fullseye

機械的 GPU 化の掃引 (2026-11-02)

GPU 向き op(gpu_tier = required / suitable)2127 件を、1 件ずつ手書きせず既存の numpy/scipy 実装のまま CuPy 配列で走らせて採点した結果。

tools/gpu_auto_sweep.py の実測から tools/gpu_auto_sweep.py report が生成する。手で直さない。

方式

CuPy 13.6.0 + PyTorch 2.11.0+cu128 を同じプロセスで使い(DLPack の往復を確認)、gpu_shadow.py がプロジェクトのソースを別の名前空間でもう一度実行し、その中の numpy / scipy だけを CuPy へ向ける。大域の差し替えはしないので既定の CPU 経路は変わらない。CuPy に無い関数は CPU へ転送して実行し、回数を数える(速さの判定で落ちる)。乱数は numpy のものを使い、CPU と同じ系列を GPU へ転送する。比較の詳細は docs/perf/gpu_auto_method_compare_2026-11-02.json。

判定

• 一致: 同じ入力・同じ種で CPU と GPU を実行し、内部の最大差が出力の振れ幅の 5e-03 未満。端(4 画素以上)は比べない。NaN の位置も一致を要求する。
• 入力は構造のある合成画像(op_probe の円・矩形・斜めエッジ、チャープ信号など)を先頭に置く。出力が定数の op は一致と数えない(判定不能)。
• 倍率: 実寸(画像 2048²、体積 256³、信号 2²⁰、行列 1024²)で 1 回あたりの時間の比。GPU 側は転送 → 計算 → 転送(.get() が同期)を含み、CuPy のカーネルコンパイルは準備運転で除く。CPU 2 回、GPU 最大 3 回の最小値。バッチの融合は無い(1 枚ずつ)ので、N 枚の倍率も同じ値になる。CPU の基準線は他の作業と同時に測ったので、倍率 3 以上の op は1 本ずつ測り直し、速い方の時間を使った(倍率が低く出る向き)。GPU の時間も他の作業と同時に測ることがある。実寸の比較は出力を間引いた標本で行う。
• 採用: 一致かつ 5.0 倍以上、かつ Python 行数が入力に比例しない。
• CPU の基準線はこのリポジトリの実装そのもので、多くは 1 スレッドで走る。FULLSEYE_FAST の cv2 版やタイル分割の並列は使っていないので、最速の CPU 実装との比ではない。
• Python ループ律速: 入力を 2 倍にしたときの増分が 0.05 行/要素 以上(2048² で 20 万行)。固定形の入力は 1000 要素以上に限り 1 回の 行数/要素数 ≥ 0.5。

全件の分類

分類	件数
採用(一致 + 転送込み 5 倍以上)	507
常駐前提で採用(単独 1 回は 5 倍未満、GPU に載せたままの連続処理で 5 倍以上)	120
パイプライン常駐可(単独は 5 倍未満、GPU に載せたままの連続処理で 1 倍以上 5 倍未満。単独では採用しない)	37
一致したが遅い(5 倍未満)	331
一致したが実寸の入力を作れない(固定形の入力)	444
不一致	48
判定不能(出力が定数)	145
例外(CuPy 側の不足・型の混在)	48
包み(cv2 / skimage / PIL が本体)	184
Python ループが律速	67
測れなかった	196
合計	2127

例外と未計測の理由の内訳:

分類	理由	件数
exception	value_error	13
exception	type_error	10
exception	implicit_numpy	9
exception	gpu_timeout	7
exception	numpy_cupy_mix	5
exception	unhashable_array	4
mismatch	rel	37
mismatch	at_real_size	9
mismatch	value at .pairs[2]	1
mismatch	at_full_resolution	1
unmeasured	cpu_exception	102
unmeasured	no_backend	47
unmeasured	no_probe	35
unmeasured	cpu_over_limit_at_real_size	10
unmeasured	timeout	2
wrapper	skimage	108
wrapper	cv2	60
wrapper	PIL	16

採用 op の実測倍率

op	族	入力	CPU	GPU(転送込み)	倍率	内部差(比)	CPU 退避
phase_congruency_pc	perceptual	2048×2048	21.83 s	71 ms	308.8	1.5e-13	0
ph_reaction_diffusion	physics	2048×2048	14.16 s	52 ms	271.6	0.0e+00	0
dolp_to_zenith	shape_from_polarization	2048×2048	50.29 s	200 ms	251.0	3.6e-16	0
ph_mean_curvature_motion	physics	2048×2048	28.19 s	113 ms	250.6	0.0e+00	0
bump_normals_fbm	terrain	2048×2048×3	36.30 s	147 ms	246.4	0.0e+00	1
curvature_flow	contour	2048×2048	20.93 s	89 ms	234.6	3.6e-12	0
alife_curvature_flow	artificial-life	2048×2048	13.94 s	60 ms	233.0	0.0e+00	0
ph_coherence_enhancing_diffusion	physics	2048×2048	26.24 s	113 ms	232.7	0.0e+00	0
dc_structure_texture	decomposition	2048×2048	29.37 s	128 ms	229.7	0.0e+00	0
dc_texture_residual	decomposition	2048×2048	23.50 s	107 ms	219.5	0.0e+00	0
alife_gray_scott	artificial-life	2048×2048	8.10 s	37 ms	218.0	0.0e+00	0
riesz_displacement_series	motion	8×512×512	3.17 s	15 ms	204.8	1.9e-13	0
alife_turing	artificial-life	2048×2048	6.87 s	38 ms	179.4	0.0e+00	0
esdf	occupancy	256×256×256	10.98 s	61 ms	179.3	0.0e+00	0
vol_frangi	feature	256×256×256	33.92 s	191 ms	177.6	8.0e-15	0
ridge_readout	reservoir	1024×1024	2.84 s	16 ms	173.3	9.0e-16	0
level_set_reinit	contour	2048×2048	18.30 s	113 ms	161.5	2.3e-17	0
displacement_series	measure	8×512×512	7.19 s	45 ms	159.6	4.8e-14	0
iv_backproject_superres	restoration	2048×2048	4.18 s	27 ms	154.0	2.9e-16	0
medial_axis_points	medial	256×256×256	2.74 s	18 ms	153.3	0.0e+00	0
ph_total_variation_flow	physics	2048×2048	9.30 s	65 ms	143.6	0.0e+00	0
backproject_sinogram	reconstruct	2048×2048	185.86 s	1.32 s	141.0	1.8e-16	1
filtered_backprojection	reconstruct	2048×2048	216.59 s	1.55 s	139.4	3.0e-15	1
vol_distance_transform	medial	256×256×256	6.85 s	50 ms	136.7	0.0e+00	0
coherence_enhancing_diff	smoothing	2048×2048	3.87 s	29 ms	133.2	5.7e-17	0
ph_heat_flow	physics	2048×2048	3.42 s	27 ms	128.0	0.0e+00	0
alife_life_step	artificial-life	2048×2048	3.30 s	27 ms	123.8	0.0e+00	0
mean_sp	rank	2048×2048	2.03 s	17 ms	119.4	0.0e+00	0
macro_edge	macro	2048×2048	4.88 s	41 ms	119.0	0.0e+00	0
tf_phase_congruency	edges	2048×2048	3.42 s	29 ms	117.6	6.0e-14	0
alife_cyclic_ca	artificial-life	2048×2048	4.97 s	44 ms	111.7	0.0e+00	0
sigma_clip_stack	stack	2048×2048	7.22 s	65 ms	111.0	2.6e-16	0
render_volume_projection	render	256×256×256	2.04 s	19 ms	106.1	0.0e+00	0
alife_sandpile	artificial-life	2048×2048	4.23 s	41 ms	104.2	0.0e+00	0
rank_image	rank	2048×2048	1.38 s	13 ms	102.6	0.0e+00	0
expand_gray	grow	2048×2048	47.52 s	471 ms	100.9	0.0e+00	0
vol_sato	feature	256×256×256	17.50 s	174 ms	100.8	5.1e-14	0
trimmed_mean	rank	2048×2048	1.92 s	19 ms	100.7	0.0e+00	0
eliminate_min_max	rank	2048×2048	1.40 s	14 ms	99.2	0.0e+00	0
ph_perona_malik	physics	2048×2048	5.40 s	54 ms	99.2	0.0e+00	0
deflectometry_render	deflectometry	2048×2048	10.39 s	105 ms	99.1	2.3e-14	0
alife_perona_malik	artificial-life	2048×2048	4.24 s	43 ms	98.1	0.0e+00	0
macro_denoise	macro	2048×2048	7.19 s	75 ms	96.3	2.3e-16	0
motion_magnify	magnify	8×512×512	6.01 s	63 ms	94.7	4.5e-12	0
percentile	rank	2048×2048	1.98 s	21 ms	93.9	0.0e+00	0
retardation_unwrap_multiwavelength	photoelastic	2048×2048	14.21 s	163 ms	87.4	1.3e-16	0
vol_local_maxima	feature	256×256×256	1.23 s	14 ms	87.3	0.0e+00	0
sensor_fingerprint	sensor	2048×2048	3.01 s	35 ms	85.2	5.3e-13	0
fp_capture	fpm	2048×2048	148.86 s	1.76 s	84.5	1.6e-16	338
phase_displacement	measure	8×512×512	3.87 s	46 ms	83.3	3.9e-10	0
tac_height_from_shading	tactile	2048×2048	1.59 s	20 ms	81.3	2.4e-15	0
macro_binarize	macro	2048×2048	5.06 s	63 ms	80.7	9.2e-16	0
patch_features	anomaly_patch	2048×2048	7.65 s	95 ms	80.7	3.6e-13	0
riesz_displacement	motion	8×512×512	2.09 s	26 ms	79.8	2.0e-11	0
median_weighted	rank	2048×2048	1.36 s	17 ms	79.6	0.0e+00	0
vx_warp_affine	geometry	2048×2048	767 ms	10 ms	79.5	0.0e+00	0
median_separate	rank	2048×2048	1.43 s	18 ms	79.1	0.0e+00	0
surface_psd	measure	2048×2048	467 ms	6 ms	78.7	1.3e-15	0
median_rect	rank	2048×2048	1.20 s	15 ms	78.5	0.0e+00	0
median	rank	2048×2048	1.32 s	17 ms	77.9	0.0e+00	0
punch_pressure	tactorque	1024×1024	568 ms	7 ms	77.9	0.0e+00	0
riesz_motion_magnify	motion	8×512×512	1.63 s	21 ms	77.3	1.3e-12	0
fbm_height	terrain	2048×2048	3.22 s	43 ms	75.3	3.1e-16	0
dc_retinex	decomposition	2048×2048	7.21 s	97 ms	74.2	1.3e-15	0
bootstrap_std_error	texture	2048×2048	80.33 s	1.09 s	73.6	3.5e-16	2
rank_rect	rank	2048×2048	1.25 s	18 ms	69.2	0.0e+00	0
bandpass_image	frequency	2048×2048	1.01 s	15 ms	68.0	2.8e-14	0
dc_homomorphic	decomposition	2048×2048	1.05 s	16 ms	66.5	4.7e-15	0
orientation_code	code	2048×2048	443 ms	7 ms	66.3	0.0e+00	0
deform_ffd	deformation	2048×2048	1.83 s	28 ms	66.1	1.4e-16	0
median_image	rank	2048×2048	1.47 s	22 ms	66.0	0.0e+00	0
tac_pressure_proxy	tactile	2048×2048	4.79 s	74 ms	64.8	5.6e-15	0
scale_select_std	texture	2048×2048	1.22 s	19 ms	64.7	7.0e-07	0
sg_gmm_segment	segment	2048×2048	27.22 s	421 ms	64.6	0.0e+00	0
anisotropic_diffusion	smoothing	2048×2048	2.19 s	34 ms	64.3	5.7e-17	0
alife_lenia	artificial-life	2048×2048	2.81 s	44 ms	63.5	4.3e-15	0
bilateral	smoothing	2048×2048	2.32 s	37 ms	63.0	0.0e+00	0
dual_rank	rank	2048×2048	1.54 s	25 ms	62.3	0.0e+00	0
tf_gradient_domain_reintegrate	filtering	2048×2048	840 ms	14 ms	59.4	6.5e-14	0
hatch_field	npr	2048×2048	1.40 s	24 ms	59.0	8.4e-11	0
filled_polygon	shape	2048×2048	1.42 s	24 ms	58.3	0.0e+00	0
vol_hessian_blobness	feature	256×256×256	6.08 s	106 ms	57.5	8.8e-14	0
cplx_poly_eval	complex	1048576	1.17 s	21 ms	55.2	1.5e-14	0
dem_flow_direction	hydrology	2048×2048	482 ms	9 ms	52.4	0.0e+00	0
psf_to_mtf	imaging	2048×2048	437 ms	8 ms	51.8	5.2e-06	0
winkler_polish_run	polish	2048×2048	8.62 s	171 ms	50.3	7.2e-16	0
xsp_wiener	smoothing	2048×2048	624 ms	13 ms	48.3	3.5e-15	0
strain_from_displacement	solid	2048×2048	1.54 s	32 ms	48.2	1.1e-10	0
azimuthal_integrate	pxrd	2048×2048	3.28 s	74 ms	44.3	2.5e-15	0
tac_contact_mask	tactile	2048×2048	6.16 s	140 ms	44.0	0.0e+00	2
banding_map	gray	2048×2048	558 ms	13 ms	43.2	0.0e+00	0
alife_dla	artificial-life	2048×2048	989 ms	23 ms	42.4	0.0e+00	0
rotate_image	geometry	2048×2048	552 ms	13 ms	41.6	2.3e-16	0
iv_motion_deblur	restoration	2048×2048	874 ms	21 ms	41.2	1.1e-15	0
mtf_tangential_sagittal	imaging	2048×2048	209 ms	5 ms	40.8	2.5e-20	0
dist_transform	region	2048×2048	461 ms	11 ms	40.7	0.0e+00	0
zero_crossing	segmentation	2048×2048	531 ms	13 ms	39.9	0.0e+00	0
joint_bilateral	depth_denoise	2048×2048	27.46 s	703 ms	39.1	4.3e-16	0
coherent_image	coherent	2048×2048	954 ms	25 ms	38.7	1.0e-15	0
sg_kmeans_intensity	segment	2048×2048	3.99 s	105 ms	38.1	0.0e+00	0
fft_image_inv	frequency	2048×2048	492 ms	13 ms	37.6	3.6e-11	0
robinson_dir	edges	2048×2048	589 ms	16 ms	36.8	0.0e+00	0
dem_slope	surface	2048×2048	456 ms	12 ms	36.8	1.1e-16	0
kirsch_amp	edges	2048×2048	585 ms	16 ms	36.7	5.1e-15	0
annotate_dimension	paper	2048×2048	1.95 s	53 ms	36.6	0.0e+00	0
correlation_score	score	256×256×256	3.40 s	93 ms	36.4	5.8e-16	0
vol_median	3d	256×256×256	1.65 s	46 ms	36.0	0.0e+00	0
photometric_residual	photometric	2048×2048	1.20 s	34 ms	35.7	1.9e-16	0
video_interpolate_flow	time	8×512×512	6.85 s	196 ms	35.0	0.0e+00	0
temporal_bilateral	denoise	8×512×512	404 ms	12 ms	34.7	0.0e+00	0
annotate_invert_path	overlay	2048×2048	984 ms	28 ms	34.5	0.0e+00	1
weighting_response	level	1048576	152 ms	4 ms	34.5	9.9e-16	0
highpass_image	frequency	2048×2048	532 ms	16 ms	34.3	1.0e-13	0
corner_response	edges	2048×2048	513 ms	15 ms	34.2	1.5e-15	0
kuwahara	smoothing	2048×2048	510 ms	15 ms	34.2	1.4e-14	0
radial_reach_filter	change	2048×2048	11.33 s	332 ms	34.2	0.0e+00	0
radial_periodogram	terrain	2048×2048	302 ms	9 ms	33.2	2.6e-08	0
hankel_image	transform	2048×2048	279 ms	8 ms	33.1	4.4e-15	0
quat_correlate	match	2048×2048×4	3.18 s	96 ms	33.0	1.9e-15	0
vx_phase	gradient	2048×2048	111 ms	3 ms	32.9	0.0e+00	0
perlin2	terrain	2048×2048	1.58 s	48 ms	32.8	0.0e+00	1
edge_transition_width	edges	2048×2048	494 ms	15 ms	32.8	2.7e-16	0
iv_wiener_deconv_spatial	restoration	2048×2048	548 ms	17 ms	32.8	5.5e-16	0
tac_shear_field	tactile	2048×2048	671 ms	21 ms	32.5	2.9e-16	0
dem_aspect	surface	2048×2048	406 ms	13 ms	32.3	1.2e-16	0
pupil_psf	wave	2048×2048	5.41 s	167 ms	32.3	5.5e-16	0
rounded_rect	shape	2048×2048	583 ms	18 ms	31.8	0.0e+00	0
envelope	signal	1048576	112 ms	4 ms	31.3	8.9e-16	0
tf_rank_transform	texture	2048×2048	496 ms	16 ms	31.0	0.0e+00	0
halftone_screen	npr	2048×2048	405 ms	13 ms	30.1	4.4e-16	0
blob_distance	split	2048×2048	334 ms	11 ms	29.8	0.0e+00	0
bilateral_filter_depth	depth_denoise	2048×2048	20.57 s	694 ms	29.6	2.3e-16	0
gen_gabor	texture	2048×2048	539 ms	18 ms	29.4	1.7e-14	0
affine_trans_image_size	geometry	2048×2048	455 ms	16 ms	29.4	2.3e-16	0
vx_magnitude	gradient	2048×2048	123 ms	4 ms	29.3	0.0e+00	0
gmsd_map	perceptual	2048×2048	340 ms	12 ms	29.0	3.7e-15	0
fbm_gradient	terrain	2048×2048	2.91 s	101 ms	28.9	2.3e-16	0
psd_welch	matched	1048576	43 ms	2 ms	28.9	0.0e+00	0
dem_curvature	surface	2048×2048	330 ms	12 ms	28.2	0.0e+00	0
local_thickness	morphology	2048×2048	892 ms	32 ms	28.0	0.0e+00	0
slab_transmittance	glassbody	1048576	221 ms	8 ms	27.7	3.0e-16	0
xsp_hilbert_env	texture	2048×2048	357 ms	13 ms	27.4	5.2e-16	0
grating_three_image_retrieve	grating_interf	256×256×256	1.36 s	50 ms	27.4	1.5e-14	0
monotony	gray	2048×2048	299 ms	11 ms	27.4	0.0e+00	0
log_zero_crossings	edges	256×256×256	2.43 s	90 ms	26.9	0.0e+00	0
affine_warp	geometry	2048×2048	366 ms	14 ms	26.9	2.3e-16	0
f2_expand_domain	gray	2048×2048	422 ms	16 ms	26.4	0.0e+00	0
tem_power_spectrum	tem	2048×2048	763 ms	29 ms	26.4	1.2e-09	0
cosmic_ray_reject	cosmic	2048×2048	1.68 s	64 ms	26.1	0.0e+00	0
deviation_image	texture	2048×2048	321 ms	12 ms	26.0	4.0e-07	0
structure_tensor_orientation	texture	2048×2048	536 ms	21 ms	26.0	1.5e-14	0
dem_hillshade	shading	2048×2048	372 ms	15 ms	25.6	2.8e-15	0
speckle_statistics	coherent	2048×2048	202 ms	8 ms	25.3	8.2e-15	2
dwt_transform	transform	2048×2048	518 ms	20 ms	25.3	2.7e-12	2
vx_sobel3x3	gradient	2048×2048	189 ms	7 ms	25.2	0.0e+00	0
warp_tps_image	morph	2048×2048	3.03 s	120 ms	25.2	4.9e-10	0
flow_from_depth_motion	ttc	2048×2048	799 ms	32 ms	25.1	0.0e+00	0
feat_image_vector	features	2048×2048	770 ms	31 ms	24.7	3.1e-16	0
cie_xyz_from_wavelength	appearance	1048576	194 ms	8 ms	24.1	1.4e-64	0
render_transport	light_transport	24	547 ms	23 ms	24.0	2.4e-15	0
seg_membrane_response	response	2048×2048	353 ms	15 ms	23.3	4.8e-15	0
iv_richardson_lucy	restoration	2048×2048	1.41 s	61 ms	23.2	5.2e-16	0
tb_temporal_bilateral	typed	8×512×512	287 ms	12 ms	23.1	0.0e+00	0
fraunhofer_pattern	wave	2048×2048	390 ms	17 ms	23.0	3.9e-20	0
arrow	pointer	2048×2048	359 ms	16 ms	22.9	0.0e+00	0
rotate_img	geometry	2048×2048	394 ms	17 ms	22.9	2.3e-16	0
normals_from_depth	range_image	2048×2048	961 ms	42 ms	22.9	0.0e+00	0
distance_ridge	medial	256×256×256	2.36 s	103 ms	22.9	0.0e+00	0
deflectometry_phase_to_slope	deflectometry	2048×2048	1.28 s	57 ms	22.6	3.2e-16	0
tem_multislice	tem	2048×2048	1.22 s	55 ms	22.3	2.7e-09	0
sem_render	sem	2048×2048	363 ms	17 ms	21.6	1.5e-12	0
fresnel_conductor	interface	1048576	130 ms	6 ms	21.2	5.5e-15	0
dem_roughness	surface	2048×2048	313 ms	15 ms	21.0	2.4e-16	0
fft_image	frequency	2048×2048	254 ms	12 ms	21.0	1.0e-13	0
annotate_invert	overlay	2048×2048	362 ms	17 ms	21.0	0.0e+00	1
rough_transmission	surface	1048576	181 ms	9 ms	20.9	4.0e-16	0
illuminate	gray	2048×2048	318 ms	15 ms	20.8	2.8e-16	0
power_byte	frequency	2048×2048	279 ms	13 ms	20.8	1.0e-13	0
lab_to_rgb	colorspace	2048×2048×3	938 ms	45 ms	20.6	8.5e-16	0
xdog	edges	2048×2048	344 ms	17 ms	20.5	1.6e-14	0
mean_curvature_flow	smoothing	2048×2048	233 ms	11 ms	20.5	4.0e-16	0
dyn_threshold	segmentation	2048×2048	299 ms	15 ms	20.3	0.0e+00	0
dc_local_contrast_norm	decomposition	2048×2048	349 ms	17 ms	20.2	8.3e-13	0
iv_unsharp_deblur	restoration	2048×2048	319 ms	16 ms	19.8	9.2e-16	0
affine_trans_image	geometry	2048×2048	291 ms	15 ms	19.7	2.3e-16	0
tb_iqft2	typed	2048×2048×4	1.09 s	55 ms	19.7	1.8e-12	0
distance_transform	region	2048×2048	296 ms	15 ms	19.6	0.0e+00	0
annotate3d_bbox	annotate3d	2048×2048	897 ms	46 ms	19.6	0.0e+00	0
sobel_amp	edges	2048×2048	265 ms	14 ms	19.4	1.8e-15	0
morph_grad	morphology	2048×2048	278 ms	15 ms	19.0	0.0e+00	0
keypoints_from_image2d	keypoint	2048×2048	159 ms	9 ms	18.6	2.8e-13	0
aug_rolling_shutter	augmentation	2048×2048	270 ms	14 ms	18.6	5.6e-17	0
bloom	post	2048×2048×3	729 ms	39 ms	18.5	9.7e-17	0
cylinder_unwrap	curvilinear	256×256×256	277 ms	15 ms	18.5	0.0e+00	0
peg_measure_overlay	pegsim	2048×2048×3	242 ms	13 ms	18.3	0.0e+00	0
f2_gauss_pyramid	smoothing	2048×2048	318 ms	17 ms	18.2	2.3e-16	0
tophat	morphology	2048×2048	243 ms	14 ms	18.0	0.0e+00	0
hx_gen_circle_sector	halcon_ext	2048×2048	281 ms	16 ms	17.9	0.0e+00	0
annotate3d_label	annotate3d	2048×2048	646 ms	37 ms	17.7	0.0e+00	0
tf_steerable_filter	edges	2048×2048	258 ms	15 ms	17.6	2.9e-16	0
triangulate_column	structured_light	2048×2048	283 ms	16 ms	17.6	0.0e+00	0
tb_weighting_response	typed	1048576	76 ms	4 ms	17.5	1.0e-15	0
vol_local_std	feature	256×256×256	1.56 s	89 ms	17.5	8.1e-12	0
engrave_lines	npr	2048×2048	240 ms	14 ms	17.4	2.2e-16	0
it_bit_lshift	gray	2048×2048	222 ms	13 ms	17.4	0.0e+00	0
vol_gradient_magnitude	feature	256×256×256	1.46 s	84 ms	17.2	8.2e-16	0
edges_color_sub_pix	contour	2048×2048×3	789 ms	46 ms	17.2	0.0e+00	0
eliminate_sp	rank	2048×2048	224 ms	13 ms	17.1	6.9e-15	0
emva_general_relative_qe	sensorgeneral	1048576	1.12 s	66 ms	17.1	1.4e-14	0
hx_shade_height_field	halcon_ext	2048×2048	282 ms	17 ms	17.1	0.0e+00	0
gabor	texture	2048×2048	544 ms	32 ms	17.1	1.7e-14	0
it_crop_part	geometry	2048×2048	231 ms	14 ms	17.1	1.2e-16	0
emva_bspline_regression	sensorchar	1048576	979 ms	58 ms	17.0	8.7e-15	0
warp_by_plane	plane_sweep_stereo	2048×2048	224 ms	13 ms	16.9	5.9e-17	0
varmodel_alignment	variation	8×512×512	2.26 s	134 ms	16.9	1.0e-06	126
hx_gen_ellipse_sector	halcon_ext	2048×2048	246 ms	15 ms	16.9	0.0e+00	0
vol_fft_lowpass	frequency	256×256×256	801 ms	48 ms	16.8	2.3e-16	0
tf_log_polar	geometry	2048×2048	252 ms	15 ms	16.8	2.3e-15	0
sigma_image	smoothing	2048×2048	241 ms	14 ms	16.8	6.9e-15	0
temporal_median_window	window	8×512×512	213 ms	13 ms	16.6	0.0e+00	0
equirect_rotate	omni360	2048×2048×3	1.04 s	63 ms	16.4	2.4e-16	0
gray_opening_rect	morphology	2048×2048	214 ms	13 ms	16.4	0.0e+00	0
rft_generic	frequency	2048×2048	205 ms	13 ms	16.4	9.1e-18	0
contact_patch_radius	tacdome	2048×2048	134 ms	8 ms	16.3	4.4e-16	0
grid_lines	plot	2048×2048	449 ms	28 ms	16.2	0.0e+00	0
varmodel_fit	variation	8×512×512	2.14 s	133 ms	16.2	4.1e-07	123
tsdf_from_depth	transform	2048×2048	341 ms	21 ms	16.2	0.0e+00	0
gray_opening	morphology	2048×2048	214 ms	13 ms	16.1	0.0e+00	0
hx_gen_rectangle2	halcon_ext	2048×2048	186 ms	12 ms	16.1	0.0e+00	0
carla_depth_decode	carla	2048×2048×3	178 ms	11 ms	16.1	0.0e+00	0
phase_rad	frequency	2048×2048	220 ms	14 ms	16.0	2.3e-12	0
sobel_mag	edges	2048×2048	211 ms	13 ms	16.0	1.8e-15	0
sk_li	segmentation	2048×2048	457 ms	29 ms	16.0	0.0e+00	0
f2_symmetry	texture	2048×2048	266 ms	17 ms	15.9	0.0e+00	0
emva_general_sensitivity	sensorgeneral	1048576	1.91 s	121 ms	15.8	3.6e-09	0
photometric_stereo	photometric	2048×2048	479 ms	30 ms	15.8	0.0e+00	0
aug_chromatic	augmentation	2048×2048	223 ms	14 ms	15.8	1.7e-16	0
img_to_beatcube	bridge	2048×2048	169 ms	11 ms	15.6	1.1e-16	2
ttc_truth	ttc	2048×2048	749 ms	48 ms	15.6	0.0e+00	0
video_summary_keyframes	summary	8×512×512	92 ms	6 ms	15.5	0.0e+00	0
canny	segmentation	2048×2048	225 ms	14 ms	15.5	0.0e+00	0
percentile_level	level	1048576	82 ms	5 ms	15.4	5.2e-10	0
polarization_demosaic_color	polarization	2048×2048	1.76 s	114 ms	15.4	0.0e+00	0
fft_generic	frequency	2048×2048	223 ms	15 ms	15.3	1.0e-13	0
histogram_match	matching	2048×2048	1.02 s	66 ms	15.3	0.0e+00	0
edges_sub_pix	contour	2048×2048	240 ms	16 ms	15.3	1.3e-12	0
local_std	texture	2048×2048	194 ms	13 ms	15.3	4.0e-07	0
class_ndim_norm	classify	2048×2048	249 ms	16 ms	15.3	0.0e+00	0
removal_depth_from_heights	polish	2048×2048	499 ms	33 ms	15.2	1.4e-12	0
emva_ptc_linearity_check	sensorchar	1048576	917 ms	61 ms	15.0	5.8e-11	0
annotate3d_axes	annotate3d	2048×2048	853 ms	57 ms	14.9	0.0e+00	0
tb_companding_mu_law	typed	1048576	69 ms	5 ms	14.9	1.2e-16	0
tb_drag_coefficient_sphere	typed	1048576	69 ms	5 ms	14.9	9.9e-17	0
xyz_to_lab	colorspace	2048×2048×3	487 ms	33 ms	14.8	2.5e-16	0
ttc_from_flow	ttc	2048×2048	293 ms	20 ms	14.8	0.0e+00	0
dog	edges	2048×2048	183 ms	12 ms	14.8	2.1e-14	0
four_f_filter	wave	2048×2048	690 ms	47 ms	14.8	4.6e-16	0
xsp_morph_laplace	edges	2048×2048	212 ms	14 ms	14.7	0.0e+00	0
resample	signal	1048576	38 ms	3 ms	14.7	6.1e-16	0
mandelbrot_interior	complex	2048×2048	133 ms	9 ms	14.6	0.0e+00	0
tb_lf_epi_slope	typed	3×3×256×256	39 ms	3 ms	14.5	6.0e-15	1
robinson_amp	edges	2048×2048	450 ms	31 ms	14.5	0.0e+00	0
cplx_domain_colour	complex	2048×2048	737 ms	51 ms	14.4	1.3e-15	0
closest_point_transform	region	2048×2048	283 ms	20 ms	14.4	0.0e+00	0
local_bimodality	texture	2048×2048	652 ms	45 ms	14.4	4.1e-12	0
img_to_keypoints	bridge	2048×2048	108 ms	8 ms	14.3	0.0e+00	0
lowpass	frequency	2048×2048	508 ms	36 ms	14.2	4.0e-16	0
annotate3d_arrow	annotate3d	2048×2048	383 ms	27 ms	14.2	0.0e+00	0
img_to_monogenic	bridge	2048×2048	909 ms	64 ms	14.2	1.3e-14	0
annotate_leader	paper	2048×2048	780 ms	56 ms	14.0	0.0e+00	0
perceptual_hash	hash	2048×2048	64 ms	5 ms	13.9	0.0e+00	1
tb_temporal_median_window	typed	8×512×512	188 ms	14 ms	13.9	0.0e+00	0
derivate_gauss	edges	2048×2048	204 ms	15 ms	13.8	2.3e-15	0
dem_geodetic_slope	geodesy	2048×2048	208 ms	15 ms	13.8	1.5e-16	0
f2_bit_slice	gray	2048×2048	208 ms	15 ms	13.8	0.0e+00	0
tonemap_aces	render	2048×2048	169 ms	12 ms	13.8	0.0e+00	0
annotate_orientation	paper	2048×2048	778 ms	57 ms	13.7	0.0e+00	0
lucky_select	quality	2048×2048	1.50 s	109 ms	13.7	0.0e+00	0
it_add_image_border	geometry	2048×2048	164 ms	12 ms	13.6	1.2e-16	0
class_2dim_unsup	classify	2048×2048	2.62 s	193 ms	13.5	0.0e+00	1
membrane_recover	tacsim	2048×2048×3	1.45 s	107 ms	13.5	2.3e-13	0
edges_color	edges	2048×2048×3	723 ms	54 ms	13.5	2.2e-14	0
clahe	gray	2048×2048	350 ms	26 ms	13.4	7.8e-17	0
gray_range_rect	rank	2048×2048	190 ms	14 ms	13.3	0.0e+00	0
xsp_detrend_flatten	gray	2048×2048	263 ms	20 ms	13.2	2.0e-15	0
mindlin_traction	tacslip	1024×1024	61 ms	5 ms	13.1	1.1e-16	0
xsp_gauss_grad_mag	edges	2048×2048	170 ms	13 ms	13.1	2.2e-15	0
power_ln	frequency	2048×2048	221 ms	17 ms	13.1	1.0e-13	0
tm_sinogram_denoise	tomography	2048×2048	177 ms	14 ms	12.9	2.3e-16	0
annotate3d_measure	annotate3d	2048×2048	585 ms	46 ms	12.8	0.0e+00	0
power_real	frequency	2048×2048	190 ms	15 ms	12.8	9.1e-18	0
gray_tophat	morphology	2048×2048	167 ms	13 ms	12.7	0.0e+00	0
peg_tip_from_rgbd	pegsim	2048×2048×3	4.73 s	373 ms	12.7	1.2e-09	0
diff_of_gauss	edges	2048×2048	213 ms	17 ms	12.7	2.1e-14	0
gray_bothat	morphology	2048×2048	167 ms	13 ms	12.6	0.0e+00	0
linear_to_srgb	colorspace	2048×2048×3	541 ms	43 ms	12.5	1.9e-16	0
bothat	morphology	2048×2048	147 ms	12 ms	12.4	0.0e+00	0
apply_weighting	level	1048576	55 ms	4 ms	12.3	5.3e-15	0
micro_phase_decode	light_transport	2048×2048	807 ms	66 ms	12.3	5.4e-16	1
fresnel_dielectric	interface	1048576	73 ms	6 ms	12.3	1.4e-16	0
lf_epi_slope	depth	3×3×256×256	41 ms	3 ms	12.3	6.0e-15	1
overlay_labels	overlay	2048×2048	213 ms	17 ms	12.2	0.0e+00	0
temporal_band_power	temporal	8×512×512	40 ms	3 ms	12.2	2.9e-16	0
joint_histogram	information	2048×2048	125 ms	10 ms	12.1	0.0e+00	0
cosmic_ray_reject_stack	cosmic	2048×2048	944 ms	78 ms	12.1	0.0e+00	0
revolution_volume_side	scoop	2048×2048	163 ms	14 ms	12.1	3.6e-08	0
gray_closing_shape	morphology	2048×2048	157 ms	13 ms	12.0	0.0e+00	0
deform_tps	deformation	2048×2048	3.96 s	329 ms	12.0	9.9e-14	0
binomial_filter	smoothing	2048×2048	132 ms	11 ms	12.0	1.1e-16	0
running_mean_std	recursive	8×512×512	53 ms	4 ms	11.9	0.0e+00	0
it_crop_rectangle1	geometry	2048×2048	157 ms	13 ms	11.9	1.3e-16	0
aug_cutout	augmentation	2048×2048	156 ms	13 ms	11.7	0.0e+00	2
vol_label_mpr_rgb	slice	256×256×256×3	586 ms	50 ms	11.6	0.0e+00	0
f2_topographic	edges	2048×2048	741 ms	64 ms	11.6	0.0e+00	0
annotate_angle	paper	2048×2048	570 ms	49 ms	11.5	0.0e+00	0
tb_angular_spectrum_propagate	typed	2048×2048	843 ms	74 ms	11.4	3.4e-16	1
chromatic_aberration	post	2048×2048×3	444 ms	39 ms	11.3	1.9e-16	0
texture_laws	texture	2048×2048	171 ms	15 ms	11.3	2.6e-13	0
prewitt_amp	edges	2048×2048	172 ms	15 ms	11.3	2.4e-15	0
sg_region_growing_seeded	segment	2048×2048	205 ms	18 ms	11.3	0.0e+00	0
polariscope_intensity	photoelastic	2048×2048	155 ms	14 ms	11.3	1.8e-16	0
hx_gen_ellipse	halcon_ext	2048×2048	182 ms	16 ms	11.3	0.0e+00	0
vx_warp_perspective	geometry	2048×2048	385 ms	34 ms	11.2	0.0e+00	0
vol_gaussian	3d	256×256×256	759 ms	68 ms	11.2	2.3e-16	0
it_bit_mask	gray	2048×2048	131 ms	12 ms	11.2	0.0e+00	0
color_grade	post	2048×2048×3	557 ms	50 ms	11.2	3.1e-16	0
thin_film_reflectance	appearance	1048576	643 ms	58 ms	11.1	1.0e-12	0
lines_color	contour	2048×2048×3	492 ms	44 ms	11.1	0.0e+00	0
tan_image	arithmetic	2048×2048	155 ms	14 ms	11.0	6.9e-17	0
prewitt_mag	edges	2048×2048	164 ms	15 ms	11.0	2.4e-15	0
f2_lut_trans	gray	2048×2048	138 ms	13 ms	11.0	8.4e-17	0
terrain_gradient	terrain	2048×2048	7.38 s	671 ms	11.0	4.2e-16	0
sfp_dolp_model	shape_from_polarization	2048×2048	187 ms	17 ms	11.0	7.6e-16	0
quat_image_multiply	algebra	2048×2048×4	673 ms	62 ms	10.9	0.0e+00	0
hx_close_edges_length	halcon_ext	2048×2048	143 ms	13 ms	10.9	0.0e+00	0
whiten_by_psd	matched	1048576	47 ms	4 ms	10.9	6.0e-16	0
annotate_legend	paper	2048×2048	562 ms	52 ms	10.8	0.0e+00	0
tem_image_weak_phase	tem	2048×2048	684 ms	63 ms	10.8	4.5e-13	1
hertz_surface_ur	tacslip	1024×1024	48 ms	4 ms	10.8	5.1e-16	0
surface_normals	photometric	2048×2048	281 ms	26 ms	10.7	0.0e+00	0
vx_histogram	pixel	2048×2048	65 ms	6 ms	10.7	0.0e+00	0
overlay_mask	overlay	2048×2048	130 ms	12 ms	10.7	0.0e+00	0
laplace	edges	2048×2048	127 ms	12 ms	10.5	3.1e-14	0
create_funct_1d_pairs	function	1048576	24 ms	2 ms	10.5	0.0e+00	0
unsharp	smoothing	2048×2048	110 ms	11 ms	10.4	1.7e-16	0
superpixel_color_texture_features	plant	2048×2048×3	1.23 s	118 ms	10.4	7.2e-15	0
sdf_smooth_union	sdf_csg	256×256×256	637 ms	61 ms	10.4	0.0e+00	0
angular_spectrum_propagate	wave	2048×2048	696 ms	67 ms	10.3	3.3e-16	1
dem_tpi	surface	2048×2048	262 ms	26 ms	10.2	4.4e-14	0
specular_coefficient_map	dichromatic	2048×2048×3	648 ms	63 ms	10.2	4.9e-16	0
tb_specular_coefficient_map	typed	2048×2048×3	648 ms	65 ms	10.0	4.9e-16	0
hertz_surface_uz	tacsim	1024×1024	41 ms	4 ms	10.0	3.7e-16	0
iqft2	fourier	2048×2048×4	673 ms	68 ms	9.9	1.8e-12	0
frei_dir	edges	2048×2048	157 ms	16 ms	9.9	2.7e-14	0
arc	shape	2048×2048	323 ms	33 ms	9.8	0.0e+00	0
adaptive_gauss_thresh	segmentation	2048×2048	145 ms	15 ms	9.8	0.0e+00	0
tb_envelope	typed	1048576	54 ms	6 ms	9.7	8.7e-16	0
dots_image	edges	2048×2048	223 ms	23 ms	9.5	3.6e-15	0
marker_detect	tacslip	2048×2048	510 ms	54 ms	9.5	3.5e-06	1
it_change_format	geometry	2048×2048	111 ms	12 ms	9.5	0.0e+00	0
sk_otsu	segmentation	2048×2048	122 ms	13 ms	9.5	0.0e+00	0
it_region_to_bin	segmentation	2048×2048	139 ms	15 ms	9.4	0.0e+00	0
tb_temporal_band_power	typed	8×512×512	45 ms	5 ms	9.4	2.4e-16	0
tb_monogenic_orientation	typed	2048×2048×4	257 ms	27 ms	9.4	1.2e-16	0
label_points	pointer	2048×2048	678 ms	73 ms	9.3	0.0e+00	0
dem_geocentric_grid	geodesy	2048×2048	397 ms	43 ms	9.3	2.4e-13	0
frei_amp	edges	2048×2048	125 ms	13 ms	9.2	2.2e-15	0
nonmax_suppression_amp	segmentation	2048×2048	125 ms	14 ms	9.2	0.0e+00	0
hilbert_analytic	spectral	1048576	127 ms	14 ms	9.2	6.5e-15	0
quantization_error	gray	2048×2048	117 ms	13 ms	9.2	0.0e+00	0
blast_normals	finish	2048×2048×3	479 ms	52 ms	9.1	0.0e+00	1
terrain_height	terrain	2048×2048	6.24 s	685 ms	9.1	2.8e-16	0
tb_cx_ifft	typed	2048×2048	164 ms	18 ms	9.1	1.3e-13	0
raw_dead_pixel_correct	isp	2048×2048	275 ms	30 ms	9.1	0.0e+00	0
annotate_colorbar	paper	2048×2048	641 ms	71 ms	9.1	2.7e-16	0
raw_demosaic_bilinear	isp	2048×2048	253 ms	28 ms	9.0	0.0e+00	0
tb_monogenic_amplitude	typed	2048×2048×4	210 ms	23 ms	8.9	1.6e-16	0
blob_overlay	extract	2048×2048	426 ms	48 ms	8.9	0.0e+00	1
local_threshold	segmentation	2048×2048	113 ms	13 ms	8.9	0.0e+00	0
tb_qft2	typed	2048×2048×4	631 ms	71 ms	8.9	7.8e-15	0
classify_image_class_lut	classify	2048×2048	64 ms	7 ms	8.9	0.0e+00	0
vol_dilate	3d	256×256×256	417 ms	47 ms	8.9	0.0e+00	0
plant_color_index	plant	2048×2048×3	295 ms	33 ms	8.8	0.0e+00	0
annotate_text_path	paper	2048×2048	176 ms	20 ms	8.8	0.0e+00	6
hx_gen_circle	halcon_ext	2048×2048	194 ms	22 ms	8.8	0.0e+00	0
xsp_savgol	smoothing	2048×2048	230 ms	26 ms	8.7	1.3e-15	0
hx_fit_surface1	halcon_ext	2048×2048	452 ms	52 ms	8.7	8.6e-05	0
zoom_image_factor	geometry	2048×2048	302 ms	35 ms	8.7	2.3e-16	0
gray_erosion	morphology	2048×2048	117 ms	13 ms	8.7	0.0e+00	0
xsk3_integral_image	gray	2048×2048	127 ms	15 ms	8.6	1.2e-15	0
cepstrum	bearing	1048576	57 ms	7 ms	8.6	6.7e-16	0
gopen	morphology	2048×2048	139 ms	16 ms	8.6	0.0e+00	0
gray_closing	morphology	2048×2048	138 ms	16 ms	8.5	0.0e+00	0
tb_running_gaussian_background	typed	8×512×512	84 ms	10 ms	8.5	0.0e+00	0
min_filter	rank	2048×2048	116 ms	14 ms	8.4	0.0e+00	0
tb_fly_tau_from_expansion	typed	1048576	38 ms	5 ms	8.4	4.9e-18	0
local_max	segmentation	2048×2048	125 ms	15 ms	8.4	0.0e+00	0
wrapped_phase	structured_light	2048×2048	174 ms	21 ms	8.4	4.6e-17	0
annotate_markers	paper	2048×2048	702 ms	85 ms	8.3	0.0e+00	0
highpass	frequency	2048×2048	344 ms	42 ms	8.3	1.0e-13	0
ensquared_energy	imaging	2048×2048	55 ms	7 ms	8.3	1.8e-19	0
vol_boundary_points	boundary	256×256×256	133 ms	16 ms	8.1	0.0e+00	0
ellipse_pressure_shifted	tactorque	1024×1024	31 ms	4 ms	8.1	5.4e-16	0
tb_resample	typed	1048576	24 ms	3 ms	8.1	7.1e-16	0
potential_flow_cylinder	swarmflow	1048576	1.43 s	179 ms	8.0	3.5e-16	0
aug_barrel	augmentation	2048×2048	326 ms	41 ms	8.0	1.2e-16	0
vignette	post	2048×2048×3	279 ms	35 ms	7.9	1.9e-16	0
sk_adjust_log	gray	2048×2048	106 ms	13 ms	7.9	1.2e-16	0
wipe_coverage	polish	2048×2048	355 ms	45 ms	7.9	0.0e+00	0
quantize_lloyd_max	gray	2048×2048	616 ms	78 ms	7.9	2.0e-15	0
separate_direct_global	light_transport	2048×2048	556 ms	72 ms	7.7	0.0e+00	0
sph_kernel	swarmflow	1048576	27 ms	4 ms	7.7	2.4e-16	0
color_bar	furniture	2048×2048	427 ms	56 ms	7.6	0.0e+00	0
bit_and	nary	2048×2048	114 ms	15 ms	7.6	0.0e+00	0
palette_quantize	post	2048×2048×3	951 ms	125 ms	7.6	0.0e+00	0
tem_ctf_correct	tem	2048×2048	532 ms	70 ms	7.6	3.4e-16	1
running_gaussian_background	background	8×512×512	70 ms	9 ms	7.6	0.0e+00	0
anscombe_inverse	transform	2048×2048	96 ms	13 ms	7.6	1.1e-16	0
smooth_image	smoothing	2048×2048	119 ms	16 ms	7.5	1.7e-16	0
aug_fixed_pattern	augmentation	2048×2048	95 ms	13 ms	7.5	0.0e+00	2
crossing_gate_state	crossing	1048576	57 ms	8 ms	7.5	7.1e-17	0
img_to_lightfield	bridge	2048×2048	2.79 s	374 ms	7.5	0.0e+00	0
isotropic_diffusion	smoothing	2048×2048	97 ms	13 ms	7.4	2.3e-16	0
spectrum	signal	1048576	24 ms	3 ms	7.4	3.0e-18	0
aug_motion_blur	augmentation	2048×2048	146 ms	20 ms	7.4	2.9e-16	0
vol_fft_highpass	frequency	256×256×256	772 ms	105 ms	7.4	1.4e-14	0
tb_monogenic_phase	typed	2048×2048×4	147 ms	20 ms	7.4	1.1e-16	0
surface_form_error	surface_fit	2048×2048	457 ms	62 ms	7.3	6.3e-08	0
coverage_edge_points	pegsim	2048×2048	111 ms	15 ms	7.3	0.0e+00	0
img_to_projection_profile	bridge	2048×2048	33 ms	5 ms	7.2	2.6e-16	0
fly_tau_from_expansion	looming	1048576	31 ms	4 ms	7.2	1.1e-16	0
anomaly_pro	anomaly_eval	4×512×512	63 ms	9 ms	7.1	2.3e-13	1
unproject_spherical	lidar_projection	2048×2048	250 ms	36 ms	7.0	5.5e-17	0
carla_label_unmap	carla	2048×2048	39 ms	6 ms	7.0	0.0e+00	0
gray_closing_rect	morphology	2048×2048	136 ms	19 ms	7.0	0.0e+00	0
ods_depth_to_disparity	omni360	2048×2048	104 ms	15 ms	7.0	1.1e-16	0
crosshair	pointer	2048×2048	104 ms	15 ms	7.0	0.0e+00	0
fly_hex_quantize	sample	1048576	22 ms	3 ms	7.0	0.0e+00	0
vx_nonlinear_filter	filter	2048×2048	63 ms	9 ms	6.9	0.0e+00	0
aug_vignette	augmentation	2048×2048	215 ms	32 ms	6.8	1.1e-16	0
it_convert_image_type	gray	2048×2048	79 ms	12 ms	6.8	0.0e+00	0
gclose	morphology	2048×2048	137 ms	20 ms	6.8	0.0e+00	0
log	edges	2048×2048	193 ms	29 ms	6.8	5.0e-15	0
mean_box_wh	smoothing	2048×2048	110 ms	16 ms	6.8	7.4e-15	0
temporal_bandpass	temporal	8×512×512	57 ms	8 ms	6.7	5.4e-17	0
it_crop_domain	domain	2048×2048	100 ms	15 ms	6.7	0.0e+00	0
tb_specular_diffuse_split	typed	2048×2048×3	682 ms	104 ms	6.6	1.7e-15	0
it_bit_rshift	gray	2048×2048	91 ms	14 ms	6.5	0.0e+00	0
sprite_blit	sprite	2048×2048×4	1.29 s	198 ms	6.5	0.0e+00	1
tb_temporal_bandpass	typed	8×512×512	46 ms	7 ms	6.5	6.0e-17	0
bearing_angle_image	range_image	2048×2048	59 ms	9 ms	6.5	0.0e+00	0
compare_frame	compose	2048×2048	135 ms	21 ms	6.5	0.0e+00	0
sg_normalized_cut_2	segment	2048×2048	343 ms	53 ms	6.5	0.0e+00	1
binary_threshold	segmentation	2048×2048	85 ms	13 ms	6.5	0.0e+00	0
structure_tensor_coherence	texture	2048×2048	512 ms	80 ms	6.4	6.7e-14	0
zoom_inset	compose	2048×2048	133 ms	21 ms	6.4	0.0e+00	0
invert_funct_1d	function	1048576	37 ms	6 ms	6.4	0.0e+00	0
roberts	edges	2048×2048	137 ms	22 ms	6.3	1.4e-16	0
gray_dilation	morphology	2048×2048	78 ms	12 ms	6.3	0.0e+00	0
tb_apply_weighting	typed	1048576	56 ms	9 ms	6.3	4.4e-15	0
eval_poly_surface	surface_fit	6	265 ms	42 ms	6.3	1.1e-16	0
qft2	fourier	2048×2048×4	697 ms	112 ms	6.2	7.8e-15	0
mat_pinv	linalg	1024×1024	1.99 s	320 ms	6.2	2.5e-15	0
wetness	material	2048×2048×3	267 ms	43 ms	6.2	0.0e+00	0
srgb_to_linear	colorspace	2048×2048×3	468 ms	76 ms	6.2	6.8e-17	0
hx_region_to_mean	halcon_ext	2048×2048	106 ms	17 ms	6.2	8.4e-15	0
normal_error_map	tacscalib	2048×2048×3	294 ms	48 ms	6.1	1.0e-16	0
check_difference	compare	2048×2048	45 ms	7 ms	6.1	0.0e+00	0
normal_map_decode	light	2048×2048×3	251 ms	42 ms	6.0	0.0e+00	0
nine_slice	sprite	2048×2048×4	72 ms	12 ms	6.0	0.0e+00	0
hx_gen_derivative_filter	halcon_ext	2048×2048	111 ms	19 ms	5.9	1.4e-16	0
vol_gamma	gray	256×256×256	324 ms	55 ms	5.9	5.7e-17	0
hertz_pressure_shifted	tactorque	1024×1024	21 ms	4 ms	5.9	1.3e-15	0
beam_hardening_apply	artifact	2048×2048	75 ms	13 ms	5.9	7.4e-19	0
monogenic_phase	riesz	2048×2048×4	177 ms	31 ms	5.8	8.3e-17	0
tb_wetness	typed	2048×2048×3	390 ms	68 ms	5.8	0.0e+00	0
morph	morph	2048×2048	1.78 s	310 ms	5.7	1.3e-15	4
tb_fly_lgmd_eta	typed	1048576	16 ms	3 ms	5.7	1.0e-16	0
dither	post	2048×2048	76 ms	13 ms	5.7	0.0e+00	2
img_to_cimage	bridge	2048×2048	112 ms	20 ms	5.7	5.5e-17	0
annotate3d_scale_bar	annotate3d	2048×2048	230 ms	41 ms	5.7	0.0e+00	0
alpha_composite	composite	2048×2048×4	1.13 s	201 ms	5.6	0.0e+00	1
gray_opening_shape	morphology	2048×2048	81 ms	14 ms	5.6	0.0e+00	0
particle_image_d50	grind	2048×2048	118 ms	21 ms	5.6	6.4e-15	3
hx_plane_deviation	halcon_ext	2048×2048	303 ms	54 ms	5.6	1.9e-04	0
simulate_defocus	smoothing	2048×2048	105 ms	19 ms	5.5	6.8e-15	0
vol_opening_ball	3d	256×256×256	331 ms	61 ms	5.5	0.0e+00	0
scale_bar	furniture	2048×2048	237 ms	44 ms	5.4	0.0e+00	0
sk_yen	segmentation	2048×2048	75 ms	14 ms	5.4	0.0e+00	0
macro_vol_denoise	macro	256×256×256	637 ms	119 ms	5.4	1.1e-16	0
annotate_figure_grid	paper	2048×2048	2.29 s	429 ms	5.3	0.0e+00	0
hx_gen_disc_se	halcon_ext	2048×2048	115 ms	22 ms	5.3	0.0e+00	0
gray_erosion_rect	rank	2048×2048	71 ms	13 ms	5.3	0.0e+00	0
ods_disparity_to_depth	omni360	2048×2048	69 ms	13 ms	5.3	0.0e+00	0
carla_depth_encode	carla	2048×2048	108 ms	20 ms	5.3	0.0e+00	0
punch_surface_uz	tactorque	1024×1024	21 ms	4 ms	5.3	1.2e-16	0
max_filter	rank	2048×2048	67 ms	13 ms	5.3	0.0e+00	0
hx_gen_lowpass	halcon_ext	2048×2048	58 ms	11 ms	5.3	0.0e+00	0
lf_disparity_to_depth	depth	2048×2048	96 ms	18 ms	5.2	0.0e+00	0
hue_saturation	isp	2048×2048×3	261 ms	50 ms	5.2	3.6e-16	0
graycode_decode	structured_light	2048×2048	191 ms	37 ms	5.2	0.0e+00	0
gradient3d	edges	256×256×256	1.03 s	199 ms	5.2	2.3e-15	0
emva_spectrogram	sensorchar	2048×2048	189 ms	37 ms	5.2	1.4e-15	0
sigmoid	gray	2048×2048	63 ms	12 ms	5.1	2.8e-17	0
gauss_filter	smoothing	2048×2048	73 ms	14 ms	5.1	2.3e-16	0
runlength_smear	morphology	2048×2048	66 ms	13 ms	5.1	0.0e+00	0
blend_mode	composite	2048×2048×3	224 ms	44 ms	5.1	0.0e+00	0

倍率の中央値 14.8、最小 5.1、最大 308.8。

採用 507 件のうち 53 件は手書きの GPU 経路(accel 系)も持つ。新しく GPU で走るようになったのは 454 件。

GPU 対応率への数え方(分母 2127 件 = required + suitable)

経路	件数
手書き経路(accel / accel_vol / accel_match)	85
許可リスト経由(機械的 GPU 化。fullseye/data/gpu_auto_allow.json)	507
うち手書きと重複	53
合算(重複を 1 回と数える)	539

注記: 許可リスト経由の 507 件は既定では有効でない。明示の GPU 指定か許可リストを使ったときだけ GPU で走る。手書き経路とは数字を混ぜず、必ず上の内訳で示す。採用の門(内部差 < 5e-03・転送込み 5.0 倍以上・出力定数は不採用)は変えていない。

実寸の比較は間引いた標本で行ったので、倍率の上位と無作為標本の 659 件は全画素で比べ直した(tools/gpu_auto_verify.py)。一致 658 件。

一致したが遅い op(倍率の高い順に上位 30)

op	族	入力	CPU	GPU	倍率
alife_reaction_bz	artificial-life	2048×2048	3.66 s	35 ms	105.52
speckle_quality	solid	2048×2048	927 ms	10 ms	94.67
canny3d	edges	256×256×256	3.24 s	42 ms	77.27
sp_saddle_points_sub_pix	subpix	2048×2048	497 ms	8 ms	60.29
annotate_invert_visibility	overlay	2048×2048	407 ms	7 ms	56.40
hx_estimate_tilt_zc	halcon_ext	2048×2048	175 ms	3 ms	52.81
surface_params	measure	2048×2048	2.79 s	55 ms	50.28
frame_quality	quality	2048×2048	489 ms	10 ms	48.30
tf_census_transform	texture	2048×2048	631 ms	14 ms	44.34
occlusion_edges	range_image	2048×2048	189 ms	5 ms	37.80
itof_flying_pixel_mask	itof	2048×2048	733 ms	20 ms	35.85
tb_equivalent_level	typed	1048576	82 ms	3 ms	31.67
phase_correlation_shift	registration	2048×2048	1.22 s	39 ms	31.51
hx_estimate_tilt_lr	halcon_ext	2048×2048	138 ms	4 ms	31.03
cplx_cr_residual	complex	2048×2048	244 ms	8 ms	30.73
optimal_snr	matched	1048576	77 ms	3 ms	26.26
equivalent_level	level	1048576	65 ms	3 ms	25.82
edge_alias_energy	render	2048×2048	121 ms	5 ms	25.50
riesz_transform	riesz	2048×2048	1.08 s	44 ms	24.46
vx_nonmax_suppression	suppress	2048×2048	59 ms	3 ms	23.68
tb_cplx_cr_residual	typed	2048×2048	212 ms	9 ms	23.00
vx_remap	geometry	2048×2048	166 ms	7 ms	22.88
vx_table_lookup	pixel	2048×2048	44 ms	2 ms	22.78
profile_params	measure	1048576	50 ms	2 ms	22.40
topology_signature	medial	256×256×256	366 ms	17 ms	21.37
band_snr	temporal	8×512×512	77 ms	4 ms	19.62
hx_cooc_feature	halcon_ext	2048×2048	142 ms	7 ms	19.46
sk_sauvola	segmentation	2048×2048	290 ms	16 ms	18.48
matcap_shade	render	2048×2048×3	601 ms	34 ms	17.74
m1_measure_projection	measure1d	2048×2048	123 ms	7 ms	17.69

追加掃引: 前 → 後

修正層(gpu_shadow.py、道 1)と常駐の連続処理(道 2)を足す前後の件数。分母 2127 件は変えていない。

分類	前	後	差
採用(一致 + 転送込み 5 倍以上)	502	507	+5
常駐前提で採用(単独 1 回は 5 倍未満、GPU に載せたままの連続処理で 5 倍以上)	0	120	+120
パイプライン常駐可(単独は 5 倍未満、GPU に載せたままの連続処理で 1 倍以上 5 倍未満。単独では採用しない)	0	37	+37
一致したが遅い(5 倍未満)	486	331	-155
一致したが実寸の入力を作れない(固定形の入力)	438	444	+6
不一致	48	48	+0
判定不能(出力が定数)	145	145	+0
例外(CuPy 側の不足・型の混在)	62	48	-14
包み(cv2 / skimage / PIL が本体)	184	184	+0
Python ループが律速	67	67	+0
測れなかった	195	196	+1

採用の増分は道 1 が 5 件(単独 1 回呼び)、道 2 が 120 件(常駐前提・別枠)。常駐前提の採用は単独 1 回呼びの採用と混ぜて数えない。

道 1: 原因別の結果

原因	前の件数	直した(一致になった)	うち実寸で採用	直せない	直せない理由
wrapper_skimage	108	0	0	108	本体が skimage(ネイティブ)。CuPy 配列を受け付けない。CPU へ渡して戻すだけの差し替えは GPU 化ではない
wrapper_cv2	60	0	0	60	本体が OpenCV(ネイティブ)。同上
wrapper_PIL	16	0	0	16	本体が PIL(ネイティブ)。同上
value_error	14	1	1	13	疎グラフ(csgraph)・疎行列の解法・縮退入力・自作クラスの型比較。CuPy 側に同等が無いか、入力の問題
numpy_cupy_mix	13	8	3	5	CuPy が受け付けない型の混在(「直した」以外の残り)
type_error	13	3	1	10	0 次元 CuPy 配列を Python の添字・辞書キー・スライスに使う箇所、SuperLU の LU.solve(CPU 専用)など。対応には op 側の書換えが要る
implicit_numpy	9	0	0	9	疎行列・グラフ・skimage 経由で本物の numpy が CuPy 配列を受け取る。疎行列/グラフ(CPU アルゴリズム)は GPU に載せても転送が増えるだけ
gpu_timeout	7	2	0	5	90 秒で終わらない(小さなカーネルを大量に発行する Python ループ律速)
unhashable_array	4	0	0	4	配列を set / dict のキーに使う Python ループ(GPU 化の対象でない)
gpu_crash	2	0	0	2	プロセスが落ちる

直した op と実寸の倍率:

op	原因	結果	倍率(単独)
car_hybrid_astar	numpy_cupy_mix	match_slow	—
fit_spin	gpu_timeout	match_fixed	—
micro_phase_decode	value_error	adopted	12.32
peg_measure_overlay	numpy_cupy_mix	adopted	18.30
perpetual_render	numpy_cupy_mix	match_fixed	—
plenoptic_mla_calibrate	numpy_cupy_mix	match_fixed	—
register_fpfh	gpu_timeout	match_fixed	—
sem_image	type_error	unmeasured	—
sign_image	numpy_cupy_mix	match_fixed	—
speckle_statistics	type_error	adopted	25.29
stat_ks_test	type_error	match_slow	0.95
synth_frame_series	numpy_cupy_mix	match_fixed	—
varmodel_alignment	numpy_cupy_mix	adopted	16.92
varmodel_fit	numpy_cupy_mix	adopted	16.16

直した修正(gpu_shadow.py。numpy / scipy を呼ぶ側のソースは書き換えない):

• a[i] = (x, y) のようにタプル・リストを CuPy 配列へ代入する形を、読み込み時の AST 書換えで配列に包む(CuPy は右辺のタプルを受け付けない)。
• x.max(initial=v) / min / sum の initial を maximum / minimum / 加算に置く。
• np.repeat の repeats が CuPy 配列のとき CPU の整数列にして渡す。
• np.full(shape, ndarray) を broadcast に置く。
• object dtype を CuPy が拒否した呼び出しは CPU に退避して数える。
• scipy.stats.kstest の結果のようにキーワード専用の追加項目を持つ namedtuple を、同名の namedtuple で組み直す。

道 2: 常駐前提の連続処理

単独 1 回呼びで 3.5〜5 倍だった op を、入力を GPU に先に 8 個ぶん置き、計算を続け、出力を 1 回だけ戻して測り直した。1 回あたりの時間 = (往路の転送 + 計算の総和 + 復路の転送) / 8。計算は 1 回ごとに Stream.synchronize() の後に時計を読む。CPU に退避した呼び出しがある op は常駐前提にならないので採用から除く。

測った 193 件のうち、常駐前提で採用 120 件、CPU 退避ありで除外 7 件、5 倍未満 62 件、不一致 0 件。

「単独(再)」は常駐の測定と同じ場で単独 1 回呼びも測り直した倍率。先の測定より高い op が多く、先の単独の値は他の負荷で遅く出ていた可能性がある。採用の判定は先の測定のまま動かしていない(測り直しの値で採用に格上げしない)。

op	族	単独	単独(再)	常駐	計算のみ	CPU 退避	判定
tac_surface_normal	tactile	4.85	27.34	55.7	103.3	0	adopted_resident
laplace_of_gauss	edges	4.31	16.12	40.2	114.3	0	adopted_resident
rescale_img	geometry	1.92	19.39	34.3	57.4	0	adopted_resident
synthesize_fringes	structured_light	4.73	8.10	34.1	103.5	0	adopted_resident
phase_deg	frequency	2.47	18.53	31.3	80.0	0	adopted_resident
img_to_video	bridge	3.45	6.45	29.2	74.4	0	adopted_resident
mean_box	smoothing	1.32	10.30	27.6	99.8	0	adopted_resident
hx_gen_checker_region	halcon_ext	2.04	9.75	25.4	83.0	0	adopted_resident
grating_stepping_simulate	grating_interf	4.75	6.42	23.9	48.3	0	adopted_resident
roberts_mag	edges	4.21	9.36	23.9	73.5	0	adopted_resident
alpha_composite_premul	composite	2.47	10.84	22.6	87.8	0	adopted_resident
vol_rotate	geom_transform	1.80	8.01	22.6	91.1	0	adopted_resident
aolp_to_azimuth	shape_from_polarization	4.49	6.42	21.9	75.2	0	adopted_resident
zoom_image_size	geometry	1.00	10.10	21.7	87.6	0	adopted_resident
rgb3_to_gray	color	1.85	11.45	21.6	110.4	0	adopted_resident
polarization_render	polarization	4.80	6.20	21.0	62.6	0	adopted_resident
anaglyph_crosstalk	omni360	3.40	9.06	20.9	45.7	0	adopted_resident
surface_filter	prepare	4.71	5.95	20.9	74.9	0	adopted_resident
dither_ordered	gray	4.62	9.55	18.5	61.8	16	match_slow
vol_dilation_ball	3d	2.00	7.72	17.9	107.0	0	adopted_resident
anscombe_transform	transform	4.26	6.54	17.4	65.4	0	adopted_resident
pow_image	gray	4.44	6.92	17.2	51.4	0	adopted_resident
vol_fft_bandpass	frequency	3.05	19.46	16.7	32.0	0	adopted_resident
hx_close_edges	halcon_ext	4.72	6.21	16.2	52.4	0	adopted_resident
hx_gen_bandfilter	halcon_ext	3.32	6.03	15.9	57.9	0	adopted_resident
sin_image	arithmetic	4.82	5.69	15.9	64.9	0	adopted_resident
cos_image	arithmetic	1.47	5.78	15.8	61.3	0	adopted_resident
ritter_dam_break	swarmflow	3.41	4.88	15.0	38.2	0	adopted_resident
edge_points	edges	3.69	3.89	14.6	45.5	0	adopted_resident
gray_dilation_shape	morphology	2.85	4.49	14.5	51.8	0	adopted_resident
auto_threshold	segmentation	3.81	6.04	14.5	33.6	0	adopted_resident
gamma	gray	3.45	5.42	14.3	48.1	0	adopted_resident
gerode	morphology	4.99	7.67	14.2	86.2	0	adopted_resident
quantize_uniform	gray	4.01	5.01	13.5	59.0	0	adopted_resident
sub_image	nary	2.83	6.10	13.1	74.8	0	adopted_resident
exp_image	arithmetic	4.33	4.98	13.1	58.0	0	adopted_resident
vol_erode	3d	4.73	8.42	12.9	92.2	0	adopted_resident
hx_disparity_to_xyz	halcon_ext	4.53	5.59	12.8	44.7	0	adopted_resident
equalize	gray	1.33	5.54	12.8	30.1	0	adopted_resident
caustic_floor_segmentation	watervision	3.14	15.91	12.7	16.7	0	adopted_resident
acos_image	arithmetic	1.88	4.47	12.7	54.0	0	adopted_resident
linear_trans_color	color	3.68	4.59	12.5	38.5	0	adopted_resident
tb_cx_apply_transfer_function	typed	1.06	5.55	12.4	53.2	0	adopted_resident
premultiply	composite	3.86	4.54	12.4	48.9	0	adopted_resident
scale_image	gray	3.29	4.81	12.2	59.5	0	adopted_resident
bit_or	nary	2.62	5.53	12.2	84.5	0	adopted_resident
noise_inconsistency_map	noise	3.02	5.66	12.0	22.3	0	adopted_resident
img_to_volume	bridge	2.39	2.56	12.0	26.7	0	adopted_resident
hx_fill_interlace	halcon_ext	4.00	4.37	11.8	46.4	0	adopted_resident
retardation_from_birefringence	photoelastic	2.19	2.76	11.6	43.4	0	adopted_resident
light_mask	light	3.54	5.18	11.4	67.6	0	adopted_resident
transform_funct_1d	function	2.87	3.87	11.4	29.0	0	adopted_resident
rgb_apply_gains	isp	3.04	4.07	11.4	44.0	0	adopted_resident
monogenic_amplitude	riesz	3.08	8.82	11.3	58.4	0	adopted_resident
scale_image_max	gray	2.18	4.15	11.3	41.2	0	adopted_resident
fast_threshold	segmentation	2.26	4.19	11.3	46.1	0	adopted_resident
tb_quaternion_to_rgb	typed	2.93	4.28	11.2	53.7	0	adopted_resident
vol_equalize	gray	3.81	5.21	11.1	35.2	0	adopted_resident
tb_cx_phase	typed	3.26	5.20	11.1	58.4	0	adopted_resident
equ_histo_image	gray	4.85	5.34	10.9	33.6	0	adopted_resident
surface_form_remove	prepare	3.05	4.37	10.8	27.5	0	adopted_resident
depth_to_organized_points	range_image	1.85	2.86	10.8	32.1	0	adopted_resident
img_to_rgb	bridge	4.35	8.91	10.4	16.1	0	adopted_resident
mult_image	nary	2.76	4.57	10.3	72.6	0	adopted_resident
tb_exponential_background	typed	3.95	5.67	10.2	18.9	0	adopted_resident
hertzian_tangential_inner	tacslip	3.87	3.84	10.2	47.7	0	adopted_resident
annotate_scale_bar	paper	2.20	8.11	10.2	11.7	0	adopted_resident
otsu	segmentation	4.10	4.57	10.1	23.7	0	adopted_resident
stereo360_sbs	omni360	1.43	3.27	10.1	74.8	0	adopted_resident
hx_mean_shape	halcon_ext	1.92	4.02	10.0	28.4	0	adopted_resident
vol_threshold	3d	1.63	3.25	10.0	65.2	0	adopted_resident
asin_image	arithmetic	3.80	3.60	9.8	38.4	0	adopted_resident
photon_uncertainty	counting	3.65	4.00	9.8	30.5	0	adopted_resident
atan_image	arithmetic	4.88	5.73	9.6	64.0	0	adopted_resident
vol_erosion_ball	3d	3.24	3.15	9.5	51.0	0	adopted_resident
log_image	arithmetic	4.45	3.34	9.5	38.7	0	adopted_resident
abs_diff_image	nary	1.91	4.15	9.4	71.2	0	adopted_resident
legend_box	furniture	4.17	8.50	9.3	10.0	0	adopted_resident
panel_grid	compose	1.37	3.07	9.0	35.3	0	adopted_resident
hx_histo_to_thresh	halcon_ext	3.33	4.11	8.9	17.8	0	adopted_resident
it_full_domain	domain	1.75	4.05	8.8	37.9	0	adopted_resident
gray_erosion_shape	morphology	2.36	3.99	8.7	37.3	0	adopted_resident
vol_tiled_map	domain	1.20	3.26	8.7	32.1	0	adopted_resident
tb_quantize	typed	3.94	4.94	8.6	19.1	0	adopted_resident
equ_histo_image_rect	gray	4.88	4.88	8.4	12.6	0	adopted_resident
smooth_funct_1d_gauss	function	1.91	3.57	8.4	22.3	0	adopted_resident
vol_boundary	boundary	1.32	2.72	8.3	48.5	0	adopted_resident
flow_magnitude	flow	3.60	6.50	8.3	87.0	0	adopted_resident
gray_dilation_rect	rank	1.78	4.47	8.2	26.6	0	adopted_resident
div_image	nary	2.70	4.27	8.2	69.7	0	adopted_resident
text_box	text	2.53	6.30	8.2	9.5	0	adopted_resident
retardation_convert	photoelastic	3.25	2.77	8.1	37.7	0	adopted_resident
underwater_image	watermedia	3.78	3.59	7.9	14.3	48	match_slow
min_image	nary	3.62	3.58	7.9	60.1	0	adopted_resident
hx_region_to_label	halcon_ext	3.13	3.43	7.8	18.0	0	adopted_resident
threshold	segmentation	3.09	2.86	7.8	29.3	0	adopted_resident
morph_sequence	morph	4.36	7.66	7.8	7.8	224	match_slow
tb_smooth_funct_1d_gauss	typed	3.26	3.33	7.7	18.2	0	adopted_resident
tb_integrate_funct_1d	typed	2.79	5.16	7.6	14.4	0	adopted_resident
sdf_offset	sdf_csg	2.39	2.47	7.4	43.4	0	adopted_resident
hx_rectangle1_domain	halcon_ext	1.95	2.60	7.4	31.4	0	adopted_resident
membrane_predict_rgb	tacscalib	1.17	2.53	7.2	32.2	0	adopted_resident
tb_magnus_lift_coefficient	typed	4.61	5.11	7.1	11.9	0	adopted_resident
vol_label_slice_rgb	slice	1.65	14.59	7.0	334.5	0	adopted_resident
quaternion_to_rgb	convert	1.61	3.47	7.0	40.2	0	adopted_resident
dct_transform	transform	4.64	6.11	6.7	7.2	8	match_slow
invert_image	gray	1.79	2.32	6.6	28.8	0	adopted_resident
carla_label_map	carla	1.91	1.96	6.6	14.9	0	adopted_resident
tb_cx_log_magnitude	typed	4.49	5.80	6.6	58.6	0	adopted_resident
stat_zscore	stats	4.56	4.86	6.5	15.8	0	adopted_resident
volume_downsample	preprocess	3.77	4.47	6.4	71.5	0	adopted_resident
coat_thickness_from_image	polish	5.00	3.37	6.4	16.9	0	adopted_resident
hx_gen_highpass	halcon_ext	3.57	3.46	6.3	20.0	0	adopted_resident
lights_fit_from_sphere	tacscalib	1.35	6.72	6.1	12.3	0	adopted_resident
vol_window_level	gray	3.23	6.53	6.0	13.6	0	adopted_resident
raw_apply_gains	isp	2.42	3.52	6.0	17.6	0	adopted_resident
deflicker	restore	2.87	3.96	5.8	9.5	0	adopted_resident
curvature_maps	feature	4.72	6.08	5.8	5.9	0	adopted_resident
tb_scale_y_funct_1d	typed	2.03	2.60	5.8	13.6	0	adopted_resident
tb_stat_zscore	typed	2.91	3.15	5.6	9.3	0	adopted_resident
tb_smooth_funct_1d_mean	typed	3.01	2.59	5.4	16.4	0	adopted_resident
compose_funct_1d	function	4.40	2.98	5.4	26.4	0	adopted_resident
cubic_photoelastic_birefringence	photoelastic	3.02	4.87	5.2	5.4	24	match_slow
marker_image	tacslip	1.94	4.10	5.2	8.6	0	adopted_resident
linescan_acquire	linescan	1.61	4.84	5.2	5.3	16	match_slow
film_grain	post	2.97	3.67	5.0	6.9	8	match_slow
specular_free_transform	dichromatic	3.40	4.14	5.0	58.5	0	adopted_resident
absolute_phase	structured_light	1.61	6.39	4.9	10.1	0	pipeline
cvar_cost_map	roverslip	2.23	3.65	4.7	5.0	56992	match_slow
tb_negate_funct_1d	typed	1.44	1.93	4.5	11.5	0	pipeline
ring_artifact_apply	artifact	1.10	1.54	4.4	19.3	8	match_slow
principal_stress	photoelastic	2.05	3.12	4.4	5.0	8	match_slow
beer_lambert_transmittance	glassbody	1.97	2.79	4.1	6.5	0	pipeline
gdilate	morphology	4.98	4.55	4.1	13.0	0	pipeline
annotate_panel_label	paper	3.33	6.77	4.1	5.5	0	pipeline
add_noise_white	noise	2.81	3.48	4.1	4.5	8	match_slow
regiongrowing_mean	segmentation	1.74	2.92	4.0	4.7	8	match_slow
unpremultiply	composite	3.36	3.23	3.9	4.3	8	match_slow
dl_aniso_diffusion	smoothing	2.68	3.72	3.7	4.0	0	pipeline
vol_reg_erode	3d	1.98	2.49	3.6	4.5	8	match_slow
lens_shading_gain	isp	1.77	2.08	3.6	11.4	0	pipeline
blob_label	connect	1.98	1.87	3.5	5.7	0	pipeline
invert	gray	1.35	2.05	3.5	24.7	0	pipeline
vol_label	regionprops	3.26	4.40	3.5	50.9	0	pipeline
dem_height_frame_residual	geodesy	4.37	5.17	3.4	4.5	0	pipeline
alife_langton_ant	artificial-life	1.09	2.70	3.4	4.1	0	pipeline
bit_not	gray	2.32	1.83	3.4	12.5	0	pipeline
integrate_funct_1d	function	2.45	4.24	3.3	5.1	0	pipeline
axes_frame	plot	1.87	2.14	3.3	6.3	0	pipeline
tb_specular_free_transform	typed	1.56	4.54	3.3	15.4	0	pipeline
graph_activation_latency	activity	3.88	4.59	3.2	6.2	0	pipeline
coat_image	polish	1.33	2.64	3.1	3.3	8	match_slow
aug_jpeg_blocks	augmentation	1.58	2.82	3.0	3.1	16	match_slow
membrane_render_rgb	tacsim	1.12	2.57	3.0	3.2	8	match_slow
itof_capture	itof	2.07	2.53	2.9	3.0	8	match_slow
tb_local_std	typed	1.98	2.69	2.8	2.9	8	match_slow
aug_read_noise	augmentation	1.84	2.39	2.8	3.0	16	match_slow
tb_abs_funct_1d	typed	2.26	1.70	2.7	7.0	0	pipeline
awb_gains	isp	1.72	5.89	2.6	5.2	0	pipeline
anomaly_region_overlap	anomaly_eval	1.74	2.78	2.5	2.7	0	pipeline
morph_gradient3d	morphology	2.28	2.36	2.4	2.4	0	pipeline
brightness_contrast	isp	3.63	2.47	2.4	6.1	0	pipeline
regiongrowing	segmentation	1.12	1.82	2.3	3.2	8	match_slow
sdf_subtract	sdf_csg	1.01	1.83	2.3	39.4	0	pipeline
scene_cut_detection	analysis	1.69	2.16	2.3	3.6	0	pipeline
abs_funct_1d	function	1.08	1.49	2.3	4.9	0	pipeline
xsp_dct_lowpass	frequency	1.73	2.17	2.2	2.2	16	match_slow
aug_shot_noise	augmentation	1.07	2.08	2.2	2.2	8	match_slow
morph_erode3d	morphology	2.13	2.01	2.1	2.1	0	pipeline
xsp_chamfer_dist	region	1.08	1.66	2.0	2.4	8	match_slow
abs_image	arithmetic	1.78	3.20	2.0	6.2	0	pipeline
sensor_capture	scene	1.73	1.91	2.0	2.0	16	match_slow
tb_derivate_funct_1d	typed	2.64	1.42	1.9	6.1	0	pipeline
hx_fit_surface2	halcon_ext	1.72	2.01	1.9	1.9	0	pipeline
morph_open3d	morphology	1.87	1.84	1.9	1.9	0	pipeline
xsp_dct_denoise	smoothing	3.74	1.77	1.9	1.9	16	match_slow
tb_sensor_capture	typed	1.35	1.77	1.8	1.8	16	match_slow
derivate_funct_1d	function	1.42	2.18	1.8	2.5	0	pipeline
bessel	numerics	1.51	1.76	1.8	1.8	8	match_slow
sqrt_image	arithmetic	1.71	1.02	1.6	5.3	0	pipeline
mosaic_tiles_render	npr	1.50	1.48	1.5	1.6	16	match_slow
sobel3d	feature	1.22	1.42	1.5	1.6	0	pipeline
harris3d_keypoints	feature_register	1.10	1.41	1.4	1.4	0	pipeline
add_noise_distribution	noise	1.50	1.33	1.4	1.7	8	match_slow
chebyshev_coeffs_nd	numerics	1.07	1.23	1.2	1.3	16	match_slow
background_flatten	surface_fit	1.02	1.20	1.2	1.2	0	pipeline
lf_epi	views	1.05	1.02	1.1	3.3	0	pipeline
wrist_deflection_from_rgbd	pegtactile	1.04	1.09	1.1	1.1	0	pipeline
interp_cubic	interp_poly	3.07	1.00	1.0	1.0	16	match_slow

族別

族	全	採用	遅い	固定形	不一致	判定不能	例外	包み	Pyループ	未計測
typed	123	24	38	35	6	1	3	0	0	0
edges	64	27	2	0	6	0	0	19	0	7
segmentation	54	12	8	0	0	0	0	28	0	2
gray	52	18	5	0	0	0	0	14	1	1
smoothing	50	16	6	0	0	0	1	17	0	8
halcon_ext	43	13	16	0	3	0	0	0	0	0
morphology	43	17	2	0	0	0	2	14	1	0
features	33	1	7	0	0	2	0	20	0	3
geometry	32	13	5	1	0	0	1	8	0	2
transform	32	4	7	6	0	0	0	1	4	9
texture	28	13	2	0	0	0	0	13	0	0
render	24	2	4	10	1	4	2	0	0	1
function	23	2	11	0	0	4	0	0	0	0
rank	23	17	0	0	0	0	0	4	0	1
frequency	22	14	2	0	0	0	0	2	0	2
omni360	22	3	8	5	0	2	0	0	1	1
bridge	18	6	4	2	1	0	0	0	2	0
contour	18	5	0	5	0	1	1	5	1	0
sensorchar	17	3	2	3	0	2	0	0	0	7
polarization	16	1	1	11	0	0	0	0	0	2
tactorque	16	4	2	9	0	1	0	0	0	0
carla	15	3	0	9	0	2	0	0	0	0
feature	15	6	3	3	0	0	0	1	0	0
paper	15	9	1	0	0	0	0	0	2	1
ball	14	0	0	12	0	2	0	0	0	0
extra	14	0	0	0	0	0	0	0	0	14
restoration	14	5	1	1	0	0	0	6	1	0
medial	13	3	1	0	1	0	0	6	0	2
nary	13	1	5	1	0	0	0	0	0	0
puck	13	0	0	11	0	2	0	0	0	0
surface	13	6	0	7	0	0	0	0	0	0
tacslip	13	3	1	3	2	2	0	0	0	0
3d	12	4	4	0	0	0	0	0	0	0
artificial-life	12	9	1	0	0	0	0	0	1	0
estimation	12	0	1	2	0	3	0	0	0	6
flow	12	0	2	5	0	2	2	0	0	0
illusion	12	0	0	12	0	0	0	0	0	0
isp	12	3	2	0	0	0	0	0	0	2
sdf_csg	12	1	2	7	0	0	0	0	0	0
wave	12	4	1	5	0	0	1	0	0	1
granular	11	0	1	0	0	2	0	0	0	8
graph	11	0	0	2	0	0	2	0	7	0
perpetual	11	0	0	7	0	0	4	0	0	0
scene	11	0	1	2	0	0	0	0	0	8
signal	11	3	7	0	1	0	0	0	0	0
terrain	11	7	0	3	0	1	0	0	0	0
arithmetic	10	1	0	0	0	0	0	0	0	0
augmentation	10	7	3	0	0	0	0	0	0	0
color	10	0	4	0	1	0	0	3	0	0
diabolo	10	0	0	7	0	3	0	0	0	0
linalg	10	1	0	5	3	0	0	0	0	1
polish	10	3	1	3	0	1	0	0	1	0
complex	9	3	1	5	0	0	0	0	0	0
numerics	9	0	5	2	0	0	0	0	0	2
pegsym	9	0	1	3	0	3	0	2	0	0
photoelastic	9	2	4	1	0	0	0	0	0	0
roverslip	9	0	2	6	0	0	0	0	0	1
structured_light	9	3	0	0	0	0	1	3	0	0
tacsim	9	2	2	2	1	2	0	0	0	0
algebra	8	1	2	3	0	2	0	0	0	0
cutting	8	0	1	4	0	3	0	0	0	0
field	8	0	0	8	0	0	0	0	0	0
motion	8	3	3	0	0	0	0	0	1	1
segment	8	4	0	0	0	0	0	4	0	0
shape_from_polarization	8	2	0	3	0	1	0	0	1	0
synth	8	0	0	7	0	0	0	0	0	1
tem	8	4	0	2	0	0	0	0	0	2
anomaly_eval	7	1	0	0	0	4	0	0	1	0
braidpath	7	0	0	1	0	3	1	0	2	0
decomposition	7	5	2	0	0	0	0	0	0	0
domain	7	1	3	1	0	0	0	0	0	0
imaging	7	3	1	0	0	0	0	0	0	3
lockin	7	0	0	0	0	0	0	0	0	7
pegsim	7	3	0	1	0	1	2	0	0	0
pegtactile	7	0	0	3	0	3	0	0	0	0
perceptual	7	2	0	0	0	5	0	0	0	0
photometric	7	3	0	0	1	3	0	0	0	0
post	7	6	1	0	0	0	0	0	0	0
spectral	7	1	0	1	3	0	1	0	0	1
stats	7	0	2	4	0	0	0	0	0	0
tacdome	7	1	0	6	0	0	0	0	0	0
tacscalib	7	1	1	3	0	0	0	0	0	0
annotate3d	6	6	0	0	0	0	0	0	0	0
appearance	6	2	1	0	0	2	0	0	0	1
classify	6	3	1	2	0	0	0	0	0	0
colorspace	6	4	0	0	0	0	0	0	0	2
composite	6	2	1	0	0	0	0	0	0	1
compression	6	0	1	0	0	1	0	2	0	2
curvature	6	0	0	3	0	0	0	0	0	3
descriptor	6	0	0	4	0	0	0	0	0	2
fidelity	6	0	0	0	0	5	0	0	0	1
grind	6	1	1	2	0	2	0	0	0	0
light_transport	6	3	0	3	0	0	0	0	0	0
matched	6	2	3	1	0	0	0	0	0	0
physics	6	6	0	0	0	0	0	0	0	0
pxrd	6	1	0	2	1	0	1	0	1	0
region	6	3	2	0	0	0	0	1	0	0
regionprops	6	0	3	0	1	0	0	0	1	0
subpix	6	0	4	0	0	0	0	0	2	0
ttc	6	3	0	2	0	1	0	0	0	0
agv	5	0	0	1	0	4	0	0	0	0
anomaly_patch	5	1	0	2	0	0	1	0	1	0
artifact	5	1	2	0	0	0	0	0	1	1
balltrack	5	0	0	3	0	2	0	0	0	0
geodesy	5	2	1	0	0	1	0	0	0	0
illumination	5	0	1	1	0	0	0	0	0	3
information	5	1	3	0	0	1	0	0	0	0
interp_poly	5	0	3	1	0	0	0	0	0	1
level	5	3	1	0	1	0	0	0	0	0
light	5	1	1	1	0	0	0	0	0	1
match_localize	5	0	0	0	0	1	4	0	0	0
matching	5	1	0	1	0	2	0	0	0	1
material	5	1	0	0	0	3	0	0	0	1
measure	5	3	2	0	0	0	0	0	0	0
measure1d	5	0	5	0	0	0	0	0	0	0
morph	5	2	3	0	0	0	0	0	0	0
npr	5	3	2	0	0	0	0	0	0	0
overlay	5	4	1	0	0	0	0	0	0	0
pixelshift	5	0	0	1	0	1	0	0	0	3
plot	5	1	0	1	0	0	0	0	1	1
prepare	5	0	0	0	0	0	0	0	3	0
refine	5	0	2	2	0	1	0	0	0	0
riesz	5	1	3	0	0	0	0	0	0	0
scoop	5	1	0	1	0	3	0	0	0	0
score	5	1	0	4	0	0	0	0	0	0
sem	5	1	0	2	0	0	0	0	1	1
sprite	5	2	1	2	0	0	0	0	0	0
swarmflow	5	2	0	2	0	0	0	0	0	0
tactile	5	4	0	0	0	0	0	0	0	0
tomography	5	1	0	0	0	0	0	4	0	0
transport	5	0	0	0	0	1	0	0	1	3
two_view	5	0	0	0	2	2	0	0	0	1
visualise	5	0	0	3	0	0	2	0	0	0
watervision	5	0	0	0	0	0	0	0	0	4
assess	4	0	0	2	0	1	0	0	1	0
coherent	4	2	0	2	0	0	0	0	0	0
deflectometry	4	2	0	1	0	1	0	0	0	0
depth	4	2	0	1	1	0	0	0	0	0
dichromatic	4	1	1	0	0	0	0	0	0	1
estimate	4	0	0	0	0	0	0	0	2	2
finish	4	1	1	1	0	0	1	0	0	0
fit	4	0	0	4	0	0	0	0	0	0
gsplat	4	0	0	3	0	1	0	0	0	0
hydrology	4	1	0	0	0	0	0	0	3	0
macro	4	4	0	0	0	0	0	0	0	0
match	4	1	0	2	0	0	0	0	1	0
occupancy	4	1	0	2	0	1	0	0	0	0
ozaki	4	0	0	4	0	0	0	0	0	0
pointer	4	3	0	0	0	0	0	0	0	1
process	4	0	1	3	0	0	0	0	0	0
range_image	4	2	1	0	0	0	0	0	0	0
recursive	4	1	3	0	0	0	0	0	0	0
refocus	4	0	3	1	0	0	0	0	0	0
reservoir	4	1	1	1	0	0	0	0	1	0
shape	4	3	1	0	0	0	0	0	0	0
simulate	4	0	0	4	0	0	0	0	0	0
spectral_xray	4	0	0	4	0	0	0	0	0	0
stroke	4	0	3	0	0	0	0	0	1	0
surface_fit	4	2	0	0	1	0	0	0	0	0
threshold	4	0	0	4	0	0	0	0	0	0
views	4	0	3	0	0	0	0	0	0	0
activity	3	0	0	0	0	0	0	0	0	2
analysis	3	0	0	2	0	0	0	0	0	0
artistic	3	0	0	0	0	0	0	3	0	0
bearing	3	1	1	0	1	0	0	0	0	0
caliper	3	0	3	0	0	0	0	0	0	0
change	3	1	1	0	0	0	0	0	1	0
colordiff	3	0	0	0	0	2	0	0	0	1
compose	3	2	0	0	0	0	0	0	0	0
convert	3	0	2	0	0	0	0	0	0	0
counting	3	0	2	0	0	0	0	0	0	0
curvilinear	3	1	1	0	0	0	1	0	0	0
decide	3	0	0	0	0	2	1	0	0	0
decode	3	0	3	0	0	0	0	0	0	0
deform	3	0	0	3	0	0	0	0	0	0
deformation	3	2	1	0	0	0	0	0	0	0
detect	3	0	3	0	0	0	0	0	0	0
dimension	3	0	0	1	0	0	0	0	0	2
direction	3	0	0	1	0	0	0	0	0	2
dual	3	0	2	0	1	0	0	0	0	0
extract	3	1	0	2	0	0	0	0	0	0
forward	3	0	0	2	0	0	0	0	0	1
fpm	3	1	0	0	0	0	0	0	0	2
freeform	3	0	0	1	0	0	2	0	0	0
furniture	3	2	0	0	0	0	0	0	0	0
geom_transform	3	0	1	0	0	0	0	0	0	1
geometric	3	0	0	1	0	2	0	0	0	0
glassbody	3	1	0	0	0	0	0	0	0	1
gradient	3	3	0	0	0	0	0	0	0	0
grating_interf	3	1	0	1	0	0	0	0	0	0
io	3	0	0	0	0	0	0	0	0	3
lidar_projection	3	1	0	2	0	0	0	0	0	0
looming	3	1	1	0	0	1	0	0	0	0
model	3	0	0	2	0	0	0	0	0	1
moire_align	3	0	0	1	0	2	0	0	0	0
mt	3	0	0	2	0	1	0	0	0	0
noise	3	0	2	0	0	0	0	0	0	0
oct	3	0	0	0	0	0	0	0	1	2
path	3	0	1	2	0	0	0	0	0	0
photometry	3	0	0	0	0	1	0	0	1	1
plant	3	2	0	1	0	0	0	0	0	0
plenoptic	3	0	0	1	0	2	0	0	0	0
probe	3	0	3	0	0	0	0	0	0	0
quality	3	1	2	0	0	0	0	0	0	0
reconstruct	3	2	0	0	0	0	0	0	1	0
reflectance	3	0	1	0	0	2	0	0	0	0
rle_region	3	0	0	0	0	2	1	0	0	0
sensor	3	1	1	1	0	0	0	0	0	0
sensorgeneral	3	2	0	0	0	1	0	0	0	0
skyline	3	0	1	0	0	0	0	0	1	1
slice	3	1	0	1	0	0	0	0	0	0
solid	3	1	1	0	0	0	0	0	0	1
space_carving	3	0	0	1	0	0	0	0	0	2
split	3	1	0	0	1	0	0	0	1	0
sun	3	0	1	0	0	1	0	0	0	1
symmetry	3	0	0	2	0	1	0	0	0	0
synthesis	3	0	0	3	0	0	0	0	0	0
temporal	3	2	1	0	0	0	0	0	0	0
time	3	1	0	2	0	0	0	0	0	0
traffic	3	0	0	1	0	1	1	0	0	0
tsdf_fusion	3	0	0	1	0	1	0	0	0	1
variation	3	2	0	1	0	0	0	0	0	0
visibility	3	0	0	0	0	0	0	0	3	0
watermark	3	0	0	0	0	0	0	0	0	3
watershed3d	3	0	0	0	1	0	0	2	0	0
window	3	1	2	0	0	0	0	0	0	0
align	2	0	0	0	0	0	0	0	0	2
background	2	1	1	0	0	0	0	0	0	0
beamform	2	0	0	2	0	0	0	0	0	0
boundary	2	1	0	0	0	0	0	0	0	0
calibrate	2	0	1	1	0	0	0	0	0	0
code	2	1	1	0	0	0	0	0	0	0
coding	2	0	0	2	0	0	0	0	0	0
colorize	2	0	0	2	0	0	0	0	0	0
core	2	0	0	0	0	0	0	0	2	0
cosmic	2	2	0	0	0	0	0	0	0	0
course	2	0	0	2	0	0	0	0	0	0
crossing	2	1	0	0	0	1	0	0	0	0
cube	2	0	2	0	0	0	0	0	0	0
decompose	2	0	0	2	0	0	0	0	0	0
depth_denoise	2	2	0	0	0	0	0	0	0	0
describe	2	0	0	0	0	0	2	0	0	0
dtof	2	0	0	2	0	0	0	0	0	0
dynsys	2	0	0	1	0	0	1	0	0	0
feature_register	2	0	0	1	0	0	0	0	0	0
fourier	2	2	0	0	0	0	0	0	0	0
gaussians	2	0	0	2	0	0	0	0	0	0
geodesic	2	0	0	0	0	0	2	0	0	0
grow	2	1	0	0	0	0	0	0	1	0
identifiability	2	0	0	0	1	0	0	0	1	0
image	2	0	0	0	2	0	0	0	0	0
imaging_sim	2	0	0	0	0	0	0	0	1	1
interface	2	2	0	0	0	0	0	0	0	0
itof	2	0	2	0	0	0	0	0	0	0
keypoint	2	1	0	1	0	0	0	0	0	0
lamina	2	0	0	0	0	0	0	0	1	1
lidar	2	0	0	2	0	0	0	0	0	0
loop	2	0	0	0	0	1	1	0	0	0
match_pose	2	0	1	0	0	1	0	0	0	0
mesh_process	2	0	0	2	0	0	0	0	0	0
metrics	2	0	0	1	0	1	0	0	0	0
order	2	0	1	0	1	0	0	0	0	0
pairs	2	0	0	2	0	0	0	0	0	0
pixel	2	1	1	0	0	0	0	0	0	0
pl	2	0	0	1	0	0	1	0	0	0
plan_use	2	0	0	0	0	0	0	0	0	2
plane_sweep_stereo	2	1	0	0	1	0	0	0	0	0
preprocess	2	0	0	1	0	0	0	0	0	0
radiosity	2	0	0	0	0	0	0	0	0	2
report	2	0	1	0	0	1	0	0	0	0
roadjp	2	0	0	1	0	0	0	0	1	0
robust	2	0	0	1	1	0	0	0	0	0
sample	2	1	0	1	0	0	0	0	0	0
selfmotion	2	0	0	0	0	0	0	0	0	2
series	2	0	0	2	0	0	0	0	0	0
stack	2	1	0	0	0	0	1	0	0	0
stimulus	2	0	0	2	0	0	0	0	0	0
target	2	0	1	1	0	0	0	0	0	0
tile	2	0	0	2	0	0	0	0	0	0
validate	2	0	0	0	0	1	0	0	0	1
volume	2	0	0	1	0	0	0	0	1	0
aggregate	1	0	1	0	0	0	0	0	0	0
alias	1	0	0	0	1	0	0	0	0	0
ballworld	1	0	0	1	0	0	0	0	0	0
barcode	1	0	1	0	0	0	0	0	0	0
blend	1	0	0	0	0	0	1	0	0	0
calibration	1	0	1	0	0	0	0	0	0	0
camera	1	0	1	0	0	0	0	0	0	0
capability	1	0	0	0	0	1	0	0	0	0
chart	1	0	0	1	0	0	0	0	0	0
chromatic	1	0	0	0	0	1	0	0	0	0
circuit	1	0	0	0	0	0	0	0	0	1
compare	1	1	0	0	0	0	0	0	0	0
connect	1	0	0	0	0	0	0	0	0	0
construct	1	0	0	1	0	0	0	0	0	0
copy_move	1	0	0	0	0	1	0	0	0	0
curve	1	0	0	1	0	0	0	0	0	0
degree	1	0	1	0	0	0	0	0	0	0
denoise	1	1	0	0	0	0	0	0	0	0
design	1	0	0	0	0	0	0	0	0	1
deviation	1	0	0	0	0	1	0	0	0	0
diagnose	1	0	0	1	0	0	0	0	0	0
doseunif	1	0	0	1	0	0	0	0	0	0
drawing	1	0	0	0	0	0	0	0	0	1
envelope	1	0	0	1	0	0	0	0	0	0
evaluate	1	0	1	0	0	0	0	0	0	0
export	1	0	0	0	0	0	0	1	0	0
film	1	0	0	0	0	0	0	0	0	1
filter	1	1	0	0	0	0	0	0	0	0
filtering	1	1	0	0	0	0	0	0	0	0
fusion	1	0	0	1	0	0	0	0	0	0
gcode	1	0	0	0	0	0	0	0	0	1
gicp	1	0	0	1	0	0	0	0	0	0
hash	1	1	0	0	0	0	0	0	0	0
inspect	1	0	0	0	0	1	0	0	0	0
integrate	1	0	0	0	0	1	0	0	0	0
intensity-transform	1	0	0	0	0	0	0	0	0	1
kendama	1	0	0	0	0	1	0	0	0	0
lateral	1	0	0	1	0	0	0	0	0	0
layout	1	0	0	1	0	0	0	0	0	0
linescan	1	0	1	0	0	0	0	0	0	0
locate	1	0	0	1	0	0	0	0	0	0
magnify	1	1	0	0	0	0	0	0	0	0
mirror	1	0	0	0	0	0	0	0	0	1
moment_invariant	1	0	0	1	0	0	0	0	0	0
morphology/markers	1	0	0	0	0	0	0	0	0	1
motif	1	0	0	0	0	1	0	0	0	0
motion_io	1	0	0	1	0	0	0	0	0	0
multivariate	1	0	0	1	0	0	0	0	0	0
noncoaxial	1	0	0	0	0	0	0	0	0	1
null	1	0	0	0	0	0	0	0	1	0
orientation	1	0	0	0	0	0	0	0	0	1
palette	1	0	0	1	0	0	0	0	0	0
particle	1	0	0	0	0	1	0	0	0	0
pass	1	0	0	0	0	1	0	0	0	0
pegfail	1	0	0	0	0	0	0	0	1	0
pod	1	0	0	0	0	1	0	0	0	0
population	1	0	1	0	0	0	0	0	0	0
procrustes	1	0	0	1	0	0	0	0	0	0
project	1	0	0	1	0	0	0	0	0	0
registration	1	0	1	0	0	0	0	0	0	0
response	1	1	0	0	0	0	0	0	0	0
restore	1	0	0	0	0	0	0	0	0	0
self-similarity	1	0	0	0	0	0	0	0	0	1
shading	1	1	0	0	0	0	0	0	0	0
stopping	1	0	0	1	0	0	0	0	0	0
stream	1	0	0	1	0	0	0	0	0	0
summary	1	1	0	0	0	0	0	0	0	0
superquadric	1	0	0	1	0	0	0	0	0	0
suppress	1	0	1	0	0	0	0	0	0	0
text	1	0	0	0	0	0	0	0	0	0
texture-feature	1	0	0	0	0	0	0	0	0	1
texture/shape-feature	1	0	0	0	0	0	0	0	0	1
theorem	1	0	0	0	0	1	0	0	0	0
tuning	1	0	0	0	0	1	0	0	0	0
view	1	0	0	1	0	0	0	0	0	0
watermedia	1	0	1	0	0	0	0	0	0	0
watershed	1	0	0	0	0	0	0	1	0	0

手書きに回す族の順位

数式が numpy で書けているのに機械的に載らなかった op(例外・不一致)と、一致したのに5 倍に届かなかった op の数で並べた。包みは本体ライブラリの置き換えが要り、Python ループは先にベクトル化が要るので、列を分けた。

順位	族	例外+不一致+遅い	包み	Pyループ
1	typed	47	0	0
2	halcon_ext	19	0	0
3	function	11	0	0
4	edges	8	19	0
5	omni360	8	0	1
6	signal	8	0	0
7	segmentation	8	28	0
8	features	7	20	0
9	transform	7	1	4
10	render	7	0	0
11	smoothing	7	17	0
12	geometry	6	8	0
13	color	5	3	0
14	numerics	5	0	0
15	gray	5	14	1

例外が集中する場所(同じ行で落ちる op の数、上位 15):

位置	件数
bspline_surf.py:229	2
materials.py:239	2
geodesic3d.py:97	2
physarum_search.py:308	2
measure.py:228	2
accel_match.py:127	2
match3d.py:1209	2
render_shadow.py:418	2
seggraph.py:727	1
pxrd.py:1207	1
reconstruction.py:220	1
drivedecide.py:969	1
astrostack.py:1535	1
match3d.py:3282	1
mathgeometry.py:256	1

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