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SalsaNext

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v0.34.0

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See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

Files changed (6) hide show
  1. README.md +17 -26
  2. SalsaNext.tflite +2 -2
  3. SalsaNext_w8a16.dlc +1 -1
  4. precompiled/qualcomm-snapdragon-x-elite/SalsaNext.onnx.zip +2 -2
  5. precompiled/qualcomm-snapdragon-x-elite/SalsaNext_w8a16.onnx.zip +2 -2
  6. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
README.md CHANGED
@@ -19,6 +19,7 @@ More details on model performance across various devices, can be found
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  [here](https://aihub.qualcomm.com/models/salsanext).
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  ### Model Details
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  - **Model Type:** Model_use_case.semantic_segmentation
@@ -30,33 +31,33 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | SalsaNext | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 148.718 ms | 64 - 93 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 115.246 ms | 0 - 40 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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- | SalsaNext | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 65.38 ms | 64 - 106 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 56.086 ms | 3 - 61 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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- | SalsaNext | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.762 ms | 64 - 89 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 31.235 ms | 3 - 16 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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- | SalsaNext | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 58.582 ms | 64 - 93 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 36.864 ms | 0 - 41 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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- | SalsaNext | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 48.477 ms | 64 - 89 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 31.188 ms | 3 - 19 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.912 ms | 20 - 58 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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- | SalsaNext | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 36.615 ms | 63 - 104 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 23.162 ms | 3 - 46 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.308 ms | 23 - 69 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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- | SalsaNext | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 33.594 ms | 64 - 98 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 17.52 ms | 3 - 47 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.5 ms | 26 - 74 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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  | SalsaNext | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 31.316 ms | 40 - 40 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 32.252 ms | 33 - 33 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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- | SalsaNext | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 64.15 ms | 1 - 80 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 71.087 ms | 1 - 102 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 35.641 ms | 0 - 40 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 35.504 ms | 1 - 80 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 35.537 ms | 0 - 40 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 25.881 ms | 1 - 86 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 20.505 ms | 1 - 91 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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- | SalsaNext | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 45.575 ms | 38 - 38 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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@@ -114,17 +115,7 @@ device. This script does the following:
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  ```bash
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  python -m qai_hub_models.models.salsanext.export
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  ```
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- ```
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- Profiling Results
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- ------------------------------------------------------------
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- SalsaNext
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- Device : cs_8275 (ANDROID 14)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 148.7
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- Estimated peak memory usage (MB): [64, 93]
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- Total # Ops : 249
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- Compute Unit(s) : npu (237 ops) gpu (0 ops) cpu (12 ops)
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- ```
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  ## How does this work?
 
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  [here](https://aihub.qualcomm.com/models/salsanext).
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+
23
  ### Model Details
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25
  - **Model Type:** Model_use_case.semantic_segmentation
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
33
  |---|---|---|---|---|---|---|---|---|
34
+ | SalsaNext | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 139.801 ms | 10 - 55 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 115.246 ms | 0 - 40 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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+ | SalsaNext | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 58.065 ms | 10 - 73 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 56.086 ms | 3 - 61 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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+ | SalsaNext | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 45.065 ms | 0 - 33 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 31.235 ms | 3 - 16 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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+ | SalsaNext | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 50.997 ms | 10 - 55 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 36.864 ms | 0 - 41 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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+ | SalsaNext | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 44.288 ms | 10 - 20 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 31.188 ms | 3 - 19 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.912 ms | 20 - 58 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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+ | SalsaNext | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.78 ms | 8 - 58 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 23.162 ms | 3 - 46 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.308 ms | 23 - 69 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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+ | SalsaNext | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 30.381 ms | 9 - 58 MB | NPU | [SalsaNext.tflite](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.tflite) |
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  | SalsaNext | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 17.52 ms | 3 - 47 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.5 ms | 26 - 74 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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  | SalsaNext | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 31.316 ms | 40 - 40 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.dlc) |
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  | SalsaNext | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 32.252 ms | 33 - 33 MB | NPU | [SalsaNext.onnx](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext.onnx) |
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+ | SalsaNext | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 64.087 ms | 1 - 80 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 68.184 ms | 1 - 98 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 35.537 ms | 0 - 42 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 35.484 ms | 1 - 80 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 35.716 ms | 0 - 45 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 25.654 ms | 2 - 83 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 20.61 ms | 1 - 91 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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+ | SalsaNext | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 45.555 ms | 46 - 46 MB | NPU | [SalsaNext.dlc](https://huggingface.co/qualcomm/SalsaNext/blob/main/SalsaNext_w8a16.dlc) |
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  ```bash
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  python -m qai_hub_models.models.salsanext.export
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  ```
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+
 
 
 
 
 
 
 
 
 
 
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  ## How does this work?
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