Upload croissant.json

croissant.json

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+{
+  "@context": {
+    "@vocab": "https://mlcommons.org/croissant/",
+    "sc": "https://schema.org/",
+    "name": "https://schema.org/name",
+    "@language": "en",
+    "rai": "http://mlcommons.org/croissant/RAI/",
+    "prov": "http://www.w3.org/ns/prov#"
+  },
+  "@type": "sc:Dataset",
+  "name": "3DTime",
+  "license": "https://opensource.org/licenses/MIT",
+  "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.",
+  "version": "1.0.0",
+  "rai:dataLimitations": "This dataset is limited to a single printer (Voron 2.4) for the Klipper firmware.",
+  "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.",
+  "rai:personalSensitiveInformation": "This dataset contains no personal or sensitive information.",
+  "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.",
+  "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.",
+  "rai:hasSyntheticData": true,
+  "conformsTo": "http://mlcommons.org/croissant/1.1",
+  "url": "https://huggingface.co/datasets/3DTimeDataset/3DTime",
+  "sc:isBasedOn": [
+    "https://github.com/idealab-isu/Slice-100K"
+  ],
+  "prov:wasDerivedFrom": [
+    {
+      "@id": "https://github.com/idealab-isu/Slice-100K",
+      "prov:label": "Slice-100k",
+      "sc:license": "CC-BY-4.0"
+    }
+  ],
+  "prov:wasGeneratedBy": [
+    {
+      "@type": "prov:Activity",
+      "prov:type": {
+        "@id": "https://www.wikidata.org/wiki/Q109719325"
+      },
+      "prov:label": "Re-slice and annotation",
+      "sc:description": "Re-slicing of all 3D mesh from the Slice-100k dataset, and G-code annotation with 7 targets."
+    }
+  ],
+  "prov:hasPart": [
+    {
+      "@type": "sc:CreativeWork",
+      "sc:name": "PyTorch dataloader",
+      "sc:url": "https://github.com/3DTimeDataset/3DTime_pytorch_dataloader",
+      "sc:description": "Custom loader to parse G-code instructions."
+    }
+  ],
+  "distribution": [
+    {
+      "@type": "DataDownload",
+      "contentUrl": "https://huggingface.co/datasets/3DTimeDataset/3DTime/resolve/main/data/train-00000-of-00001.parquet",
+      "encodingFormat": "application/x-parquet",
+      "name": "3DTime: small version",
+      "description": "Parquet files containing only the small, easy to use version of 3DTime."
+    },
+    {
+      "@type": "sc:WebPage",
+      "contentUrl": "https://doi.org/10.57745/QR5GGS",
+      "encodingFormat": "text/html",
+      "sc:name": "3DTime: full version",
+      "sc:description": "Landing page for the full dataset release. Provides access to all files and documentation."
+    }
+  ],
+  "fileObject": [
+    {
+      "@id": "global_metadata",
+      "@type": "FileObject",
+      "contentUrl": "https://huggingface.co/datasets/3DTimeDataset/3DTime/resolve/main/metadata/metadata_sub21.csv",
+      "encodingFormat": "text/csv"
+    },
+    {
+      "@id": "global_binary_archive",
+      "@type": "FileObject",
+      "contentUrl": "https://huggingface.co/datasets/3DTimeDataset/3DTime/tree/main/binary/21",
+      "encodingFormat": "application/octet-stream"
+    }
+  ],
+  "fileSet": [
+    {
+      "@id": "binary_files",
+      "@type": "FileSet",
+      "containedIn": "global_binary_archive",
+      "includes": "*.dat",
+      "encodingFormat": "application/octet-stream"
+    },
+    {
+      "@id": "metadata_set",
+      "@type": "FileSet",
+      "containedIn": "global_metadata",
+      "includes": "*.csv",
+      "encodingFormat": "text/csv"
+    }
+  ],
+  "recordSet": [
+    {
+      "@type": "RecordSet",
+      "@id": "gcode_instructions",
+      "name": "gcode_instructions",
+      "description": "This record set represents instruction-level data. Access requires a custom PyTorch dataloader.",
+      "source": {
+        "fileSet": "binary_files"
+      },
+      "field": [
+        {
+          "@id": "start_x",
+          "name": "start_x",
+          "dataType": "number"
+        },
+        {
+          "@id": "start_y",
+          "name": "start_y",
+          "dataType": "number"
+        },
+        {
+          "@id": "start_z",
+          "name": "start_z",
+          "dataType": "number"
+        },
+        {
+          "@id": "end_x",
+          "name": "end_x",
+          "dataType": "number"
+        },
+        {
+          "@id": "end_y",
+          "name": "end_y",
+          "dataType": "number"
+        },
+        {
+          "@id": "end_z",
+          "name": "end_z",
+          "dataType": "number"
+        },
+        {
+          "@id": "target_speed",
+          "name": "target_speed",
+          "dataType": "number"
+        },
+        {
+          "@id": "extrusion_distance",
+          "name": "extrusion_distance",
+          "dataType": "number"
+        },
+        {
+          "@id": "segment_type",
+          "name": "segment_type",
+          "dataType": "number"
+        },
+        {
+          "@id": "total_duration",
+          "name": "total_duration",
+          "dataType": "number"
+        },
+        {
+          "@id": "start_velocity",
+          "name": "start_velocity",
+          "dataType": "number"
+        },
+        {
+          "@id": "cruise_velocity",
+          "name": "cruise_velocity",
+          "dataType": "number"
+        },
+        {
+          "@id": "end_velocity",
+          "name": "end_velocity",
+          "dataType": "number"
+        },
+        {
+          "@id": "acceleration_duration",
+          "name": "acceleration_duration",
+          "dataType": "number"
+        },
+        {
+          "@id": "cruise_duration",
+          "name": "cruise_duration",
+          "dataType": "number"
+        },
+        {
+          "@id": "deceleration_duration",
+          "name": "deceleration_duration",
+          "dataType": "number"
+        }
+      ]
+    },
+    {
+      "@type": "RecordSet",
+      "@id": "gcode_files",
+      "name": "gcode_files",
+      "source": {
+        "fileSet": "metadata_set"
+      },
+      "field": [
+        {
+          "@id": "3D_mesh_name",
+          "name": "3D mesh name",
+          "dataType": "string",
+          "source": { "column": "3D mesh name" }
+        },
+        {
+          "@id": "3D_mesh_size",
+          "name": "3D mesh size (bytes)",
+          "dataType": "integer",
+          "source": { "column": "3D mesh size (bytes)" }
+        },
+        {
+          "@id": "Bounding_box_X",
+          "name": "Bounding box X (mm)",
+          "dataType": "number",
+          "source": { "column": "Bounding box X (mm)" }
+        },
+        {
+          "@id": "Bounding_box_Y",
+          "name": "Bounding box Y (mm)",
+          "dataType": "number",
+          "source": { "column": "Bounding box Y (mm)" }
+        },
+        {
+          "@id": "Bounding_box_Z",
+          "name": "Bounding box Z (mm)",
+          "dataType": "number",
+          "source": { "column": "Bounding box Z (mm)" }
+        },
+        {
+          "@id": "Bounding_box_ratio",
+          "name": "Bounding box ratio",
+          "dataType": "number",
+          "source": { "column": "Bounding box ratio" }
+        },
+        {
+          "@id": "slice_time",
+          "name": "Slice time (s)",
+          "dataType": "number",
+          "source": { "column": "Slice time (s)" }
+        },
+        {
+          "@id": "infill_type",
+          "name": "Infill type",
+          "dataType": "string",
+          "source": { "column": "Infill type" }
+        },
+        {
+          "@id": "infill_rotation",
+          "name": "Infill rotation (\u00b0)",
+          "dataType": "integer",
+          "source": { "column": "Infill rotation (\u00b0)" }
+        },
+        {
+          "@id": "infill_density",
+          "name": "Infill density (%)",
+          "dataType": "integer",
+          "source": { "column": "Infill density (%)" }
+        },
+        {
+          "@id": "material",
+          "name": "Material",
+          "dataType": "string",
+          "source": { "column": "Material" }
+        },
+        {
+          "@id": "slicing_comment",
+          "name": "Slicing comment",
+          "dataType": "string",
+          "source": { "column": "Slicing comment" }
+        },
+        {
+          "@id": "gcode_file_name",
+          "name": "G-code file name",
+          "dataType": "string",
+          "source": { "column": "G-code file name" }
+        },
+        {
+          "@id": "gcode_file_size",
+          "name": "G-code file size (bytes)",
+          "dataType": "integer",
+          "source": { "column": "G-code file size (bytes)" }
+        },
+        {
+          "@id": "gcode_nb_instr",
+          "name": "Number of G0 and G1",
+          "dataType": "integer",
+          "source": { "column": "Number of G0 and G1" }
+        },
+        {
+          "@id": "timeklip_processing_time",
+          "name": "TimeKlip processing time (s)",
+          "dataType": "number",
+          "source": { "column": "Processing time (s)" }
+        },
+        {
+          "@id": "gcode_print_time",
+          "name": "Print time (s)",
+          "dataType": "number",
+          "source": { "column": "Print time (s)" }
+        },
+        {
+          "@id": "binary_file_name",
+          "name": "Binary file name",
+          "dataType": "string",
+          "source": { "column": "Binary file name" }
+        },
+        {
+          "@id": "uncompressing_time",
+          "name": "Uncompressing time (s)",
+          "dataType": "number",
+          "source": { "column": "Uncompressing time (s)" }
+        },
+        {
+          "@id": "vectorization_time",
+          "name": "Vectorization time (s)",
+          "dataType": "number",
+          "source": { "column": "Gato3D pass execution time (s)" }
+        }
+      ]
+    }
+  ]
+}