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v0.31.0

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See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (4) hide show
  1. .gitattributes +2 -0
  2. README.md +61 -61
  3. TrOCR_TrOCRDecoder.dlc +3 -0
  4. TrOCR_TrOCREncoder.dlc +3 -0
.gitattributes CHANGED
@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  TrOCREncoder.so filter=lfs diff=lfs merge=lfs -text
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  TrOCRDecoder.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  TrOCREncoder.so filter=lfs diff=lfs merge=lfs -text
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  TrOCRDecoder.so filter=lfs diff=lfs merge=lfs -text
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+ TrOCR_TrOCRDecoder.dlc filter=lfs diff=lfs merge=lfs -text
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+ TrOCR_TrOCREncoder.dlc filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -36,64 +36,64 @@ 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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  |---|---|---|---|---|---|---|---|---|
39
- | TrOCRDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 11.766 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 11.69 ms | 7 - 16 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.399 ms | 0 - 142 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.553 ms | 4 - 134 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.084 ms | 0 - 541 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.025 ms | 1 - 4 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.897 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.763 ms | 7 - 16 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 11.766 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 11.69 ms | 7 - 16 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.054 ms | 0 - 515 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.018 ms | 1 - 4 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.993 ms | 0 - 75 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.036 ms | 7 - 24 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.096 ms | 0 - 468 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.092 ms | 2 - 4 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.897 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.763 ms | 7 - 16 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.084 ms | 0 - 582 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.033 ms | 3 - 28 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.773 ms | 0 - 231 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.498 ms | 0 - 155 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.499 ms | 0 - 142 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.009 ms | 0 - 143 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.368 ms | 0 - 79 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.204 ms | 2 - 156 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.7 ms | 2 - 159 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCRDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.17 ms | 7 - 7 MB | NPU | Use Export Script |
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- | TrOCRDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.358 ms | 68 - 68 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCREncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 251.985 ms | 7 - 168 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 249.85 ms | 2 - 11 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 52.463 ms | 7 - 172 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 61.661 ms | 0 - 149 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 41.398 ms | 7 - 23 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 38.575 ms | 2 - 5 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 42.472 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 39.762 ms | 2 - 12 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 251.985 ms | 7 - 168 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 249.85 ms | 2 - 11 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 41.159 ms | 7 - 27 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 38.524 ms | 2 - 4 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 53.452 ms | 7 - 165 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 50.1 ms | 2 - 18 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 41.042 ms | 7 - 29 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 38.617 ms | 2 - 4 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 42.472 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 39.762 ms | 2 - 12 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 40.657 ms | 7 - 26 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 39.378 ms | 2 - 37 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 39.298 ms | 14 - 171 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 33.05 ms | 6 - 168 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 31.757 ms | 2 - 151 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.022 ms | 14 - 172 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 26.288 ms | 6 - 166 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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- | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 27.194 ms | 2 - 173 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 27.709 ms | 14 - 201 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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- | TrOCREncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.602 ms | 2 - 2 MB | NPU | Use Export Script |
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- | TrOCREncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.145 ms | 50 - 50 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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@@ -157,7 +157,7 @@ Profiling Results
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  TrOCRDecoder
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 11.8
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  Estimated peak memory usage (MB): [0, 82]
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  Total # Ops : 399
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  Compute Unit(s) : npu (399 ops) gpu (0 ops) cpu (0 ops)
@@ -166,8 +166,8 @@ Compute Unit(s) : npu (399 ops) gpu (0 ops) cpu (0 ops)
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  TrOCREncoder
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 252.0
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- Estimated peak memory usage (MB): [7, 168]
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  Total # Ops : 603
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  Compute Unit(s) : npu (603 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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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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+ | TrOCRDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.266 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.161 ms | 5 - 73 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.446 ms | 0 - 143 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.592 ms | 3 - 130 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.05 ms | 0 - 455 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.042 ms | 3 - 29 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.928 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.809 ms | 0 - 64 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.266 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.161 ms | 5 - 73 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.061 ms | 0 - 509 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.091 ms | 3 - 27 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.883 ms | 0 - 75 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.934 ms | 7 - 65 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.046 ms | 0 - 446 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.05 ms | 1 - 25 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.928 ms | 0 - 82 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.809 ms | 0 - 64 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.07 ms | 0 - 515 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.034 ms | 2 - 27 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.61 ms | 0 - 243 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.497 ms | 0 - 156 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.499 ms | 0 - 144 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.059 ms | 0 - 145 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.366 ms | 0 - 79 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.357 ms | 1 - 155 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.675 ms | 1 - 157 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCRDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.279 ms | 675 - 675 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCRDecoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.371 ms | 68 - 68 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
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+ | TrOCREncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 77.528 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCREncoder | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 72.833 ms | 2 - 149 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCREncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 52.189 ms | 7 - 171 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
71
+ | TrOCREncoder | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 64.665 ms | 1 - 149 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCREncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 40.253 ms | 7 - 26 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCREncoder | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 38.966 ms | 2 - 37 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
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+ | TrOCREncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 42.5 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
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+ | TrOCREncoder | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 39.725 ms | 2 - 150 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
76
+ | TrOCREncoder | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 77.528 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
77
+ | TrOCREncoder | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 72.833 ms | 2 - 149 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
78
+ | TrOCREncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 40.72 ms | 7 - 30 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
79
+ | TrOCREncoder | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 38.837 ms | 2 - 35 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
80
+ | TrOCREncoder | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 53.48 ms | 7 - 165 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
81
+ | TrOCREncoder | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 50.008 ms | 2 - 148 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
82
+ | TrOCREncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 40.894 ms | 7 - 32 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
83
+ | TrOCREncoder | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 39.043 ms | 1 - 35 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
84
+ | TrOCREncoder | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 42.5 ms | 7 - 167 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
85
+ | TrOCREncoder | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 39.725 ms | 2 - 150 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
86
+ | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 40.941 ms | 7 - 31 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
87
+ | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 38.753 ms | 2 - 37 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
88
+ | TrOCREncoder | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 40.111 ms | 14 - 140 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
89
+ | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 32.336 ms | 134 - 296 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
90
+ | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 31.86 ms | 2 - 155 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
91
+ | TrOCREncoder | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.19 ms | 12 - 169 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
92
+ | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 28.294 ms | 5 - 165 MB | NPU | [TrOCR.tflite](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.tflite) |
93
+ | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 28.687 ms | 2 - 176 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
94
+ | TrOCREncoder | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 27.961 ms | 14 - 203 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
95
+ | TrOCREncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 37.201 ms | 102 - 102 MB | NPU | [TrOCR.dlc](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.dlc) |
96
+ | TrOCREncoder | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.174 ms | 50 - 50 MB | NPU | [TrOCR.onnx](https://huggingface.co/qualcomm/TrOCR/blob/main/TrOCR.onnx) |
97
 
98
 
99
 
 
157
  TrOCRDecoder
158
  Device : cs_8275 (ANDROID 14)
159
  Runtime : TFLITE
160
+ Estimated inference time (ms) : 4.3
161
  Estimated peak memory usage (MB): [0, 82]
162
  Total # Ops : 399
163
  Compute Unit(s) : npu (399 ops) gpu (0 ops) cpu (0 ops)
 
166
  TrOCREncoder
167
  Device : cs_8275 (ANDROID 14)
168
  Runtime : TFLITE
169
+ Estimated inference time (ms) : 77.5
170
+ Estimated peak memory usage (MB): [7, 167]
171
  Total # Ops : 603
172
  Compute Unit(s) : npu (603 ops) gpu (0 ops) cpu (0 ops)
173
  ```
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