---
license: cc0-1.0
pretty_name: CadQuarry
language:
  - code
tags:
  - cad
  - cadquery
  - procedural-generation
  - parametric
  - 3d
  - synthetic
size_categories:
  - 100K<n<1M
configs:
- config_name: "1k"
  data_files: "1k/corpus.jsonl"
  default: true
- config_name: "1k-renders"
  data_files: "1k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "1k-stl"
  data_files: "1k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "1k-step"
  data_files: "1k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "1k-geo"
  data_files: "1k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "1k-full"
  data_files: "1k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "1k-t0-2"
  data_files: "1k/tier0-2/corpus.jsonl"
- config_name: "1k-t0-2-renders"
  data_files: "1k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "1k-t0-2-stl"
  data_files: "1k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "1k-t0-2-step"
  data_files: "1k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "1k-t0-2-geo"
  data_files: "1k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "1k-t0-2-full"
  data_files: "1k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "2k"
  data_files: "2k/corpus.jsonl"
- config_name: "2k-renders"
  data_files: "2k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "2k-stl"
  data_files: "2k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "2k-step"
  data_files: "2k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "2k-geo"
  data_files: "2k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "2k-full"
  data_files: "2k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "2k-t0-2"
  data_files: "2k/tier0-2/corpus.jsonl"
- config_name: "2k-t0-2-renders"
  data_files: "2k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "2k-t0-2-stl"
  data_files: "2k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "2k-t0-2-step"
  data_files: "2k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "2k-t0-2-geo"
  data_files: "2k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "2k-t0-2-full"
  data_files: "2k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "5k"
  data_files: "5k/corpus.jsonl"
- config_name: "5k-renders"
  data_files: "5k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "5k-stl"
  data_files: "5k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "5k-step"
  data_files: "5k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "5k-geo"
  data_files: "5k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "5k-full"
  data_files: "5k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "5k-t0-2"
  data_files: "5k/tier0-2/corpus.jsonl"
- config_name: "5k-t0-2-renders"
  data_files: "5k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "5k-t0-2-stl"
  data_files: "5k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "5k-t0-2-step"
  data_files: "5k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "5k-t0-2-geo"
  data_files: "5k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "5k-t0-2-full"
  data_files: "5k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "10k"
  data_files: "10k/corpus.jsonl"
- config_name: "10k-renders"
  data_files: "10k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "10k-stl"
  data_files: "10k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "10k-step"
  data_files: "10k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "10k-geo"
  data_files: "10k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "10k-full"
  data_files: "10k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "10k-t0-2"
  data_files: "10k/tier0-2/corpus.jsonl"
- config_name: "10k-t0-2-renders"
  data_files: "10k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "10k-t0-2-stl"
  data_files: "10k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "10k-t0-2-step"
  data_files: "10k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "10k-t0-2-geo"
  data_files: "10k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "10k-t0-2-full"
  data_files: "10k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "20k"
  data_files: "20k/corpus.jsonl"
- config_name: "20k-renders"
  data_files: "20k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "20k-stl"
  data_files: "20k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "20k-step"
  data_files: "20k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "20k-geo"
  data_files: "20k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "20k-full"
  data_files: "20k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "20k-t0-2"
  data_files: "20k/tier0-2/corpus.jsonl"
- config_name: "20k-t0-2-renders"
  data_files: "20k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "20k-t0-2-stl"
  data_files: "20k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "20k-t0-2-step"
  data_files: "20k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "20k-t0-2-geo"
  data_files: "20k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "20k-t0-2-full"
  data_files: "20k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "50k"
  data_files: "50k/corpus.jsonl"
- config_name: "50k-renders"
  data_files: "50k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "50k-stl"
  data_files: "50k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "50k-step"
  data_files: "50k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "50k-geo"
  data_files: "50k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "50k-full"
  data_files: "50k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "50k-t0-2"
  data_files: "50k/tier0-2/corpus.jsonl"
- config_name: "50k-t0-2-renders"
  data_files: "50k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "50k-t0-2-stl"
  data_files: "50k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "50k-t0-2-step"
  data_files: "50k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "50k-t0-2-geo"
  data_files: "50k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "50k-t0-2-full"
  data_files: "50k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "100k"
  data_files: "100k/corpus.jsonl"
- config_name: "100k-renders"
  data_files: "100k/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "100k-stl"
  data_files: "100k/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "100k-step"
  data_files: "100k/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "100k-geo"
  data_files: "100k/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "100k-full"
  data_files: "100k/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
- config_name: "100k-t0-2"
  data_files: "100k/tier0-2/corpus.jsonl"
- config_name: "100k-t0-2-renders"
  data_files: "100k/tier0-2/corpus-renders.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
- config_name: "100k-t0-2-stl"
  data_files: "100k/tier0-2/corpus-stl.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: stl_bytes
    dtype: binary
- config_name: "100k-t0-2-step"
  data_files: "100k/tier0-2/corpus-step.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: step_bytes
    dtype: binary
- config_name: "100k-t0-2-geo"
  data_files: "100k/tier0-2/corpus-geo.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
- config_name: "100k-t0-2-full"
  data_files: "100k/tier0-2/corpus-full.parquet"
  features:
  - name: part_id
    dtype: string
  - name: family
    dtype: string
  - name: tier
    dtype: int32
  - name: seed
    dtype: int64
  - name: symmetry
    dtype: string
  - name: op_count
    dtype: int32
  - name: ir_hash
    dtype: string
  - name: generator_version
    dtype: string
  - name: license
    dtype: string
  - name: geometry_signature
    dtype: string
  - name: dimensions
    dtype: string
  - name: source
    dtype: string
  - name: params
    dtype: string
  - name: render_front
    dtype: image
  - name: render_top
    dtype: image
  - name: render_right
    dtype: image
  - name: render_iso
    dtype: image
  - name: render_iso_fr
    dtype: image
  - name: render_iso_fl
    dtype: image
  - name: render_iso_br
    dtype: image
  - name: render_iso_bl
    dtype: image
  - name: stl_bytes
    dtype: binary
  - name: step_bytes
    dtype: binary
---

# CadQuarry

Procedurally generated, **execution-validated**, fully **parametric** CadQuery
programs and the geometry they produce. Every part is a pure Python function of
typed, range-bounded parameters and is reproducible **bit-for-bit** from a seed.

- **Generator (canonical source):** https://github.com/jacobjennings/CadQuarry
  generator version **v0.6.0**, config `configs/default.toml`
- **Code license:** Apache-2.0 · **Data license:** CC0-1.0

Each corpus in this dataset is a **convenience artifact**: the generator plus
the seed ladder is the actual deliverable. Any corpus can be regenerated locally.

---

## Quick start

### Python (`datasets` library)

```bash
pip install datasets
```

```python
from datasets import load_dataset

# Code + metadata only (fastest):
ds = load_dataset("jacobjennings/cadquarry", "1k", split="train")
print(ds[0]["source"])   # full parametric CadQuery program
print(ds[0]["family"])   # e.g. "plate", "revolved", "block"

# With 8-view renders (PIL Images):
ds = load_dataset("jacobjennings/cadquarry", "1k-renders", split="train")
ds[0]["render_iso"].show()         # isometric view
ds[0]["render_front"].show()       # front orthographic

# With STL mesh:
import trimesh, io
ds = load_dataset("jacobjennings/cadquarry", "1k-stl", split="train")
mesh = trimesh.load(io.BytesIO(ds[0]["stl_bytes"]), file_type="stl")
mesh.show()

# Full corpus (renders + STL + STEP):
ds = load_dataset("jacobjennings/cadquarry", "1k-full", split="train")
with open("part.step", "wb") as f:
    f.write(ds[0]["step_bytes"])

```

### HuggingFace CLI

```bash
pip install huggingface_hub

# Code-only corpus:
huggingface-cli download jacobjennings/cadquarry \
    --repo-type dataset \
    --include "1k/corpus.jsonl" \
    --local-dir ./cadquarry-1k

# All variants for one size:
huggingface-cli download jacobjennings/cadquarry \
    --repo-type dataset \
    --include "1k/*" \
    --local-dir ./cadquarry-1k
```

### Python Hub API (selective download)

```python
from huggingface_hub import snapshot_download

local = snapshot_download(
    "jacobjennings/cadquarry",
    repo_type="dataset",
    allow_patterns=["1k/corpus.jsonl", "1k/corpus-stl.parquet"],
)
```

---

## Content variants

Each corpus size ships as six HuggingFace configs so you only fetch what you need:

| Config suffix | Content | File format |
|---------------|---------|-------------|
| *(none)* | CadQuery source + metadata | JSONL |
| `-renders` | + 8 shaded render images | Parquet (`render_*` = `image`) |
| `-stl` | + binary STL mesh | Parquet (`stl_bytes` = `binary`) |
| `-step` | + binary STEP B-rep | Parquet (`step_bytes` = `binary`) |
| `-geo` | + renders + STL | Parquet |
| `-full` | + renders + STL + STEP | Parquet |

---

## Complexity-tier slices

Every content variant above is published along a second axis so you can exclude
the highest-complexity parts without filtering yourself:

| Tier slice | Config form | Tiers included |
|------------|-------------|----------------|
| All tiers | `{tag}{suffix}` (e.g. `1k`, `1k-renders`) | 0–3 |
| Tiers 0–2 | `{tag}-t0-2{suffix}` (e.g. `1k-t0-2`, `1k-t0-2-renders`) | 0, 1, 2 |

```python
# All tiers (default naming):
ds = load_dataset("jacobjennings/cadquarry", "1k", split="train")

# Tiers 0–2 only:
ds = load_dataset("jacobjennings/cadquarry", "1k-t0-2", split="train")
```

The two slices share the same schema; the `-t0-2` slice simply omits every row
with `tier == 3`. Data files live under `{tag}/` (all tiers) and
`{tag}/tier0-2/` (tiers 0–2).

---

## Corpus sizes

| Tag | Parts | Seed | Available configs |
|-----|-------|------|-------------------|
| `1k` | 1,000 | 220220 | `1k`, `1k-renders`, `1k-stl`, `1k-step`, `1k-geo`, `1k-full`, `1k-t0-2`, `1k-t0-2-renders`, `1k-t0-2-stl`, `1k-t0-2-step`, `1k-t0-2-geo`, `1k-t0-2-full` |
| `2k` | 2,000 | 220220 | `2k`, `2k-renders`, `2k-stl`, `2k-step`, `2k-geo`, `2k-full`, `2k-t0-2`, `2k-t0-2-renders`, `2k-t0-2-stl`, `2k-t0-2-step`, `2k-t0-2-geo`, `2k-t0-2-full` |
| `5k` | 5,000 | 220220 | `5k`, `5k-renders`, `5k-stl`, `5k-step`, `5k-geo`, `5k-full`, `5k-t0-2`, `5k-t0-2-renders`, `5k-t0-2-stl`, `5k-t0-2-step`, `5k-t0-2-geo`, `5k-t0-2-full` |
| `10k` | 10,000 | 220220 | `10k`, `10k-renders`, `10k-stl`, `10k-step`, `10k-geo`, `10k-full`, `10k-t0-2`, `10k-t0-2-renders`, `10k-t0-2-stl`, `10k-t0-2-step`, `10k-t0-2-geo`, `10k-t0-2-full` |
| `20k` | 20,000 | 220220 | `20k`, `20k-renders`, `20k-stl`, `20k-step`, `20k-geo`, `20k-full`, `20k-t0-2`, `20k-t0-2-renders`, `20k-t0-2-stl`, `20k-t0-2-step`, `20k-t0-2-geo`, `20k-t0-2-full` |
| `50k` | 50,000 | 220220 | `50k`, `50k-renders`, `50k-stl`, `50k-step`, `50k-geo`, `50k-full`, `50k-t0-2`, `50k-t0-2-renders`, `50k-t0-2-stl`, `50k-t0-2-step`, `50k-t0-2-geo`, `50k-t0-2-full` |
| `100k` | 100,000 | 220220 | `100k`, `100k-renders`, `100k-stl`, `100k-step`, `100k-geo`, `100k-full`, `100k-t0-2`, `100k-t0-2-renders`, `100k-t0-2-stl`, `100k-t0-2-step`, `100k-t0-2-geo`, `100k-t0-2-full` |

---

## Schema

**All configs** include:

| Column | Type | Description |
|--------|------|-------------|
| `part_id` | string | Unique deterministic identifier |
| `family` | string | `plate`, `bracket`, `revolved`, `block`, `compound`, `sketched`, `flanged`, `ribbed`, `enclosure`, `profiled`, `lofted`, `swept`, `tapped`, `gear`, `threaded` |
| `tier` | int32 | Complexity tier 0–3 |
| `seed` | int64 | Per-part seed |
| `symmetry` | string | Detected symmetry class |
| `op_count` | int32 | Number of CadQuery operations |
| `ir_hash` | string | SHA-256 of the canonical IR (dedup key) |
| `generator_version` | string | CadQuarry version |
| `license` | string | Always `CC0-1.0` |
| `geometry_signature` | string (JSON) | Volume, surface area, face/edge/vertex counts |
| `dimensions` | string | Procedural human-readable dimension summary (prompt-friendly) |
| `source` | string | Full `.py` CadQuery program |
| `params` | string (JSON) | Typed parameter schema with ranges and defaults |

**Geometry columns** (geometry variants only):

| Column | Type | Present in |
|--------|------|-----------|
| `render_front` … `render_iso_bl` | image | `-renders`, `-geo`, `-full` |
| `stl_bytes` | binary | `-stl`, `-geo`, `-full` |
| `step_bytes` | binary | `-step`, `-full` |

Render views: `front`, `top`, `right`, `iso`, `iso_fr`, `iso_fl`, `iso_br`, `iso_bl`.
When a corpus was rendered with extra passes, each view also carries
`render_{view}_normal` (view-space normal map), `render_{view}_depth` (linear
depth) and/or `render_{view}_edge` (feature-edge overlay) image columns.

---

## Reproducibility

Same generator version + seed ⇒ identical corpus bit-for-bit:

```bash
pip install -e ".[dev]"   # from the generator repo
cadquarry generate \
    --seed <seed> --count <count> \
    --config configs/default.toml \
    --out <output_dir>
```

To regenerate with all geometry:

```bash
cadquarry build --sizes <tag> --formats step,stl,render --out datasets/
```

---

## Working with the parametric source

Each `source` is a standalone Python module with two exports:

```python
PARAMS: dict[str, dict]          # typed parameter schema
def build(p: dict) -> cq.Workplane: ...
```

Run a part with CadQuery installed:

```python
import cadquery as cq, json

source = ds[0]["source"]
params = json.loads(ds[0]["params"])
defaults = {k: v["default"] for k, v in params.items()}

ns = {}
exec(compile(source, "<part>", "exec"), ns)
result = ns["build"](defaults)
cq.exporters.export(result, "part.step")
```