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define formal public Python interface for tokenizer
This introduces an abstract class for the Tokenizer/Analyzer for documentation purposes.
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@ -73,3 +73,67 @@ the saved tokens in the database. It then returns the list of possibly matching
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tokens and the list of possible splits to the query parser. The parser uses
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this information to compute all possible interpretations of the query and
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rank them accordingly.
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## Tokenizer API
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The following section describes the functions that need to be implemented
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for a custom tokenizer implementation.
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!!! warning
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This API is currently in early alpha status. While this API is meant to
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be a public API on which other tokenizers may be implemented, the API is
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far away from being stable at the moment.
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### Directory Structure
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Nominatim expects two files for a tokenizer:
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* `nominiatim/tokenizer/<NAME>_tokenizer.py` containing the Pythonpart of the
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implementation
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* `lib-php/tokenizer/<NAME>_tokenizer.php` with the PHP part of the
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implementation
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where `<NAME>` is a unique name for the tokenizer consisting of only lower-case
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letters, digits and underscore. A tokenizer also needs to install some SQL
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functions. By convention, these should be placed in `lib-sql/tokenizer`.
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If the tokenizer has a default configuration file, this should be saved in
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the `settings/<NAME>_tokenizer.<SUFFIX>`.
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### Configuration and Persistance
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Tokenizers may define custom settings for their configuration. All settings
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must be prefixed with `NOMINATIM_TOKENIZER_`. Settings may be transient or
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persistent. Transient settings are loaded from the configuration file when
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Nominatim is started and may thus be changed at any time. Persistent settings
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are tied to a database installation and must only be read during installation
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time. If they are needed for the runtime then they must be saved into the
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`nominatim_properties` table and later loaded from there.
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### The Python module
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The Python module is expect to export a single factory function:
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```python
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def create(dsn: str, data_dir: Path) -> AbstractTokenizer
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```
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The `dsn` parameter contains the DSN of the Nominatim database. The `data_dir`
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is a directory in the project directory that the tokenizer may use to save
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database-specific data. The function must return the instance of the tokenizer
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class as defined below.
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### Python Tokenizer Class
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All tokenizers must inherit from `nominatim.tokenizer.base.AbstractTokenizer`
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and implement the abstract functions defined there.
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::: nominatim.tokenizer.base.AbstractTokenizer
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rendering:
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heading_level: 4
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### Python Analyzer Class
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::: nominatim.tokenizer.base.AbstractAnalyzer
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rendering:
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heading_level: 4
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@ -13,3 +13,11 @@ th, td {
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th {
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background-color: #eee;
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}
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/* Indentation for mkdocstrings.
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div.doc-contents:not(.first) {
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padding-left: 25px;
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border-left: 4px solid rgba(230, 230, 230);
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margin-bottom: 60px;
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}*/
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@ -30,6 +30,7 @@ pages:
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- 'Architecture Overview' : 'develop/overview.md'
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- 'OSM Data Import' : 'develop/Import.md'
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- 'Place Ranking' : 'develop/Ranking.md'
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- 'Tokenizers' : 'develop/Tokenizers.md'
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- 'Postcodes' : 'develop/Postcodes.md'
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- 'Testing' : 'develop/Testing.md'
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- 'External Data Sources': 'develop/data-sources.md'
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@ -44,3 +45,11 @@ markdown_extensions:
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- toc:
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permalink:
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extra_css: [extra.css, styles.css]
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plugins:
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- search
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- mkdocstrings:
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handlers:
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python:
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rendering:
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show_source: false
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show_signature_annotations: false
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nominatim/tokenizer/base.py
Normal file
224
nominatim/tokenizer/base.py
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@ -0,0 +1,224 @@
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"""
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Abstract class defintions for tokenizers. These base classes are here
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mainly for documentation purposes.
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"""
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from abc import ABC, abstractmethod
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from typing import List, Tuple, Dict, Any
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from nominatim.config import Configuration
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# pylint: disable=unnecessary-pass
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class AbstractAnalyzer(ABC):
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""" The analyzer provides the functions for analysing names and building
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the token database.
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Analyzers are instantiated on a per-thread base. Access to global data
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structures must be synchronised accordingly.
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"""
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def __enter__(self) -> 'AbstractAnalyzer':
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return self
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def __exit__(self, exc_type, exc_value, traceback) -> None:
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self.close()
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@abstractmethod
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def close(self) -> None:
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""" Free all resources used by the analyzer.
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"""
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pass
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@abstractmethod
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def get_word_token_info(self, words: List[str]) -> List[Tuple[str, str, int]]:
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""" Return token information for the given list of words.
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The function is used for testing and debugging only
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and does not need to be particularly efficient.
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Arguments:
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words: A list of words to look up the tokens for.
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If a word starts with # it is assumed to be a full name
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otherwise is a partial term.
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Returns:
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The function returns the list of all tuples that could be
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found for the given words. Each list entry is a tuple of
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(original word, word token, word id).
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"""
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pass
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@abstractmethod
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def normalize_postcode(self, postcode: str) -> str:
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""" Convert the postcode to its standardized form.
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This function must yield exactly the same result as the SQL function
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`token_normalized_postcode()`.
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Arguments:
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postcode: The postcode to be normalized.
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Returns:
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The given postcode after normalization.
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"""
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pass
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@abstractmethod
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def update_postcodes_from_db(self) -> None:
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""" Update the tokenizer's postcode tokens from the current content
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of the `location_postcode` table.
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"""
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pass
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@abstractmethod
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def update_special_phrases(self, phrases: List[Tuple[str, str, str, str]],
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should_replace: bool) -> None:
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""" Update the tokenizer's special phrase tokens from the given
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list of special phrases.
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Arguments:
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phrases: The new list of special phrases. Each entry is
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a tuple of (phrase, class, type, operator).
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should_replace: If true, replace the current list of phrases.
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When false, just add the given phrases to the
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ones that already exist.
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"""
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pass
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@abstractmethod
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def add_country_names(self, country_code: str, names: Dict[str, str]):
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""" Add the given names to the tokenizer's list of country tokens.
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Arguments:
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country_code: two-letter country code for the country the names
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refer to.
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names: Dictionary of name type to name.
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"""
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pass
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@abstractmethod
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def process_place(self, place: Dict) -> Any:
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""" Extract tokens for the given place and compute the
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information to be handed to the PL/pgSQL processor for building
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the search index.
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Arguments:
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place: Dictionary with the information about the place. Currently
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the following fields may be present:
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- *name* is a dictionary of names for the place together
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with the designation of the name.
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- *address* is a dictionary of address terms.
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- *country_feature* is set to a country code when the
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place describes a country.
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Returns:
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A JSON-serialisable structure that will be handed into
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the database via the `token_info` field.
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"""
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class AbstractTokenizer(ABC):
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""" The tokenizer instance is the central instance of the tokenizer in
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the system. There will only be a single instance of the tokenizer
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active at any time.
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"""
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@abstractmethod
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def init_new_db(self, config: Configuration, init_db: bool = True) -> None:
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""" Set up a new tokenizer for the database.
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The function should copy all necessary data into the project
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directory or save it in the property table to make sure that
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the tokenizer remains stable over updates.
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Arguments:
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config: Read-only object with configuration obtions.
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init_db: When set to False, then initialisation of database
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tables should be skipped. This option is only required for
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migration purposes and can be savely ignored by custom
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tokenizers.
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TODO: can we move the init_db parameter somewhere else?
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"""
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pass
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@abstractmethod
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def init_from_project(self) -> None:
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""" Initialise the tokenizer from an existing database setup.
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The function should load all previously saved configuration from
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the project directory and/or the property table.
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"""
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pass
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@abstractmethod
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def finalize_import(self, config: Configuration) -> None:
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""" This function is called at the very end of an import when all
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data has been imported and indexed. The tokenizer may create
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at this point any additional indexes and data structures needed
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during query time.
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Arguments:
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config: Read-only object with configuration obtions.
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"""
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pass
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@abstractmethod
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def update_sql_functions(self, config: Configuration) -> None:
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""" Update the SQL part of the tokenizer. This function is called
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automatically on migrations or may be called explicitly by the
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user through the `nominatim refresh --functions` command.
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The tokenizer must only update the code of the tokenizer. The
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data structures or data itself must not be changed by this function.
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Arguments:
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config: Read-only object with configuration obtions.
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"""
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pass
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@abstractmethod
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def check_database(self) -> str:
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""" Check that the database is set up correctly and ready for being
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queried.
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Returns:
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If an issue was found, return an error message with the
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description of the issue as well as hints for the user on
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how to resolve the issue.
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Return `None`, if no issue was found.
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"""
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pass
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@abstractmethod
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def name_analyzer(self) -> AbstractAnalyzer:
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""" Create a new analyzer for tokenizing names and queries
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using this tokinzer. Analyzers are context managers and should
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be used accordingly:
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```
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with tokenizer.name_analyzer() as analyzer:
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analyser.tokenize()
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```
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When used outside the with construct, the caller must ensure to
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call the close() function before destructing the analyzer.
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"""
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pass
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@ -16,6 +16,7 @@ from nominatim.db.utils import CopyBuffer
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from nominatim.db.sql_preprocessor import SQLPreprocessor
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from nominatim.tokenizer.icu_rule_loader import ICURuleLoader
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from nominatim.tokenizer.icu_name_processor import ICUNameProcessor, ICUNameProcessorRules
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from nominatim.tokenizer.base import AbstractAnalyzer, AbstractTokenizer
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DBCFG_MAXWORDFREQ = "tokenizer_maxwordfreq"
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DBCFG_TERM_NORMALIZATION = "tokenizer_term_normalization"
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@ -28,7 +29,7 @@ def create(dsn, data_dir):
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return LegacyICUTokenizer(dsn, data_dir)
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class LegacyICUTokenizer:
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class LegacyICUTokenizer(AbstractTokenizer):
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""" This tokenizer uses libICU to covert names and queries to ASCII.
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Otherwise it uses the same algorithms and data structures as the
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normalization routines in Nominatim 3.
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@ -192,7 +193,7 @@ class LegacyICUTokenizer:
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return words
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class LegacyICUNameAnalyzer:
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class LegacyICUNameAnalyzer(AbstractAnalyzer):
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""" The legacy analyzer uses the ICU library for splitting names.
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Each instance opens a connection to the database to request the
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@ -207,14 +208,6 @@ class LegacyICUNameAnalyzer:
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self._cache = _TokenCache()
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_value, traceback):
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self.close()
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def close(self):
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""" Free all resources used by the analyzer.
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"""
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from nominatim.db import utils as db_utils
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from nominatim.db.sql_preprocessor import SQLPreprocessor
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from nominatim.errors import UsageError
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from nominatim.tokenizer.base import AbstractAnalyzer, AbstractTokenizer
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DBCFG_NORMALIZATION = "tokenizer_normalization"
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DBCFG_MAXWORDFREQ = "tokenizer_maxwordfreq"
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@ -76,7 +77,7 @@ def _check_module(module_dir, conn):
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raise UsageError("Database module cannot be accessed.") from err
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class LegacyTokenizer:
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class LegacyTokenizer(AbstractTokenizer):
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""" The legacy tokenizer uses a special PostgreSQL module to normalize
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names and queries. The tokenizer thus implements normalization through
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calls to the database.
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@ -238,7 +239,7 @@ class LegacyTokenizer:
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properties.set_property(conn, DBCFG_MAXWORDFREQ, config.MAX_WORD_FREQUENCY)
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class LegacyNameAnalyzer:
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class LegacyNameAnalyzer(AbstractAnalyzer):
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""" The legacy analyzer uses the special Postgresql module for
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splitting names.
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@ -255,14 +256,6 @@ class LegacyNameAnalyzer:
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self._cache = _TokenCache(self.conn)
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_value, traceback):
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self.close()
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def close(self):
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""" Free all resources used by the analyzer.
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"""
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