Python wrapper for Stanford CoreNLP's SUTime Java library.
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>> # Ideally, create a virtual environment before installing any dependencies
>> pip install sutime
>> # Install Java dependencies
>> mvn dependency:copy-dependencies -DoutputDirectory=./jars -f $(python3 -c 'import importlib; import pathlib; print(pathlib.Path(importlib.util.find_spec("sutime").origin).parent / "pom.xml")')Append -P spanish to the mvn command to include the Spanish language model.
SUTime currently supports only English, British and Spanish (Source).
This Python wrapper is prepared to support the other CoreNLP languages (e.g. German) as well as soon as they get added to SUTime.
The following command can be used to download the language models for arabic, chinese, english, french, german, and spanish:
>> mvn dependency:copy-dependencies -DoutputDirectory=./jars -f $(python -c 'import importlib; import pathlib; print(pathlib.Path(importlib.util.find_spec("sutime").origin).parent / "pom.xml")') -P <language>However, SUTime only supports a subset (default model and spanish) of CoreNLP's languages and the other language models will get ignored.
import json
from sutime import SUTime
if __name__ == '__main__':
test_case = 'I need a desk for tomorrow from 2pm to 3pm'
sutime = SUTime(mark_time_ranges=True, include_range=True)
print(json.dumps(sutime.parse(test_case), sort_keys=True, indent=4))Result:
[
{
"end": 26,
"start": 18,
"text": "tomorrow",
"timex-value": "2020-11-03",
"type": "DATE",
"value": "2020-11-03"
},
{
"end": 42,
"start": 27,
"text": "from 2pm to 3pm",
"type": "DURATION",
"value": {
"begin": "T14:00",
"end": "T15:00"
}
}
]Other examples can be found in the test directory.
SUTime(
jars: Optional[str] = None,
jvm_started: Optional[bool] = False,
mark_time_ranges: Optional[bool] = False,
include_range: Optional[bool] = False,
jvm_flags: Optional[List[str]] = None,
language: Optional[str] = 'english',
):
"""
Args:
jars (Optional[str]): Path to previously downloaded SUTime Java
dependencies. Defaults to False.
jvm_started (Optional[bool]): Flag to indicate that JVM has been
already started (with all Java dependencies loaded). Defaults
to False.
mark_time_ranges (Optional[bool]): SUTime flag for
sutime.markTimeRanges. Defaults to False.
"Whether or not to recognize time ranges such as 'July to
August'"
include_range (Optional[bool]): SUTime flag for
sutime.includeRange. Defaults to False.
"Whether or not to add range info to the TIMEX3 object"
jvm_flags (Optional[List[str]]): List of flags passed to JVM. For
example, this may be used to specify the maximum heap size
using '-Xmx'. Has no effect if `jvm_started` is set to True.
Defaults to None.
language (Optional[str]): Selected language. Currently supported
are: english (/en), british, spanish (/es). Defaults to
`english`.
"""
sutime.parse(input_str: str, reference_date: Optional[str] = '') -> List[Dict]:
"""Parse datetime information out of string input.
It invokes the SUTimeWrapper.annotate() function in Java.
Args:
input_str (str): The input as string that has to be parsed.
reference_date (Optional[str]): Optional reference data for SUTime.
Defaults to `''`.
Returns:
A list of dicts with the result from the `SUTimeWrapper.annotate()`
call.
Raises:
RuntimeError: An error occurs when CoreNLP is not loaded.
"""- The team behind Stanford CoreNLP for their awesome work and tools for the NLP community
- Luis Nell (Github: originell) and team for maintaining JPype as interface between Python and Java
- René Springer: Support for reference date
- Constantine Lignos: Support for JVM flags, adoption of CircleCI 2.0, fix for mutable default argument, fix for test execution
- Cole Robertson: Updated instructions, JAR requirements, and SUTime JAR imports
- Ludovico Pestarino: Modified json.loads for compatibility with json data (string handling)
- GPLv3+ (check the LICENSE file)