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metadata
pretty_name: PIE2F-CAD
license: apache-2.0
tags:
  - cad
  - parametric-cad
  - 3d
  - code
  - trajectories
  - engineering
  - text-to-cad
size_categories:
  - 100K<n<1M
dataset_info:
  - config_name: cad_core
    features:
      - name: id
        dtype: string
      - name: domain
        dtype: string
      - name: task_family
        dtype: string
      - name: complexity_tier
        dtype: int32
      - name: complexity_score
        dtype: float64
      - name: symmetry
        dtype: string
      - name: instruction
        dtype: string
      - name: program
        dtype: string
      - name: trajectory
        dtype: string
      - name: parameter_schema
        dtype: string
      - name: geometry
        dtype: string
      - name: imports
        dtype: string
      - name: external_dependencies
        dtype: string
      - name: uses_external_dependency
        dtype: bool
      - name: num_operations
        dtype: int32
      - name: num_geometry_operations
        dtype: int32
      - name: num_unique_operations
        dtype: int32
      - name: operation_histogram
        dtype: string
      - name: geometry_operation_histogram
        dtype: string
      - name: program_chars
        dtype: int32
      - name: program_lines
        dtype: int32
      - name: ast_nodes
        dtype: int32
      - name: ast_depth
        dtype: int32
      - name: num_faces
        dtype: int64
      - name: num_edges
        dtype: int64
      - name: num_vertices
        dtype: int64
      - name: volume
        dtype: float64
      - name: surface_area
        dtype: float64
      - name: quality_score
        dtype: float64
      - name: canonical_program_hash
        dtype: string
      - name: trajectory_hash
        dtype: string
      - name: geometry_hash
        dtype: string
      - name: split_group
        dtype: string
    splits:
      - name: train
        num_bytes: 353480150
        num_examples: 89980
      - name: validation
        num_bytes: 19500727
        num_examples: 4964
      - name: test
        num_bytes: 19862143
        num_examples: 5056
    download_size: 81832576
    dataset_size: 392843020
  - config_name: text_to_cad
    features:
      - name: id
        dtype: string
      - name: task_family
        dtype: string
      - name: complexity_tier
        dtype: int32
      - name: complexity_score
        dtype: float64
      - name: instruction
        dtype: string
      - name: parameter_schema
        dtype: string
      - name: geometry
        dtype: string
      - name: split_group
        dtype: string
      - name: target_program
        dtype: string
      - name: target_program_hash
        dtype: string
    splits:
      - name: train
        num_bytes: 214154558
        num_examples: 89980
      - name: validation
        num_bytes: 11896598
        num_examples: 4964
      - name: test
        num_bytes: 12024788
        num_examples: 5056
    download_size: 61794833
    dataset_size: 238075944
configs:
  - config_name: cad_core
    data_files:
      - split: train
        path: cad_core/train-*
      - split: validation
        path: cad_core/validation-*
      - split: test
        path: cad_core/test-*
    default: true
  - config_name: text_to_cad
    data_files:
      - split: train
        path: text_to_cad/train-*
      - split: validation
        path: text_to_cad/validation-*
      - split: test
        path: text_to_cad/test-*

PIE2F-CAD

PIE2F-CAD is a structured parametric CAD dataset by Parergon for training and evaluating text-to-CAD systems.

It contains 100,000 aligned instruction and program records with construction sequences, geometry metadata, quality scores and fixed group-aware splits. A 5,000-record multimodal subset adds eight renders, STL meshes and STEP geometry.

Configurations

  • cad_core: complete programs, instructions and structured CAD metadata.
  • text_to_cad: compact instruction-to-program training pairs.
  • cad_multimodal: programs and instructions paired with renders, STL and STEP assets.

Usage

from datasets import load_dataset

dataset = load_dataset(
    "Parergon/pie2f-cad",
    "text_to_cad",
    token=True,
)

Records are normalized, syntax-validated, deduplicated and assigned to deterministic group-aware splits.

The trajectory field represents the ordered construction calls in each program. It is not a desktop interaction recording or runtime trace.

License

Apache License 2.0.