duckling/README.md

![Duckling Logo](https://github.com/facebook/duckling/raw/main/logo.png)

# Duckling [![Support Ukraine](https://img.shields.io/badge/Support-Ukraine-FFD500?style=flat&labelColor=005BBB)](https://opensource.fb.com/support-ukraine) [![Build Status](https://travis-ci.org/facebook/duckling.svg?branch=master)](https://travis-ci.org/facebook/duckling)

Duckling is a Haskell library that parses text into structured data.

```bash
"the first Tuesday of October"
=> {"value":"2017-10-03T00:00:00.000-07:00","grain":"day"}
```

## Requirements

A Haskell environment is required. We recommend using
[stack](https://haskell-lang.org/get-started).

On Linux and MacOS you'll need to install PCRE development headers.
On Linux, use your package manager to install them.
On MacOS, the easiest way to install them is with [Homebrew](https://brew.sh/):

```bash
brew install pcre
```

If that doesn't help, try running `brew doctor` and fix
the issues it finds.

## Quickstart

To compile and run the binary:

```bash
stack build
stack exec duckling-example-exe
```

The first time you run it, it will download all required packages.

This runs a basic HTTP server. Example request:

```bash
curl -XPOST http://0.0.0.0:8000/parse --data 'locale=en_GB&text=tomorrow at eight'
```

In the example application, all dimensions are enabled by default. Provide the parameter `dims` to specify which ones you want. Examples:

```bash
Identify credit card numbers only:
$ curl -XPOST http://0.0.0.0:8000/parse --data 'locale=en_US&text="4111-1111-1111-1111"&dims="["credit-card-number"]"'
If you want multiple dimensions, comma-separate them in the array:
$ curl -XPOST http://0.0.0.0:8000/parse --data 'locale=en_US&text="3 cups of sugar"&dims="["quantity","numeral"]"'
```

See `exe/ExampleMain.hs` for an example on how to integrate Duckling in your
project.
If your backend doesn't run Haskell or if you don't want to spin your own Duckling server, you can directly use [wit.ai](https://wit.ai)'s built-in entities.

## Supported dimensions

Duckling supports many languages, but most don't support all dimensions yet
(**we need your help!**).
Please look into [this directory](https://github.com/facebook/duckling/blob/master/Duckling/Dimensions) for language-specific support.

| Dimension | Example input | Example value output
| --------- | ------------- | --------------------
| `AmountOfMoney` | "42€" | `{"value":42,"type":"value","unit":"EUR"}`
| `CreditCardNumber` | "4111-1111-1111-1111" | `{"value":"4111111111111111","issuer":"visa"}`
| `Distance` | "6 miles" | `{"value":6,"type":"value","unit":"mile"}`
| `Duration` | "3 mins" | `{"value":3,"minute":3,"unit":"minute","normalized":{"value":180,"unit":"second"}}`
| `Email` | "duckling-team@fb.com" | `{"value":"duckling-team@fb.com"}`
| `Numeral` | "eighty eight" | `{"value":88,"type":"value"}`
| `Ordinal` | "33rd" | `{"value":33,"type":"value"}`
| `PhoneNumber` | "+1 (650) 123-4567" | `{"value":"(+1) 6501234567"}`
| `Quantity` | "3 cups of sugar" | `{"value":3,"type":"value","product":"sugar","unit":"cup"}`
| `Temperature` | "80F" | `{"value":80,"type":"value","unit":"fahrenheit"}`
| `Time` | "today at 9am" | `{"values":[{"value":"2016-12-14T09:00:00.000-08:00","grain":"hour","type":"value"}],"value":"2016-12-14T09:00:00.000-08:00","grain":"hour","type":"value"}`
| `Url` | "https://api.wit.ai/message?q=hi" | `{"value":"https://api.wit.ai/message?q=hi","domain":"api.wit.ai"}`
| `Volume` | "4 gallons" | `{"value":4,"type":"value","unit":"gallon"}`

[Custom dimensions](https://github.com/facebook/duckling/blob/master/exe/CustomDimensionExample.hs) are also supported.

## Extending Duckling

To regenerate the classifiers and run the test suite:

```bash
stack build :duckling-regen-exe && stack exec duckling-regen-exe && stack test
```

It's important to regenerate the classifiers after updating the code and before
running the test suite.

To extend Duckling's support for a dimension in a given language, typically 4
files need to be updated:

* `Duckling/<Dimension>/<Lang>/Rules.hs`

* `Duckling/<Dimension>/<Lang>/Corpus.hs`

* `Duckling/Dimensions/<Lang>.hs` (if not already present in `Duckling/Dimensions/Common.hs`)

* `Duckling/Rules/<Lang>.hs`

To add a new language:

* Make sure that the language code used follows the [ISO-639-1 standard](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).
* The first dimension to implement is `Numeral`.
* Follow [this example](https://github.com/facebook/duckling/commit/24d3f199768be970149412c95b1c1bf5d76f8240).

To add a new locale:

* There should be a need for diverging rules between the locale and the language.
* Make sure that the locale code is a valid [ISO3166 alpha2 country code](https://www.iso.org/obp/ui/#search/code/).
* Follow [this example](https://github.com/facebook/duckling/commit/1ab5f447d2635fe6d48887a501d333a52adff5b9).

Rules have a name, a pattern and a production.
Patterns are used to perform character-level matching (regexes on input) and
concept-level matching (predicates on tokens).
Productions are arbitrary functions that take a list of tokens and return a new
token.

The corpus (resp. negative corpus) is a list of examples that should (resp.
shouldn't) parse. The reference time for the corpus is Tuesday Feb 12, 2013 at
4:30am.

`Duckling.Debug` provides a few debugging tools:

```bash
$ stack repl --no-load
> :l Duckling.Debug
> debug (makeLocale EN $ Just US) "in two minutes" [Seal Time]
in|within|after <duration> (in two minutes)
-- regex (in)
-- <integer> <unit-of-duration> (two minutes)
-- -- integer (0..19) (two)
-- -- -- regex (two)
-- -- minute (grain) (minutes)
-- -- -- regex (minutes)
[Entity {dim = "time", body = "in two minutes", value = RVal Time (TimeValue (SimpleValue (InstantValue {vValue = 2013-02-12 04:32:00 -0200, vGrain = Second})) [SimpleValue (InstantValue {vValue = 2013-02-12 04:32:00 -0200, vGrain = Second})] Nothing), start = 0, end = 14}]
```

## License

Duckling is [BSD-licensed](LICENSE).