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Project description
About:
- Parses CIM RDF/XML data to pandas dataframe with 4 columns [ID, KEY, VALUE, INSTANCE_ID] (triplestore like)
- The solution does not care about CIM version nor namespaces
- Input files can be xml or zip files (containing one or mutiple xml files)
- All files are parsed into one and same Pandas DataFrame, thus if you want single file or single data model, you need to filter on INSTANCE_ID column
Documentation:
https://haigutus.github.io/triplets
To get started:
python -m pip install triplets
import pandas
import triplets
path = "CGMES_v2.4.15_RealGridTestConfiguration_v2.zip"
data = pandas.read_RDF([path])
Result:
You can then query a dataframe of all same type elements and its parameters across all [EQ, SSH, TP, SV etc.] instance files, where parameters are columns and index is object ID-s
data.type_tableview("ACLineSegment")
Export:
data.export_to_cimxml(
rdf_map=schemas.ENTSOE_CGMES_2_4_15_552_ED1,
export_type=ExportType.XML_PER_INSTANCE_ZIP_PER_XML,
)
Look into examples folders for more
Parser engines
Three parser engines with automatic fallback (fastest available):
| Engine | Requires | Speed |
|---|---|---|
python_lxml_pandas |
lxml + pandas (core) | 1x baseline, always works |
python_lxml_arrow |
+ pyarrow (pip install triplets[arrow]) |
~1x, better interop |
cython_pugixml_arrow |
+ C++ build | 9.8x |
import pandas
import polars
import triplets # registers pandas.read_RDF, polars.read_rdf etc.
# default (auto: best available engine)
data = pandas.read_RDF(["grid_EQ.xml", "data.zip"])
# explicit engine selection
data = pandas.read_RDF(path, engine="python_lxml_pandas") # no pyarrow needed
data = pandas.read_RDF(path, engine="python_lxml_arrow") # arrow intermediate
data = pandas.read_RDF(path, engine="cython_pugixml_arrow") # fastest
# polars
data = polars.read_rdf(["grid_EQ.xml"], return_type="polars")
# return Arrow directly
table = triplets.parser.parse(path, return_type="arrow")
# direct API call (same as read_RDF)
data = triplets.parser.parse(["f.xml"], engine="python_lxml_pandas")
To build the performance engine (no system C++ deps needed):
pixi install -e build
pixi run build-cython-pugixml-arrow
See pixi.toml for build environment and tests/test_parser_backends.py for usage.
See docs/parsers.md for the full call sequence and architecture.
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