v0.3.2

Signed-off-by: Kory Watson <[email protected]>

qai_hub_models/_version.py

@@ -2,4 +2,4 @@
 # Copyright (c) 2024 Qualcomm Innovation Center, Inc. All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # ---------------------------------------------------------------------
-__version__ = "0.3.1"
+__version__ = "0.3.2"

qai_hub_models/models/_shared/imagenet_classifier/model.py

@@ -9,11 +9,11 @@
 import numpy as np
 import torch
 
-from qai_hub_models.datasets.imagenette import ImagenetteDataset
 from qai_hub_models.evaluators.base_evaluators import BaseEvaluator
 from qai_hub_models.evaluators.classification_evaluator import ClassificationEvaluator
 from qai_hub_models.utils.base_model import BaseModel
 from qai_hub_models.utils.input_spec import InputSpec
+from qai_hub_models.utils.quantization import get_image_quantization_samples
 
 MODEL_ASSET_VERSION = 1
 MODEL_ID = __name__.split(".")[-2]
@@ -79,5 +79,5 @@ def from_pretrained(
     def sample_inputs(
         self, input_spec: InputSpec | None = None
     ) -> Dict[str, List[np.ndarray]]:
-        dataset = ImagenetteDataset()
-        return dict(image_tensor=[dataset[42][0].numpy()[None, :, :, :]])
+        samples = get_image_quantization_samples()
+        return dict(image_tensor=[samples[:1].numpy()])

qai_hub_models/models/baichuan_7b_quantized/README.md

@@ -25,7 +25,7 @@ a hosted Qualcomm® device.
 * [Source Model Implementation](https://github.com/baichuan-inc/Baichuan-7B/)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/controlnet_quantized/README.md

@@ -53,7 +53,29 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/lllyasviel/ControlNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+
+## Usage and Limitations
+
+This model may not be used for or in connection with any of the following applications:
+
+- Accessing essential private and public services and benefits;
+- Administration of justice and democratic processes;
+- Assessing or recognizing the emotional state of a person;
+- Biometric and biometrics-based systems, including categorization of persons based on sensitive characteristics;
+- Education and vocational training;
+- Employment and workers management;
+- Exploitation of the vulnerabilities of persons resulting in harmful behavior;
+- General purpose social scoring;
+- Law enforcement;
+- Management and operation of critical infrastructure;
+- Migration, asylum and border control management;
+- Predictive policing;
+- Real-time remote biometric identification in public spaces;
+- Recommender systems of social media platforms;
+- Scraping of facial images (from the internet or otherwise); and/or
+- Subliminal manipulation
+
+

qai_hub_models/models/convnext_tiny/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/convnext.py)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ddrnet23_slim/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/chenjun2hao/DDRNet.pytorch)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/deeplabv3_resnet50/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/segmentation/deeplabv3.py)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/densenet121/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.py)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/detr_resnet101/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/facebookresearch/detr)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/detr_resnet101/perf.yaml

@@ -2,12 +2,6 @@ aggregated:
   supported_oses:
   - Android
   supported_devices:
-  - Google Pixel 3
-  - Google Pixel 3a
-  - Google Pixel 3a XL
-  - Google Pixel 4
-  - Google Pixel 4a
-  - Google Pixel 5a 5G
   - Samsung Galaxy S21
   - Samsung Galaxy S21 Ultra
   - Samsung Galaxy S21+

qai_hub_models/models/detr_resnet101_dc5/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/facebookresearch/detr)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/detr_resnet101_dc5/perf.yaml

@@ -2,12 +2,6 @@ aggregated:
   supported_oses:
   - Android
   supported_devices:
-  - Google Pixel 3
-  - Google Pixel 3a
-  - Google Pixel 3a XL
-  - Google Pixel 4
-  - Google Pixel 4a
-  - Google Pixel 5a 5G
   - Samsung Galaxy S21
   - Samsung Galaxy S21 Ultra
   - Samsung Galaxy S21+

qai_hub_models/models/detr_resnet50/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/facebookresearch/detr)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/detr_resnet50/perf.yaml

@@ -2,12 +2,6 @@ aggregated:
   supported_oses:
   - Android
   supported_devices:
-  - Google Pixel 3
-  - Google Pixel 3a
-  - Google Pixel 3a XL
-  - Google Pixel 4
-  - Google Pixel 4a
-  - Google Pixel 5a 5G
   - Samsung Galaxy S21
   - Samsung Galaxy S21 Ultra
   - Samsung Galaxy S21+

qai_hub_models/models/detr_resnet50_dc5/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/facebookresearch/detr)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/detr_resnet50_dc5/perf.yaml

@@ -2,12 +2,6 @@ aggregated:
   supported_oses:
   - Android
   supported_devices:
-  - Google Pixel 3
-  - Google Pixel 3a
-  - Google Pixel 3a XL
-  - Google Pixel 4
-  - Google Pixel 4a
-  - Google Pixel 5a 5G
   - Samsung Galaxy S21
   - Samsung Galaxy S21 Ultra
   - Samsung Galaxy S21+

qai_hub_models/models/efficientnet_b0/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/efficientnet.py)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/esrgan/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/xinntao/ESRGAN/)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/facebook_denoiser/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/facebookresearch/denoiser)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/fastsam_s/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/CASIA-IVA-Lab/FastSAM)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/fastsam_x/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/CASIA-IVA-Lab/FastSAM)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/fcn_resnet50/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/segmentation/fcn.py)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_122ns_lowres/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_40s/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_40s_quantized/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_54s/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_54s_quantized/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_78s/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_78s_lowres/README.md

@@ -53,7 +53,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+

qai_hub_models/models/ffnet_78s_quantized/README.md

@@ -48,7 +48,7 @@ script requires access to Deployment instructions for Qualcomm® AI Hub.
 * [Source Model Implementation](https://github.com/Qualcomm-AI-research/FFNet)
 
 ## Community
-* Join [our AI Hub Slack community](https://join.slack.com/t/qualcommaihub-nac3926/shared_invite/zt-2d5zsmas3-Sj0Q9TzslueCjS31eXG2UA) to collaborate, post questions and learn more about on-device AI.
+* Join [our AI Hub Slack community](https://join.slack.com/t/qualcomm-ai-hub/shared_invite/zt-2dgf95loi-CXHTDRR1rvPgQWPO~ZZZJg) to collaborate, post questions and learn more about on-device AI.
 * For questions or feedback please [reach out to us](mailto:[email protected]).
 
-{usage_and_limitation}
+