoint") as mock_endpoint: endpoint = serverless.endpoint assert endpoint is not None + mock_endpoint.assert_called_once_with("test-id-123") def test_endpoint_property_without_id_raises_error(self, basic_serverless_config): """Test endpoint property raises error when ID is not set.""" diff --git a/tests/unit/test_dotenv_loading.py b/tests/unit/test_dotenv_loading.py index af48c084..e587b75a 100644 --- a/tests/unit/test_dotenv_loading.py +++ b/tests/unit/test_dotenv_loading.py @@ -18,6 +18,7 @@ def test_dotenv_loads_before_imports(self): # This test verifies the order of operations in __init__.py # by checking that dotenv import/call happens before other imports + # Note: Resources are imported directly at module initialization init_file = ( Path(__file__).parent.parent.parent / "src" / "tetra_rp" / "__init__.py" @@ -29,7 +30,6 @@ def test_dotenv_loads_before_imports(self): dotenv_import_line = None dotenv_call_line = None logger_import_line = None - resources_import_line = None for i, line in enumerate(lines): if "from dotenv import load_dotenv" in line: @@ -38,14 +38,11 @@ def test_dotenv_loads_before_imports(self): dotenv_call_line = i elif "from .logger import setup_logging" in line: logger_import_line = i - elif "from .core.resources import" in line: - resources_import_line = i # Verify order of operations assert dotenv_import_line is not None, "dotenv import not found" assert dotenv_call_line is not None, "load_dotenv() call not found" assert logger_import_line is not None, "logger import not found" - assert resources_import_line is not None, "resources import not found" # load_dotenv() should be called before any other imports assert dotenv_import_line < dotenv_call_line, ( @@ -54,9 +51,6 @@ def test_dotenv_loads_before_imports(self): assert dotenv_call_line < logger_import_line, ( "load_dotenv() should be called before logger import" ) - assert dotenv_call_line < resources_import_line, ( - "load_dotenv() should be called before resources import" - ) def test_env_file_loading_with_temp_file(self): """Test that .env file variables are loaded correctly.""" diff --git a/uv.lock b/uv.lock index 7f70b873..24bed1b2 100644 --- a/uv.lock +++ b/uv.lock @@ -165,11 +165,11 @@ wheels = [ [[package]] name = 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