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settled-reach/tooling/garment-fit/blender_author_offset_shell_legs.py
T
jpmschweitzerandClaude Fable 5 c765efd54e feat(assets): wardrobe wave 1 — per-body shells, 8 garments, try-on UI (T-1089)
Infra: offset-shell gains --per-body mode (each body's own segments, cut/mask
thresholds derived from that body's bone landmarks — reproduces the
hand-calibrated reference constants exactly on average_m); compositor prefers
<body>_mask.png with reference_mask.png fallback; tshirt re-authored per-body
on all 11 (the Q-060 torso poke-through class is GONE — residual flags are a
sleeve-hem epsilon artifact on thick arms, offset-insensitive, documented).

Garments (all per-body x 11, chromakey-gated <=150px worst, previewed):
hoodie (hood-down roll, kangaroo pocket, logo), button-down (collar/placket),
shorts, jeans (analytic denim field driving albedo+mask together; boundary
weld + open-rim flattening — real segment-splitter findings), formal pants,
jacket (over-shirt standoff, zip), suit_jacket_black (lapel region, tintable
shirt triangle — the hand-author proof), uniform_utility (11-segment
coverall, gap-free waist join by construction, 4-zone showcase, logo patch).

Try-on UI: creation screen shows per-region tint pickers (multi_region
garments) + logo picker (logo_capable + logos/*.png scan), data-driven off
manifest+coverage. Manifest merged by the lead: 12 clothing entries.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-07 00:35:20 +02:00

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"""
blender_author_offset_shell_legs.py (T-1089, lower-body offset-shell garments)
Companion to blender_author_offset_shell.py (imported as a module — scene
helpers, offset/solidify, albedo, rasterizer and export are reused, not
copied). Where the base script is calibrated for TORSO garments (sleeve cut,
collar/sleeve regions, chest logo UV), this one authors LOWER-BODY garments
from seg_hips + leg segments with parameterized cuts/regions, so one script
serves shorts, jeans, joggers, formal pants, swim trunks:
--coverage thigh|full thigh: seg_hips + seg_leg_upper_l/r (shorts)
full: + seg_leg_lower_l/r (jeans/joggers/formal)
--hem-frac F fraction of the hem bone's length KEPT below its
head (bone-plane cut). Hem bone = thigh for
--coverage thigh, calf for full. 0.78 on the thigh
= casual shorts hem ~9 cm above the knee.
--waistband-frac F waistband band height as a fraction of
(waist rim z thigh head z). The band is
classified R in the region mask; everything else
is G. (B/A unused — 2-region garment.)
--fabric R,G,B flat toon-friendly base tone (luma ~0.6 keeps the
toon_garment.gdshader luma-recolor faithful).
--seed N albedo noise seed (deterministic output).
Cut/region thresholds derive PER BODY from that body's own landmarks, same
philosophy as the base script: the hem plane comes from the thigh/calf bone
(head→tail, identical 65-bone rig on all 11 bodies), the waist rim is the
natural top boundary of seg_hips (its own mesh z-max), so proportions match
across bodies. The waistline itself comes free as a segment boundary — no
waist join geometry needed.
Regions (RGBA mask, toon_garment.gdshader): waistband → R (tint_0),
body → G (tint_1). A parked logo_uv TEXCOORD_1 layer is authored for channel
consistency with torso garments (all UVs outside [0,1] → shader draws nothing).
Modes mirror the base script:
PER-BODY (preferred for offset shells, Q-060):
tooling/blender --background --python \
tooling/garment-fit/blender_author_offset_shell_legs.py -- \
<bodies_dir> <out_dir> --per-body \
[--bodies a,b,c] [--offset 0.012] [--hem-frac 0.78] [--waistband-frac 0.35]
Writes <out_dir>/<body>.glb + <out_dir>/<body>_mask.png per body, plus
shared base_albedo.png and reference_mask.png (= average_m's mask, runtime
fallback for the compositor).
SINGLE-REFERENCE:
tooling/blender --background --python \
tooling/garment-fit/blender_author_offset_shell_legs.py -- \
<bodies_dir>/average_m <out_dir> [--offset 0.020] [...]
Decisions: D-162 (clothing pre-fitted per body type), D-251 (in-house wardrobe).
"""
import sys
import os
import shutil
import importlib.util
import bpy # noqa: F401 (Blender runtime)
import bmesh
import numpy as np
# --------------------------------------------------------------------------
# Import the base authoring module (shared helpers; main() is __main__-guarded)
# --------------------------------------------------------------------------
_HERE = os.path.dirname(os.path.abspath(__file__))
_spec = importlib.util.spec_from_file_location(
"offset_shell_base", os.path.join(_HERE, "blender_author_offset_shell.py"))
base = importlib.util.module_from_spec(_spec)
_spec.loader.exec_module(base)
log = base.log
# --------------------------------------------------------------------------
# Parameters (defaults = shorts_modern)
# --------------------------------------------------------------------------
COVERAGE_SEGMENTS = {
"thigh": ["seg_hips", "seg_leg_upper_l", "seg_leg_upper_r"],
"full": ["seg_hips", "seg_leg_upper_l", "seg_leg_upper_r",
"seg_leg_lower_l", "seg_leg_lower_r"],
}
HEM_BONES = {"thigh": ("thigh_l", "thigh_r"), "full": ("calf_l", "calf_r")}
HEM_FRAC = 0.78 # keep 78% of the thigh → hem above the knee
WAISTBAND_FRAC = 0.35 # top 35% of waist-rim→thigh-head span = waistband (R)
FABRIC_RGB = (0.63, 0.60, 0.53) # warm stone khaki, luma ~0.60 (toon-friendly)
ALBEDO_SEED = 20890 # deterministic albedo noise, distinct from the tshirt
# --------------------------------------------------------------------------
# Per-body threshold derivation
# --------------------------------------------------------------------------
def derive_leg_thresholds(armature, coverage, hem_frac):
"""Hem plane from this body's own hem bone; thigh head z for the waistband
span. All 11 bodies share the 65-bone rig, so the landmarks always exist."""
bones = armature.data.bones
hem_l, hem_r = HEM_BONES[coverage]
zs = []
thigh_heads = []
for name in (hem_l, hem_r):
b = bones.get(name)
if b is None:
raise RuntimeError(f"hem bone {name} missing on armature")
zs.append(b.head_local.z + hem_frac * (b.tail_local.z - b.head_local.z))
for name in ("thigh_l", "thigh_r"):
b = bones.get(name)
if b is None:
raise RuntimeError(f"landmark bone {name} missing on armature")
thigh_heads.append(b.head_local.z)
thr = {
"hem_z": sum(zs) / len(zs),
"thigh_head_z": sum(thigh_heads) / len(thigh_heads),
}
log(f"thresholds: hem z>={thr['hem_z']:.3f} "
f"(hem bone {hem_l}/{hem_r}, keep {hem_frac:.2f}) "
f"thigh head z={thr['thigh_head_z']:.3f}")
return thr
# --------------------------------------------------------------------------
# Seam weld — the body segment meshes are assembled from patches whose seam
# vertices are coincident but DUPLICATED. Each copy's normal averages only its
# own patch's faces, so the outward offset pulls seams apart (visible slit at
# the front-centre of seg_hips, V-notches on the waist rim). Welding before
# the offset merges the copies (weights/UVs are identical on coincident verts)
# and gives one smooth normal per seam vertex.
# --------------------------------------------------------------------------
def weld_seams(shell, epsilon=1e-4):
bm = bmesh.new()
bm.from_mesh(shell.data)
before = len(bm.verts)
bmesh.ops.remove_doubles(bm, verts=bm.verts[:], dist=epsilon)
bm.to_mesh(shell.data)
bm.free()
shell.data.update()
after = len(shell.data.vertices)
log(f"seam weld merged {before - after} duplicate verts; {after} remain")
# --------------------------------------------------------------------------
# Bone-plane hem cut (z threshold — legs hang along -Z in rest pose)
# --------------------------------------------------------------------------
def hem_cut(shell, hem_z):
"""Delete every vert below the hem plane. A single global z threshold is
safe: the hips segment bottoms out far above any sensible hem."""
bm = bmesh.new()
bm.from_mesh(shell.data)
bm.verts.ensure_lookup_table()
to_delete = [v for v in bm.verts if v.co.z < hem_z]
bmesh.ops.delete(bm, geom=to_delete, context='VERTS')
bm.to_mesh(shell.data)
bm.free()
shell.data.update()
log(f"hem cut removed {len(to_delete)} verts below z={hem_z:.3f}; "
f"{len(shell.data.vertices)} remain")
# --------------------------------------------------------------------------
# Region mask: waistband (R) / body (G)
# --------------------------------------------------------------------------
def bake_region_mask_legs(shell, out_path, thr, waistband_frac):
"""Rasterize UV0 faces: waistband → R, everything else → G.
MUST run PRE-solidify (open boundaries still present). The waistband is
boundary-anchored: the waist rim is the top open boundary loop of seg_hips
(the rim DIPS ~5 cm at the navel, so a global z-max test misses the front
row), so a face is waistband when it touches a rim-boundary vertex — that
keys the full top face row on every tessellation — or when its centre lies
inside the proportional band. Solidify afterwards duplicates the UV loops
unchanged, so the baked texels serve outer shell, inner shell and rim caps
alike."""
W = H = base.MASK_SIZE
buf = np.zeros((H, W, 4), dtype=np.float32)
buf[:, :, 1] = 1.0 # green background = body (bilinear-bleed safe)
me = shell.data
bm = bmesh.new()
bm.from_mesh(me)
bm.faces.ensure_lookup_table()
bm.verts.ensure_lookup_table()
uv_layer = bm.loops.layers.uv.active
if uv_layer is None:
raise RuntimeError("no active UV layer for region mask bake")
waist_rim_z = max(v.co.z for v in bm.verts)
band = waistband_frac * (waist_rim_z - thr["thigh_head_z"])
wb_z_min = waist_rim_z - band
# Waist-rim boundary verts: on an open boundary AND above the thigh head
# (the only other boundaries are the leg hems, far below).
rim_verts = set()
for e in bm.edges:
if e.is_boundary:
for v in e.verts:
if v.co.z >= thr["thigh_head_z"]:
rim_verts.add(v.index)
log(f"waistband: rim z={waist_rim_z:.3f} band {band*100:.1f} cm "
f"→ R for z>={wb_z_min:.3f} or touching {len(rim_verts)} rim verts")
counts = {"waistband": 0, "body": 0}
for face in bm.faces:
in_band = face.calc_center_median().z >= wb_z_min
touches_rim = any(v.index in rim_verts for v in face.verts)
if in_band or touches_rim:
color = (1.0, 0.0, 0.0, 0.0)
counts["waistband"] += 1
else:
color = (0.0, 1.0, 0.0, 0.0)
counts["body"] += 1
for a, b, c in base._tris_from_face(face, uv_layer):
base._raster_tri(buf, a, b, c, color, W, H)
bm.free()
total = max(sum(counts.values()), 1)
log("region faces: " + " ".join(
f"{k}={v} ({100.0 * v / total:.1f}%)" for k, v in counts.items()))
img = bpy.data.images.new("garment_region_mask", W, H, alpha=True)
img.pixels.foreach_set(buf.reshape(-1))
img.update()
img.filepath_raw = out_path
img.file_format = 'PNG'
img.save()
log(f"baked region mask -> {out_path}")
def park_logo_uv(shell):
"""Author a TEXCOORD_1 layer with every loop parked outside [0,1] — keeps
the UV-channel layout identical to torso garments; the shader's in-box
guard means nothing ever draws."""
me = shell.data
while len(me.uv_layers) > 1:
me.uv_layers.remove(me.uv_layers[-1])
me.uv_layers.new(name="logo_uv")
me.uv_layers.active = me.uv_layers[0]
bm = bmesh.new()
bm.from_mesh(me)
uvl = bm.loops.layers.uv.get("logo_uv")
for face in bm.faces:
for loop in face.loops:
loop[uvl].uv = (2.0, 2.0)
bm.to_mesh(me)
bm.free()
me.update()
log("logo UV2 parked (no logo region on this garment)")
# --------------------------------------------------------------------------
# Author one body
# --------------------------------------------------------------------------
def author_legs_shell(body_dir, out_dir, glb_name, mask_name, offset,
coverage, hem_frac, waistband_frac, seed):
base.clear_scene()
base.COVERED_SEGMENTS = COVERAGE_SEGMENTS[coverage]
shell, armature = base.build_covered_mesh(body_dir)
weld_seams(shell)
thr = derive_leg_thresholds(armature, coverage, hem_frac)
hem_cut(shell, thr["hem_z"])
base.offset_outward(shell, offset)
# Region mask + parked logo UV are authored PRE-solidify: the boundary-
# anchored waistband needs the open waist rim, and solidify duplicates all
# UV loops unchanged so the baked texels stay valid for the final mesh.
park_logo_uv(shell)
bake_region_mask_legs(shell, os.path.join(out_dir, mask_name), thr,
waistband_frac)
base.solidify(shell, base.CLOTH_THICKNESS_M)
base.FABRIC_RGB = FABRIC_RGB
albedo_img = base.make_base_albedo_image(seed=seed)
base.assign_fabric_material(shell, albedo_img)
base.save_albedo_sidecar(albedo_img, os.path.join(out_dir, "base_albedo.png"))
base.export_reference(shell, armature, os.path.join(out_dir, glb_name))
# --------------------------------------------------------------------------
# Entry
# --------------------------------------------------------------------------
def main():
argv = sys.argv[sys.argv.index("--") + 1:] if "--" in sys.argv else []
if len(argv) < 2:
print("Usage: -- <bodies_dir>/average_m <out_dir> [--offset M] "
"[--coverage thigh|full] [--hem-frac F] [--waistband-frac F] "
"[--fabric R,G,B] [--seed N]\n"
" or: -- <bodies_dir> <out_dir> --per-body [--bodies a,b,c] "
"[same flags]")
sys.exit(1)
in_dir = argv[0]
out_dir = argv[1]
per_body = "--per-body" in argv
global FABRIC_RGB
offset = None
coverage = "thigh"
hem_frac = HEM_FRAC
waistband_frac = WAISTBAND_FRAC
seed = ALBEDO_SEED
if "--offset" in argv:
offset = float(argv[argv.index("--offset") + 1])
if "--coverage" in argv:
coverage = argv[argv.index("--coverage") + 1]
if coverage not in COVERAGE_SEGMENTS:
print(f"unknown --coverage {coverage}")
sys.exit(1)
if "--hem-frac" in argv:
hem_frac = float(argv[argv.index("--hem-frac") + 1])
if "--waistband-frac" in argv:
waistband_frac = float(argv[argv.index("--waistband-frac") + 1])
if "--fabric" in argv:
FABRIC_RGB = tuple(
float(c) for c in argv[argv.index("--fabric") + 1].split(","))
if "--seed" in argv:
seed = int(argv[argv.index("--seed") + 1])
bodies = base.BODY_TYPES
if "--bodies" in argv:
bodies = [s.strip() for s in argv[argv.index("--bodies") + 1].split(",")]
os.makedirs(out_dir, exist_ok=True)
if not per_body:
offset = base.OFFSET_M if offset is None else offset
body = os.path.basename(os.path.normpath(in_dir))
author_legs_shell(in_dir, out_dir, f"{body}.glb", "reference_mask.png",
offset, coverage, hem_frac, waistband_frac, seed)
log("DONE")
return
offset = base.PER_BODY_OFFSET_M if offset is None else offset
log(f"per-body mode: {len(bodies)} bodies, offset {offset*1000:.0f} mm, "
f"coverage={coverage} hem_frac={hem_frac} waistband_frac={waistband_frac}")
results = []
for body in bodies:
body_dir = os.path.join(in_dir, body)
log(f"=== {body} ===")
if not os.path.isdir(body_dir):
results.append((body, "skipped: body dir missing"))
continue
try:
author_legs_shell(body_dir, out_dir, f"{body}.glb",
f"{body}_mask.png", offset, coverage, hem_frac,
waistband_frac, seed)
results.append((body, "ok"))
except Exception as exc:
log(f"ERROR {body}: {exc}")
results.append((body, f"error: {exc}"))
ref_mask = os.path.join(out_dir, f"{base.REFERENCE_BODY}_mask.png")
if os.path.isfile(ref_mask):
shutil.copy2(ref_mask, os.path.join(out_dir, "reference_mask.png"))
log(f"copied {base.REFERENCE_BODY}_mask.png -> reference_mask.png (fallback)")
log("=" * 50)
for body, status in results:
log(f" {body:12s} {status}")
ok = sum(1 for _, s in results if s == "ok")
log(f"OK={ok}/{len(results)}")
if ok != len(results):
sys.exit(1)
log("DONE")
if __name__ == "__main__":
main()