Category Index¶
augmentation¶
augmentation.vision¶
augmentation.vision.2d¶
augmentation.vision.2d.training¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Generic augmentations | 91a648... |
leip_af |
augmentation.vision.2d.validation¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Generic augmentations | 567b05... |
leip_af |
calibrator¶
calibrator.basic¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Calibrator | 051054... |
leip_forge |
calibrator.none¶
| Name | UUID | Execution Contexts |
|---|---|---|
| No Calibrator | 03c0d3... |
leip_forge |
calibrator.onnx¶
| Name | UUID | Execution Contexts |
|---|---|---|
| ONNXRuntime Calibrator | 001250... |
leip_forge |
callback¶
callback.checkpoint¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Checkpointing | 5ded75... |
leip_af |
callback.detection¶
callback.detection.post_processing¶
| Name | UUID | Execution Contexts |
|---|---|---|
| General Detection Postprocessor | 6052f9... |
leip_af |
callback.early_termination¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Early Stopping | 8e3763... |
leip_af |
callback.learning_rate_monitor¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Learning Rate Monitor | ec0b03... |
leip_af |
callback.progress_bar¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Progress Bar - Custom | b50570... |
leip_af |
| Progress Bar | b60ada... |
leip_af |
callback.quantization¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Training-aware Quantization - Custom | 72e0de... |
leip_af |
| Quantization-Guided Training | f96443... |
leip_af |
| Training-aware Quantization - Yolo Small - 960 kB | c2d692... |
leip_af |
| Training-aware Quantization - Basic | 8f64b8... |
leip_af |
| Training-aware Quantization - Expert | 1491a1... |
leip_af |
callback.reproducibility¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Reproducibility | ca03cd... |
leip_af |
callback.swa¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Stochastic Weight Averaging | e6c5ff... |
leip_af |
callback.telemetry¶
| Name | UUID | Execution Contexts |
|---|---|---|
| File-based telemetry | 32f536... |
leip_af |
checkpoint¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Download ckpt file | 9fe880... |
leip_af |
| No Checkpoint | 32d689... |
leip_af |
| Local ckpt file | 5158bf... |
leip_af |
checkpoint.lor¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Remote LOR model | 85e2aa... |
leip_af |
checkpoint.lre¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Local LRE compiled model | e74ff3... |
leip_af |
command¶
command.setup¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Full Recipe | 8b4b05... |
leip_af |
| Full Recipe | aac953... |
leip_forge |
| Full Recipe | 1fca89... |
leip_stub_gen |
compiler¶
| Name | UUID | Execution Contexts |
|---|---|---|
| TVM Compiler | 0a1c2b... |
leip_forge |
| ONNXRuntime | 375adc... |
leip_forge |
| TensorRT Compiler | 194d98... |
leip_forge |
data_generator¶
data_generator.vision¶
data_generator.vision.classification¶
data_generator.vision.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Composite - Class selector | 06894b... |
leip_af |
| Composite - MixUp Classification | f19b45... |
leip_af |
| GTSRB | c4039a... |
leip_af |
| Open Images | eb8f72... |
leip_af |
| Cifar100 | 8de396... |
leip_af |
| BYOD from Url - Classification | 8980c6... |
leip_af |
| Attach FiftyOne Dataset - classification | aada33... |
leip_af |
| MSCOCO | 03465a... |
leip_af |
| Composite - Data joiner | 4e8148... |
leip_af |
| Stanford_Cars | e43b1a... |
leip_af |
| Imagenette | 9c9749... |
leip_af |
| BYOD - Classification | 409bd8... |
leip_af |
| Composite - Random subset | 5859b6... |
leip_af |
| FGVC_Aircraft | ff26bc... |
leip_af |
| EuroSAT | 957445... |
leip_af |
| Cifar10 | e97b15... |
leip_af |
| Unlabeled Dataset | 3ab62a... |
leip_af |
data_generator.vision.detection¶
data_generator.vision.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| BYOD from Url - YOLO format | 480e0f... |
leip_af |
| Smoke (data/sets/url/detection/smoke-pascal-like) | f549f2... |
leip_af |
| Zenodo wheat (data/sets/url/detection/zenodo-wheat) | 359e26... |
leip_af |
| Face Mask Detection (data/sets/kaggle/detection/andrewmvd-face-mask-detection) | 770ddd... |
leip_af |
| Car Detection (data/sets/kaggle/detection/sshikamaru-car-object-detection) | 8c78e8... |
leip_af |
| FiftyOne dataset from LakeFS | be7ad5... |
leip_af |
| PASCAL VOC | 0fc919... |
leip_af |
| Composite - Data joiner | 77071f... |
leip_af |
| Attach FiftyOne Dataset - detection | 7403de... |
leip_af |
| COCO | 6acdcc... |
leip_af |
| Unlabeled Dataset | d41459... |
leip_af |
| Composite - Matting | 8889c0... |
leip_af |
| FiftyOne dataset from LakeFS - Advanced | e9fa41... |
leip_af |
| BYOD from Url - PASCAL format | fb4880... |
leip_af |
| BYOD - COCO format | b2f2cb... |
leip_af |
| Pothole Detection (data/sets/kaggle/detection/andrewmvd-pothole-detection) | 8e05e3... |
leip_af |
| Fire and smoke (data/sets/url/detection/fire-and-smoke-coco-like) | 18fb1b... |
leip_af |
| BYOD - KITTI format | 2f8623... |
leip_af |
| Composite - Class selector | 10d356... |
leip_af |
| BYOD - PASCAL format | 2bd6ce... |
leip_af |
| Composite - Mosaic | 7bebd5... |
leip_af |
| BYOD from Url - COCO format | 005947... |
leip_af |
| Composite - Random subset | 365151... |
leip_af |
| Dice, Car, Battery Detection (data/sets/kaggle/detection/kitti-dice-car-battery-detection-new) | 9f11e0... |
leip_af |
| Smoke Detection (data/sets/kaggle/detection/pascal-smoke-dataset) | 8d5c5a... |
leip_af |
| BYOD from Url - KITTI format | 4c502d... |
leip_af |
| COCO Car Detection (data/sets/kaggle/detection/coco-car-dataset) | 55f1fb... |
leip_af |
| BYOD - YOLO format | 4a5f8d... |
leip_af |
| Dials and gauges (data/sets/url/detection/dials-and-gauges-pascal-like) | dbebb1... |
leip_af |
| VAID (Overhead Car Detection) | 5659a8... |
leip_af |
| Ship Detection (data/sets/kaggle/detection/pascal-ship-dataset) | 623df9... |
leip_af |
| Dice Detection (data/sets/kaggle/detection/pascal-dice-dataset) | 90ba10... |
leip_af |
| Fruits Detection (data/sets/kaggle/detection/mbkinaci-fruit-images-for-object-detection) | db1188... |
leip_af |
data_generator.vision.segmentation¶
data_generator.vision.segmentation.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| BYOD - RLE format | 0bf531... |
leip_af |
| Composite - Random subset | feed1a... |
leip_af |
| Composite - Data joiner | b6f994... |
leip_af |
| PASCAL VOC Segmentation | 2dd717... |
leip_af |
| SIIM ACR Pneumothorax Segmentation (data/sets/kaggle/detection/jesperdramsch-siim-acr-pneumothorax-segmentation-data) | 05a63c... |
leip_af |
| CamVid (data/sets/kaggle/segmentation/carlolepelaars-camvid) | 6e8bf3... |
leip_af |
| Cityscapes Segmentation (data/sets/url/segmentation/cityscapes-segmentation) | c6c8f1... |
leip_af |
| Drone Segmentation (kaggle/bulentsiyah-semantic-drone) | 96718f... |
leip_af |
| Unlabeled Dataset | 214930... |
leip_af |
| iMaterialist (Fashion) 2019 (data/sets/kaggle/segmentation/competitions-imaterialist-fashion-2019-FGVC6) | d01f67... |
leip_af |
| Historical Map Segmentation (data/sets/url/segmentation/historical-map-world-segmentation) | 0cc874... |
leip_af |
data_module¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Basic Adaptor | 123217... |
leip_af |
data_report¶
data_report.classification¶
data_report.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Classification report | edc57e... |
leip_af |
data_report.detection¶
data_report.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Detection report | ce2c2c... |
leip_af |
data_report.segmentation¶
data_report.segmentation.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Segmentation report | 4e30cc... |
leip_af |
data_report_section¶
data_report_section.basic¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Subset numbers | d3d6a5... |
leip_af |
| Image shapes | 95308d... |
leip_af |
| Yaml Config | eaa300... |
leip_af |
data_report_section.detection¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Class distribution | d24025... |
leip_af |
| Box shapes | 9e42fc... |
leip_af |
| Boxes number | c3190e... |
leip_af |
| Anchor boxes | 710698... |
leip_af |
| Common gt location | a23e2f... |
leip_af |
eval¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Default Evaluation | d5ffe8... |
leip_af |
export¶
export.dynamo_onnx¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Export to TorchDynamo-based ONNX | 7ac28f... |
leip_af |
export.tracer¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Export to TorchScript-based ONNX | 28de81... |
leip_af |
| Export | c69c1e... |
leip_af |
export_data¶
export_data.classification¶
export_data.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Export image folder | 1513c0... |
leip_af |
export_data.detection¶
export_data.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Export in COCO format | e67011... |
leip_af |
| Export in KITTI format | 9fc0c3... |
leip_af |
| Export in PASCAL format | 723aa7... |
leip_af |
hydra¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Hydra - Default config | af47ef... |
leip_af |
hyperparameter¶
hyperparameter.optimization¶
hyperparameter.optimization.optimizer¶
hyperparameter.optimization.optimizer.nanodet¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Customised per-layer hyperparameter | 3d94af... |
leip_af |
inheritance¶
inheritance.data-leip-base-h5¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Imagenette - base | 05f763... |
leip_af |
logger¶
logger.neptune¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Neptune.AI | 250afa... |
leip_af |
logger.tensorboard¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Tensorboard | a6568c... |
leip_af |
logger.wandb¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Weights and Biases | 322639... |
leip_af |
metric¶
metric.classification¶
metric.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Confusion Matrix - Classification | cb2710... |
leip_af |
| Accuracy | 812b67... |
leip_af |
metric.detection¶
metric.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| mAP - torchmetrics | 930051... |
leip_af |
metric.segmentation¶
metric.segmentation.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Intersection Over Union | ce35c4... |
leip_af |
model¶
model.classification¶
model.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Classifier | 13c774... |
leip_af |
model.detection¶
model.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Yolo v8 | a8c454... |
leip_af |
| RT-DETRv2 | b0d8b7... |
leip_af |
| EfficientDet | 4fb384... |
leip_af |
| Yolo v10 | d3fd09... |
leip_af |
| NanoDet | 9f35c1... |
leip_af |
| UL Yolo v5 | 250e4b... |
leip_af |
| RT-DETR | b3bdb7... |
leip_af |
| Yolo v5 | cecc57... |
leip_af |
| D-FINE | 06ff3d... |
leip_af |
| SSD | 7511a6... |
leip_af |
model.segmentation¶
model.segmentation.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| DeepLab v3 + | 286bc1... |
leip_af |
| U-Net | ec7f24... |
leip_af |
| PSPNet | c468a4... |
leip_af |
optimization¶
optimization.loss_function¶
optimization.loss_function.segmentation¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Tversky | f56d58... |
leip_af |
| Focal | 5d608d... |
leip_af |
| Lovasz | 016f1f... |
leip_af |
| Dice | eecf52... |
leip_af |
| SoftCrossEntropy | 152cf7... |
leip_af |
| MCC | 1a4fdd... |
leip_af |
| Jaccard | 3445e7... |
leip_af |
| SoftBCEWithLogits | 7d6ab2... |
leip_af |
optimization.optimizer¶
optimization.optimizer.generic¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Optimizer | 21dd5d... |
leip_af |
optimization.optimizer.nanodet¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Basic NanoDet | 40ee40... |
leip_af |
optimization.optimizer.rtdetr¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Basic RT-DETR | 4aa1f0... |
leip_af |
optimization.optimizer.yolo¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Basic YOLO | 0c6c7e... |
leip_af |
optimization.scheduler¶
optimization.scheduler.generic¶
| Name | UUID | Execution Contexts |
|---|---|---|
| One Cycle | de858e... |
leip_af |
| Exponential Decay | feecbd... |
leip_af |
| Cosine Annealing | 682d96... |
leip_af |
| Reduce on Plateau | c51345... |
leip_af |
optimization.warmup¶
optimization.warmup.nanodet¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Basic NanoDet | d171e9... |
leip_af |
paths¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Default Paths | dcaa15... |
leip_af |
predict¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Generic | f21165... |
leip_af |
predict_labels¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Few/Large | 58eaa5... |
leip_af |
| Custom | e9e407... |
leip_af |
| Many/Small | 789020... |
leip_af |
quantizer¶
quantizer.none¶
| Name | UUID | Execution Contexts |
|---|---|---|
| No Quantizer | ee57c5... |
leip_forge |
quantizer.onnx¶
| Name | UUID | Execution Contexts |
|---|---|---|
| ONNXRuntime Quantizer | 46ab87... |
leip_forge |
quantizer.trt¶
| Name | UUID | Execution Contexts |
|---|---|---|
| TensorRT Quantizer | a2556b... |
leip_forge |
quantizer.tvm¶
| Name | UUID | Execution Contexts |
|---|---|---|
| TVM Quantizer | 46da70... |
leip_forge |
stub¶
stub.python¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Python Stubs | 38d5b8... |
leip_stub_gen |
stub_code¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Stub Code | 7e85cd... |
leip_stub_gen |
system¶
system.telemetry¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Telemetry link | a333fc... |
leip_af |
task¶
task.vision¶
task.vision.classification¶
task.vision.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Vision - Classification 2D | 2791da... |
leip_af |
task.vision.detection¶
task.vision.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Vision - Detection 2D | 1251ee... |
leip_af |
task.vision.segmentation¶
task.vision.segmentation.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Vision - Segmentation 2D | 74ca69... |
leip_af |
train_eval¶
train_eval.classification¶
train_eval.classification.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Area under ROC | f98cbd... |
leip_af |
| Recall | c0dd5e... |
leip_af |
| F1Score | 47c6a5... |
leip_af |
| Accuracy | 73a852... |
leip_af |
| Precision | 23bac1... |
leip_af |
train_eval.detection¶
train_eval.detection.2d¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Training accumulator | c5e031... |
leip_af |
trainer¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Trainer - Single Accelerator | 1063d3... |
leip_af |
| Trainer - Multi-Accelerator | b1f19a... |
leip_af |
| Trainer - CPU only | ca5690... |
leip_af |
| Trainer - Generic | d561b2... |
leip_af |
vizdata¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Vizdata | 8ad703... |
leip_af |
vizdata_labels¶
| Name | UUID | Execution Contexts |
|---|---|---|
| Custom | 95bbdb... |
leip_af |
| Many/Small | c07e25... |
leip_af |
| Few/Large | cfe5a8... |
leip_af |