pytorch3d/tests/bm_point_mesh_distance.py
Georgia Gkioxari 487d4d6607 point mesh distances
Summary:
Implementation of point to mesh distances. The current diff contains two types:
(a) Point to Edge
(b) Point to Face

```

Benchmark                                       Avg Time(μs)      Peak Time(μs) Iterations
--------------------------------------------------------------------------------
POINT_MESH_EDGE_4_100_300_5000_cuda:0                2745            3138            183
POINT_MESH_EDGE_4_100_300_10000_cuda:0               4408            4499            114
POINT_MESH_EDGE_4_100_3000_5000_cuda:0               4978            5070            101
POINT_MESH_EDGE_4_100_3000_10000_cuda:0              9076            9187             56
POINT_MESH_EDGE_4_1000_300_5000_cuda:0               1411            1487            355
POINT_MESH_EDGE_4_1000_300_10000_cuda:0              4829            5030            104
POINT_MESH_EDGE_4_1000_3000_5000_cuda:0              7539            7620             67
POINT_MESH_EDGE_4_1000_3000_10000_cuda:0            12088           12272             42
POINT_MESH_EDGE_8_100_300_5000_cuda:0                3106            3222            161
POINT_MESH_EDGE_8_100_300_10000_cuda:0               8561            8648             59
POINT_MESH_EDGE_8_100_3000_5000_cuda:0               6932            7021             73
POINT_MESH_EDGE_8_100_3000_10000_cuda:0             24032           24176             21
POINT_MESH_EDGE_8_1000_300_5000_cuda:0               5272            5399             95
POINT_MESH_EDGE_8_1000_300_10000_cuda:0             11348           11430             45
POINT_MESH_EDGE_8_1000_3000_5000_cuda:0             17478           17683             29
POINT_MESH_EDGE_8_1000_3000_10000_cuda:0            25961           26236             20
POINT_MESH_EDGE_16_100_300_5000_cuda:0               8244            8323             61
POINT_MESH_EDGE_16_100_300_10000_cuda:0             18018           18071             28
POINT_MESH_EDGE_16_100_3000_5000_cuda:0             19428           19544             26
POINT_MESH_EDGE_16_100_3000_10000_cuda:0            44967           45135             12
POINT_MESH_EDGE_16_1000_300_5000_cuda:0              7825            7937             64
POINT_MESH_EDGE_16_1000_300_10000_cuda:0            18504           18571             28
POINT_MESH_EDGE_16_1000_3000_5000_cuda:0            65805           66132              8
POINT_MESH_EDGE_16_1000_3000_10000_cuda:0           90885           91089              6
--------------------------------------------------------------------------------

Benchmark                                       Avg Time(μs)      Peak Time(μs) Iterations
--------------------------------------------------------------------------------
POINT_MESH_FACE_4_100_300_5000_cuda:0                1561            1685            321
POINT_MESH_FACE_4_100_300_10000_cuda:0               2818            2954            178
POINT_MESH_FACE_4_100_3000_5000_cuda:0              15893           16018             32
POINT_MESH_FACE_4_100_3000_10000_cuda:0             16350           16439             31
POINT_MESH_FACE_4_1000_300_5000_cuda:0               3179            3278            158
POINT_MESH_FACE_4_1000_300_10000_cuda:0              2353            2436            213
POINT_MESH_FACE_4_1000_3000_5000_cuda:0             16262           16336             31
POINT_MESH_FACE_4_1000_3000_10000_cuda:0             9334            9448             54
POINT_MESH_FACE_8_100_300_5000_cuda:0                4377            4493            115
POINT_MESH_FACE_8_100_300_10000_cuda:0               9728            9822             52
POINT_MESH_FACE_8_100_3000_5000_cuda:0              26428           26544             19
POINT_MESH_FACE_8_100_3000_10000_cuda:0             42238           43031             12
POINT_MESH_FACE_8_1000_300_5000_cuda:0               3891            3982            129
POINT_MESH_FACE_8_1000_300_10000_cuda:0              5363            5429             94
POINT_MESH_FACE_8_1000_3000_5000_cuda:0             20998           21084             24
POINT_MESH_FACE_8_1000_3000_10000_cuda:0            39711           39897             13
POINT_MESH_FACE_16_100_300_5000_cuda:0               5955            6001             84
POINT_MESH_FACE_16_100_300_10000_cuda:0             12082           12144             42
POINT_MESH_FACE_16_100_3000_5000_cuda:0             44996           45176             12
POINT_MESH_FACE_16_100_3000_10000_cuda:0            73042           73197              7
POINT_MESH_FACE_16_1000_300_5000_cuda:0              8292            8374             61
POINT_MESH_FACE_16_1000_300_10000_cuda:0            19442           19506             26
POINT_MESH_FACE_16_1000_3000_5000_cuda:0            36059           36194             14
POINT_MESH_FACE_16_1000_3000_10000_cuda:0           64644           64822              8
--------------------------------------------------------------------------------
```

Reviewed By: jcjohnson

Differential Revision: D20590462

fbshipit-source-id: 42a39837b514a546ac9471bfaff60eefe7fae829
2020-04-11 00:21:24 -07:00

37 lines
906 B
Python

# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
from itertools import product
from fvcore.common.benchmark import benchmark
from test_point_mesh_distance import TestPointMeshDistance
def bm_point_mesh_distance() -> None:
backend = ["cuda:0"]
kwargs_list = []
batch_size = [4, 8, 16]
num_verts = [100, 1000]
num_faces = [300, 3000]
num_points = [5000, 10000]
test_cases = product(batch_size, num_verts, num_faces, num_points, backend)
for case in test_cases:
n, v, f, p, b = case
kwargs_list.append({"N": n, "V": v, "F": f, "P": p, "device": b})
benchmark(
TestPointMeshDistance.point_mesh_edge,
"POINT_MESH_EDGE",
kwargs_list,
warmup_iters=1,
)
benchmark(
TestPointMeshDistance.point_mesh_face,
"POINT_MESH_FACE",
kwargs_list,
warmup_iters=1,
)