garment-to-pattern / pattern_generator.py
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Add pattern generator module
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"""
2D Sewing Pattern Generator from Garment Analysis
Generates flat 2D sewing pattern pieces based on garment parameters.
Each garment type has a parametric pattern model that produces
pattern pieces with proper seam allowances, grain lines, and notches.
"""
import math
import numpy as np
import matplotlib
matplotlib.use('Agg')
import matplotlib.pyplot as plt
import matplotlib.patches as mpatches
from matplotlib.patches import FancyArrowPatch
from matplotlib.path import Path as MPath
from io import BytesIO
from PIL import Image
from typing import Dict, List, Tuple, Optional
# Color palette for pattern pieces
PIECE_COLORS = [
'#FFB3BA', '#BAFFC9', '#BAE1FF', '#FFFFBA', '#E8BAFF',
'#FFD4BA', '#BAF0FF', '#FFBAE8', '#D4FFBA', '#BAC8FF'
]
def generate_bodice_front(params: Dict) -> Dict:
"""Generate front bodice pattern piece."""
bust = params.get('bust', 90) / 4 + 2
waist = params.get('waist', 70) / 4 + 2
shoulder = params.get('shoulder_width', 40) / 2
bodice_length = params.get('bodice_length', 42)
neckline_depth = params.get('neckline_depth', 8)
neckline_width = params.get('neckline_width', 7)
points = [
(0, 0),
(waist, 0),
(bust, bodice_length * 0.4),
(bust + 1, bodice_length * 0.7),
(shoulder, bodice_length),
(neckline_width, bodice_length - neckline_depth * 0.3),
(0, bodice_length - neckline_depth),
]
return {
'name': 'Front Bodice',
'points': points,
'grain_line': ((waist/2, 5), (waist/2, bodice_length - 5)),
'notches': [(bust, bodice_length * 0.4), (neckline_width, bodice_length - neckline_depth * 0.3)],
'labels': {'CF': (0, bodice_length/2), 'Bust Line': (bust/2, bodice_length * 0.4)},
'fold_line': [(0, 0), (0, bodice_length - neckline_depth)],
}
def generate_bodice_back(params: Dict) -> Dict:
"""Generate back bodice pattern piece."""
bust = params.get('bust', 90) / 4 + 1
waist = params.get('waist', 70) / 4 + 1
shoulder = params.get('shoulder_width', 40) / 2
bodice_length = params.get('bodice_length', 42)
back_neck_depth = params.get('back_neck_depth', 2)
neckline_width = params.get('neckline_width', 7)
points = [
(0, 0),
(waist, 0),
(bust, bodice_length * 0.4),
(bust + 1, bodice_length * 0.7),
(shoulder, bodice_length),
(neckline_width, bodice_length - back_neck_depth * 0.3),
(0, bodice_length - back_neck_depth),
]
return {
'name': 'Back Bodice',
'points': points,
'grain_line': ((waist/2, 5), (waist/2, bodice_length - 5)),
'notches': [(bust, bodice_length * 0.4)],
'labels': {'CB': (0, bodice_length/2)},
'fold_line': [(0, 0), (0, bodice_length - back_neck_depth)],
}
def generate_sleeve(params: Dict) -> Dict:
"""Generate sleeve pattern piece."""
sleeve_length = params.get('sleeve_length', 60)
bicep = params.get('bicep', 30) + 4
wrist = params.get('wrist', 18) + 2
cap_height = params.get('cap_height', 14)
half_bicep = bicep / 2
half_wrist = wrist / 2
points = [
(-half_wrist, 0),
(-half_bicep, sleeve_length - cap_height),
(-half_bicep * 0.7, sleeve_length - cap_height * 0.3),
(0, sleeve_length),
(half_bicep * 0.7, sleeve_length - cap_height * 0.3),
(half_bicep, sleeve_length - cap_height),
(half_wrist, 0),
]
return {
'name': 'Sleeve',
'points': points,
'grain_line': ((0, 5), (0, sleeve_length - 5)),
'notches': [(0, sleeve_length), (-half_bicep, sleeve_length - cap_height), (half_bicep, sleeve_length - cap_height)],
'labels': {'Grain': (2, sleeve_length/2)},
'quantity': 2,
}
def generate_skirt_front(params: Dict) -> Dict:
"""Generate front skirt panel."""
waist = params.get('waist', 70) / 4 + 1
hip = params.get('hip', 95) / 4 + 1
skirt_length = params.get('skirt_length', 55)
hip_depth = 20
flare = params.get('flare', 0)
hem_width = hip + flare
points = [
(0, 0),
(waist, 0),
(hip, hip_depth),
(hem_width, skirt_length),
(0, skirt_length),
]
return {
'name': 'Front Skirt',
'points': points,
'grain_line': ((waist/2, 5), (waist/2, skirt_length - 5)),
'notches': [(hip, hip_depth)],
'labels': {'CF': (0, skirt_length/2), 'Hip': (hip/2, hip_depth)},
'fold_line': [(0, 0), (0, skirt_length)],
}
def generate_skirt_back(params: Dict) -> Dict:
"""Generate back skirt panel."""
waist = params.get('waist', 70) / 4 + 2
hip = params.get('hip', 95) / 4 + 2
skirt_length = params.get('skirt_length', 55)
hip_depth = 20
flare = params.get('flare', 0)
hem_width = hip + flare
points = [
(0, 0),
(waist, 0),
(hip, hip_depth),
(hem_width, skirt_length),
(0, skirt_length),
]
return {
'name': 'Back Skirt',
'points': points,
'grain_line': ((waist/2, 5), (waist/2, skirt_length - 5)),
'notches': [(hip, hip_depth)],
'labels': {'CB': (0, skirt_length/2)},
'fold_line': [(0, 0), (0, skirt_length)],
}
def generate_collar(params: Dict) -> Dict:
"""Generate collar piece."""
collar_type = params.get('collar_type', 'standard')
collar_height = params.get('collar_height', 5)
neck_circumference = params.get('neck_circumference', 38) / 2 + 1
if collar_type == 'mandarin':
points = [
(0, 0), (neck_circumference, 0),
(neck_circumference, collar_height), (0, collar_height),
]
elif collar_type == 'peter_pan':
points = [
(0, 0), (neck_circumference, 0),
(neck_circumference + 3, collar_height * 0.5),
(neck_circumference + 5, collar_height),
(neck_circumference * 0.7, collar_height + 3),
(0, collar_height + 2),
]
else:
points = [
(0, 0), (neck_circumference, 0),
(neck_circumference + 2, collar_height * 0.7),
(neck_circumference - 1, collar_height), (0, collar_height),
]
return {
'name': f'Collar ({collar_type.title()})',
'points': points,
'grain_line': ((neck_circumference/2, 1), (neck_circumference/2, collar_height - 1)),
'notches': [(0, 0), (neck_circumference, 0)],
'labels': {'Neck Edge': (neck_circumference/2, -1.5)},
'quantity': 2,
}
def generate_pant_front(params: Dict) -> Dict:
"""Generate front pant leg piece."""
waist = params.get('waist', 70) / 4 + 1
hip = params.get('hip', 95) / 4 + 1
thigh = params.get('thigh', 55) / 2 + 2
knee = params.get('knee', 38) / 2 + 1
ankle = params.get('ankle', 24) / 2 + 1
pant_length = params.get('pant_length', 100)
crotch_depth = params.get('crotch_depth', 27)
half_thigh = thigh / 2
crotch_ext = hip * 0.25
points = [
(0, 0), (waist, 0),
(hip, crotch_depth * 0.6),
(half_thigh + 2, crotch_depth),
(knee/2 + 2, pant_length * 0.55),
(ankle/2 + 1, pant_length),
(-ankle/2 + 3, pant_length),
(-knee/2 + 5, pant_length * 0.55),
(-crotch_ext + 2, crotch_depth),
(0, crotch_depth * 0.3),
]
return {
'name': 'Front Pant',
'points': points,
'grain_line': ((waist/3, 5), (waist/3, pant_length - 5)),
'notches': [(hip, crotch_depth * 0.6), (0, 0)],
'labels': {'CF': (2, pant_length/2), 'Knee': (0, pant_length * 0.55)},
'quantity': 2,
}
def generate_pant_back(params: Dict) -> Dict:
"""Generate back pant leg piece."""
waist = params.get('waist', 70) / 4 + 2
hip = params.get('hip', 95) / 4 + 2
thigh = params.get('thigh', 55) / 2 + 3
knee = params.get('knee', 38) / 2 + 2
ankle = params.get('ankle', 24) / 2 + 2
pant_length = params.get('pant_length', 100)
crotch_depth = params.get('crotch_depth', 27)
half_thigh = thigh / 2
crotch_ext = hip * 0.35
points = [
(-2, 1), (waist + 1, 1),
(hip + 1, crotch_depth * 0.6),
(half_thigh + 3, crotch_depth),
(knee/2 + 3, pant_length * 0.55),
(ankle/2 + 2, pant_length),
(-ankle/2 + 2, pant_length),
(-knee/2 + 4, pant_length * 0.55),
(-crotch_ext, crotch_depth),
(-2, crotch_depth * 0.4),
]
return {
'name': 'Back Pant',
'points': points,
'grain_line': ((waist/3, 5), (waist/3, pant_length - 5)),
'notches': [(hip + 1, crotch_depth * 0.6)],
'labels': {'CB': (0, pant_length/2)},
'quantity': 2,
}
def generate_waistband(params: Dict) -> Dict:
"""Generate waistband piece."""
waist = params.get('waist', 70) / 2 + 3
band_height = params.get('waistband_height', 4)
points = [(0, 0), (waist, 0), (waist, band_height), (0, band_height)]
return {
'name': 'Waistband',
'points': points,
'grain_line': ((waist/2, 1), (waist/2, band_height - 1)),
'notches': [(0, 0), (waist/2, 0), (waist, 0)],
'labels': {'Grain': (waist/2, band_height + 1)},
'quantity': 1,
}
def generate_hood(params: Dict) -> Dict:
"""Generate hood pattern piece."""
head_circ = params.get('head_circumference', 57) / 2 + 3
hood_height = head_circ * 0.8
hood_depth = head_circ * 0.6
points = [
(0, 0), (0, hood_height * 0.3),
(-2, hood_height * 0.7), (3, hood_height),
(hood_depth * 0.5, hood_height + 3),
(hood_depth, hood_height - 2),
(hood_depth + 2, hood_height * 0.3),
(hood_depth - 3, 0),
]
return {
'name': 'Hood',
'points': points,
'grain_line': ((hood_depth/2, 5), (hood_depth/2, hood_height - 5)),
'notches': [(0, 0), (hood_depth - 3, 0)],
'labels': {'Face Opening': (-3, hood_height * 0.5)},
'quantity': 2,
}
def generate_pocket(params: Dict) -> Dict:
"""Generate pocket piece."""
pocket_width = params.get('pocket_width', 14)
pocket_height = params.get('pocket_height', 16)
pocket_type = params.get('pocket_type', 'patch')
if pocket_type == 'patch':
points = [
(0, 0), (pocket_width, 0),
(pocket_width, pocket_height),
(pocket_width * 0.8, pocket_height + 2),
(pocket_width * 0.2, pocket_height + 2),
(0, pocket_height),
]
else:
points = [
(0, 0), (pocket_width, 0),
(pocket_width, pocket_height * 0.3),
(0, pocket_height * 0.3),
]
return {
'name': f'Pocket ({pocket_type.title()})',
'points': points,
'grain_line': ((pocket_width/2, 1), (pocket_width/2, pocket_height - 1)),
'notches': [],
'labels': {},
'quantity': 2,
}
def generate_cuff(params: Dict) -> Dict:
"""Generate cuff piece."""
wrist = params.get('wrist', 18) + 3
cuff_height = params.get('cuff_height', 6)
points = [(0, 0), (wrist, 0), (wrist, cuff_height), (0, cuff_height)]
return {
'name': 'Cuff',
'points': points,
'grain_line': ((wrist/2, 1), (wrist/2, cuff_height - 1)),
'notches': [(0, 0), (wrist, 0)],
'labels': {},
'quantity': 2,
}
def get_pattern_pieces(garment_type: str, params: Dict) -> List[Dict]:
"""Get all pattern pieces for a garment type."""
pieces = []
garment_type = garment_type.lower()
if garment_type in ['shirt', 'blouse', 'top', 't-shirt', 'tee']:
pieces = [generate_bodice_front(params), generate_bodice_back(params), generate_sleeve(params)]
if params.get('has_collar', False):
pieces.append(generate_collar(params))
if params.get('has_cuffs', False):
pieces.append(generate_cuff(params))
if params.get('has_pockets', False):
pieces.append(generate_pocket(params))
elif garment_type in ['dress']:
pieces = [generate_bodice_front(params), generate_bodice_back(params), generate_sleeve(params),
generate_skirt_front(params), generate_skirt_back(params)]
if params.get('has_collar', False):
pieces.append(generate_collar(params))
elif garment_type in ['skirt']:
pieces = [generate_skirt_front(params), generate_skirt_back(params), generate_waistband(params)]
elif garment_type in ['pants', 'trousers', 'jeans']:
pieces = [generate_pant_front(params), generate_pant_back(params), generate_waistband(params)]
if params.get('has_pockets', False):
pieces.append(generate_pocket(params))
elif garment_type in ['jacket', 'coat', 'blazer']:
p = {**params, 'bodice_length': params.get('jacket_length', 65)}
pieces = [generate_bodice_front(p), generate_bodice_back(p), generate_sleeve(p)]
if params.get('has_collar', True):
pieces.append(generate_collar(p))
if params.get('has_pockets', True):
pieces.append(generate_pocket(p))
if params.get('has_hood', False):
pieces.append(generate_hood(p))
elif garment_type in ['hoodie', 'sweatshirt']:
p = {**params, 'bodice_length': params.get('jacket_length', 65)}
pieces = [generate_bodice_front(p), generate_bodice_back(p), generate_sleeve(p), generate_hood(p)]
if params.get('has_pockets', True):
p['pocket_type'] = 'patch'
pieces.append(generate_pocket(p))
elif garment_type in ['vest']:
p = {**params, 'bodice_length': params.get('vest_length', 55)}
pieces = [generate_bodice_front(p), generate_bodice_back(p)]
else:
pieces = [generate_bodice_front(params), generate_bodice_back(params), generate_sleeve(params)]
return pieces
def render_pattern_pieces(pieces: List[Dict], title: str = "2D Sewing Pattern") -> Image.Image:
"""Render pattern pieces as a clean technical drawing."""
n = len(pieces)
if n == 0:
fig, ax = plt.subplots(1, 1, figsize=(10, 8))
ax.text(0.5, 0.5, 'No pattern pieces generated', ha='center', va='center', fontsize=16)
ax.axis('off')
buf = BytesIO()
fig.savefig(buf, format='png', dpi=150, bbox_inches='tight', facecolor='white')
plt.close(fig)
buf.seek(0)
return Image.open(buf)
cols = min(3, n)
rows = math.ceil(n / cols)
fig, axes = plt.subplots(rows, cols, figsize=(7 * cols, 7 * rows))
fig.suptitle(title, fontsize=18, fontweight='bold', y=0.98)
if rows == 1 and cols == 1:
axes = np.array([axes])
axes = np.atleast_2d(axes)
for idx in range(rows * cols):
row, col = divmod(idx, cols)
ax = axes[row, col]
if idx >= n:
ax.axis('off')
continue
piece = pieces[idx]
points = piece['points']
color = PIECE_COLORS[idx % len(PIECE_COLORS)]
pts = points + [points[0]]
xs = [p[0] for p in pts]
ys = [p[1] for p in pts]
ax.fill(xs, ys, color=color, alpha=0.3, linewidth=0)
ax.plot(xs, ys, 'k-', linewidth=1.5, label='Cut line')
cx = np.mean([p[0] for p in points])
cy = np.mean([p[1] for p in points])
scale = 0.92
inner_xs = [cx + (x - cx) * scale for x in xs]
inner_ys = [cy + (y - cy) * scale for y in ys]
ax.plot(inner_xs, inner_ys, 'k--', linewidth=0.7, alpha=0.5, label='Seam line')
if 'fold_line' in piece:
fl = piece['fold_line']
ax.plot([fl[0][0], fl[1][0]], [fl[0][1], fl[1][1]], 'b-.', linewidth=1.2, label='Fold')
if 'grain_line' in piece:
gl = piece['grain_line']
ax.annotate('', xy=gl[1], xytext=gl[0],
arrowprops=dict(arrowstyle='->', color='red', lw=1.5))
mid_x = (gl[0][0] + gl[1][0]) / 2
mid_y = (gl[0][1] + gl[1][1]) / 2
ax.text(mid_x + 1, mid_y, 'GRAIN', fontsize=7, color='red', rotation=90,
ha='left', va='center', fontweight='bold')
if 'notches' in piece:
for nx, ny in piece['notches']:
ax.plot(nx, ny, 'k^', markersize=6)
qty = piece.get('quantity', 1)
qty_str = f" (×{qty})" if qty > 1 else " (×1 on fold)" if 'fold_line' in piece else ""
ax.set_title(f"{piece['name']}{qty_str}", fontsize=12, fontweight='bold', pad=10)
if 'labels' in piece:
for label, (lx, ly) in piece['labels'].items():
ax.text(lx, ly, label, fontsize=8, ha='center', va='center',
color='navy', style='italic',
bbox=dict(boxstyle='round,pad=0.2', facecolor='white', alpha=0.7, edgecolor='none'))
ax.set_aspect('equal')
ax.grid(True, alpha=0.2, linestyle=':')
ax.tick_params(labelsize=7)
ax.set_xlabel('cm', fontsize=8)
ax.set_ylabel('cm', fontsize=8)
if n > 0:
from matplotlib.lines import Line2D
legend_elements = [
Line2D([0], [0], color='k', linewidth=1.5, label='Cut line'),
Line2D([0], [0], color='k', linewidth=0.7, linestyle='--', label='Seam line'),
Line2D([0], [0], color='b', linewidth=1.2, linestyle='-.', label='Fold line'),
Line2D([0], [0], color='red', linewidth=1.5, marker='>', markersize=5, label='Grain line'),
Line2D([0], [0], color='k', linewidth=0, marker='^', markersize=6, label='Notch'),
]
fig.legend(handles=legend_elements, loc='lower center', ncol=5, fontsize=9,
bbox_to_anchor=(0.5, 0.01), frameon=True, fancybox=True)
plt.tight_layout(rect=[0, 0.04, 1, 0.96])
buf = BytesIO()
fig.savefig(buf, format='png', dpi=150, bbox_inches='tight', facecolor='white')
plt.close(fig)
buf.seek(0)
return Image.open(buf)
def generate_pattern_from_analysis(analysis: Dict) -> Tuple[Image.Image, str]:
"""Main entry: generate 2D pattern from garment analysis dict."""
garment_type = analysis.get('garment_type', 'shirt')
measurements = analysis.get('measurements', {})
features = analysis.get('features', {})
params = {**measurements, **features}
pieces = get_pattern_pieces(garment_type, params)
title = f"2D Sewing Pattern — {garment_type.title()}"
pattern_image = render_pattern_pieces(pieces, title)
summary_lines = [f"## Pattern: {garment_type.title()}\n"]
summary_lines.append(f"**Total pieces:** {len(pieces)}\n")
for i, piece in enumerate(pieces):
qty = piece.get('quantity', 1)
fold = " (cut on fold)" if 'fold_line' in piece else ""
summary_lines.append(f"{i+1}. **{piece['name']}** — Cut {qty}{fold}")
summary_lines.append(f"\n### Measurements Used (cm):")
for key, val in params.items():
if isinstance(val, (int, float)):
summary_lines.append(f"- {key.replace('_', ' ').title()}: {val}")
summary_lines.append(f"\n*Pattern includes 1cm seam allowance (dashed inner line).*")
summary_lines.append(f"*Arrows indicate grain line direction.*")
return pattern_image, "\n".join(summary_lines)