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99 changes: 52 additions & 47 deletions .github/CODE_OF_CONDUCT.md
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## Our Pledge

In the interest of fostering an open and welcoming environment, we as
contributors and maintainers pledge to making participation in our project and
our community a harassment-free experience for everyone, regardless of age, body
size, disability, ethnicity, sex characteristics, gender identity and expression,
level of experience, education, socioeconomic status, nationality, personal
appearance, race, religion, or sexual identity and orientation.
We as members, contributors, and leaders pledge to make participation in our community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, caste, color, religion, or sexual identity and orientation.

We pledge to act and interact in ways that contribute to an open, welcoming, diverse, inclusive, and healthy community.

## Our Standards

Examples of behavior that contributes to creating a positive environment
include:
Examples of behavior that contributes to a positive environment for our community include:

- Using welcoming and inclusive language
- Being respectful of differing viewpoints and experiences
- Gracefully accepting constructive criticism
- Focusing on what is best for the community
- Showing empathy towards other community members
- Demonstrating empathy and kindness toward other people
- Being respectful of differing opinions, viewpoints, and experiences
- Giving and gracefully accepting constructive feedback
- Accepting responsibility and apologizing to those affected by our mistakes, and learning from the experience
- Focusing on what is best not just for us as individuals, but for the overall community

Examples of unacceptable behavior by participants include:
Examples of unacceptable behavior include:

- The use of sexualized language or imagery and unwelcome sexual attention or
advances
- Trolling, insulting/derogatory comments, and personal or political attacks
- The use of sexualized language or imagery, and sexual attention or advances of any kind
- Trolling, insulting or derogatory comments, and personal or political attacks
- Public or private harassment
- Publishing others' private information, such as a physical or electronic
address, without explicit permission
- Other conduct which could reasonably be considered inappropriate in a
professional setting
- Publishing others' private information, such as a physical or email address, without their explicit permission
- Other conduct which could reasonably be considered inappropriate in a professional setting

## Our Responsibilities
## Enforcement Responsibilities

Project maintainers are responsible for clarifying the standards of acceptable
behavior and are expected to take appropriate and fair corrective action in
response to any instances of unacceptable behavior.
Community leaders are responsible for clarifying and enforcing our standards of acceptable behavior and will take appropriate and fair corrective action in response to any behavior that they deem inappropriate, threatening, offensive, or harmful.

Project maintainers have the right and responsibility to remove, edit, or
reject comments, commits, code, wiki edits, issues, and other contributions
that are not aligned to this Code of Conduct, or to ban temporarily or
permanently any contributor for other behaviors that they deem inappropriate,
threatening, offensive, or harmful.
Community leaders have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, and will communicate reasons for moderation decisions when appropriate.

## Scope

This Code of Conduct applies both within project spaces and in public spaces
when an individual is representing the project or its community. Examples of
representing a project or community include using an official project e-mail
address, posting via an official social media account, or acting as an appointed
representative at an online or offline event. Representation of a project may be
further defined and clarified by project maintainers.
This Code of Conduct applies within all community spaces, and also applies when an individual is officially representing the community in public spaces. Examples of representing our community include using an official e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event.

## Enforcement

Instances of abusive, harassing, or otherwise unacceptable behavior may be
reported by contacting the project team at community@lightning.ai. All
complaints will be reviewed and investigated and will result in a response that
is deemed necessary and appropriate to the circumstances. The project team is
obligated to maintain confidentiality with regard to the reporter of an incident.
Further details of specific enforcement policies may be posted separately.
Instances of abusive, harassing, or otherwise unacceptable behavior may be reported to the community leaders responsible for enforcement at community@lightning.ai. All complaints will be reviewed and investigated promptly and fairly.

All community leaders are obligated to respect the privacy and security of the reporter of any incident.

## Enforcement Guidelines

Community leaders will follow these Community Impact Guidelines in determining the consequences for any action they deem in violation of this Code of Conduct:

### 1. Correction

**Community Impact**: Use of inappropriate language or other behavior deemed unprofessional or unwelcome in the community.

**Consequence**: A private, written warning from community leaders, providing clarity around the nature of the violation and an explanation of why the behavior was inappropriate. A public apology may be requested.

### 2. Warning

Project maintainers who do not follow or enforce the Code of Conduct in good
faith may face temporary or permanent repercussions as determined by other
members of the project's leadership.
**Community Impact**: A violation through a single incident or series of actions.

**Consequence**: A warning with consequences for continued behavior. No interaction with the people involved, including unsolicited interaction with those enforcing the Code of Conduct, for a specified period of time. This includes avoiding interactions in community spaces as well as external channels like social media. Violating these terms may lead to a temporary or permanent ban.

### 3. Temporary Ban

**Community Impact**: A serious violation of community standards, including sustained inappropriate behavior.

**Consequence**: A temporary ban from any sort of interaction or public communication with the community for a specified period of time. No public or private interaction with the people involved, including unsolicited interaction with those enforcing the Code of Conduct, is allowed during this period. Violating these terms may lead to a permanent ban.

### 4. Permanent Ban

**Community Impact**: Demonstrating a pattern of violation of community standards, including sustained inappropriate behavior, harassment of an individual, or aggression toward or disparagement of classes of individuals.

**Consequence**: A permanent ban from any sort of public interaction within the community.

## Attribution

This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 2.1,
available at https://www.contributor-covenant.org/version/2/1/code_of_conduct.html

Community Impact Guidelines were inspired by [Mozilla's code of conduct enforcement ladder](https://github.com/mozilla/diversity).

For answers to common questions about this code of conduct, see
https://www.contributor-covenant.org/faq
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84 changes: 76 additions & 8 deletions .github/CONTRIBUTING.md
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Welcome to the PyTorch Lightning community! We're building the most advanced research platform on the planet to implement the latest, best practices
and integrations that the amazing PyTorch team and other research organization rolls out!

If you are new to open source, check out [this blog to get started with your first Open Source contribution](https://medium.com/pytorch-lightning/quick-contribution-guide-86d977171b3a).
If you are new to open source, check out [GitHub's guide to contributing to open source projects](https://docs.github.com/en/get-started/exploring-projects-on-github/contributing-to-a-project).

## Main Core Value: One less thing to remember

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Want to keep Lightning healthy? Love seeing those green tests? So do we! How to we keep it that way? We write tests! We value tests contribution even more than new features.

Most of the tests in PyTorch Lightning train a random `BoringModel` under various trainer conditions (ddp, amp, etc...). Want to add a new test case and not sure how? [Talk to us!](https://www.pytorchlightning.ai/community)
Most of the tests in PyTorch Lightning train a random `BoringModel` under various trainer conditions (ddp, amp, etc...). Want to add a new test case and not sure how? [Join us on Discord!](https://discord.gg/VptPCZkGNa)

______________________________________________________________________

## Guidelines

### Development environment

**Python version**: Python 3.9 or newer is required (the project targets `py39` in its lint/type configs).
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**Repository layout**: this repo contains two distinct packages under the `lightning` namespace:

- **Lightning Fabric** (`src/lightning/fabric/`) — low-level distributed primitives; users keep their own training loops
- **PyTorch Lightning** (`src/lightning/pytorch/`) — high-level `Trainer`/`LightningModule` framework built on top of Fabric

There are also thin backward-compatibility shims at `src/pytorch_lightning/` and `src/lightning_fabric/` that re-export from the canonical locations above. Keep these in sync when adding public APIs.

To set up a local development environment, we recommend using `uv`, which can be installed following their [instructions](https://docs.astral.sh/uv/getting-started/installation/).

Once `uv` has been installed, begin by cloning the forked repository:
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### Developments scripts

To build the documentation locally, simply execute the following commands from project root (only for Unix):
To build the documentation locally, execute the following from the project root (Unix only):

- `make clean` cleans repo from temp/generated files
- `make docs` builds documentation under _docs/build/html_
- `make test` runs all project's tests with coverage
- `make clean` — cleans repo from temp/generated files
- `make docs-pytorch` — builds PyTorch Lightning docs under `docs/source-pytorch/`
- `make docs-fabric` — builds Lightning Fabric docs under `docs/source-fabric/`
- `make test` — runs all project tests with coverage (both packages)

### Original code

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### Coding Style

1. Use f-strings for output formation (except logging when we stay with lazy `logging.info("Hello %s!", name)`).
1. You can use [pre-commit](https://pre-commit.com/) to make sure your code style is correct.
1. Use f-strings for output formation (except logging, where we stay with lazy `logging.info("Hello %s!", name)`).
1. Run `pre-commit run --all-files` to check and auto-fix style before pushing.

### Project Conventions

These are enforced by CI — familiarise yourself with them before your first PR.

#### Line length

120 characters. Configured in `pyproject.toml` for Ruff, Black, and Prettier.

#### Linting and formatting

We use [Ruff](https://docs.astral.sh/ruff/) for both linting and formatting. The active rule sets are: `E`, `W` (pycodestyle), `F` (pyflakes), `S` (bandit), `UP` (pyupgrade), `I` (isort), `C4` (flake8-comprehensions), `SIM` (flake8-simplify), `RET` (flake8-return), `PT` (flake8-pytest-style), `RUF100` (unused noqa).
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```bash
ruff check src/ tests/ # lint
ruff format src/ tests/ # format
```

#### Type annotations

All public interfaces in `src/lightning/` require type annotations. MyPy is configured with `disallow_untyped_defs = true`. Run:

```bash
mypy src/lightning/
```

#### Distributed / rank-aware code

Code that may run across multiple processes must use the rank-aware utilities from `lightning.fabric.utilities` rather than bare `print` or `warnings.warn`:

```python
from lightning.fabric.utilities import rank_zero_info, rank_zero_warn

rank_zero_warn("something the user should know") # warning on rank 0 only
rank_zero_info("training started") # info on rank 0 only
```

For logic that must execute only once per run, use the `@rank_zero_only` decorator:

```python
from lightning.fabric.utilities.rank_zero import rank_zero_only

@rank_zero_only
def log_hyperparams(self, params):
...
```

#### Adding a new callback hook

New training lifecycle events must be added in three places:

1. The `Callback` base class (`src/lightning/pytorch/callbacks/callback.py`)
1. The relevant loop file in `src/lightning/pytorch/loops/`
1. `src/lightning/pytorch/trainer/connectors/callback_connector.py`

#### Backward-compatibility policy

We avoid breaking the public API without a proper deprecation cycle. See the "Backward-compatible API" design principle above. When replacing a public function or argument, deprecate it in a minor release and remove it in the next major.

### Documentation

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4 changes: 2 additions & 2 deletions .github/PULL_REQUEST_TEMPLATE.md
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If we didn't discuss your PR in Github issues there's a high chance it will not be merged.

The following links the related issue to the PR (https://docs.github.com/en/free-pro-team@latest/github/managing-your-work-on-github/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword)
The following links the related issue to the PR (https://docs.github.com/en/issues/tracking-your-work-with-issues/linking-a-pull-request-to-an-issue)
-->

Fixes #\<issue_number>
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## PR review

Anyone in the community is welcome to review the PR.
Before you start reviewing, make sure you have read the [review guidelines](https://github.com/Lightning-AI/lightning/wiki/Review-guidelines). In short, see the following bullet-list:
Before you start reviewing, make sure you have read the [contributor guidelines](https://github.com/Lightning-AI/pytorch-lightning/blob/master/.github/CONTRIBUTING.md). In short, see the following bullet-list:
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<details>
<summary>Reviewer checklist</summary>
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