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Download src/explicit_learning/renderers/clevr.py from sungguk/visual-answerability: direct link, hf CLI and curl.
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https://huggingface.co/datasets/sungguk/visual-answerability/resolve/main/src/explicit_learning/renderers/clevr.py
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hf download hf://datasets/sungguk/visual-answerability/src/explicit_learning/renderers/clevr.py
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13.6 kB
| """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), | |
| ) | |
| # Redaction pixels intentionally belong to background, never the hidden node. | |
| 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"] | |