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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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+ "sc:name": "3DTime",
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+ "sc:citation": "TBD",
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+ "sc:datePublished": "2026-05-06",
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+ "license": "https://opensource.org/licenses/MIT",
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+ "sc: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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+ "sc: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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+ "sc:mainEntityOfPage": {
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+ "@type": "sc:WebPage",
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+ "sc:url": "https://doi.org/10.57745/QR5GGS",
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+ "sc:name": "3DTime full version"
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+ }
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+ }