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- {
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- "@context": {
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- "@vocab": "https://mlcommons.org/croissant/",
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- "sc": "https://schema.org/",
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- "name": "https://schema.org/name",
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- "@language": "en",
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- "rai": "http://mlcommons.org/croissant/RAI/",
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- "prov": "http://www.w3.org/ns/prov#"
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- },
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- "@type": "sc:Dataset",
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- "name": "3DTime",
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- "license": "https://opensource.org/licenses/MIT",
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- "description": "This dataset is derived from an MIT-licensed dataset (https://opensource.org/licenses/MIT). However, individual files may carry different licenses. Users must verify licensing at the file level.",
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- "version": "1.0.0",
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- "rai:dataLimitations": "This dataset is limited to a single printer (Voron 2.4) for the Klipper firmware.",
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- "rai:dataBiases": "This dataset does not contain any support instructions, as the detection of the need for support is a research field of its own.",
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- "rai:personalSensitiveInformation": "This dataset contains no personal or sensitive information.",
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- "rai:dataUseCases": "This dataset can be used to train and/or validate prediction models for G-code instructions. Validated use cases: print duration prediction and speed profiling prediction (see [paper], note that the paper in question is still under double-blind review). Not validated use cases: LLM fine tuning, G-code optimization.",
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- "rai:dataSocialImpact": "Positive impact: enables common, rigorous evaluation of G-code print duration prediction models without requiring actual physical print. Risks: none, to the best of our knowledge.",
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- "rai:hasSyntheticData": true,
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- "conformsTo": "http://mlcommons.org/croissant/1.1",
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- "url": "https://huggingface.co/datasets/3DTimeDataset/3DTime",
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- "sc:isBasedOn": [
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- "https://github.com/idealab-isu/Slice-100K"
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- ],
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- "prov:wasDerivedFrom": [
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- {
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- "@id": "https://github.com/idealab-isu/Slice-100K",
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- "prov:label": "Slice-100k",
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- "sc:license": "CC-BY-4.0"
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- }
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- ],
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- "prov:wasGeneratedBy": [
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- {
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- "@type": "prov:Activity",
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- "prov:type": {
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- "@id": "https://www.wikidata.org/wiki/Q109719325"
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- },
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- "prov:label": "Re-slice and annotation",
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- "sc:description": "Re-slicing of all 3D mesh from the Slice-100k dataset, and G-code annotation with 7 targets."
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- }
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- ],
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- "prov:hasPart": [
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- {
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- "@type": "sc:CreativeWork",
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- "sc:name": "PyTorch dataloader",
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- "sc:url": "https://github.com/3DTimeDataset/3DTime_pytorch_dataloader",
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- "sc:description": "Custom loader to parse G-code instructions."
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- }
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- ],
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- "distribution": [
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- {
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- "@type": "DataDownload",
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- "contentUrl": "https://huggingface.co/datasets/3DTimeDataset/3DTime/resolve/main/data/train-00000-of-00001.parquet",
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- "encodingFormat": "application/x-parquet",
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- "name": "3DTime: small version",
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- "description": "Parquet files containing only the small, easy to use version of 3DTime."
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- },
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- {
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- "@type": "sc:WebPage",
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- "contentUrl": "https://doi.org/10.57745/QR5GGS",
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- "encodingFormat": "text/html",
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- "sc:name": "3DTime: full version",
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- "sc:description": "Landing page for the full dataset release. Provides access to all files and documentation."
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- }
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- ],
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- "fileObject": [
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- {
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- "@id": "global_metadata",
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- "@type": "FileObject",
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- "contentUrl": "https://huggingface.co/datasets/3DTimeDataset/3DTime/resolve/main/metadata/metadata_sub21.csv",
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- "encodingFormat": "text/csv"
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- },
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- {
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- "@id": "global_binary_archive",
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- "@type": "FileObject",
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- "contentUrl": "https://huggingface.co/datasets/3DTimeDataset/3DTime/tree/main/binary/21",
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- "encodingFormat": "application/octet-stream"
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- }
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- ],
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- "fileSet": [
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- {
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- "@id": "binary_files",
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- "@type": "FileSet",
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- "containedIn": "global_binary_archive",
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- "includes": "*.dat",
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- "encodingFormat": "application/octet-stream"
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- },
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- {
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- "@id": "metadata_set",
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- "@type": "FileSet",
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- "containedIn": "global_metadata",
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- "includes": "*.csv",
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- "encodingFormat": "text/csv"
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- }
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- ],
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- "recordSet": [
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- {
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- "@type": "RecordSet",
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- "@id": "gcode_instructions",
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- "name": "gcode_instructions",
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- "description": "This record set represents instruction-level data. Access requires a custom PyTorch dataloader.",
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- "source": {
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- "fileSet": "binary_files"
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- },
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- "field": [
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- {
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- "@id": "start_x",
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- "name": "start_x",
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- "dataType": "number"
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- },
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- {
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- "@id": "start_y",
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- "name": "start_y",
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- "dataType": "number"
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- },
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- {
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- "@id": "start_z",
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- "name": "start_z",
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- "dataType": "number"
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- },
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- {
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- "@id": "end_x",
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- "name": "end_x",
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- "dataType": "number"
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- },
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- {
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- "@id": "end_y",
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- "name": "end_y",
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- "dataType": "number"
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- },
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- {
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- "@id": "end_z",
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- "name": "end_z",
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- "dataType": "number"
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- },
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- {
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- "@id": "target_speed",
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- "name": "target_speed",
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- "dataType": "number"
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- },
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- {
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- "@id": "extrusion_distance",
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- "name": "extrusion_distance",
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- "dataType": "number"
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- },
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- {
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- "@id": "segment_type",
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- "name": "segment_type",
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- "dataType": "number"
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- },
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- {
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- "@id": "total_duration",
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- "name": "total_duration",
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- "dataType": "number"
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- },
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- {
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- "@id": "start_velocity",
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- "name": "start_velocity",
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- "dataType": "number"
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- },
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- {
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- "@id": "cruise_velocity",
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- "name": "cruise_velocity",
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- "dataType": "number"
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- },
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- {
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- "@id": "end_velocity",
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- "name": "end_velocity",
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- "dataType": "number"
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- },
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- {
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- "@id": "acceleration_duration",
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- "name": "acceleration_duration",
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- "dataType": "number"
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- },
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- {
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- "@id": "cruise_duration",
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- "name": "cruise_duration",
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- "dataType": "number"
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- },
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- {
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- "@id": "deceleration_duration",
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- "name": "deceleration_duration",
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- "dataType": "number"
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- }
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- ]
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- },
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- {
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- "@type": "RecordSet",
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- "@id": "gcode_files",
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- "name": "gcode_files",
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- "source": {
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- "fileSet": "metadata_set"
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- },
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- "field": [
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- {
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- "@id": "3D_mesh_name",
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- "name": "3D mesh name",
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- "dataType": "string",
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- "source": { "column": "3D mesh name" }
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- },
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- {
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- "@id": "3D_mesh_size",
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- "name": "3D mesh size (bytes)",
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- "dataType": "integer",
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- "source": { "column": "3D mesh size (bytes)" }
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- },
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- {
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- "@id": "Bounding_box_X",
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- "name": "Bounding box X (mm)",
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- "dataType": "number",
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- "source": { "column": "Bounding box X (mm)" }
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- },
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- {
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- "@id": "Bounding_box_Y",
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- "name": "Bounding box Y (mm)",
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- "dataType": "number",
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- "source": { "column": "Bounding box Y (mm)" }
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- },
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- {
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- "@id": "Bounding_box_Z",
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- "name": "Bounding box Z (mm)",
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- "dataType": "number",
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- "source": { "column": "Bounding box Z (mm)" }
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- },
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- {
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- "@id": "Bounding_box_ratio",
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- "name": "Bounding box ratio",
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- "dataType": "number",
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- "source": { "column": "Bounding box ratio" }
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- },
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- {
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- "@id": "slice_time",
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- "name": "Slice time (s)",
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- "dataType": "number",
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- "source": { "column": "Slice time (s)" }
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- },
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- {
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- "@id": "infill_type",
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- "name": "Infill type",
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- "dataType": "string",
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- "source": { "column": "Infill type" }
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- },
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- {
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- "@id": "infill_rotation",
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- "name": "Infill rotation (\u00b0)",
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- "dataType": "integer",
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- "source": { "column": "Infill rotation (\u00b0)" }
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- },
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- {
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- "@id": "infill_density",
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- "name": "Infill density (%)",
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- "dataType": "integer",
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- "source": { "column": "Infill density (%)" }
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- },
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- {
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- "@id": "material",
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- "name": "Material",
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- "dataType": "string",
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- "source": { "column": "Material" }
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- },
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- {
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- "@id": "slicing_comment",
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- "name": "Slicing comment",
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- "dataType": "string",
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- "source": { "column": "Slicing comment" }
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- },
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- {
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- "@id": "gcode_file_name",
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- "name": "G-code file name",
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- "dataType": "string",
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- "source": { "column": "G-code file name" }
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- },
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- {
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- "@id": "gcode_file_size",
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- "name": "G-code file size (bytes)",
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- "dataType": "integer",
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- "source": { "column": "G-code file size (bytes)" }
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- },
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- {
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- "@id": "gcode_nb_instr",
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- "name": "Number of G0 and G1",
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- "dataType": "integer",
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- "source": { "column": "Number of G0 and G1" }
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- },
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- {
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- "@id": "timeklip_processing_time",
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- "name": "TimeKlip processing time (s)",
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- "dataType": "number",
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- "source": { "column": "Processing time (s)" }
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- },
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- {
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- "@id": "gcode_print_time",
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- "name": "Print time (s)",
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- "dataType": "number",
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- "source": { "column": "Print time (s)" }
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- },
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- {
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- "@id": "binary_file_name",
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- "name": "Binary file name",
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- "dataType": "string",
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- "source": { "column": "Binary file name" }
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- },
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- {
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- "@id": "uncompressing_time",
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- "name": "Uncompressing time (s)",
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- "dataType": "number",
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- "source": { "column": "Uncompressing time (s)" }
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- },
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- {
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- "@id": "vectorization_time",
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- "name": "Vectorization time (s)",
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- "dataType": "number",
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- "source": { "column": "Gato3D pass execution time (s)" }
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- }
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- ]
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- }
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- ]
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- }