| """Fresh deterministic symbolic renderer for ``clevr_world_v1`` scenes. |
| |
| This is deliberately a structured renderer, not an image editor. It projects |
| the official scene coordinates onto a clean canvas and draws simple |
| attribute-complete object glyphs: fill encodes color, geometry encodes shape, |
| extent encodes size, and outline/highlight encodes material. A hidden object |
| is replaced by a fixed position-only patch, so completion worlds that differ in |
| that object's hidden attributes render byte-identically. |
| """ |
|
|
| from __future__ import annotations |
|
|
| import io |
| from collections.abc import Mapping, Sequence |
| from typing import Any |
|
|
| from ..sources.base import World |
| from ..sources.world_ops import hidden_nodes |
| from .base import ( |
| RenderedAssets, |
| RendererFamily, |
| RendererKind, |
| RenderError, |
| _encode_uint32_png, |
| build_render_manifest, |
| build_text_manifest, |
| validate_rendered_assets, |
| ) |
|
|
| _NAME = "clevr_renderer" |
| _VERSION = "1" |
| _KIND: RendererKind = "clevr" |
| _MIN_WIDTH = 240 |
| _MIN_HEIGHT = 160 |
|
|
| _TRAIN_FAMILY = RendererFamily( |
| name="clevr_train_v1", |
| kind=_KIND, |
| font_name="DejaVu Sans", |
| palette={ |
| "background": "#E9EEF5", |
| "ground": "#CCD5E1", |
| "outline": "#202733", |
| "metal": "#F8FAFC", |
| "redact": "#111827", |
| "gray": "#777F8C", |
| "red": "#D64545", |
| "blue": "#3F6FD8", |
| "green": "#39A66A", |
| "brown": "#93643D", |
| "purple": "#8654B5", |
| "cyan": "#32AFC4", |
| "yellow": "#D9B62E", |
| }, |
| layout={"source_width": 480, "source_height": 320, "horizon": 0.78}, |
| ) |
|
|
| _HELDOUT_FAMILY = RendererFamily( |
| name="clevr_heldout_v1", |
| kind=_KIND, |
| font_name="DejaVu Serif", |
| palette={ |
| "background": "#FFF8EA", |
| "ground": "#E8D8BC", |
| "outline": "#3B2F2F", |
| "metal": "#FFFDF7", |
| "redact": "#291F1A", |
| "gray": "#626B73", |
| "red": "#B52F57", |
| "blue": "#225E9F", |
| "green": "#1F8860", |
| "brown": "#7B4E35", |
| "purple": "#714099", |
| "cyan": "#18899A", |
| "yellow": "#C69516", |
| }, |
| layout={"source_width": 480, "source_height": 320, "horizon": 0.74}, |
| ) |
|
|
| CLEVR_FAMILIES: dict[str, RendererFamily] = { |
| _TRAIN_FAMILY.name: _TRAIN_FAMILY, |
| _HELDOUT_FAMILY.name: _HELDOUT_FAMILY, |
| } |
|
|
|
|
| class _Canvas: |
| def __init__(self, width: int, height: int, family: RendererFamily) -> None: |
| import numpy as np |
| from PIL import Image, ImageDraw |
|
|
| self.width = width |
| self.height = height |
| self.family = family |
| self.image = Image.new("RGBA", (width, height), family.palette["background"]) |
| self.owners = Image.new("I", (width, height), 0) |
| self.draw = ImageDraw.Draw(self.image) |
| self.owner_draw = ImageDraw.Draw(self.owners) |
| self.owner_ids: list[str] = [] |
| self.owner_index: dict[str, int] = {} |
| self._np = np |
|
|
| def reserve(self, node_id: str) -> None: |
| self._owner(node_id) |
|
|
| def _owner(self, node_id: str) -> int: |
| value = self.owner_index.get(node_id) |
| if value is None: |
| self.owner_ids.append(node_id) |
| value = len(self.owner_ids) |
| self.owner_index[node_id] = value |
| return value |
|
|
| def polygon( |
| self, |
| node_id: str, |
| points: Sequence[tuple[float, float]], |
| *, |
| fill: str, |
| outline: str, |
| width: int, |
| ) -> None: |
| owner = self._owner(node_id) |
| self.draw.polygon(points, fill=fill, outline=outline) |
| if width > 1: |
| self.draw.line([*points, points[0]], fill=outline, width=width, joint="curve") |
| self.owner_draw.polygon(points, fill=owner) |
|
|
| def ellipse( |
| self, |
| node_id: str, |
| box: tuple[float, float, float, float], |
| *, |
| fill: str, |
| outline: str, |
| width: int, |
| ) -> None: |
| owner = self._owner(node_id) |
| self.draw.ellipse(box, fill=fill, outline=outline, width=width) |
| self.owner_draw.ellipse(box, fill=owner) |
|
|
| def rectangle( |
| self, |
| node_id: str, |
| box: tuple[float, float, float, float], |
| *, |
| fill: str, |
| outline: str, |
| width: int, |
| ) -> None: |
| owner = self._owner(node_id) |
| self.draw.rounded_rectangle( |
| box, |
| radius=max(2, int((box[2] - box[0]) * 0.12)), |
| fill=fill, |
| outline=outline, |
| width=width, |
| ) |
| self.owner_draw.rounded_rectangle( |
| box, |
| radius=max(2, int((box[2] - box[0]) * 0.12)), |
| fill=owner, |
| ) |
|
|
| def highlight( |
| self, |
| node_id: str, |
| points: Sequence[tuple[float, float]], |
| *, |
| fill: str, |
| width: int, |
| ) -> None: |
| owner = self._owner(node_id) |
| self.draw.line(points, fill=fill, width=width) |
| self.owner_draw.line(points, fill=owner, width=max(1, width)) |
|
|
| def redact(self, x: float, y: float) -> None: |
| radius = max(11, int(min(self.width, self.height) * 0.055)) |
| box = (x - radius, y - radius, x + radius, y + radius) |
| self.draw.rounded_rectangle( |
| box, |
| radius=max(3, radius // 4), |
| fill=self.family.palette["redact"], |
| ) |
| self.draw.line( |
| (x - radius * 0.6, y, x + radius * 0.6, y), |
| fill="#FFFFFF", |
| width=max(2, radius // 7), |
| ) |
| |
| self.owner_draw.rounded_rectangle(box, radius=max(3, radius // 4), fill=0) |
|
|
| def finish(self) -> tuple[bytes, bytes, dict[str, int]]: |
| owner_array = self._np.asarray(self.owners, dtype="<u4") |
| rgba = io.BytesIO() |
| self.image.save(rgba, format="PNG", compress_level=9, optimize=False) |
| counts = { |
| node_id: int(self._np.count_nonzero(owner_array == index)) |
| for node_id, index in self.owner_index.items() |
| } |
| return rgba.getvalue(), _encode_uint32_png(owner_array), counts |
|
|
|
|
| class ClevrRenderer: |
| """Render normalized CLEVR scene objects with semantic ownership.""" |
|
|
| name = _NAME |
| version = _VERSION |
| kind = _KIND |
|
|
| def render( |
| self, |
| world: World, |
| *, |
| renderer_id: str, |
| seed: int, |
| width: int, |
| height: int, |
| family: RendererFamily | None = None, |
| ) -> RenderedAssets: |
| if world.get("world_schema") != "clevr_world_v1": |
| raise RenderError( |
| f"CLEVR renderer expects clevr_world_v1, got {world.get('world_schema')!r}" |
| ) |
| family = family or _TRAIN_FAMILY |
| if family.kind != self.kind: |
| raise RenderError( |
| f"renderer family {family.name!r} has kind {family.kind!r}, expected {self.kind!r}" |
| ) |
| if renderer_id != family.name: |
| raise RenderError(f"renderer_id {renderer_id!r} does not match family {family.name!r}") |
| if width < _MIN_WIDTH or height < _MIN_HEIGHT: |
| raise RenderError( |
| f"CLEVR canvas must be at least {_MIN_WIDTH}x{_MIN_HEIGHT}, got {width}x{height}" |
| ) |
| objects = _objects(world) |
| hidden = hidden_nodes(world) |
| canvas = _Canvas(width, height, family) |
| horizon = int(height * float(family.layout.get("horizon", 0.78))) |
| canvas.draw.rectangle( |
| (0, horizon, width, height), |
| fill=family.palette["ground"], |
| ) |
|
|
| visible = tuple(sorted(str(obj["id"]) for obj in objects if obj["id"] not in hidden)) |
| for node_id in visible: |
| canvas.reserve(node_id) |
| for obj in sorted(objects, key=_draw_order, reverse=True): |
| x, y = _position(obj, width, height, family) |
| node_id = str(obj["id"]) |
| if node_id in hidden: |
| canvas.redact(x, y) |
| else: |
| _draw_object(canvas, obj, x=x, y=y, family=family) |
| rgba_png, node_map_png, counts = canvas.finish() |
| manifest = build_render_manifest( |
| renderer_id=renderer_id, |
| renderer_name=self.name, |
| renderer_version=self.version, |
| family=family, |
| world=world, |
| seed=seed, |
| width=width, |
| height=height, |
| rgba_png=rgba_png, |
| node_map_png=node_map_png, |
| visible_node_ids=visible, |
| owner_ids=canvas.owner_ids, |
| node_pixel_counts=counts, |
| glyph_count=0, |
| backend="pillow", |
| backend_version=_pillow_version(), |
| ) |
| manifest["scene_object_count"] = len(objects) |
| assets = RenderedAssets( |
| rgba_png=rgba_png, |
| node_map_png=node_map_png, |
| render_manifest=manifest, |
| text_manifest=build_text_manifest((), world=world), |
| ) |
| validate_rendered_assets(assets) |
| return assets |
|
|
|
|
| def _objects(world: World) -> tuple[Mapping[str, Any], ...]: |
| raw = world.get("objects") |
| if not isinstance(raw, list): |
| raise RenderError("CLEVR world objects is not an array") |
| output: list[Mapping[str, Any]] = [] |
| seen: set[str] = set() |
| for obj in raw: |
| if not isinstance(obj, Mapping) or not obj.get("id"): |
| raise RenderError("CLEVR object is missing an id") |
| node_id = str(obj["id"]) |
| if node_id in seen: |
| raise RenderError(f"duplicate CLEVR object id {node_id!r}") |
| seen.add(node_id) |
| output.append(obj) |
| return tuple(output) |
|
|
|
|
| def _draw_order(obj: Mapping[str, Any]) -> tuple[float, str]: |
| coords = obj.get("pixel_coords") |
| depth = ( |
| float(coords[2]) |
| if isinstance(coords, list) and len(coords) >= 3 and isinstance(coords[2], (int, float)) |
| else 0.0 |
| ) |
| return depth, str(obj.get("id", "")) |
|
|
|
|
| def _position( |
| obj: Mapping[str, Any], |
| width: int, |
| height: int, |
| family: RendererFamily, |
| ) -> tuple[float, float]: |
| coords = obj.get("pixel_coords") |
| if ( |
| isinstance(coords, list) |
| and len(coords) >= 2 |
| and all(isinstance(value, (int, float)) for value in coords[:2]) |
| ): |
| source_width = float(family.layout.get("source_width", 480)) |
| source_height = float(family.layout.get("source_height", 320)) |
| x = float(coords[0]) / source_width * width |
| y = float(coords[1]) / source_height * height |
| else: |
| coords = obj.get("3d_coords") |
| if ( |
| not isinstance(coords, list) |
| or len(coords) < 2 |
| or not all(isinstance(value, (int, float)) for value in coords[:2]) |
| ): |
| raise RenderError(f"CLEVR object {obj.get('id')!r} has no usable coordinates") |
| x = (float(coords[0]) + 3.0) / 6.0 * width |
| y = (3.0 - float(coords[1])) / 6.0 * height |
| margin = max(14, int(min(width, height) * 0.06)) |
| return ( |
| min(width - margin, max(margin, x)), |
| min(height - margin, max(margin, y)), |
| ) |
|
|
|
|
| def _draw_object( |
| canvas: _Canvas, |
| obj: Mapping[str, Any], |
| *, |
| x: float, |
| y: float, |
| family: RendererFamily, |
| ) -> None: |
| node_id = str(obj["id"]) |
| color = obj.get("color") |
| shape = obj.get("shape") |
| size = obj.get("size") |
| material = obj.get("material") |
| if not isinstance(color, str) or color not in family.palette: |
| raise RenderError(f"CLEVR object {node_id!r} has invalid color {color!r}") |
| if shape not in {"cube", "sphere", "cylinder"}: |
| raise RenderError(f"CLEVR object {node_id!r} has invalid shape {shape!r}") |
| if size not in {"small", "large"}: |
| raise RenderError(f"CLEVR object {node_id!r} has invalid size {size!r}") |
| if material not in {"rubber", "metal"}: |
| raise RenderError(f"CLEVR object {node_id!r} has invalid material {material!r}") |
| radius = max(10, int(min(canvas.width, canvas.height) * (0.052 if size == "small" else 0.078))) |
| fill = family.palette[color] |
| outline = family.palette["metal"] if material == "metal" else family.palette["outline"] |
| width = max(2, radius // 7) if material == "metal" else max(1, radius // 11) |
| if shape == "sphere": |
| canvas.ellipse( |
| node_id, |
| (x - radius, y - radius, x + radius, y + radius), |
| fill=fill, |
| outline=outline, |
| width=width, |
| ) |
| elif shape == "cube": |
| skew = radius * 0.38 |
| points = ( |
| (x - radius, y - radius + skew), |
| (x - skew, y - radius), |
| (x + radius, y - radius + skew), |
| (x + radius - skew, y + radius), |
| (x - radius, y + radius - skew), |
| ) |
| canvas.polygon(node_id, points, fill=fill, outline=outline, width=width) |
| else: |
| canvas.rectangle( |
| node_id, |
| (x - radius * 0.82, y - radius, x + radius * 0.82, y + radius), |
| fill=fill, |
| outline=outline, |
| width=width, |
| ) |
| canvas.ellipse( |
| node_id, |
| (x - radius * 0.82, y - radius, x + radius * 0.82, y - radius * 0.45), |
| fill=fill, |
| outline=outline, |
| width=width, |
| ) |
| if material == "metal": |
| canvas.highlight( |
| node_id, |
| ((x - radius * 0.45, y - radius * 0.45), (x + radius * 0.15, y - radius * 0.12)), |
| fill=family.palette["metal"], |
| width=max(2, radius // 6), |
| ) |
|
|
|
|
| def _pillow_version() -> str: |
| import PIL |
|
|
| return PIL.__version__ |
|
|
|
|
| __all__ = ["CLEVR_FAMILIES", "ClevrRenderer"] |
|
|