v0.30.5
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.
README.md
CHANGED
|
@@ -36,53 +36,53 @@ 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 |
-
| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
|
| 40 |
-
| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN |
|
| 41 |
-
| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
|
| 42 |
-
| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.
|
| 43 |
-
| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
|
| 44 |
-
| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.
|
| 45 |
-
| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE |
|
| 46 |
-
| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.
|
| 47 |
-
| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
|
| 48 |
-
| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | QNN |
|
| 49 |
-
| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE |
|
| 50 |
-
| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.
|
| 51 |
-
| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
|
| 52 |
-
| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.
|
| 53 |
-
| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
|
| 54 |
-
| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.
|
| 55 |
-
| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE |
|
| 56 |
-
| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.
|
| 57 |
-
| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE |
|
| 58 |
-
| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.
|
| 59 |
-
| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.
|
| 60 |
-
| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
|
| 61 |
-
| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.
|
| 62 |
-
| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.
|
| 63 |
-
| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
|
| 64 |
-
| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN |
|
| 65 |
-
| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.
|
| 66 |
-
| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.
|
| 67 |
-
| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX |
|
| 68 |
-
| ResNet-Mixed-Convolution |
|
| 69 |
-
| ResNet-Mixed-Convolution |
|
| 70 |
-
| ResNet-Mixed-Convolution |
|
| 71 |
-
| ResNet-Mixed-Convolution |
|
| 72 |
-
| ResNet-Mixed-Convolution |
|
| 73 |
-
| ResNet-Mixed-Convolution |
|
| 74 |
-
| ResNet-Mixed-Convolution |
|
| 75 |
-
| ResNet-Mixed-Convolution |
|
| 76 |
-
| ResNet-Mixed-Convolution |
|
| 77 |
-
| ResNet-Mixed-Convolution |
|
| 78 |
-
| ResNet-Mixed-Convolution |
|
| 79 |
-
| ResNet-Mixed-Convolution |
|
| 80 |
-
| ResNet-Mixed-Convolution |
|
| 81 |
-
| ResNet-Mixed-Convolution |
|
| 82 |
-
| ResNet-Mixed-Convolution |
|
| 83 |
-
| ResNet-Mixed-Convolution |
|
| 84 |
-
| ResNet-Mixed-Convolution |
|
| 85 |
-
| ResNet-Mixed-Convolution |
|
| 86 |
|
| 87 |
|
| 88 |
|
|
@@ -146,8 +146,8 @@ Profiling Results
|
|
| 146 |
ResNet-Mixed-Convolution
|
| 147 |
Device : cs_8275 (ANDROID 14)
|
| 148 |
Runtime : TFLITE
|
| 149 |
-
Estimated inference time (ms) :
|
| 150 |
-
Estimated peak memory usage (MB): [31,
|
| 151 |
Total # Ops : 57
|
| 152 |
Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
|
| 153 |
```
|
|
|
|
| 36 |
|
| 37 |
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
| 38 |
|---|---|---|---|---|---|---|---|---|
|
| 39 |
+
| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 982.374 ms | 31 - 82 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 40 |
+
| ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 761.046 ms | 2 - 12 MB | NPU | Use Export Script |
|
| 41 |
+
| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 153.019 ms | 31 - 73 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 42 |
+
| ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.228 ms | 2 - 61 MB | NPU | Use Export Script |
|
| 43 |
+
| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 137.734 ms | 31 - 42 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 44 |
+
| ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.192 ms | 2 - 5 MB | NPU | Use Export Script |
|
| 45 |
+
| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 150.417 ms | 31 - 82 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 46 |
+
| ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.159 ms | 1 - 11 MB | NPU | Use Export Script |
|
| 47 |
+
| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 982.374 ms | 31 - 82 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 48 |
+
| ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 761.046 ms | 2 - 12 MB | NPU | Use Export Script |
|
| 49 |
+
| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 140.787 ms | 13 - 56 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 50 |
+
| ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.176 ms | 2 - 5 MB | NPU | Use Export Script |
|
| 51 |
+
| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 167.063 ms | 31 - 62 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 52 |
+
| ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.696 ms | 0 - 17 MB | NPU | Use Export Script |
|
| 53 |
+
| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 139.535 ms | 31 - 42 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 54 |
+
| ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.252 ms | 2 - 4 MB | NPU | Use Export Script |
|
| 55 |
+
| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 150.417 ms | 31 - 82 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 56 |
+
| ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.159 ms | 1 - 11 MB | NPU | Use Export Script |
|
| 57 |
+
| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 141.784 ms | 31 - 53 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 58 |
+
| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.362 ms | 2 - 28 MB | NPU | Use Export Script |
|
| 59 |
+
| ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.781 ms | 0 - 79 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
|
| 60 |
+
| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 107.421 ms | 30 - 87 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 61 |
+
| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.393 ms | 0 - 81 MB | NPU | Use Export Script |
|
| 62 |
+
| ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.273 ms | 2 - 88 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
|
| 63 |
+
| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 125.606 ms | 29 - 79 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
|
| 64 |
+
| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.845 ms | 2 - 96 MB | NPU | Use Export Script |
|
| 65 |
+
| ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.037 ms | 2 - 83 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
|
| 66 |
+
| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.907 ms | 2 - 2 MB | NPU | Use Export Script |
|
| 67 |
+
| ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.006 ms | 22 - 22 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
|
| 68 |
+
| ResNet-Mixed-Convolution | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 191.696 ms | 1 - 11 MB | NPU | Use Export Script |
|
| 69 |
+
| ResNet-Mixed-Convolution | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 13.163 ms | 1 - 68 MB | NPU | Use Export Script |
|
| 70 |
+
| ResNet-Mixed-Convolution | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 8.474 ms | 1 - 5 MB | NPU | Use Export Script |
|
| 71 |
+
| ResNet-Mixed-Convolution | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 8.947 ms | 1 - 14 MB | NPU | Use Export Script |
|
| 72 |
+
| ResNet-Mixed-Convolution | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 54.77 ms | 1 - 14 MB | NPU | Use Export Script |
|
| 73 |
+
| ResNet-Mixed-Convolution | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 191.696 ms | 1 - 11 MB | NPU | Use Export Script |
|
| 74 |
+
| ResNet-Mixed-Convolution | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 8.485 ms | 1 - 3 MB | NPU | Use Export Script |
|
| 75 |
+
| ResNet-Mixed-Convolution | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 14.755 ms | 1 - 18 MB | NPU | Use Export Script |
|
| 76 |
+
| ResNet-Mixed-Convolution | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 8.463 ms | 1 - 3 MB | NPU | Use Export Script |
|
| 77 |
+
| ResNet-Mixed-Convolution | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 8.947 ms | 1 - 14 MB | NPU | Use Export Script |
|
| 78 |
+
| ResNet-Mixed-Convolution | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.449 ms | 0 - 21 MB | NPU | Use Export Script |
|
| 79 |
+
| ResNet-Mixed-Convolution | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.646 ms | 0 - 32 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a16.onnx) |
|
| 80 |
+
| ResNet-Mixed-Convolution | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 6.191 ms | 1 - 66 MB | NPU | Use Export Script |
|
| 81 |
+
| ResNet-Mixed-Convolution | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.849 ms | 0 - 63 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a16.onnx) |
|
| 82 |
+
| ResNet-Mixed-Convolution | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 5.91 ms | 1 - 46 MB | NPU | Use Export Script |
|
| 83 |
+
| ResNet-Mixed-Convolution | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.72 ms | 1 - 48 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a16.onnx) |
|
| 84 |
+
| ResNet-Mixed-Convolution | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.018 ms | 1 - 1 MB | NPU | Use Export Script |
|
| 85 |
+
| ResNet-Mixed-Convolution | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.309 ms | 12 - 12 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a16.onnx) |
|
| 86 |
|
| 87 |
|
| 88 |
|
|
|
|
| 146 |
ResNet-Mixed-Convolution
|
| 147 |
Device : cs_8275 (ANDROID 14)
|
| 148 |
Runtime : TFLITE
|
| 149 |
+
Estimated inference time (ms) : 982.4
|
| 150 |
+
Estimated peak memory usage (MB): [31, 82]
|
| 151 |
Total # Ops : 57
|
| 152 |
Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
|
| 153 |
```
|
ResNet-Mixed-Convolution_w8a8.onnx → ResNet-Mixed-Convolution_w8a16.onnx
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c11967483315f74250eda40565be1b291d641c0b3fbc7ed331d74b67fe1391cf
|
| 3 |
+
size 46826645
|