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rtmw3d-webgpu-onnx

Keypoint Detection
ONNX
onnxruntime
webgpu
wholebody-pose
pose-estimation
3d
quantization
rtmw3d
Model card Files
xet
 Community
RabbitDaisuke commited on
Commit
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1 Parent(s): 08071f9

Build full-body RTMW3D experiment matrix from f582bf55550ed0b5efbb21e8606f75d80918ca31

Browse files
Files changed (19) hide show
  1. COMPARISON.md +16 -16
  2. README.md +16 -16
  3. models.json +301 -295
  4. reports/rtmw3d-l-fp16-backbone.json +13 -13
  5. reports/rtmw3d-l-fp16-neck-head.json +14 -14
  6. reports/rtmw3d-l-int8-all.json +14 -14
  7. reports/rtmw3d-l-int8-backbone.json +14 -14
  8. reports/rtmw3d-l-int8-head.json +78 -78
  9. reports/rtmw3d-l-int8-neck.json +14 -14
  10. reports/rtmw3d-l.json +8 -8
  11. reports/rtmw3d-x-fp16-backbone.json +14 -14
  12. reports/rtmw3d-x-fp16-neck-head.json +12 -12
  13. reports/rtmw3d-x-int8-all.json +14 -14
  14. reports/rtmw3d-x-int8-backbone.json +14 -14
  15. reports/rtmw3d-x-int8-head.json +36 -36
  16. reports/rtmw3d-x-int8-neck.json +44 -44
  17. reports/rtmw3d-x.json +8 -8
  18. runtime/manifest.json +6 -0
  19. runtime/ort.all.original.min.mjs +0 -0
COMPARISON.md CHANGED
@@ -1,20 +1,20 @@
1
  | Full-body variant | Size MB | Body/feet smoke gate | CPU reference p50 ms |
2
  |---|---:|---|---:|
3
- | rtmw3d-l-fp16 | 115.1 | pass | 236.3 |
4
- | rtmw3d-l-fp16-backbone | 177.9 | pass | 224.4 |
5
- | rtmw3d-l-fp16-neck-head | 167.6 | pass | 224.0 |
6
- | rtmw3d-l-fp32 | 230.0 | pass | 229.1 |
7
- | rtmw3d-l-int8-all | 58.6 | inspect report | 133.7 |
8
- | rtmw3d-l-int8-backbone | 152.2 | inspect report | 182.2 |
9
- | rtmw3d-l-int8-head | 182.5 | inspect report | 194.7 |
10
- | rtmw3d-l-int8-neck | 183.9 | inspect report | 135.5 |
11
- | rtmw3d-x-fp16 | 184.8 | pass | 389.6 |
12
- | rtmw3d-x-fp16-backbone | 274.4 | pass | 166.1 |
13
- | rtmw3d-x-fp16-neck-head | 280.2 | pass | 370.5 |
14
- | rtmw3d-x-fp32 | 369.3 | pass | 375.7 |
15
- | rtmw3d-x-int8-all | 93.7 | inspect report | 210.0 |
16
- | rtmw3d-x-int8-backbone | 227.5 | inspect report | 203.5 |
17
- | rtmw3d-x-int8-head | 307.6 | inspect report | 330.5 |
18
- | rtmw3d-x-int8-neck | 297.3 | inspect report | 204.5 |
19
 
20
  CPU measurements are not a WebGPU ranking; use the bundled benchmark on the target GPU.
 
1
  | Full-body variant | Size MB | Body/feet smoke gate | CPU reference p50 ms |
2
  |---|---:|---|---:|
3
+ | rtmw3d-l-fp16 | 115.1 | pass | 217.2 |
4
+ | rtmw3d-l-fp16-backbone | 177.9 | pass | 224.1 |
5
+ | rtmw3d-l-fp16-neck-head | 167.6 | pass | 191.1 |
6
+ | rtmw3d-l-fp32 | 230.0 | pass | 207.4 |
7
+ | rtmw3d-l-int8-all | 58.6 | inspect report | 134.2 |
8
+ | rtmw3d-l-int8-backbone | 152.2 | inspect report | 183.1 |
9
+ | rtmw3d-l-int8-head | 182.5 | inspect report | 121.5 |
10
+ | rtmw3d-l-int8-neck | 183.9 | inspect report | 132.3 |
11
+ | rtmw3d-x-fp16 | 184.8 | pass | 360.7 |
12
+ | rtmw3d-x-fp16-backbone | 274.4 | pass | 270.3 |
13
+ | rtmw3d-x-fp16-neck-head | 280.2 | pass | 370.7 |
14
+ | rtmw3d-x-fp32 | 369.3 | pass | 340.2 |
15
+ | rtmw3d-x-int8-all | 93.7 | inspect report | 209.6 |
16
+ | rtmw3d-x-int8-backbone | 227.5 | inspect report | 110.3 |
17
+ | rtmw3d-x-int8-head | 307.6 | inspect report | 194.2 |
18
+ | rtmw3d-x-int8-neck | 297.3 | inspect report | 342.4 |
19
 
20
  CPU measurements are not a WebGPU ranking; use the bundled benchmark on the target GPU.
README.md CHANGED
@@ -43,21 +43,21 @@ Models use Apache-2.0; see LICENSE. ONNX Runtime uses MIT; see runtime/LICENSE-o
43
  ## Build comparison
44
  | Full-body variant | Size MB | Body/feet smoke gate | CPU reference p50 ms |
45
  |---|---:|---|---:|
46
- | rtmw3d-l-fp16 | 115.1 | pass | 236.3 |
47
- | rtmw3d-l-fp16-backbone | 177.9 | pass | 224.4 |
48
- | rtmw3d-l-fp16-neck-head | 167.6 | pass | 224.0 |
49
- | rtmw3d-l-fp32 | 230.0 | pass | 229.1 |
50
- | rtmw3d-l-int8-all | 58.6 | inspect report | 133.7 |
51
- | rtmw3d-l-int8-backbone | 152.2 | inspect report | 182.2 |
52
- | rtmw3d-l-int8-head | 182.5 | inspect report | 194.7 |
53
- | rtmw3d-l-int8-neck | 183.9 | inspect report | 135.5 |
54
- | rtmw3d-x-fp16 | 184.8 | pass | 389.6 |
55
- | rtmw3d-x-fp16-backbone | 274.4 | pass | 166.1 |
56
- | rtmw3d-x-fp16-neck-head | 280.2 | pass | 370.5 |
57
- | rtmw3d-x-fp32 | 369.3 | pass | 375.7 |
58
- | rtmw3d-x-int8-all | 93.7 | inspect report | 210.0 |
59
- | rtmw3d-x-int8-backbone | 227.5 | inspect report | 203.5 |
60
- | rtmw3d-x-int8-head | 307.6 | inspect report | 330.5 |
61
- | rtmw3d-x-int8-neck | 297.3 | inspect report | 204.5 |
62
 
63
  CPU measurements are not a WebGPU ranking; use the bundled benchmark on the target GPU.
 
43
  ## Build comparison
44
  | Full-body variant | Size MB | Body/feet smoke gate | CPU reference p50 ms |
45
  |---|---:|---|---:|
46
+ | rtmw3d-l-fp16 | 115.1 | pass | 217.2 |
47
+ | rtmw3d-l-fp16-backbone | 177.9 | pass | 224.1 |
48
+ | rtmw3d-l-fp16-neck-head | 167.6 | pass | 191.1 |
49
+ | rtmw3d-l-fp32 | 230.0 | pass | 207.4 |
50
+ | rtmw3d-l-int8-all | 58.6 | inspect report | 134.2 |
51
+ | rtmw3d-l-int8-backbone | 152.2 | inspect report | 183.1 |
52
+ | rtmw3d-l-int8-head | 182.5 | inspect report | 121.5 |
53
+ | rtmw3d-l-int8-neck | 183.9 | inspect report | 132.3 |
54
+ | rtmw3d-x-fp16 | 184.8 | pass | 360.7 |
55
+ | rtmw3d-x-fp16-backbone | 274.4 | pass | 270.3 |
56
+ | rtmw3d-x-fp16-neck-head | 280.2 | pass | 370.7 |
57
+ | rtmw3d-x-fp32 | 369.3 | pass | 340.2 |
58
+ | rtmw3d-x-int8-all | 93.7 | inspect report | 209.6 |
59
+ | rtmw3d-x-int8-backbone | 227.5 | inspect report | 110.3 |
60
+ | rtmw3d-x-int8-head | 307.6 | inspect report | 194.2 |
61
+ | rtmw3d-x-int8-neck | 297.3 | inspect report | 342.4 |
62
 
63
  CPU measurements are not a WebGPU ranking; use the bundled benchmark on the target GPU.
models.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "schema": "rtmw3d-webgpu-onnx/v1",
3
  "producer": "DaisukeDaisuke/mmpose-actions",
4
- "sourceCommit": "708115294f6f14a4a5c30d1fafbac293889d443f",
5
- "sourceRunId": "41310797623",
6
  "upstream": "https://github.com/open-mmlab/mmpose",
7
  "upstreamRevision": "759b39c13fea6ba094afc1fa932f51dc1b11cbf9",
8
  "huggingfaceRepo": "RabbitDaisuke/rtmw3d-webgpu-onnx",
@@ -39,6 +39,7 @@
39
  "runtime": {
40
  "version": "1.27.0",
41
  "entrypoint": "runtime/ort.all.min.mjs",
 
42
  "backend": "JSEP WebGPU",
43
  "patch": "user-supplied-webgpu-matmul-f32-accumulation",
44
  "patchSha256": "022acabdfb5ddf288704f94bcb140cf6ee6adb96ec5e2eec91d716783e378023",
@@ -50,6 +51,11 @@
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  "sha256": "b399bba00f2e1328758b3f57d6b43ec76e1c2f49440268fe85f6894f61fc0b0a",
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  "upstreamSha256": "a2030ec9a95584a3773d889dd2514ce42e5dcd0e6dfb8cf0c9b2e5647f1d7607"
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  },
 
 
 
 
 
53
  {
54
  "path": "runtime/ort-wasm-simd-threaded.jsep.mjs",
55
  "size": 46614,
@@ -113,15 +119,15 @@
113
  "qualityPassed": true,
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  "nativeFP16GPUValidated": false,
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  "referenceLatencyMs": [
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- 236.338020000062,
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- 225.89226599995982
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  ],
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  "comparisons": [
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  {
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  "image": "000000040083.jpg",
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  "xyErrorP95_px": 0.0,
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  "zErrorP95_m": 0.0,
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- "scoreMaxAbsoluteError": 0.0015669763088226318,
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  "parts": {
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  "all": {
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  "joints": 111,
@@ -201,7 +207,7 @@
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  "image": "000000197388.jpg",
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  "xyErrorP95_px": 0.0,
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  "zErrorP95_m": 0.0,
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- "scoreMaxAbsoluteError": 0.00025582313537597656,
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  "parts": {
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  "joints": 133,
@@ -669,7 +675,7 @@
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  "confidenceLossCount": 0
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  "image": "000000197388.jpg",
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  }
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- "cpuP95Ms": 229.7028630999968,
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  "validationMode": "CPU-fp32-compute-with-fp16-rounded-weights-and-constants",
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  "browserGPUValidated": false,
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  "qualityPassed": true,
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  "validationMode": "CPU-ONNXRuntime-QDQ",
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  "nativeFP16GPUValidated": false,
73
  "referenceLatencyMs": [
74
+ 340.1747930000738,
75
+ 335.0131270000247
76
  ],
77
  "comparisons": [
78
  {
 
285
  "qualityPassed": true,
286
  "nativeFP16GPUValidated": false,
287
  "referenceLatencyMs": [
288
+ 360.6911830000854,
289
+ 337.2530569999981
290
  ],
291
  "comparisons": [
292
  {
293
  "image": "000000040083.jpg",
294
  "xyErrorP95_px": 0.22499999999999432,
295
  "zErrorP95_m": 0.0,
296
+ "scoreMaxAbsoluteError": 0.0008962154388427734,
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  "parts": {
298
  "all": {
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  "joints": 132,
 
373
  "image": "000000197388.jpg",
374
  "xyErrorP95_px": 0.0,
375
  "zErrorP95_m": 0.0,
376
+ "scoreMaxAbsoluteError": 0.0006557106971740723,
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  "parts": {
378
  "all": {
379
  "joints": 133,
runtime/manifest.json CHANGED
@@ -1,6 +1,7 @@
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  {
2
  "version": "1.27.0",
3
  "entrypoint": "runtime/ort.all.min.mjs",
 
4
  "backend": "JSEP WebGPU",
5
  "patch": "user-supplied-webgpu-matmul-f32-accumulation",
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  "patchSha256": "022acabdfb5ddf288704f94bcb140cf6ee6adb96ec5e2eec91d716783e378023",
@@ -12,6 +13,11 @@
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  "sha256": "b399bba00f2e1328758b3f57d6b43ec76e1c2f49440268fe85f6894f61fc0b0a",
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  "upstreamSha256": "a2030ec9a95584a3773d889dd2514ce42e5dcd0e6dfb8cf0c9b2e5647f1d7607"
14
  },
 
 
 
 
 
15
  {
16
  "path": "runtime/ort-wasm-simd-threaded.jsep.mjs",
17
  "size": 46614,
 
1
  {
2
  "version": "1.27.0",
3
  "entrypoint": "runtime/ort.all.min.mjs",
4
+ "originalEntrypoint": "runtime/ort.all.original.min.mjs",
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  "backend": "JSEP WebGPU",
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  "patch": "user-supplied-webgpu-matmul-f32-accumulation",
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  "patchSha256": "022acabdfb5ddf288704f94bcb140cf6ee6adb96ec5e2eec91d716783e378023",
 
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  "sha256": "b399bba00f2e1328758b3f57d6b43ec76e1c2f49440268fe85f6894f61fc0b0a",
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  "upstreamSha256": "a2030ec9a95584a3773d889dd2514ce42e5dcd0e6dfb8cf0c9b2e5647f1d7607"
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+ {
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+ "path": "runtime/ort.all.original.min.mjs",
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+ "size": 811447,
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+ "sha256": "a2030ec9a95584a3773d889dd2514ce42e5dcd0e6dfb8cf0c9b2e5647f1d7607"
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+ },
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  {
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  "path": "runtime/ort-wasm-simd-threaded.jsep.mjs",
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  "size": 46614,
runtime/ort.all.original.min.mjs ADDED
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