Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
---
|
| 2 |
library_name: pytorch
|
| 3 |
-
license:
|
| 4 |
tags:
|
| 5 |
- backbone
|
| 6 |
- android
|
|
@@ -26,44 +26,77 @@ More details on model performance across various devices, can be found
|
|
| 26 |
|
| 27 |
### Model Details
|
| 28 |
|
| 29 |
-
- **Model Type:**
|
| 30 |
- **Model Stats:**
|
| 31 |
- Model checkpoint: Imagenet
|
| 32 |
- Input resolution: 224x224
|
| 33 |
- Number of parameters: 88.7M
|
| 34 |
-
- Model size: 338 MB
|
|
|
|
| 35 |
|
| 36 |
-
| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
|
| 37 |
|---|---|---|---|---|---|---|---|---|
|
| 38 |
-
| ResNeXt101 |
|
| 39 |
-
| ResNeXt101 |
|
| 40 |
-
| ResNeXt101 |
|
| 41 |
-
| ResNeXt101 |
|
| 42 |
-
| ResNeXt101 |
|
| 43 |
-
| ResNeXt101 |
|
| 44 |
-
| ResNeXt101 |
|
| 45 |
-
| ResNeXt101 |
|
| 46 |
-
| ResNeXt101 |
|
| 47 |
-
| ResNeXt101 | SA7255P ADP | SA7255P |
|
| 48 |
-
| ResNeXt101 |
|
| 49 |
-
| ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy |
|
| 50 |
-
| ResNeXt101 |
|
| 51 |
-
| ResNeXt101 | SA8295P ADP | SA8295P |
|
| 52 |
-
| ResNeXt101 |
|
| 53 |
-
| ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy |
|
| 54 |
-
| ResNeXt101 |
|
| 55 |
-
| ResNeXt101 | SA8775P ADP | SA8775P |
|
| 56 |
-
| ResNeXt101 |
|
| 57 |
-
| ResNeXt101 |
|
| 58 |
-
| ResNeXt101 |
|
| 59 |
-
| ResNeXt101 |
|
| 60 |
-
| ResNeXt101 |
|
| 61 |
-
| ResNeXt101 |
|
| 62 |
-
| ResNeXt101 |
|
| 63 |
-
| ResNeXt101 |
|
| 64 |
-
| ResNeXt101 |
|
| 65 |
-
| ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.
|
| 66 |
-
| ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 67 |
|
| 68 |
|
| 69 |
|
|
@@ -125,12 +158,12 @@ python -m qai_hub_models.models.resnext101.export
|
|
| 125 |
Profiling Results
|
| 126 |
------------------------------------------------------------
|
| 127 |
ResNeXt101
|
| 128 |
-
Device :
|
| 129 |
-
Runtime : TFLITE
|
| 130 |
-
Estimated inference time (ms) :
|
| 131 |
-
Estimated peak memory usage (MB): [0,
|
| 132 |
-
Total # Ops : 147
|
| 133 |
-
Compute Unit(s) :
|
| 134 |
```
|
| 135 |
|
| 136 |
|
|
|
|
| 1 |
---
|
| 2 |
library_name: pytorch
|
| 3 |
+
license: other
|
| 4 |
tags:
|
| 5 |
- backbone
|
| 6 |
- android
|
|
|
|
| 26 |
|
| 27 |
### Model Details
|
| 28 |
|
| 29 |
+
- **Model Type:** Model_use_case.image_classification
|
| 30 |
- **Model Stats:**
|
| 31 |
- Model checkpoint: Imagenet
|
| 32 |
- Input resolution: 224x224
|
| 33 |
- Number of parameters: 88.7M
|
| 34 |
+
- Model size (float): 338 MB
|
| 35 |
+
- Model size (w8a8): 87.3 MB
|
| 36 |
|
| 37 |
+
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
| 38 |
|---|---|---|---|---|---|---|---|---|
|
| 39 |
+
| ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 36.474 ms | 0 - 277 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 40 |
+
| ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 36.205 ms | 0 - 9 MB | NPU | Use Export Script |
|
| 41 |
+
| ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.683 ms | 0 - 255 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 42 |
+
| ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 10.716 ms | 1 - 61 MB | NPU | Use Export Script |
|
| 43 |
+
| ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.591 ms | 0 - 29 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 44 |
+
| ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.543 ms | 1 - 3 MB | NPU | Use Export Script |
|
| 45 |
+
| ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.454 ms | 0 - 277 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 46 |
+
| ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.306 ms | 1 - 11 MB | NPU | Use Export Script |
|
| 47 |
+
| ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 36.474 ms | 0 - 277 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 48 |
+
| ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 36.205 ms | 0 - 9 MB | NPU | Use Export Script |
|
| 49 |
+
| ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.606 ms | 0 - 28 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 50 |
+
| ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.666 ms | 1 - 3 MB | NPU | Use Export Script |
|
| 51 |
+
| ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.839 ms | 0 - 247 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 52 |
+
| ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 10.603 ms | 1 - 19 MB | NPU | Use Export Script |
|
| 53 |
+
| ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.613 ms | 0 - 28 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 54 |
+
| ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.659 ms | 1 - 3 MB | NPU | Use Export Script |
|
| 55 |
+
| ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.454 ms | 0 - 277 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 56 |
+
| ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.306 ms | 1 - 11 MB | NPU | Use Export Script |
|
| 57 |
+
| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.577 ms | 0 - 28 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 58 |
+
| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.655 ms | 0 - 40 MB | NPU | Use Export Script |
|
| 59 |
+
| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.847 ms | 0 - 418 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
|
| 60 |
+
| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.769 ms | 0 - 276 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 61 |
+
| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.771 ms | 1 - 100 MB | NPU | Use Export Script |
|
| 62 |
+
| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.12 ms | 1 - 99 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
|
| 63 |
+
| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.592 ms | 0 - 278 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
|
| 64 |
+
| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.65 ms | 1 - 98 MB | NPU | Use Export Script |
|
| 65 |
+
| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.049 ms | 1 - 99 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
|
| 66 |
+
| ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.747 ms | 1 - 1 MB | NPU | Use Export Script |
|
| 67 |
+
| ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.537 ms | 172 - 172 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
|
| 68 |
+
| ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.268 ms | 0 - 142 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 69 |
+
| ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 6.681 ms | 0 - 10 MB | NPU | Use Export Script |
|
| 70 |
+
| ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.77 ms | 0 - 163 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 71 |
+
| ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.038 ms | 0 - 161 MB | NPU | Use Export Script |
|
| 72 |
+
| ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.85 ms | 0 - 26 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 73 |
+
| ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.904 ms | 0 - 2 MB | NPU | Use Export Script |
|
| 74 |
+
| ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.302 ms | 0 - 143 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 75 |
+
| ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.461 ms | 0 - 12 MB | NPU | Use Export Script |
|
| 76 |
+
| ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 10.773 ms | 0 - 193 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 77 |
+
| ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 14.74 ms | 0 - 12 MB | NPU | Use Export Script |
|
| 78 |
+
| ResNeXt101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 139.135 ms | 0 - 253 MB | GPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 79 |
+
| ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.268 ms | 0 - 142 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 80 |
+
| ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 6.681 ms | 0 - 10 MB | NPU | Use Export Script |
|
| 81 |
+
| ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.794 ms | 0 - 25 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 82 |
+
| ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.047 ms | 0 - 2 MB | NPU | Use Export Script |
|
| 83 |
+
| ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.048 ms | 0 - 144 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 84 |
+
| ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.279 ms | 0 - 18 MB | NPU | Use Export Script |
|
| 85 |
+
| ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.76 ms | 0 - 21 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 86 |
+
| ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.978 ms | 0 - 2 MB | NPU | Use Export Script |
|
| 87 |
+
| ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.302 ms | 0 - 143 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 88 |
+
| ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.461 ms | 0 - 12 MB | NPU | Use Export Script |
|
| 89 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.787 ms | 0 - 26 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 90 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.972 ms | 0 - 39 MB | NPU | Use Export Script |
|
| 91 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.806 ms | 0 - 167 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 92 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.089 ms | 0 - 154 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 93 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.166 ms | 0 - 158 MB | NPU | Use Export Script |
|
| 94 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.755 ms | 0 - 205 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 95 |
+
| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.06 ms | 0 - 145 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 96 |
+
| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.798 ms | 0 - 149 MB | NPU | Use Export Script |
|
| 97 |
+
| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.473 ms | 0 - 190 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 98 |
+
| ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.001 ms | 0 - 0 MB | NPU | Use Export Script |
|
| 99 |
+
| ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.959 ms | 89 - 89 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 100 |
|
| 101 |
|
| 102 |
|
|
|
|
| 158 |
Profiling Results
|
| 159 |
------------------------------------------------------------
|
| 160 |
ResNeXt101
|
| 161 |
+
Device : cs_8275 (ANDROID 14)
|
| 162 |
+
Runtime : TFLITE
|
| 163 |
+
Estimated inference time (ms) : 36.5
|
| 164 |
+
Estimated peak memory usage (MB): [0, 277]
|
| 165 |
+
Total # Ops : 147
|
| 166 |
+
Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
|
| 167 |
```
|
| 168 |
|
| 169 |
|