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        "description": "# Lightwood\n\n<!--- badges here? --->\n\nLightwood is an AutoML framework that enables you to generate and customize machine learning pipelines declarative syntax called JSON-AI.\n\nOur goal is to make the data science/machine learning (DS/ML) life cycle easier by allowing users to focus on **what** they want to do their data without needing to write repetitive boilerplate code around machine learning and data preparation. Instead, we enable you to focus on the parts of a model that are truly unique and custom.\n\nLightwood works with a variety of data types such as numbers, dates, categories, tags, text, arrays and various multimedia formats. These data types can be combined together to solve complex problems. We also support a time-series mode for problems that have between-row dependencies.\n\nOur JSON-AI syntax allows users to change any and all parts of the models Lightwood automatically generates. The syntax outlines the specifics details in each step of the modeling pipeline. Users may override default values (for example, changing the type of a column) or alternatively, entirely replace steps with their own methods (ex: use a random forest model for a predictor). Lightwood creates a \"JSON-AI\" object from this syntax which can then be used to automatically generate python code to represent your pipeline.\n\nFor details on how to generate JSON-AI syntax and how Lightwood works, check out the [Lightwood Philosophy](#Lightwood-Philosophy).\n\n## Lightwood Philosophy\n\nLightwood abstracts the ML pipeline into 3 core steps:\n\n(1) Pre-processing and data cleaning <br>\n(2) Feature engineering <br>\n(3) Model building and training <br>\n\n<p align=\"center\">\n<img src=\"/assets/lightwood.png\" alt=\"Lightwood internals\" width=\"800\"/>\n</p>\n\n#### i) Pre-processing and cleaning\nFor each column in your dataset, Lightwood will identify the suspected data type (numeric, categorical, etc.) via a brief statistical analysis. From this, it will generate a JSON-AI syntax. \n\nIf the user keeps default behavior, Lightwood will perform a brief pre-processing approach to clean each column according to its identified data type. From there, it will split the data into train/dev/test splits.\n\nThe `cleaner` and `splitter` objects respectively refer to the pre-processing and the data splitting functions.\n\n#### ii) Feature Engineering\nData can be converted into features via \"encoders\". Encoders represent the rules for transforming pre-processed data into a numerical representations that a model can be used. \n\nEncoders can be **rule-based** or **learned**. A rule-based encoder transforms data per a specific set of instructions (ex: normalized numerical data) whereas a learned encoder produces a representation of the data after training (ex: a \"\\[CLS\\]\" token in a language model).\n\nEncoders are assigned to each column of data based on the data type; users can override this assignment either at the column-based level or at the data-type based level. Encoders inherit from the `BaseEncoder` class. \n\n#### iii) Model Building and Training\nWe call a predictive model that intakes *encoded* feature data and outputs a prediction for the target of interest a `mixer` model. Users can either use Lightwood's default mixers or create their own approaches inherited from the `BaseMixer` class.\n\nWe predominantly use PyTorch based approaches, but can support other models.\n\n## Usage\n\nWe invite you to check out our [documentation](https://lightwood.io) for specific guidelines and tutorials! Please stay tuned for updates and changes. \n\n### Quick use cases\nLightwood works with `pandas.DataFrames`. Once a DataFrame is loaded, defined a \"ProblemDefinition\" via a dictionary. The only thing a user needs to specify is the name of the column to predict (via the key `target`).\n\nCreate a JSON-AI syntax from the command `json_ai_from_problem`. Lightwood can then use this object to *automatically generate python code filling in the steps of the ML pipeline* via `code_from_json_ai`. \n\nYou can make a `Predictor` object, instantiated with that code via `predictor_from_code`. \n\nTo train a `Predictor` end-to-end, starting with unprocessed data, users can use the `predictor.learn()` command with the data.\n\n```python\nimport pandas as pd\nfrom lightwood.api.high_level import (\n    ProblemDefinition,\n    json_ai_from_problem,\n    code_from_json_ai,\n    predictor_from_code,\n)\n\n# Load a pandas dataset\ndf = pd.read_csv(\n    \"https://raw.githubusercontent.com/mindsdb/benchmarks/main/benchmarks/datasets/hdi/data.csv\"\n)\n\n# Define the prediction task by naming the target column\npdef = ProblemDefinition.from_dict(\n    {\n        \"target\": \"Development Index\",  # column you want to predict\n    }\n)\n\n# Generate JSON-AI code to model the problem\njson_ai = json_ai_from_problem(df, problem_definition=pdef)\n\n# OPTIONAL - see the JSON-AI syntax\n#print(json_ai.to_json())\n\n# Generate python code\ncode = code_from_json_ai(json_ai)\n\n# OPTIONAL - see generated code\n#print(code)\n\n# Create a predictor from python code\npredictor = predictor_from_code(code)\n\n# Train a model end-to-end from raw data to a finalized predictor\npredictor.learn(df)\n\n# Make the train/test splits and show predictions for a few examples\ntest_df = predictor.split(predictor.preprocess(df))[\"test\"]\npreds = predictor.predict(test_df).iloc[:10]\nprint(preds)\n```\n\n### BYOM: Bring your own models\n\nLightwood supports user architectures/approaches so long as you follow the abstractions provided within each step. \n\nOur [tutorials](https://mindsdb.github.io/lightwood/tutorials.html) provide specific use cases for how to introduce customization into your pipeline. Check out \"custom cleaner\", \"custom splitter\", \"custom explainer\", and \"custom mixer\". Stay tuned for further updates.\n\n\n## Installation\n\nYou can install Lightwood as follows:\n\n```python\npip3 install lightwood\n```\n>Note: depending on your environment, you might have to use pip instead of pip3 in the above command.\n\nHowever, we recommend creating a python virtual environment.\n\n#### Setting up a dev environment\n\n- Clone lightwood\n- `cd lightwood && pip install -r requirements.txt && pip install -r requirements_image.txt`\n- Add it to your python path (e.g. by adding `export PYTHONPATH='/where/you/cloned/lightwood':$PYTHONPATH` as a newline at the end of your `~/.bashrc` file)\n- Check that the `unittest`s are passing by going into the directory where you cloned lightwood and running: `python -m unittest discover tests` \n\n> If `python` default to python2.x on your environment use `python3` and `pip3` instead\n\nCurrently, the preferred environment for working with lightwood is visual studio code, a very popular python IDE. However, any IDE should work. While we don't have guides for those, please feel free to use the following section as a template for VSCode, or to contribute your own tips and tricks to set up other IDEs.\n\n#### Setting up a VSCode environment\n\n* Install and enable setting sync using github account (if you use multiple machines)\n* Install pylance (for types) and make sure to disable pyright\n* Go to `Python > Lint: Enabled` and disable everything *but* flake8\n* Set `python.linting.flake8Path` to the full path to flake8 (which flake8)\n* Set `Python \u203a Formatting: Provider` to autopep8\n* Add `--global-config=<path_to>/lightwood/.flake8` and `--experimental` to `Python \u203a Formatting: Autopep8 Args`\n* Install live share and live share whiteboard\n\n\n<!--- CONTRIBUTING.md ---->\n\n## Contribute to Lightwood\n\nWe love to receive contributions from the community and hear your opinions! We want to make contributing to Lightwood as easy as it can be.\n\nBeing part of the core Lightwood team is possible to anyone who is motivated and wants to be part of that journey!\n\nPlease continue reading this guide if you are interested in helping democratize machine learning.\n\n### How can you help us?\n\n* Report a bug\n* Improve documentation\n* Solve an issue\n* Propose new features\n* Discuss feature implementations\n* Submit a bug fix\n* Test Lightwood with your own data and let us know how it went!\n\n### Code contributions\nIn general, we follow the [\"fork-and-pull\"](https://docs.github.com/en/github/collaborating-with-pull-requests/getting-started/about-collaborative-development-models#fork-and-pull-model) git workflow. Here are the steps:\n\n1. Fork the Lightwood repository\n2. Checkout the `staging` branch, which is the development version that gets released weekly (there can be exceptions, but make sure to ask and confirm with us).\n3. Make changes and commit them \n4. Make sure that the CI tests pass. You can run the test suite locally with `flake8 .` to check style and `python -m unittest discover tests` to run the automated tests. This doesn't guarantee it will pass remotely since we run on multiple envs, but should work in most cases.\n5. Push your local branch to your fork\n6. Submit a pull request from your repo to the `staging` branch of `mindsdb/lightwood` so that we can review your changes. Be sure to merge the latest from staging before making a pull request!\n\n> Note: You will need to sign a CLI agreement for the code since lightwood is under a GPL license. \n\n### Feature and Bug reports\nWe use GitHub issues to track bugs and features. Report them by opening a [new issue](https://github.com/mindsdb/lightwood/issues/new/choose) and fill out all of the required inputs.\n\n### Code review process\nPull request (PR) reviews are done on a regular basis. **If your PR does not address a previous issue, please make an issue first**.\n\nIf your change has a chance to affecting performance we will run our private benchmark suite to validate it.\n\nPlease, make sure you respond to our feedback/questions.\n\n# Community\nIf you have additional questions or you want to chat with MindsDB core team, you can join our community: <a href=\"https://join.slack.com/t/mindsdbcommunity/shared_invite/zt-o8mrmx3l-5ai~5H66s6wlxFfBMVI6wQ\" target=\"_blank\"><img src=\"https://img.shields.io/badge/slack-@mindsdbcommunity-blueviolet.svg?logo=slack \" alt=\"MindsDB Community\"></a>.\n\nTo get updates on Lightwood and MindsDB\u2019s latest announcements, releases, and events, sign up for our [Monthly Community Newsletter](https://mindsdb.com/newsletter/?utm_medium=community&utm_source=github&utm_campaign=lightwood%20repo).\n\nJoin our mission of democratizing machine learning and allowing developers to become data scientists!\n\n## Contributor Code of Conduct\nPlease note that this project is released with a [Contributor Code of Conduct](https://github.com/mindsdb/lightwood/blob/stable/CODE_OF_CONDUCT.md). By participating in this project, you agree to abide by its terms.\n\n\n# Current contributors \n\n<a href=\"https://github.com/mindsdb/lightwood/graphs/contributors\">\n  <img src=\"https://contributors-img.web.app/image?repo=mindsdb/lightwood\" />\n</a>\n\n# License ![PyPI - License](https://img.shields.io/pypi/l/lightwood)\n\n* [Lightwood License](https://github.com/mindsdb/lightwood/blob/master/LICENSE)",
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