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add documentation for ICU tokenizer configuration
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docs/admin/Tokenizers.md
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docs/admin/Tokenizers.md
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# Tokenizers
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The tokenizer module in Nominatim is responsible for analysing the names given
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to OSM objects and the terms of an incoming query in order to make sure, they
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can be matched appropriately.
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Nominatim offers different tokenizer modules, which behave differently and have
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different configuration options. This sections describes the tokenizers and how
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they can be configured.
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!!! important
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The use of a tokenizer is tied to a database installation. You need to choose
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and configure the tokenizer before starting the initial import. Once the import
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is done, you cannot switch to another tokenizer anymore. Reconfiguring the
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chosen tokenizer is very limited as well. See the comments in each tokenizer
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section.
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## Legacy tokenizer
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The legacy tokenizer implements the analysis algorithms of older Nominatim
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versions. It uses a special Postgresql module to normalize names and queries.
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This tokenizer is currently the default.
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To enable the tokenizer add the following line to your project configuration:
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```
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NOMINATIM_TOKENIZER=legacy
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```
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The Postgresql module for the tokenizer is available in the `module` directory
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and also installed with the remainder of the software under
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`lib/nominatim/module/nominatim.so`. You can specify a custom location for
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the module with
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```
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NOMINATIM_DATABASE_MODULE_PATH=<path to directory where nominatim.so resides>
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```
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This is in particular useful when the database runs on a different server.
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See [Advanced installations](Advanced-Installations.md#importing-nominatim-to-an-external-postgresql-database) for details.
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There are no other configuration options for the legacy tokenizer. All
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normalization functions are hard-coded.
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## ICU tokenizer
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The ICU tokenizer uses the [ICU library](http://site.icu-project.org/) to
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normalize names and queries. It also offers configurable decomposition and
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abbreviation handling.
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### How it works
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On import the tokenizer processes names in the following four stages:
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1. The **Normalization** part removes all non-relevant information from the
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input.
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2. Incoming names are now converted to **full names**. This process is currently
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hard coded and mostly serves to handle name tags from OSM that contain
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multiple names (e.g. [Biel/Bienne](https://www.openstreetmap.org/node/240097197)).
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3. Next the tokenizer creates **variants** from the full names. These variants
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cover decomposition and abbreviation handling. Variants are saved to the
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database, so that it is not necessary to create the variants for a search
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query.
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4. The final **Tokenization** step converts the names to a simple ASCII form,
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potentially removing further spelling variants for better matching.
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At query time only stage 1) and 4) are used. The query is normalized and
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tokenized and the resulting string used for searching in the database.
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### Configuration
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The ICU tokenizer is configured using a YAML file which can be configured using
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`NOMINATIM_TOKENIZER_CONFIG`. The configuration is read on import and then
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saved as part of the internal database status. Later changes to the variable
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have no effect.
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Here is an example configuration file:
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``` yaml
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normalization:
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- ":: lower ()"
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- "ß > 'ss'" # German szet is unimbigiously equal to double ss
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transliteration:
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- !include /etc/nominatim/icu-rules/extended-unicode-to-asccii.yaml
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- ":: Ascii ()"
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variants:
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- language: de
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words:
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- ~haus => haus
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- ~strasse -> str
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- language: en
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words:
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- road -> rd
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- bridge -> bdge,br,brdg,bri,brg
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```
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The configuration file contains three sections:
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`normalization`, `transliteration`, `variants`.
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The normalization and transliteration sections each must contain a list of
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[ICU transformation rules](https://unicode-org.github.io/icu/userguide/transforms/general/rules.html).
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The rules are applied in the order in which they appear in the file.
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You can also include additional rules from external yaml file using the
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`!include` tag. The included file must contain a valid YAML list of ICU rules
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and may again include other files.
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!!! warning
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The ICU rule syntax contains special characters that conflict with the
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YAML syntax. You should therefore always enclose the ICU rules in
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double-quotes.
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The variants section defines lists of replacements which create alternative
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spellings of a name. To create the variants, a name is scanned from left to
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right and the longest matching replacement is applied until the end of the
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string is reached.
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The variants section must contain a list of replacement groups. Each group
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defines a set of properties that describes where the replacements are
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applicable. In addition, the word section defines the list of replacements
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to be made. The basic replacement description is of the form:
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```
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<source>[,<source>[...]] => <target>[,<target>[...]]
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```
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The left side contains one or more `source` terms to be replaced. The right side
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lists one or more replacements. Each source is replaced with each replacement
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term.
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!!! tip
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The source and target terms are internally normalized using the
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normalization rules given in the configuration. This ensures that the
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strings match as expected. In fact, it is better to use unnormalized
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words in the configuration because then it is possible to change the
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rules for normalization later without having to adapt the variant rules.
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#### Decomposition
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In its standard form, only full words match against the source. There
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is a special notation to match the prefix and suffix of a word:
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``` yaml
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- ~strasse => str # matches "strasse" as full word and in suffix position
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- hinter~ => hntr # matches "hinter" as full word and in prefix position
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```
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There is no facility to match a string in the middle of the word. The suffix
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and prefix notation automatically trigger the decomposition mode: two variants
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are created for each replacement, one with the replacement attached to the word
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and one separate. So in above example, the tokenization of "hauptstrasse" will
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create the variants "hauptstr" and "haupt str". Similarly, the name "rote strasse"
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triggers the variants "rote str" and "rotestr". By having decomposition work
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both ways, it is sufficient to create the variants at index time. The variant
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rules are not applied at query time.
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To avoid automatic decomposition, use the '|' notation:
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``` yaml
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- ~strasse |=> str
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```
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simply changes "hauptstrasse" to "hauptstr" and "rote strasse" to "rote str".
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#### Initial and final terms
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It is also possible to restrict replacements to the beginning and end of a
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name:
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``` yaml
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- ^south => n # matches only at the beginning of the name
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- road$ => rd # matches only at the end of the name
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```
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So the first example would trigger a replacement for "south 45th street" but
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not for "the south beach restaurant".
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#### Replacements vs. variants
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The replacement syntax `source => target` works as a pure replacement. It changes
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the name instead of creating a variant. To create an additional version, you'd
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have to write `source => source,target`. As this is a frequent case, there is
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a shortcut notation for it:
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```
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<source>[,<source>[...]] -> <target>[,<target>[...]]
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```
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The simple arrow causes an additional variant to be added. Note that
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decomposition has an effect here on the source as well. So a rule
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```yaml
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- ~strasse => str
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```
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means that for a word like `hauptstrasse` four variants are created:
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`hauptstrasse`, `haupt strasse`, `hauptstr` and `haupt str`.
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### Reconfiguration
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Changing the configuration after the import is currently not possible, although
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this feature may be added at a later time.
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@ -20,6 +20,7 @@ pages:
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- 'Update' : 'admin/Update.md'
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- 'Update' : 'admin/Update.md'
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- 'Deploy' : 'admin/Deployment.md'
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- 'Deploy' : 'admin/Deployment.md'
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- 'Customize Imports' : 'admin/Customization.md'
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- 'Customize Imports' : 'admin/Customization.md'
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- 'Tokenizers' : 'admin/Tokenizers.md'
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- 'Nominatim UI' : 'admin/Setup-Nominatim-UI.md'
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- 'Nominatim UI' : 'admin/Setup-Nominatim-UI.md'
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- 'Advanced Installations' : 'admin/Advanced-Installations.md'
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- 'Advanced Installations' : 'admin/Advanced-Installations.md'
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- 'Migration from older Versions' : 'admin/Migration.md'
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- 'Migration from older Versions' : 'admin/Migration.md'
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