138 lines
3.4 KiB
Python
138 lines
3.4 KiB
Python
from .network_manager import (
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FoldResult,
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LoaderBundle,
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NetworkManager,
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PatientSplit,
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)
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from .split_manager import (
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PatientFirstSplitManager,
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SplitPlan,
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build_patient_split_plans,
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)
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from .profiles import (
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DatasetProfile,
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SimpleDatasetProfile,
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SlotDescriptor,
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PapilaProfile,
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build_papila_profile,
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)
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from .loader_factory import SlotLoaderFactory
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from .slot_dataset import SlotDataset, slot_collate
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from .papila_data import PapilaData
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from .papila_builders import build_papila_data
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from .data_bundle import DataBundle
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from .transforms import (
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ImageTransformConfig,
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backbone_transform_config,
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build_backbone_transform,
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build_eval_transform,
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build_imagenet_transform,
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ResizeTransform,
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CenterCropTransform,
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ROICropTransform,
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JitterBundleTransform,
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UnetMaskProvider,
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TRANSFORM_REGISTRY,
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build_transform_chain,
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)
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from .towerbase import TowerBase, build_backbone, train_towers_epoch, collect_probs_towers
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from .image_towers import ImageEncoder, SiameseImageTower, ImageTower
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from .clinical_towers import ClinicalEncoder, ClinicalDataTower
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from .geometry_towers import GeometryTower
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from .hypertower_models import (
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SingleEyeHT,
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BilateralHT,
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SiameseHT,
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FusedEnsembleHT,
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LogitMLPEnsembleHT,
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EmbeddingMLPEnsembleHT,
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NTowerHT,
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NLateralHT,
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MonoTowerHT,
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train_single_epoch,
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train_bilateral_epoch,
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train_siamese_epoch,
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train_fusion_epoch,
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train_ntower_epoch,
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train_mono_epoch,
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collect_probs_classic,
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collect_probs_ensemble,
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collect_probs_bilateral,
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collect_probs_siamese,
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collect_probs_ntower,
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collect_probs_mono,
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V2ModeComparisonOps,
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)
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from .bridges import Bridge, HTClassifier, HyperBridge, VoteBridge
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from .hypertower_logger import HypertowerLogger
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__all__ = [
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"NetworkManager",
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"PatientSplit",
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"LoaderBundle",
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"FoldResult",
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"PatientFirstSplitManager",
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"SplitPlan",
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"build_patient_split_plans",
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"DatasetProfile",
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"SimpleDatasetProfile",
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"SlotDescriptor",
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"PapilaProfile",
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"build_papila_profile",
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"PapilaData",
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"build_papila_data",
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"DataBundle",
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"SlotLoaderFactory",
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"SlotDataset",
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"slot_collate",
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"ImageTransformConfig",
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"backbone_transform_config",
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"build_backbone_transform",
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"build_eval_transform",
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"build_imagenet_transform",
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"ResizeTransform",
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"CenterCropTransform",
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"ROICropTransform",
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"JitterBundleTransform",
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"UnetMaskProvider",
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"TRANSFORM_REGISTRY",
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"build_transform_chain",
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"TowerBase",
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"build_backbone",
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"train_towers_epoch",
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"collect_probs_towers",
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"ImageEncoder",
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"SiameseImageTower",
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"ImageTower",
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"ClinicalEncoder",
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"ClinicalDataTower",
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"GeometryTower",
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"SingleEyeHT",
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"BilateralHT",
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"SiameseHT",
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"FusedEnsembleHT",
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"LogitMLPEnsembleHT",
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"EmbeddingMLPEnsembleHT",
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"NTowerHT",
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"NLateralHT",
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"MonoTowerHT",
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"train_single_epoch",
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"train_bilateral_epoch",
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"train_siamese_epoch",
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"train_fusion_epoch",
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"train_ntower_epoch",
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"train_mono_epoch",
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"collect_probs_classic",
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"collect_probs_ensemble",
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"collect_probs_bilateral",
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"collect_probs_siamese",
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"collect_probs_ntower",
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"collect_probs_mono",
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"Bridge",
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"HTClassifier",
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"HyperBridge",
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"VoteBridge",
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"V2ModeComparisonOps",
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"HypertowerLogger",
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]
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