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OpenAI-Clip

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@@ -38,62 +38,60 @@ More details on model performance across various devices, can be found
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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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- | CLIPImageEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 34.121 ms | 0 - 60 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 26.557 ms | 0 - 55 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.so) |
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- | CLIPImageEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 26.78 ms | 0 - 264 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 20.731 ms | 1 - 173 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.so) |
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- | CLIPImageEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 21.048 ms | 0 - 266 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 19.261 ms | 0 - 173 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 35.227 ms | 0 - 52 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.812 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | SA7255P ADP | SA7255P | TFLITE | 326.848 ms | 0 - 264 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | SA7255P ADP | SA7255P | QNN | 264.864 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 34.551 ms | 0 - 58 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.55 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | SA8295P ADP | SA8295P | TFLITE | 40.235 ms | 0 - 202 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | SA8295P ADP | SA8295P | QNN | 30.857 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 34.106 ms | 1 - 54 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.571 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | SA8775P ADP | SA8775P | TFLITE | 42.417 ms | 0 - 264 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | SA8775P ADP | SA8775P | QNN | 29.812 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 35.648 ms | 0 - 205 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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- | CLIPImageEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 30.197 ms | 0 - 167 MB | FP16 | NPU | Use Export Script |
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- | CLIPImageEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.181 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.602 ms | 0 - 16 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.696 ms | 0 - 21 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.so) |
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- | CLIPTextEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.979 ms | 0 - 87 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.316 ms | 0 - 72 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.so) |
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- | CLIPTextEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.951 ms | 0 - 84 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.201 ms | 0 - 70 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.628 ms | 0 - 18 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.834 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | SA7255P ADP | SA7255P | TFLITE | 61.367 ms | 0 - 81 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | SA7255P ADP | SA7255P | QNN | 51.616 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.737 ms | 0 - 17 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.793 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | SA8295P ADP | SA8295P | TFLITE | 7.595 ms | 0 - 69 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | SA8295P ADP | SA8295P | QNN | 6.506 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.63 ms | 0 - 19 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.833 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | SA8775P ADP | SA8775P | TFLITE | 8.185 ms | 0 - 81 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | SA8775P ADP | SA8775P | QNN | 6.934 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.428 ms | 0 - 74 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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- | CLIPTextEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.405 ms | 0 - 73 MB | FP16 | NPU | Use Export Script |
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- | CLIPTextEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.099 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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- pip install "qai-hub-models[openai_clip]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -144,8 +142,8 @@ Profiling Results
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  CLIPImageEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 34.1
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- Estimated peak memory usage (MB): [0, 60]
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  Total # Ops : 659
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  Compute Unit(s) : NPU (659 ops)
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@@ -153,8 +151,8 @@ Compute Unit(s) : NPU (659 ops)
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  CLIPTextEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 5.6
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- Estimated peak memory usage (MB): [0, 16]
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  Total # Ops : 660
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  Compute Unit(s) : NPU (658 ops) CPU (2 ops)
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  ```
@@ -287,7 +285,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of OpenAI-Clip can be found [here](https://github.com/openai/CLIP/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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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  |---|---|---|---|---|---|---|---|---|
41
+ | CLIPImageEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 34.319 ms | 0 - 54 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 26.337 ms | 0 - 56 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.so) |
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+ | CLIPImageEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 27.11 ms | 0 - 265 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 20.295 ms | 0 - 172 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.so) |
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+ | CLIPImageEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 25.123 ms | 0 - 265 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.937 ms | 1 - 173 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 34.064 ms | 0 - 63 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.375 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | SA7255P ADP | SA7255P | TFLITE | 326.663 ms | 0 - 264 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | SA7255P ADP | SA7255P | QNN | 264.763 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 34.194 ms | 0 - 56 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.535 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | SA8295P ADP | SA8295P | TFLITE | 40.104 ms | 0 - 202 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | SA8295P ADP | SA8295P | QNN | 30.975 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 34.131 ms | 0 - 50 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.714 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | SA8775P ADP | SA8775P | TFLITE | 42.575 ms | 0 - 264 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 35.825 ms | 0 - 202 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPImageEncoder.tflite) |
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+ | CLIPImageEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 29.758 ms | 0 - 166 MB | FP16 | NPU | Use Export Script |
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+ | CLIPImageEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.195 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.68 ms | 0 - 24 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.678 ms | 0 - 25 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.so) |
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+ | CLIPTextEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.993 ms | 0 - 88 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.297 ms | 0 - 71 MB | FP16 | NPU | [OpenAI-Clip.so](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.so) |
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+ | CLIPTextEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.98 ms | 0 - 85 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.232 ms | 0 - 70 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.699 ms | 0 - 18 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.768 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | SA7255P ADP | SA7255P | TFLITE | 61.254 ms | 0 - 81 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | SA7255P ADP | SA7255P | QNN | 51.477 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.722 ms | 0 - 24 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.804 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | SA8295P ADP | SA8295P | TFLITE | 7.627 ms | 0 - 69 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | SA8295P ADP | SA8295P | QNN | 6.596 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.726 ms | 0 - 18 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.811 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | SA8775P ADP | SA8775P | TFLITE | 8.166 ms | 0 - 81 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | SA8775P ADP | SA8775P | QNN | 6.929 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.336 ms | 0 - 74 MB | FP16 | NPU | [OpenAI-Clip.tflite](https://huggingface.co/qualcomm/OpenAI-Clip/blob/main/CLIPTextEncoder.tflite) |
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+ | CLIPTextEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.216 ms | 0 - 71 MB | FP16 | NPU | Use Export Script |
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+ | CLIPTextEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.104 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
 
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  ## Installation
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89
+ Install the package via pip:
90
  ```bash
91
+ pip install "qai-hub-models[openai-clip]"
92
  ```
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95
  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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97
  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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  CLIPImageEncoder
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  Device : Samsung Galaxy S23 (13)
144
  Runtime : TFLITE
145
+ Estimated inference time (ms) : 34.3
146
+ Estimated peak memory usage (MB): [0, 54]
147
  Total # Ops : 659
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  Compute Unit(s) : NPU (659 ops)
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  CLIPTextEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 5.7
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+ Estimated peak memory usage (MB): [0, 24]
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  Total # Ops : 660
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  Compute Unit(s) : NPU (658 ops) CPU (2 ops)
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  ```
 
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  ## License
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+ * The license for the original implementation of OpenAI-Clip can be found
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+ [here](https://github.com/openai/CLIP/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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