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 |
- real_time
|
|
@@ -27,44 +27,63 @@ More details on model performance across various devices, can be found
|
|
| 27 |
|
| 28 |
### Model Details
|
| 29 |
|
| 30 |
-
- **Model Type:**
|
| 31 |
- **Model Stats:**
|
| 32 |
- Model checkpoint: Imagenet
|
| 33 |
- Input resolution: 224x224
|
| 34 |
- Number of parameters: 5.47M
|
| 35 |
-
- Model size: 20.9 MB
|
|
|
|
| 36 |
|
| 37 |
-
| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
|
| 38 |
|---|---|---|---|---|---|---|---|---|
|
| 39 |
-
| MobileNet-v3-Large |
|
| 40 |
-
| MobileNet-v3-Large |
|
| 41 |
-
| MobileNet-v3-Large |
|
| 42 |
-
| MobileNet-v3-Large |
|
| 43 |
-
| MobileNet-v3-Large |
|
| 44 |
-
| MobileNet-v3-Large |
|
| 45 |
-
| MobileNet-v3-Large |
|
| 46 |
-
| MobileNet-v3-Large |
|
| 47 |
-
| MobileNet-v3-Large |
|
| 48 |
-
| MobileNet-v3-Large | SA7255P ADP | SA7255P |
|
| 49 |
-
| MobileNet-v3-Large |
|
| 50 |
-
| MobileNet-v3-Large | SA8255 (Proxy) | SA8255P Proxy |
|
| 51 |
-
| MobileNet-v3-Large |
|
| 52 |
-
| MobileNet-v3-Large | SA8295P ADP | SA8295P |
|
| 53 |
-
| MobileNet-v3-Large |
|
| 54 |
-
| MobileNet-v3-Large | SA8650 (Proxy) | SA8650P Proxy |
|
| 55 |
-
| MobileNet-v3-Large |
|
| 56 |
-
| MobileNet-v3-Large | SA8775P ADP | SA8775P |
|
| 57 |
-
| MobileNet-v3-Large |
|
| 58 |
-
| MobileNet-v3-Large |
|
| 59 |
-
| MobileNet-v3-Large |
|
| 60 |
-
| MobileNet-v3-Large |
|
| 61 |
-
| MobileNet-v3-Large |
|
| 62 |
-
| MobileNet-v3-Large |
|
| 63 |
-
| MobileNet-v3-Large |
|
| 64 |
-
| MobileNet-v3-Large |
|
| 65 |
-
| MobileNet-v3-Large |
|
| 66 |
-
| MobileNet-v3-Large | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
|
| 67 |
-
| MobileNet-v3-Large | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 68 |
|
| 69 |
|
| 70 |
|
|
@@ -126,12 +145,12 @@ python -m qai_hub_models.models.mobilenet_v3_large.export
|
|
| 126 |
Profiling Results
|
| 127 |
------------------------------------------------------------
|
| 128 |
MobileNet-v3-Large
|
| 129 |
-
Device :
|
| 130 |
-
Runtime : TFLITE
|
| 131 |
-
Estimated inference time (ms) :
|
| 132 |
-
Estimated peak memory usage (MB): [0,
|
| 133 |
-
Total # Ops : 128
|
| 134 |
-
Compute Unit(s) :
|
| 135 |
```
|
| 136 |
|
| 137 |
|
|
|
|
| 1 |
---
|
| 2 |
library_name: pytorch
|
| 3 |
+
license: other
|
| 4 |
tags:
|
| 5 |
- backbone
|
| 6 |
- real_time
|
|
|
|
| 27 |
|
| 28 |
### Model Details
|
| 29 |
|
| 30 |
+
- **Model Type:** Model_use_case.image_classification
|
| 31 |
- **Model Stats:**
|
| 32 |
- Model checkpoint: Imagenet
|
| 33 |
- Input resolution: 224x224
|
| 34 |
- Number of parameters: 5.47M
|
| 35 |
+
- Model size (float): 20.9 MB
|
| 36 |
+
- Model size (w8a8): 5.79 MB
|
| 37 |
|
| 38 |
+
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
| 39 |
|---|---|---|---|---|---|---|---|---|
|
| 40 |
+
| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.171 ms | 0 - 24 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 41 |
+
| MobileNet-v3-Large | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.856 ms | 1 - 10 MB | NPU | Use Export Script |
|
| 42 |
+
| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.442 ms | 0 - 39 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 43 |
+
| MobileNet-v3-Large | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.882 ms | 0 - 28 MB | NPU | Use Export Script |
|
| 44 |
+
| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.959 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 45 |
+
| MobileNet-v3-Large | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.938 ms | 1 - 3 MB | NPU | Use Export Script |
|
| 46 |
+
| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.381 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 47 |
+
| MobileNet-v3-Large | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.282 ms | 1 - 15 MB | NPU | Use Export Script |
|
| 48 |
+
| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.171 ms | 0 - 24 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 49 |
+
| MobileNet-v3-Large | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.856 ms | 1 - 10 MB | NPU | Use Export Script |
|
| 50 |
+
| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.953 ms | 0 - 81 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 51 |
+
| MobileNet-v3-Large | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.938 ms | 1 - 2 MB | NPU | Use Export Script |
|
| 52 |
+
| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.864 ms | 0 - 29 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 53 |
+
| MobileNet-v3-Large | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.728 ms | 0 - 19 MB | NPU | Use Export Script |
|
| 54 |
+
| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.957 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 55 |
+
| MobileNet-v3-Large | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.932 ms | 1 - 4 MB | NPU | Use Export Script |
|
| 56 |
+
| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.381 ms | 0 - 26 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 57 |
+
| MobileNet-v3-Large | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.282 ms | 1 - 15 MB | NPU | Use Export Script |
|
| 58 |
+
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.957 ms | 0 - 80 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 59 |
+
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.939 ms | 0 - 59 MB | NPU | Use Export Script |
|
| 60 |
+
| MobileNet-v3-Large | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.816 ms | 0 - 36 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
|
| 61 |
+
| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.647 ms | 0 - 35 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 62 |
+
| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.64 ms | 0 - 32 MB | NPU | Use Export Script |
|
| 63 |
+
| MobileNet-v3-Large | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.566 ms | 0 - 35 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
|
| 64 |
+
| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.514 ms | 0 - 31 MB | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
|
| 65 |
+
| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.592 ms | 0 - 25 MB | NPU | Use Export Script |
|
| 66 |
+
| MobileNet-v3-Large | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.522 ms | 0 - 27 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
|
| 67 |
+
| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.079 ms | 1 - 1 MB | NPU | Use Export Script |
|
| 68 |
+
| MobileNet-v3-Large | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.877 ms | 13 - 13 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
|
| 69 |
+
| MobileNet-v3-Large | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.08 ms | 0 - 10 MB | NPU | Use Export Script |
|
| 70 |
+
| MobileNet-v3-Large | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.328 ms | 0 - 30 MB | NPU | Use Export Script |
|
| 71 |
+
| MobileNet-v3-Large | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.944 ms | 0 - 2 MB | NPU | Use Export Script |
|
| 72 |
+
| MobileNet-v3-Large | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.169 ms | 0 - 15 MB | NPU | Use Export Script |
|
| 73 |
+
| MobileNet-v3-Large | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 2.973 ms | 0 - 14 MB | NPU | Use Export Script |
|
| 74 |
+
| MobileNet-v3-Large | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.08 ms | 0 - 10 MB | NPU | Use Export Script |
|
| 75 |
+
| MobileNet-v3-Large | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.936 ms | 0 - 3 MB | NPU | Use Export Script |
|
| 76 |
+
| MobileNet-v3-Large | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.543 ms | 0 - 20 MB | NPU | Use Export Script |
|
| 77 |
+
| MobileNet-v3-Large | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.944 ms | 0 - 3 MB | NPU | Use Export Script |
|
| 78 |
+
| MobileNet-v3-Large | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.169 ms | 0 - 15 MB | NPU | Use Export Script |
|
| 79 |
+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.945 ms | 0 - 30 MB | NPU | Use Export Script |
|
| 80 |
+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.837 ms | 0 - 36 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
|
| 81 |
+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.648 ms | 0 - 32 MB | NPU | Use Export Script |
|
| 82 |
+
| MobileNet-v3-Large | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.571 ms | 0 - 37 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
|
| 83 |
+
| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.559 ms | 0 - 21 MB | NPU | Use Export Script |
|
| 84 |
+
| MobileNet-v3-Large | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.571 ms | 0 - 25 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
|
| 85 |
+
| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.114 ms | 0 - 0 MB | NPU | Use Export Script |
|
| 86 |
+
| MobileNet-v3-Large | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.876 ms | 7 - 7 MB | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large_w8a16.onnx) |
|
| 87 |
|
| 88 |
|
| 89 |
|
|
|
|
| 145 |
Profiling Results
|
| 146 |
------------------------------------------------------------
|
| 147 |
MobileNet-v3-Large
|
| 148 |
+
Device : cs_8275 (ANDROID 14)
|
| 149 |
+
Runtime : TFLITE
|
| 150 |
+
Estimated inference time (ms) : 3.2
|
| 151 |
+
Estimated peak memory usage (MB): [0, 24]
|
| 152 |
+
Total # Ops : 128
|
| 153 |
+
Compute Unit(s) : npu (128 ops) gpu (0 ops) cpu (0 ops)
|
| 154 |
```
|
| 155 |
|
| 156 |
|