Hugging Face's logo

qualcomm
/
OpenAI-Clip

Image Classification
PyTorch
LiteRT
foundation
android
Model card Files
xet
Community
1
qaihm-bot commited on
Commit
3ebbf3a
·
verified ·
1 Parent(s): 3d24441

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +49 -50
README.md CHANGED
@@ -38,62 +38,60 @@ More details on model performance across various devices, can be found
38
 
39
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
- | 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) |
42
- | 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) |
43
- | 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) |
44
- | 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) |
45
- | 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) |
46
- | CLIPImageEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 19.261 ms | 0 - 173 MB | FP16 | NPU | Use Export Script |
47
- | 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) |
48
- | CLIPImageEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.812 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
49
- | 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) |
50
- | CLIPImageEncoder | SA7255P ADP | SA7255P | QNN | 264.864 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
51
- | 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) |
52
- | CLIPImageEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.55 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
53
- | 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) |
54
- | CLIPImageEncoder | SA8295P ADP | SA8295P | QNN | 30.857 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
55
- | 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) |
56
- | CLIPImageEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.571 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
- | 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) |
58
- | CLIPImageEncoder | SA8775P ADP | SA8775P | QNN | 29.812 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
- | 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) |
60
- | CLIPImageEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 30.197 ms | 0 - 167 MB | FP16 | NPU | Use Export Script |
61
- | CLIPImageEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.181 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
- | 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) |
63
- | 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) |
64
- | 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) |
65
- | 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) |
66
- | 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) |
67
- | CLIPTextEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.201 ms | 0 - 70 MB | FP16 | NPU | Use Export Script |
68
- | 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) |
69
- | CLIPTextEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.834 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
70
- | 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) |
71
- | CLIPTextEncoder | SA7255P ADP | SA7255P | QNN | 51.616 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
72
- | 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) |
73
- | CLIPTextEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.793 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
74
- | 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) |
75
- | CLIPTextEncoder | SA8295P ADP | SA8295P | QNN | 6.506 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
76
- | 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) |
77
- | CLIPTextEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.833 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
78
- | 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) |
79
- | CLIPTextEncoder | SA8775P ADP | SA8775P | QNN | 6.934 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
80
- | 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) |
81
- | CLIPTextEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.405 ms | 0 - 73 MB | FP16 | NPU | Use Export Script |
82
- | CLIPTextEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.099 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
83
 
84
 
85
 
86
 
87
  ## Installation
88
 
89
- This model can be installed as a Python package via pip.
90
 
 
91
  ```bash
92
- pip install "qai-hub-models[openai_clip]"
93
  ```
94
 
95
 
96
-
97
  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
98
 
99
  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -144,8 +142,8 @@ Profiling Results
144
  CLIPImageEncoder
145
  Device : Samsung Galaxy S23 (13)
146
  Runtime : TFLITE
147
- Estimated inference time (ms) : 34.1
148
- Estimated peak memory usage (MB): [0, 60]
149
  Total # Ops : 659
150
  Compute Unit(s) : NPU (659 ops)
151
 
@@ -153,8 +151,8 @@ Compute Unit(s) : NPU (659 ops)
153
  CLIPTextEncoder
154
  Device : Samsung Galaxy S23 (13)
155
  Runtime : TFLITE
156
- Estimated inference time (ms) : 5.6
157
- Estimated peak memory usage (MB): [0, 16]
158
  Total # Ops : 660
159
  Compute Unit(s) : NPU (658 ops) CPU (2 ops)
160
  ```
@@ -287,7 +285,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
287
 
288
 
289
  ## License
290
- * The license for the original implementation of OpenAI-Clip can be found [here](https://github.com/openai/CLIP/blob/main/LICENSE).
 
291
  * 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)
292
 
293
 
 
38
 
39
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
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) |
42
+ | 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) |
43
+ | 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) |
44
+ | 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) |
45
+ | 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) |
46
+ | CLIPImageEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.937 ms | 1 - 173 MB | FP16 | NPU | Use Export Script |
47
+ | 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) |
48
+ | CLIPImageEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.375 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
49
+ | 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) |
50
+ | CLIPImageEncoder | SA7255P ADP | SA7255P | QNN | 264.763 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
51
+ | 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) |
52
+ | CLIPImageEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.535 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
53
+ | 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) |
54
+ | CLIPImageEncoder | SA8295P ADP | SA8295P | QNN | 30.975 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
55
+ | 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) |
56
+ | CLIPImageEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.714 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
+ | 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) |
58
+ | 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) |
59
+ | CLIPImageEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 29.758 ms | 0 - 166 MB | FP16 | NPU | Use Export Script |
60
+ | CLIPImageEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.195 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
+ | 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) |
62
+ | 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) |
63
+ | 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) |
64
+ | 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) |
65
+ | 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) |
66
+ | CLIPTextEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.232 ms | 0 - 70 MB | FP16 | NPU | Use Export Script |
67
+ | 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) |
68
+ | CLIPTextEncoder | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.768 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
69
+ | 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) |
70
+ | CLIPTextEncoder | SA7255P ADP | SA7255P | QNN | 51.477 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
71
+ | 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) |
72
+ | CLIPTextEncoder | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.804 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
73
+ | 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) |
74
+ | CLIPTextEncoder | SA8295P ADP | SA8295P | QNN | 6.596 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
75
+ | 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) |
76
+ | CLIPTextEncoder | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.811 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
77
+ | 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) |
78
+ | CLIPTextEncoder | SA8775P ADP | SA8775P | QNN | 6.929 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
79
+ | 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) |
80
+ | CLIPTextEncoder | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.216 ms | 0 - 71 MB | FP16 | NPU | Use Export Script |
81
+ | CLIPTextEncoder | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.104 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
 
82
 
83
 
84
 
85
 
86
  ## Installation
87
 
 
88
 
89
+ Install the package via pip:
90
  ```bash
91
+ pip install "qai-hub-models[openai-clip]"
92
  ```
93
 
94
 
 
95
  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
96
 
97
  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
142
  CLIPImageEncoder
143
  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
148
  Compute Unit(s) : NPU (659 ops)
149
 
 
151
  CLIPTextEncoder
152
  Device : Samsung Galaxy S23 (13)
153
  Runtime : TFLITE
154
+ Estimated inference time (ms) : 5.7
155
+ Estimated peak memory usage (MB): [0, 24]
156
  Total # Ops : 660
157
  Compute Unit(s) : NPU (658 ops) CPU (2 ops)
158
  ```
 
285
 
286
 
287
  ## License
288
+ * The license for the original implementation of OpenAI-Clip can be found
289
+ [here](https://github.com/openai/CLIP/blob/main/LICENSE).
290
  * 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)
291
 
292