qaihm-bot commited on
Commit
b59d2b2
·
verified ·
1 Parent(s): aacc2d5

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +44 -44
README.md CHANGED
@@ -36,51 +36,51 @@ More details on model performance across various devices, can be found
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | TextEncoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 15.92 ms | 0 - 9 MB | NPU | Use Export Script |
40
- | TextEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.594 ms | 0 - 2 MB | NPU | Use Export Script |
41
  | TextEncoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.814 ms | 0 - 9 MB | NPU | Use Export Script |
42
- | TextEncoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 15.92 ms | 0 - 9 MB | NPU | Use Export Script |
43
- | TextEncoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.634 ms | 0 - 3 MB | NPU | Use Export Script |
44
- | TextEncoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.813 ms | 0 - 2 MB | NPU | Use Export Script |
45
  | TextEncoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.814 ms | 0 - 9 MB | NPU | Use Export Script |
46
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.632 ms | 0 - 3 MB | NPU | Use Export Script |
47
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.859 ms | 0 - 386 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
48
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.62 ms | 0 - 19 MB | NPU | Use Export Script |
49
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.075 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
50
- | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.173 ms | 0 - 14 MB | NPU | Use Export Script |
51
- | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.499 ms | 0 - 13 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
52
- | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.834 ms | 0 - 0 MB | NPU | Use Export Script |
53
- | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.823 ms | 378 - 378 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
54
- | UnetQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 241.358 ms | 0 - 8 MB | NPU | Use Export Script |
55
- | UnetQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 97.192 ms | 0 - 3 MB | NPU | Use Export Script |
56
- | UnetQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 92.111 ms | 0 - 8 MB | NPU | Use Export Script |
57
- | UnetQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 241.358 ms | 0 - 8 MB | NPU | Use Export Script |
58
- | UnetQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 97.903 ms | 0 - 3 MB | NPU | Use Export Script |
59
- | UnetQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 96.775 ms | 0 - 2 MB | NPU | Use Export Script |
60
- | UnetQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 92.111 ms | 0 - 8 MB | NPU | Use Export Script |
61
- | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 97.437 ms | 0 - 5 MB | NPU | Use Export Script |
62
- | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 98.551 ms | 0 - 3 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
63
- | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 69.198 ms | 0 - 19 MB | NPU | Use Export Script |
64
- | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 69.745 ms | 0 - 17 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
65
- | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 61.688 ms | 0 - 14 MB | NPU | Use Export Script |
66
- | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 62.663 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
67
- | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 98.945 ms | 0 - 0 MB | NPU | Use Export Script |
68
- | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 99.538 ms | 842 - 842 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
69
- | VaeDecoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 720.835 ms | 1 - 10 MB | NPU | Use Export Script |
70
- | VaeDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 270.663 ms | 0 - 3 MB | NPU | Use Export Script |
71
- | VaeDecoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 250.403 ms | 0 - 12 MB | NPU | Use Export Script |
72
- | VaeDecoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 720.835 ms | 1 - 10 MB | NPU | Use Export Script |
73
- | VaeDecoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 271.924 ms | 0 - 3 MB | NPU | Use Export Script |
74
- | VaeDecoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 274.917 ms | 0 - 2 MB | NPU | Use Export Script |
75
- | VaeDecoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 250.403 ms | 0 - 12 MB | NPU | Use Export Script |
76
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 269.888 ms | 0 - 3 MB | NPU | Use Export Script |
77
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 269.758 ms | 0 - 66 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
78
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 203.298 ms | 0 - 20 MB | NPU | Use Export Script |
79
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 204.412 ms | 3 - 22 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
80
- | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 193.019 ms | 0 - 15 MB | NPU | Use Export Script |
81
- | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 188.783 ms | 3 - 17 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
82
- | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 266.283 ms | 0 - 0 MB | NPU | Use Export Script |
83
- | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 266.925 ms | 63 - 63 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
84
 
85
 
86
 
@@ -162,7 +162,7 @@ Compute Unit(s) : npu (5783 ops) gpu (0 ops) cpu (0 ops)
162
  VaeDecoderQuantizable
163
  Device : cs_8275 (ANDROID 14)
164
  Runtime : QNN
165
- Estimated inference time (ms) : 720.8
166
  Estimated peak memory usage (MB): [1, 10]
167
  Total # Ops : 189
168
  Compute Unit(s) : npu (189 ops) gpu (0 ops) cpu (0 ops)
 
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | TextEncoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 15.87 ms | 0 - 9 MB | NPU | Use Export Script |
40
+ | TextEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.665 ms | 0 - 3 MB | NPU | Use Export Script |
41
  | TextEncoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.814 ms | 0 - 9 MB | NPU | Use Export Script |
42
+ | TextEncoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 15.87 ms | 0 - 9 MB | NPU | Use Export Script |
43
+ | TextEncoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.881 ms | 0 - 2 MB | NPU | Use Export Script |
44
+ | TextEncoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.673 ms | 0 - 2 MB | NPU | Use Export Script |
45
  | TextEncoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.814 ms | 0 - 9 MB | NPU | Use Export Script |
46
+ | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.687 ms | 0 - 2 MB | NPU | Use Export Script |
47
+ | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.911 ms | 0 - 387 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
48
+ | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.673 ms | 0 - 18 MB | NPU | Use Export Script |
49
+ | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.152 ms | 0 - 19 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
50
+ | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.068 ms | 0 - 14 MB | NPU | Use Export Script |
51
+ | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.645 ms | 0 - 17 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
52
+ | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.825 ms | 0 - 0 MB | NPU | Use Export Script |
53
+ | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.871 ms | 379 - 379 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
54
+ | UnetQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 241.356 ms | 0 - 8 MB | NPU | Use Export Script |
55
+ | UnetQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 97.392 ms | 0 - 2 MB | NPU | Use Export Script |
56
+ | UnetQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 92.092 ms | 0 - 8 MB | NPU | Use Export Script |
57
+ | UnetQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 241.356 ms | 0 - 8 MB | NPU | Use Export Script |
58
+ | UnetQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 97.131 ms | 0 - 3 MB | NPU | Use Export Script |
59
+ | UnetQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 96.898 ms | 0 - 2 MB | NPU | Use Export Script |
60
+ | UnetQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 92.092 ms | 0 - 8 MB | NPU | Use Export Script |
61
+ | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 97.553 ms | 0 - 2 MB | NPU | Use Export Script |
62
+ | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 98.826 ms | 0 - 899 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
63
+ | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 68.634 ms | 0 - 18 MB | NPU | Use Export Script |
64
+ | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 69.452 ms | 0 - 15 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
65
+ | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 54.891 ms | 0 - 14 MB | NPU | Use Export Script |
66
+ | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 55.714 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
67
+ | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 98.95 ms | 0 - 0 MB | NPU | Use Export Script |
68
+ | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 99.028 ms | 842 - 842 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
69
+ | VaeDecoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 720.854 ms | 1 - 10 MB | NPU | Use Export Script |
70
+ | VaeDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 277.796 ms | 0 - 3 MB | NPU | Use Export Script |
71
+ | VaeDecoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 250.265 ms | 0 - 12 MB | NPU | Use Export Script |
72
+ | VaeDecoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 720.854 ms | 1 - 10 MB | NPU | Use Export Script |
73
+ | VaeDecoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 266.863 ms | 0 - 2 MB | NPU | Use Export Script |
74
+ | VaeDecoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 267.2 ms | 0 - 2 MB | NPU | Use Export Script |
75
+ | VaeDecoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 250.265 ms | 0 - 12 MB | NPU | Use Export Script |
76
+ | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 273.257 ms | 0 - 2 MB | NPU | Use Export Script |
77
+ | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 274.053 ms | 0 - 68 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
78
+ | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 204.145 ms | 0 - 18 MB | NPU | Use Export Script |
79
+ | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 207.419 ms | 3 - 22 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
80
+ | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 192.667 ms | 0 - 15 MB | NPU | Use Export Script |
81
+ | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 188.928 ms | 3 - 17 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
82
+ | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 266.015 ms | 0 - 0 MB | NPU | Use Export Script |
83
+ | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 266.931 ms | 63 - 63 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
84
 
85
 
86
 
 
162
  VaeDecoderQuantizable
163
  Device : cs_8275 (ANDROID 14)
164
  Runtime : QNN
165
+ Estimated inference time (ms) : 720.9
166
  Estimated peak memory usage (MB): [1, 10]
167
  Total # Ops : 189
168
  Compute Unit(s) : npu (189 ops) gpu (0 ops) cpu (0 ops)