Error code:   ConfigNamesError
Exception:    FileNotFoundError
Message:      Couldn't find any data file at /src/services/worker/synaptikAD/basetype-benchmark. Couldn't find 'synaptikAD/basetype-benchmark' on the Hugging Face Hub either: FileNotFoundError: Unable to find 'hf://datasets/synaptikAD/basetype-benchmark@bda79cb2cb33b66ff8ab85b4e669971c76853087/data/graph/nodes.parquet' with any supported extension ['.csv', '.tsv', '.json', '.jsonl', '.ndjson', '.parquet', '.geoparquet', '.gpq', '.arrow', '.txt', '.tar', '.xml', '.hdf5', '.h5', '.blp', '.bmp', '.dib', '.bufr', '.cur', '.pcx', '.dcx', '.dds', '.ps', '.eps', '.fit', '.fits', '.fli', '.flc', '.ftc', '.ftu', '.gbr', '.gif', '.grib', '.png', '.apng', '.jp2', '.j2k', '.jpc', '.jpf', '.jpx', '.j2c', '.icns', '.ico', '.im', '.iim', '.tif', '.tiff', '.jfif', '.jpe', '.jpg', '.jpeg', '.mpg', '.mpeg', '.msp', '.pcd', '.pxr', '.pbm', '.pgm', '.ppm', '.pnm', '.psd', '.bw', '.rgb', '.rgba', '.sgi', '.ras', '.tga', '.icb', '.vda', '.vst', '.webp', '.wmf', '.emf', '.xbm', '.xpm', '.BLP', '.BMP', '.DIB', '.BUFR', '.CUR', '.PCX', '.DCX', '.DDS', '.PS', '.EPS', '.FIT', '.FITS', '.FLI', '.FLC', '.FTC', '.FTU', '.GBR', '.GIF', '.GRIB', '.PNG', '.APNG', '.JP2', '.J2K', '.JPC', '.JPF', '.JPX', '.J2C', '.ICNS', '.ICO', '.IM', '.IIM', '.TIF', '.TIFF', '.JFIF', '.JPE', '.JPG', '.JPEG', '.MPG', '.MPEG', '.MSP', '.PCD', '.PXR', '.PBM', '.PGM', '.PPM', '.PNM', '.PSD', '.BW', '.RGB', '.RGBA', '.SGI', '.RAS', '.TGA', '.ICB', '.VDA', '.VST', '.WEBP', '.WMF', '.EMF', '.XBM', '.XPM', '.aiff', '.au', '.avr', '.caf', '.flac', '.htk', '.svx', '.mat4', '.mat5', '.mpc2k', '.ogg', '.paf', '.pvf', '.raw', '.rf64', '.sd2', '.sds', '.ircam', '.voc', '.w64', '.wav', '.nist', '.wavex', '.wve', '.xi', '.mp3', '.opus', '.3gp', '.3g2', '.avi', '.asf', '.flv', '.mp4', '.mov', '.m4v', '.mkv', '.webm', '.f4v', '.wmv', '.wma', '.ogm', '.mxf', '.nut', '.AIFF', '.AU', '.AVR', '.CAF', '.FLAC', '.HTK', '.SVX', '.MAT4', '.MAT5', '.MPC2K', '.OGG', '.PAF', '.PVF', '.RAW', '.RF64', '.SD2', '.SDS', '.IRCAM', '.VOC', '.W64', '.WAV', '.NIST', '.WAVEX', '.WVE', '.XI', '.MP3', '.OPUS', '.3GP', '.3G2', '.AVI', '.ASF', '.FLV', '.MP4', '.MOV', '.M4V', '.MKV', '.WEBM', '.F4V', '.WMV', '.WMA', '.OGM', '.MXF', '.NUT', '.pdf', '.PDF', '.zip']
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 66, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1027, in dataset_module_factory
                  raise FileNotFoundError(
              FileNotFoundError: Couldn't find any data file at /src/services/worker/synaptikAD/basetype-benchmark. Couldn't find 'synaptikAD/basetype-benchmark' on the Hugging Face Hub either: FileNotFoundError: Unable to find 'hf://datasets/synaptikAD/basetype-benchmark@bda79cb2cb33b66ff8ab85b4e669971c76853087/data/graph/nodes.parquet' with any supported extension ['.csv', '.tsv', '.json', '.jsonl', '.ndjson', '.parquet', '.geoparquet', '.gpq', '.arrow', '.txt', '.tar', '.xml', '.hdf5', '.h5', '.blp', '.bmp', '.dib', '.bufr', '.cur', '.pcx', '.dcx', '.dds', '.ps', '.eps', '.fit', '.fits', '.fli', '.flc', '.ftc', '.ftu', '.gbr', '.gif', '.grib', '.png', '.apng', '.jp2', '.j2k', '.jpc', '.jpf', '.jpx', '.j2c', '.icns', '.ico', '.im', '.iim', '.tif', '.tiff', '.jfif', '.jpe', '.jpg', '.jpeg', '.mpg', '.mpeg', '.msp', '.pcd', '.pxr', '.pbm', '.pgm', '.ppm', '.pnm', '.psd', '.bw', '.rgb', '.rgba', '.sgi', '.ras', '.tga', '.icb', '.vda', '.vst', '.webp', '.wmf', '.emf', '.xbm', '.xpm', '.BLP', '.BMP', '.DIB', '.BUFR', '.CUR', '.PCX', '.DCX', '.DDS', '.PS', '.EPS', '.FIT', '.FITS', '.FLI', '.FLC', '.FTC', '.FTU', '.GBR', '.GIF', '.GRIB', '.PNG', '.APNG', '.JP2', '.J2K', '.JPC', '.JPF', '.JPX', '.J2C', '.ICNS', '.ICO', '.IM', '.IIM', '.TIF', '.TIFF', '.JFIF', '.JPE', '.JPG', '.JPEG', '.MPG', '.MPEG', '.MSP', '.PCD', '.PXR', '.PBM', '.PGM', '.PPM', '.PNM', '.PSD', '.BW', '.RGB', '.RGBA', '.SGI', '.RAS', '.TGA', '.ICB', '.VDA', '.VST', '.WEBP', '.WMF', '.EMF', '.XBM', '.XPM', '.aiff', '.au', '.avr', '.caf', '.flac', '.htk', '.svx', '.mat4', '.mat5', '.mpc2k', '.ogg', '.paf', '.pvf', '.raw', '.rf64', '.sd2', '.sds', '.ircam', '.voc', '.w64', '.wav', '.nist', '.wavex', '.wve', '.xi', '.mp3', '.opus', '.3gp', '.3g2', '.avi', '.asf', '.flv', '.mp4', '.mov', '.m4v', '.mkv', '.webm', '.f4v', '.wmv', '.wma', '.ogm', '.mxf', '.nut', '.AIFF', '.AU', '.AVR', '.CAF', '.FLAC', '.HTK', '.SVX', '.MAT4', '.MAT5', '.MPC2K', '.OGG', '.PAF', '.PVF', '.RAW', '.RF64', '.SD2', '.SDS', '.IRCAM', '.VOC', '.W64', '.WAV', '.NIST', '.WAVEX', '.WVE', '.XI', '.MP3', '.OPUS', '.3GP', '.3G2', '.AVI', '.ASF', '.FLV', '.MP4', '.MOV', '.M4V', '.MKV', '.WEBM', '.F4V', '.WMV', '.WMA', '.OGM', '.MXF', '.NUT', '.pdf', '.PDF', '.zip']

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BaseType Benchmark Dataset

Reference dataset for benchmarking database paradigms on smart building data.

Paper

TBD

Quick Start

from basetype_benchmark.dataset.huggingface import load_benchmark_data

# Load a specific profile
data = load_benchmark_data(scale="medium", duration="1m")

print(f"Nodes: {len(data['nodes'])}")
print(f"Edges: {len(data['edges'])}")
print(f"Timeseries points: {len(data['timeseries'])}")

Available Profiles

Scale (Taille du graphe)

Scale	Description	Points	Buildings
`small`	Single building	~50k	1
`medium`	Small campus	~100k	5
`large`	Full campus	~500k	10+

Duration (Priode temporelle)

Duration	Description	Days
`1d`	One day	1
`1w`	One week	7
`1m`	One month	30
`6m`	Six months	180
`1y`	One year	365

Dataset Structure

data/
 graph/
    nodes.parquet     # ~50k nodes across 9 domains
    edges.parquet     # ~200k relationships
 timeseries/
    2024-01.parquet   # Partitioned by month
    2024-02.parquet
    ...

Domains Covered

Spatial: Site, Building, Floor, Space, Zone
Equipment: Systems, Equipment, Sensors, Actuators
Energy: Meters (tree distribution), EnergyZones
IT/Datacenter: Servers, Racks, Network devices
Audiovisual: AV Systems, Displays, Projectors
Parking: Zones, Spots, Charging stations
Security: Access points, Cameras, Alarms
Organization: Departments, Teams, Persons
Contractual: Contracts, Providers, Work orders

Schema

nodes.parquet

Column	Type	Description
`node_id`	string	Unique identifier
`node_type`	string	Type (Building, Equipment, etc.)
`name`	string	Human-readable name
`building_id`	int	Building ID for scale filtering (0=cross-building)
`properties`	json	Domain-specific attributes

edges.parquet

Column	Type	Description
`src`	string	Source node ID
`dst`	string	Target node ID
`rel`	string	Relationship type

timeseries/*.parquet

Column	Type	Description
`point_id`	string	Reference to Point node
`timestamp`	timestamp	Measurement time
`value`	float64	Measured value
`building_id`	int	Building ID for scale filtering
`year_month`	string	Partition key (YYYY-MM)

Scale Filtering

The dataset uses building_id for scale-based extraction:

small: building_id = 1 (single building)
medium: building_id IN (1,2,3,4,5) (5 buildings)
large: all buildings (no filter)
building_id = 0: cross-building entities (Site, Organization, etc.)

Benchmark Usage

# Run benchmark with specific profile
python -m basetype_benchmark.run --scale=medium --duration=1m

# Results include:
# - Query latencies (p50, p95, min, max)
# - Memory consumption (steady state, peak)
# - CPU usage (average, spikes)
# - Energy estimation (via RAPL/CPU-time)

Author

Antoine Debienne

Citation

@dataset{basetype_benchmark_2025,
  author = {Antoine Debienne},
  title = {BaseType Benchmark Dataset},
  year = {2025},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/synaptikAD/basetype-benchmark}
}

License

CC-BY-4.0

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