Jonny Jackson jnyjxn
jnyjxn
/ Example response for ModelVersionUpdated webhook.json
Last active
November 3, 2021 18:07
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| { | |
| "errors": [], | |
| "meta": { | |
| "namespace": "bay_no_bay" | |
| }, | |
| "models": { | |
| "new_model": { | |
| "model_id": "5829572617468274221", | |
| "version": 14 | |
| }, |
jnyjxn
/ Example response for CandidateModelEvaluated webhook.json
Last active
November 3, 2021 18:06
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| { | |
| "errors": [], | |
| "meta": { | |
| "namespace": "bay_no_bay", | |
| "model_id": "7581439787192873", | |
| "time_taken_in_ms": 1432000 | |
| }, | |
| "metrics": { | |
| "f1": { | |
| "whole": 0.781, |
jnyjxn
/ Example response for LiveModelEvaluated webhook.json
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November 3, 2021 18:06
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| { | |
| "errors": [], | |
| "meta": { | |
| "namespace": "bay_no_bay", | |
| "model_id": "7581439787192873", | |
| "time_taken_in_ms": 1432000 | |
| }, | |
| "metrics": { | |
| "f1": { | |
| "whole": 0.781, |
jnyjxn
/ Example response for ModelTrained webhook.json
Last active
November 3, 2021 18:05
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| { | |
| "errors": [], | |
| "meta": { | |
| "namespace": "bay_no_bay", | |
| "model_id": "7581439787192873", | |
| "time_taken_in_ms": 1432000 | |
| }, | |
| "metrics": { | |
| "f1": { | |
| "whole": 0.781, |
jnyjxn
/ Example response for PredictionsGenerated webhook.json
Last active
November 3, 2021 18:04
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| { | |
| "errors": [], | |
| "meta": { | |
| "namespace": "bay_no_bay", | |
| "model_id": "1480239148109284", | |
| "time_taken_in_ms": 120000 | |
| }, | |
| "predictions": { | |
| "gs://<image1_uri>": ["bay", "no_bay"], | |
| "gs://<image2_uri>": ["no_bay", "bay"], |
jnyjxn
/ Example POST request body for ML gateway.json
Last active
November 3, 2021 17:27
Example inputs and outputs of the Captur Machine Learning Engine
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| { | |
| "meta": { | |
| "images_csv": "<GCS_path_to_imagenames>.csv", | |
| "labels_manifest": "<GCS_path_to_labels_manifest>.json" | |
| }, | |
| "train": { | |
| "meta": {}, | |
| "models": { | |
| "<my_brand_new_model>": { | |
| "type": "image_label" |
jnyjxn
/ use_dyn_cfg.py
Created
January 26, 2021 20:31
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| augmentation_transforms = get_data_augmentation(cfg) |
jnyjxn
/ dynamic_aug.py
Last active
January 26, 2021 20:19
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| from torchvision.transforms import ( | |
| Compose, | |
| CenterCrop, | |
| # ... | |
| ToTensor, | |
| ) | |
| def get_data_augmentation(cfg): | |
| # This dictionary converts the 'name' key into a class constructor | |
| transform_dict = { |
jnyjxn
/ torchv_transforms.py
Last active
January 26, 2021 17:00
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| from torchvision.transforms import ( | |
| Compose, | |
| CenterCrop, | |
| ToTensor | |
| ) | |
| augmentation_transforms = Compose([ | |
| CenterCrop(size=10), | |
| ToTensor(), | |
| ]) |
jnyjxn
/ data_aug.yaml
Last active
January 26, 2021 17:01
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| augmentation: | |
| training: [ | |
| { | |
| name: CentreCrop, | |
| size: 10 | |
| }, | |
| { | |
| name: ToTensor, | |
| } | |
| ] |
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