Initial commit

.github/copilot-instructions.md

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+# Here must be a description of repo for copilot-instructions.md
+This repository is a template for Python projects, featuring a standardized directory structure, configuration files, and best practices for development.

.github/prompts/README.md

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+## Resources
+
+- [VS Code Prompt Files Documentation](https://code.visualstudio.com/docs/copilot/customization/prompt-files)
+- [Community Examples](https://github.com/github/awesome-copilot)
+- [Custom Instructions](https://code.visualstudio.com/docs/copilot/customization/custom-instructions)
+- [Chat Modes](https://code.visualstudio.com/docs/copilot/customization/custom-chat-modes)
+
+---
+
+## Overview
+
+Prompt files (`.prompt.md`) are reusable Markdown files that define standardized prompts for common development tasks. They enable you to create a library of workflows that can be triggered on-demand in VS Code Chat.
+
+**Key Benefits:**
+
+- ✅ Reusable across projects
+- ✅ Standardized development workflows
+- ✅ Support for variables and parameters
+- ✅ Can reference other files and workspaces
+- ✅ Shareable with team via git
+
+## File Location
+
+Store workspace prompt files in:
+
+```
+.github/prompts/
+```
+
+## Naming Convention
+
+**Use kebab-case starting with an action verb:**
+
+```
+generate-tasks.prompt.md           # Generate task breakdown
+migrate-api.prompt.md              # Migrate API patterns
+review-code.prompt.md              # Review code changes
+create-tests.prompt.md             # Create test suites
+refactor-component.prompt.md       # Refactor components
+analyze-performance.prompt.md      # Analyze performance
+document-api.prompt.md             # Document API endpoints
+scaffold-feature.prompt.md         # Scaffold new features
+optimize-queries.prompt.md         # Optimize database queries
+deploy-service.prompt.md           # Deploy service to cloud
+
+```
+
+**Pattern:** `{verb}-{object}.prompt.md`
+
+**Common verbs:** generate, create, migrate, refactor, review, analyze, document, scaffold, optimize, deploy, test, fix, update, validate, build
+
+## Template for New Prompts
+
+```markdown
+---
+description: [What this prompt does]
+mode: agent # or 'ask' or 'edit'
+---
+
+# [Optional: Title]
+
+${input:mainInput:Description of what user should provide}
+
+You are a [role/expertise].
+
+Your task:
+[Clear instructions]
+
+Requirements:
+
+- [Requirement 1]
+- [Requirement 2]
+
+Output:
+[Expected format/deliverable]
+
+Reference files: [file.ts](../path/to/file.ts)
+Reference other prompts: [other.prompt.md](./other.prompt.md)
+```
+
+## Usage in VS Code Chat
+
+### Method 1: Slash Command (Recommended)
+
+```
+/prompt-name
+```
+
+VS Code will prompt you for any input variables.
+
+### Method 2: Inline Parameters
+
+```
+/prompt-name: var1="value1", var2="value2"
+```
+
+### Method 3: Command Palette
+
+1. Press `Cmd+Shift+P` (Mac) or `Ctrl+Shift+P` (Windows/Linux)
+2. Run `Chat: Run Prompt`
+3. Select your prompt from the list
+
+### Method 4: Editor Play Button
+
+1. Open the `.prompt.md` file in VS Code
+2. Click the ▶️ play button in the editor title
+3. Choose to run in current or new chat session
+
+---
+
+## Example: Task Generation Prompt
+
+### File: `.github/prompts/generate-tasks.prompt.md`
+
+```yaml
+---
+description: Generate a tasks.md file for migrations or implementations
+mode: agent
+---
+
+${input:targetRepo:@workspace} (target) and ${input:exampleSource:@workspace or /examples or "none"} (example) are the repositories/sources to focus on.
+
+You are a Senior ML Architect and MLOps engineer.
+
+Solve this task:
+${input:task:Describe the task (e.g., "migrate from BentoML to Triton")}
+
+Do it in the cleanest and best practice way. Write a detailed tasks.md file and save it into the target repo.
+
+Develop a clear, step-by-step plan. Break down the changes into manageable, incremental steps. Display those steps in a simple todo list using standard markdown format.
+
+```
+
+### How to Use
+
+**In VS Code Chat, type:**
+
+```
+/tasks-generation
+```
+
+**VS Code will prompt for:**
+
+1. **targetRepo**:
+    - Enter: `@bentoml-rafflesia-main-classificator`
+    - Or: `@workspace` (for current repo)
+2. **exampleSource**:
+    - Enter: `@bentoml-rock-identifier` (reference workspace)
+    - Or: `/examples` (local examples folder)
+    - Or: `"none"` (no reference needed)
+3. **task**:
+    - Enter: `migrate from BentoML to Triton using ONNX and GPU acceleration`
+
+**Alternative - All at Once:**
+
+```
+/tasks-generation: targetRepo=@workspace, exampleSource=@bentoml-rock-identifier, task="migrate from BentoML to Triton"
+```
+
+## Best Practices
+
+### ✅ DO:
+
+- Use clear, descriptive names
+- Include helpful placeholder text in variables
+- Keep prompts focused on one task
+- Test prompts before committing
+- Document complex prompts with examples
+- Use `mode: agent` for file-creating tasks
+- Reference workspace files with relative paths
+
+### ❌ DON'T:
+
+- Make prompts too generic or vague
+- Hard-code values that should be variables
+- Create extremely long prompts (split into multiple files)
+- Forget to add description metadata
+- Use absolute paths
+
+---
+
+## Advanced Patterns
+
+### Chain Multiple Prompts
+
+Reference other prompts:
+
+```markdown
+First, run [setup.prompt.md](./setup.prompt.md) to initialize the project.
+
+Then proceed with the implementation:
+[Your instructions here]
+```
+
+### Reference Instructions Files
+
+Link to custom instructions:
+
+```markdown
+Follow the guidelines in [instructions.md](../copilot-instructions.md).
+
+[Your prompt content]
+```
+
+---
+
+## Enabling Prompt Files (If not enabled by default)
+
+1. Open VS Code Settings (`Cmd+,` or `Ctrl+,`)
+2. Enable: `chat.promptFiles`
+3. Configure additional locations: `chat.promptFilesLocations`
+
+---

.github/prompts/generate-tasks.prompt.md

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+---
+description: Generate a tasks.md file for migrations or implementations
+mode: agent
+---
+
+${input:targetRepo:@workspace} (target) and ${input:exampleSource:@workspace or /examples or "none"} (example) are the repositories/sources to focus on.
+
+You are a Senior ML Architect and MLOps engineer.
+
+Solve this task:
+${input:task:Describe the task (e.g., "Move the project from BentoML to Triton")}
+
+Do it in the cleanest and best practice way. Write a detailed tasks.md file and save it into the target repo.
+
+Develop a clear, step-by-step plan. Break down the changes into manageable, incremental steps. Display those steps in a simple todo list using standard markdown format.

.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+#poetry.toml
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+#pdm.lock
+#pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+#pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Abstra
+# Abstra is an AI-powered process automation framework.
+# Ignore directories containing user credentials, local state, and settings.
+# Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#  Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore
+#  that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#  and can be added to the global gitignore or merged into this file. However, if you prefer,
+#  you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Cursor
+#  Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to
+#  exclude from AI features like autocomplete and code analysis. Recommended for sensitive data
+#  refer to https://docs.cursor.com/context/ignore-files
+.cursorignore
+.cursorindexingignore
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
+
+# Other directories to ignore
+data/

.pre-commit-config.yaml

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+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+default_language_version:
+  python: python3.11
+repos:
+  # Security - Detect hardcoded secrets
+  - repo: https://github.com/gitleaks/gitleaks
+    rev: v8.22.1
+    hooks:
+      - id: gitleaks
+        name: 🔒 Detect hardcoded secrets
+
+  # Git & Filesystem checks
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: check-added-large-files
+        name: 🌳 Block large file commits
+      - id: check-merge-conflict
+        name: 🌳 Detect merge conflict markers
+      - id: check-toml
+        name: 📁 Validate TOML files
+      - id: check-yaml
+        name: 📁 Validate YAML files
+        args:
+          - --unsafe
+      - id: end-of-file-fixer
+        name: 📁 Fix end of files
+        exclude_types: [text, jupyter]
+      - id: trailing-whitespace
+        name: 📁 Trim trailing whitespace
+
+  # Python formatting and linting
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.7.1
+    hooks:
+      - id: ruff
+        name: 🐍 Lint with Ruff
+        args:
+          - --fix
+        exclude_types: [jupyter]
+      - id: ruff-format
+        name: 🐍 Format with Ruff
+        exclude_types: [jupyter]
+
+  # Validate pyproject.toml
+  - repo: https://github.com/abravalheri/validate-pyproject
+    rev: v0.23
+    hooks:
+      - id: validate-pyproject
+        name: 🐍 Validate pyproject.toml
+ci:
+  autofix_commit_msg: 🎨 [pre-commit.ci] Auto format from pre-commit.com hooks
+  autoupdate_commit_msg: ⬆ [pre-commit.ci] pre-commit autoupdate

LICENSE

@@ -0,0 +1,201 @@
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+
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Makefile

@@ -0,0 +1,22 @@
+
+.PHONY: install
+install: ## Install dependencies and setup pre-commit hooks
+	@echo "🚀 Installing dependencies from lockfile"
+	@uv sync --frozen
+	@uv run pre-commit install
+
+.PHONY: lint
+lint: ## Run ruff linter
+	uv run ruff check
+
+.PHONY: format
+format: ## Format code and fix linting issues
+	uv run ruff format
+	uv run ruff check --fix
+
+.PHONY: help
+help: ## Show this help message
+	@uv run python -c "import re; \
+	[[print(f'\033[36m{m[0]:<20}\033[0m {m[1]}') for m in re.findall(r'^([a-zA-Z_-]+):.*?## (.*)$$', open(makefile).read(), re.M)] for makefile in ('$(MAKEFILE_LIST)').strip().split()]"
+
+.DEFAULT_GOAL := help

README.md

@@ -0,0 +1,70 @@
+# Python Repo Template
+
+## ⚙️ Installation
+
+### 🔧 Set Up the Python Environment
+
+#### 1. Clone the repository
+
+```bash
+git clone REPO_NAME
+cd REPO_NAME
+```
+
+#### 2. Install `uv` — A fast Python package manager
+
+📖 [Installation guide](https://docs.astral.sh/uv/getting-started/installation/)
+
+#### 3. Create and activate a virtual environment
+
+```bash
+uv venv
+source .venv/bin/activate
+```
+
+Alternatively, you can use the predefined Makefile command:
+
+```bash
+make install
+```
+This will set up the virtual environment, install dependencies, and configure pre-commit hooks automatically.
+
+#### 4. Install dependencies (choose ONE path)
+
+##### 4.1 Reproduce exact versions (use uv.lock)
+
+```bash
+# Usage environment (pinned, reproducible)
+uv sync --locked
+
+# Development environment (pinned + dev extras)
+uv sync --locked --extra dev
+```
+
+- Uses the checked-in uv.lock exactly; no re-resolution.
+- Ideal for CI and deterministic installs.
+
+##### 4.2 Resolve fresh compatible versions (from pyproject.toml)
+
+```bash
+# Usage environment (resolve now and write/update uv.lock)
+uv sync
+
+# Development environment (resolve + dev extras)
+uv sync --extra dev
+```
+
+- Resolves to the latest compatible versions and writes/updates uv.lock.
+- Ideal when you want newer dependency versions locally.
+
+##### 4.3 pip-style installs (do NOT enforce the lockfile)
+
+```bash
+# Usage only
+uv pip install .
+
+# Development (editable) install
+uv pip install -e .[dev]
+```
+
+> These behave like regular pip installs and ignore uv.lock.

pyproject.toml

@@ -0,0 +1,65 @@
+[project]
+name = "python-repo-template"
+version = "0.1.0"
+description = "Description"
+readme = "README.md"
+requires-python = ">=3.11"
+
+dependencies = [
+    "rootutils",
+]
+
+[dependency-groups]
+dev = [
+    "ipykernel",
+    "mypy",
+    "pre-commit",
+    "ipywidgets",
+    "ruff",
+]
+
+# [build-system]
+# requires = ["hatchling"]
+# build-backend = "hatchling.build"
+
+[tool.pytest.ini_options]
+python_files = ["test_*.py", "*_test.py"]
+testpaths = ["tests"]
+
+[tool.ruff]
+line-length = 119
+
+[tool.ruff.lint]
+select = [
+    "E",  # pycodestyle errors
+    "W",  # pycodestyle warnings
+    "F",  # pyflakes
+    "I",  # isort
+    "B",  # flake8-bugbear
+    "C4", # flake8-comprehensions
+    "UP", # pyupgrade
+]
+ignore = [
+    "E501",    # line too long, handled by black
+    "B008",    # do not perform function calls in argument defaults
+    "C901",    # too complex
+    "D1",      # Allow missing docstrings.
+    "D417",    # Don't require descriptions for all arguments.
+    "F401",    # unused imports
+]
+[tool.mypy]
+ignore_missing_imports = true
+
+[tool.ruff.format]
+quote-style = "double"
+
+[tool.ruff.lint.isort]
+force-sort-within-sections = true
+combine-as-imports = true
+split-on-trailing-comma = false
+lines-after-imports = 2
+
+[tool.ruff.lint.flake8-quotes]
+docstring-quotes = "double"
+multiline-quotes = "double"
+inline-quotes = "double"

uv.lock

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+version = 1
+revision = 1
+requires-python = ">=3.11"
+
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+name = "asttokens"
+version = "3.0.0"
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