fix multiproc issues in analyzer

tools/analyze.py

@@ -236,7 +236,7 @@ def run_ingest(ingest: Ingester, filenames: list[Path], exec: Executor, db_file:
     f"Finished ingest of {len(to_process)} forms",
     f"and {sum(len(fns) for fns in to_process.values())} files",
     f"in {(end - start):.2f}s",
-    f"with {len(missing)} missing file(s)"
+    f"with {len(missing)} missing file(s)",
     f"and {len(errors)} error(s)"
   )
   for e in errors:
@@ -277,6 +277,7 @@ if __name__ == "__main__":
 
   ingest = Ingester(dex, args.precision, args.seed)
 
-  from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor
-  with ThreadPoolExecutor(max_workers=args.workers) as pool:
+  from concurrent.futures import ProcessPoolExecutor
+  from multiprocessing import get_context
+  with ProcessPoolExecutor(max_workers=args.workers, mp_context=get_context("spawn")) as pool:
     run_ingest(ingest, args.images, pool, args.output)

web/database.js

@@ -198,7 +198,7 @@ const database = [
   {"num": 142, "species": "Aerodactyl", "name": "Aerodactyl", "traits": [], "types": ["Rock", "Flying"], "color": "Purple", "total": {"centroid": [0.62272132, 0.0133976, -0.01477079], "tilt": [0.99895114, 0.02180557, -0.02269456], "variance": 0.04044327, "chroma": 0.02052342, "hue": 5.44849994, "size": 236686, "hex": "#8B838F"}, "clusters": [{"centroid": [0.66489969, 0.02187672, -0.02053201], "tilt": [0.99814909, 0.03431053, -0.0323389], "variance": 0.00263527, "chroma": 0.03011549, "hue": 5.57977821, "size": 87866, "hex": "#9B8EA0"}, {"centroid": [0.31887357, 0.00455307, -0.00291727], "tilt": [0.99947101, 0.01356979, -0.00853543], "variance": 0.00227874, "chroma": 0.00560097, "hue": 5.51240682, "size": 52314, "hex": "#343133"}, {"centroid": [0.46667617, 0.01138159, -0.01234661], "tilt": [0.99851479, 0.02325025, -0.02594364], "variance": 0.00298733, "chroma": 0.01797129, "hue": 5.46489337, "size": 23090, "hex": "#5D5760"}, {"centroid": [0.83783151, 0.01018599, -0.01708452], "tilt": [0.99967784, 0.01225353, -0.02021948], "variance": 0.00252071, "chroma": 0.02047935, "hue": 5.24460646, "size": 73416, "hex": "#CBC7D5"}]},
   {"num": 142, "species": "Aerodactyl", "name": "Aerodactyl-Mega", "traits": ["mega", "nostart"], "types": ["Rock", "Flying"], "color": "Purple", "total": {"centroid": [0.57864171, 0.01097158, -0.01257873], "tilt": [0.99928106, 0.01826671, -0.02174342], "variance": 0.04699277, "chroma": 0.01726056, "hue": 5.36960834, "size": 341012, "hex": "#7D7781"}, "clusters": [{"centroid": [0.32375235, 0.00431122, -0.0067189], "tilt": [0.99954854, 0.01216118, -0.01978902], "variance": 0.00480266, "chroma": 0.00816965, "hue": 5.17508059, "size": 121349, "hex": "#343237"}, {"centroid": [0.88766008, 0.00960036, -0.02070063], "tilt": [0.99966805, 0.01082234, -0.02330756], "variance": 0.00067979, "chroma": 0.02283133, "hue": 5.14786047, "size": 46270, "hex": "#DAD7E7"}, {"centroid": [0.7349549, 0.01169832, -0.00918013], "tilt": [0.99971393, 0.01596526, -0.0124701], "variance": 0.00130184, "chroma": 0.01529914, "hue": 5.65193524, "size": 110298, "hex": "#ADA6AE"}, {"centroid": [0.56899367, 0.02351643, -0.02383387], "tilt": [0.99772615, 0.03949176, -0.04056616], "variance": 0.00367916, "chroma": 0.0340884, "hue": 5.42043148, "size": 63095, "hex": "#7E7185"}]},
   {"num": 143, "species": "Snorlax", "name": "Snorlax", "traits": [], "types": ["Normal"], "color": "Black", "total": {"centroid": [0.61871397, -0.02823393, -0.01919586], "tilt": [0.99494384, -0.05685189, -0.044319], "variance": 0.05859118, "chroma": 0.0442714, "hue": 3.3285972, "size": 839764, "hex": "#6E8B92"}, "clusters": [{"centroid": [0.46364503, -0.04109972, -0.03718583], "tilt": [0.99266409, -0.08331829, -0.07458462], "variance": 0.00705352, "chroma": 0.05596611, "hue": 3.84203264, "size": 570784, "hex": "#33606F"}, {"centroid": [0.94777511, -0.00093233, 0.01897943], "tilt": [0.99978155, -0.00068934, 0.01990559], "variance": 0.00540655, "chroma": 0.01945487, "hue": 1.59766466, "size": 268980, "hex": "#F1EDDF"}]},
-  {"num": 143, "species": "Snorlax", "name": "Snorlax-Gmax", "traits": ["gmax", "nostart"], "types": ["Normal"], "color": "Black", "total": {"centroid": [0.41500511, 0.0330219, -0.00305365], "tilt": [0.97928038, 0.0566383, -0.01291615], "variance": 0.03442207, "chroma": 0.08376497, "hue": 6.24402114, "size": 3272762, "hex": "#5A444C"}, "clusters": [{"centroid": [0.58852289, 0.11204276, 0.01832368], "tilt": [0.97146916, 0.18573504, 0.03281694], "variance": 0.0164521, "chroma": 0.13044556, "hue": 0.29927716, "size": 1111606, "hex": "#B55D6E"}, {"centroid": [0.325755, -0.00762305, -0.01404923], "tilt": [0.98329813, -0.00976352, -0.0364393], "variance": 0.01499322, "chroma": 0.05975448, "hue": 5.08410909, "size": 2161156, "hex": "#2D353B"}]},
+  {"num": 143, "species": "Snorlax", "name": "Snorlax-Gmax", "traits": ["gmax", "nostart"], "types": ["Normal"], "color": "Black", "total": {"centroid": [0.41500511, 0.0330219, -0.00305365], "tilt": [0.97928038, 0.0566383, -0.01291615], "variance": 0.03442207, "chroma": 0.08376497, "hue": 6.24402114, "size": 3272762, "hex": "#5A444C"}, "clusters": [{"centroid": [0.58852289, 0.11204276, 0.01832368], "tilt": [0.97146916, 0.18573504, 0.03281694], "variance": 0.0164521, "chroma": 0.13044569, "hue": 0.29927702, "size": 1111606, "hex": "#B55D6E"}, {"centroid": [0.325755, -0.00762305, -0.01404923], "tilt": [0.98329813, -0.00976352, -0.0364393], "variance": 0.01499322, "chroma": 0.05975448, "hue": 5.08410909, "size": 2161156, "hex": "#2D353B"}]},
   {"num": 144, "species": "Articuno", "name": "Articuno", "traits": [], "types": ["Ice", "Flying"], "color": "Blue", "total": {"centroid": [0.57936032, -0.03126793, -0.05054657], "tilt": [0.99336841, -0.05308122, -0.08503328], "variance": 0.03863308, "chroma": 0.06007483, "hue": 4.14056075, "size": 304786, "hex": "#587F99"}, "clusters": [{"centroid": [0.60909939, -0.04180232, -0.0671331], "tilt": [0.98993086, -0.0688679, -0.11107591], "variance": 0.00342211, "chroma": 0.07928104, "hue": 4.16261613, "size": 111525, "hex": "#5389AC"}, {"centroid": [0.33116368, -0.01402894, -0.02087517], "tilt": [0.99620249, -0.04076693, -0.05993287], "variance": 0.00292039, "chroma": 0.02534841, "hue": 4.1825826, "size": 95123, "hex": "#293741"}, {"centroid": [0.78723964, -0.03637644, -0.06110375], "tilt": [0.99448995, -0.04758239, -0.08065382], "variance": 0.00793807, "chroma": 0.07238281, "hue": 4.07325869, "size": 97301, "hex": "#8FC0E2"}, {"centroid": [0.65784647, 0.00706846, 0.01469168], "tilt": [0.99893485, 0.01167039, 0.02327398], "variance": 0.00176899, "chroma": 0.01674146, "hue": 1.24915084, "size": 837, "hex": "#988F87"}]},
   {"num": 144, "species": "Articuno", "name": "Articuno-Galar", "traits": ["galar", "regional"], "types": ["Psychic", "Flying"], "color": "Purple", "total": {"centroid": [0.55993101, 0.03406062, -0.05502146], "tilt": [0.98859449, 0.058313, -0.10202411], "variance": 0.04798419, "chroma": 0.06594127, "hue": 5.24430913, "size": 760165, "hex": "#7B6B94"}, "clusters": [{"centroid": [0.40717496, 0.0270616, -0.06066431], "tilt": [0.98361881, 0.05803176, -0.13011399], "variance": 0.02053852, "chroma": 0.06706935, "hue": 5.10022883, "size": 437694, "hex": "#4B426A"}, {"centroid": [0.76726875, 0.04356049, -0.04736235], "tilt": [0.99534803, 0.05869473, -0.06389735], "variance": 0.0103169, "chroma": 0.06441011, "hue": 5.42437368, "size": 322471, "hex": "#C1A7D1"}]},
   {"num": 145, "species": "Zapdos", "name": "Zapdos", "traits": [], "types": ["Electric", "Flying"], "color": "Yellow", "total": {"centroid": [0.54317502, -0.00169252, 0.05989414], "tilt": [0.99440122, -0.00277792, 0.07792032], "variance": 0.08397795, "chroma": 0.06187888, "hue": 1.77091617, "size": 203646, "hex": "#7C6E46"}, "clusters": [{"centroid": [0.84008231, -0.00307872, 0.1125588], "tilt": [0.99097426, -0.00299727, 0.13226368], "variance": 0.00542934, "chroma": 0.11285992, "hue": 1.59050311, "size": 91117, "hex": "#E5C870"}, {"centroid": [0.44760797, -0.00016662, 0.05261762], "tilt": [0.9930357, -0.00047916, 0.11561328], "variance": 0.00293638, "chroma": 0.05290602, "hue": 1.57822602, "size": 40084, "hex": "#5F5331"}, {"centroid": [0.22262023, -0.00079332, -0.00231822], "tilt": [0.99946698, -0.00377395, -0.01128513], "variance": 0.00153611, "chroma": 0.00272265, "hue": 4.50734792, "size": 72445, "hex": "#1A1B1C"}]},