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{ | |
"name": "interface", | |
"category": "business_logic", | |
"asset": "", | |
"inputs": [ | |
{ | |
"name": "video_in", | |
"type": "media" | |
}, | |
{ |
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FROM public.ecr.aws/panorama/panorama-application | |
RUN pip install --no-cache-dir --upgrade pip && \ | |
pip install --no-cache-dir opencv-python numpy | |
COPY src /panorama |
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{ | |
"mlModelDescriptor": { | |
"envelopeVersion": "2021-01-01", | |
"framework": "PYTORCH", | |
"inputs": [ | |
{ | |
"name": "images", | |
"shape": [1, 3, 640, 640] | |
} | |
] |
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{ | |
"nodePackage": { | |
... | |
"interfaces": [ | |
{ | |
"name": "interface", | |
"category": "ml_model", | |
"asset": "yolox_s_asset", | |
... | |
} |
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{ | |
"name": "model_node", | |
"interface": "<AWS_ACCOUNT_ID>::yolox_s.interface", | |
"overridable": false, | |
"launch": "onAppStart" | |
} |
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AWS_ACCOUNT_ID=$(aws sts get-caller-identity --output text --query 'Account') | |
panorama-cli add-raw-model \ | |
--model-asset-name yolox_s_asset \ | |
--model-local-path [model_archive_path]/yolox_s_torchscript.tar.gz \ | |
--descriptor-path packages/${AWS_ACCOUNT_ID}-yolox_s-1.0/descriptor.json \ | |
--packages-path packages/${AWS_ACCOUNT_ID}-yolox_s-1.0 |
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"edges": [ | |
{ | |
"producer": "camera_node.video_out", | |
"consumer": "code_node.video_in" | |
}, | |
{ | |
"producer": "code_node.video_out", | |
"consumer": "display_node.video_in" | |
}, | |
{ |
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{ | |
"name": "detection_threshold", | |
"interface": "float32", | |
"value": 20.0, | |
"overridable": true, | |
"decorator": { | |
"title": "Threshold", | |
"description": "The minimum confidence percentage for a positive classification." | |
} | |
} |
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{ | |
"name": "code_node", | |
"interface": "123456789012::application_logic.interface" | |
}, | |
{ | |
"name": "model_node", | |
"interface": "123456789012::yolox_s.interface" | |
} |
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panorama-cli add-panorama-package --type camera --name camera_input | |
panorama-cli add-panorama-package --type data_sink --name display_output | |
panorama-cli create-package --type Container --name application_logic | |
panorama-cli create-package --type Model --name yolox_s |