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Nomic-Embed-Text

Text Generation
PyTorch
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: apache-2.0
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  tags:
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  - android
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  pipeline_tag: text-generation
@@ -25,40 +25,40 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Text generation
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  - **Model Stats:**
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  - Model checkpoint: v1.5
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  - Input resolution: 1x128 (seqlen can vary)
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  - Number of parameters: 137M
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  - Model size: 547 MB
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- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Nomic-Embed-Text | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 10.366 ms | 0 - 18 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 9.091 ms | 0 - 27 MB | FP16 | NPU | [Nomic-Embed-Text.so](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.so) |
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- | Nomic-Embed-Text | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 7.577 ms | 0 - 406 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.474 ms | 0 - 367 MB | FP16 | NPU | [Nomic-Embed-Text.so](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.so) |
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- | Nomic-Embed-Text | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.378 ms | 0 - 361 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 6.192 ms | 0 - 325 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | SA7255P ADP | SA7255P | TFLITE | 186.821 ms | 0 - 360 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | SA7255P ADP | SA7255P | QNN | 181.79 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10.671 ms | 0 - 19 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | SA8255 (Proxy) | SA8255P Proxy | QNN | 8.067 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | SA8295P ADP | SA8295P | TFLITE | 14.362 ms | 0 - 348 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | SA8295P ADP | SA8295P | QNN | 11.133 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10.585 ms | 0 - 18 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | SA8650 (Proxy) | SA8650P Proxy | QNN | 8.09 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | SA8775P ADP | SA8775P | TFLITE | 15.449 ms | 0 - 360 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | SA8775P ADP | SA8775P | QNN | 12.237 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 186.821 ms | 0 - 360 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 181.79 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10.581 ms | 0 - 20 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.065 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 15.449 ms | 0 - 360 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 12.237 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.287 ms | 0 - 401 MB | FP16 | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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- | Nomic-Embed-Text | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 11.382 ms | 0 - 366 MB | FP16 | NPU | Use Export Script |
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- | Nomic-Embed-Text | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.34 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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@@ -120,12 +120,12 @@ python -m qai_hub_models.models.nomic_embed_text.export
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  Profiling Results
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  ------------------------------------------------------------
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  Nomic-Embed-Text
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 10.4
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- Estimated peak memory usage (MB): [0, 18]
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- Total # Ops : 906
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- Compute Unit(s) : NPU (906 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: text-generation
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.text_generation
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  - **Model Stats:**
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  - Model checkpoint: v1.5
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  - Input resolution: 1x128 (seqlen can vary)
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  - Number of parameters: 137M
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  - Model size: 547 MB
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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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+ | Nomic-Embed-Text | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 34.455 ms | 105 - 465 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 29.131 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 12.916 ms | 0 - 398 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 11.408 ms | 0 - 365 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.571 ms | 0 - 20 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 7.886 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.798 ms | 0 - 360 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.059 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 34.455 ms | 105 - 465 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 29.131 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 10.555 ms | 0 - 19 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 8.128 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.322 ms | 212 - 560 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 11.224 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 10.547 ms | 0 - 18 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 8.08 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.798 ms | 0 - 360 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.059 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 10.577 ms | 0 - 18 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.023 ms | 0 - 24 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.591 ms | 0 - 403 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.774 ms | 0 - 367 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.406 ms | 0 - 362 MB | NPU | [Nomic-Embed-Text.tflite](https://huggingface.co/qualcomm/Nomic-Embed-Text/blob/main/Nomic-Embed-Text.tflite) |
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+ | Nomic-Embed-Text | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.744 ms | 0 - 323 MB | NPU | Use Export Script |
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+ | Nomic-Embed-Text | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.38 ms | 1 - 1 MB | NPU | Use Export Script |
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  Profiling Results
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  ------------------------------------------------------------
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  Nomic-Embed-Text
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 34.5
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+ Estimated peak memory usage (MB): [105, 465]
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+ Total # Ops : 906
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+ Compute Unit(s) : npu (906 ops) gpu (0 ops) cpu (0 ops)
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  ```
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