Index

_

__init__() (fovi.arch.alexnet.ConvBlock method) (fovi.arch.architectures.ArchitectureRegistry method) (fovi.arch.convnextv2.Block method) (fovi.arch.convnextv2.ConvNeXtV2 method) (fovi.arch.convnextv2.GRN method) (fovi.arch.convnextv2.LayerNorm method) (fovi.arch.knn.KNNConvLayer method) (fovi.arch.knn.KNNDepthwiseConvLayer method) (fovi.arch.knn.KNNDepthwiseSeparableConvLayer method) (fovi.arch.knn.KNNGetterLayer method) (fovi.arch.knn.KNNPoolingLayer method) (fovi.arch.knnalexnet.KNNAlexNet method) (fovi.arch.knnalexnet.KNNAlexNetBlock method) (fovi.arch.knnconvnextv2.Block method) (fovi.arch.knnconvnextv2.ConvNeXtV2 method) (fovi.arch.knnconvnextv2.GRN method) (fovi.arch.knnconvnextv2.LayerNorm method) (fovi.arch.knnresnet.KNNResNet method) (fovi.arch.knnresnet.KNNResNetBasicBlock method) (fovi.arch.knnvit.FoviDinoV3RoPE method) (fovi.arch.knnvit.KNNPartitioningPatchEmbedding method) (fovi.arch.knnvit.KNNPatchEmbedding method) (fovi.arch.knnvit.KNNViT method) (fovi.arch.knnvit.PartitioningPatchEmbedding method) (fovi.arch.mlp.LayerBlock method) (fovi.arch.mlp.MLPWrapper method) (fovi.arch.norm.KNNBatchNorm method) (fovi.arch.norm.KNNChannelNorm method) (fovi.arch.norm.KNNCoordNorm method) (fovi.arch.norm.KNNGroupNorm method) (fovi.arch.norm.KNNLayerNorm method) (fovi.arch.polar.PolarPadder method) (fovi.arch.resnet.BasicBlockPolar method) (fovi.arch.resnet.BottleneckPolar method) (fovi.arch.resnet.ResNet method) (fovi.arch.vit.MultiHeadSelfAttention method) (fovi.arch.vit.PatchEmbedding method) (fovi.arch.vit.PositionalEncoding method) (fovi.arch.vit.RoPEMultiHeadSelfAttention method) (fovi.arch.vit.RoPEPositionalEncoding method) (fovi.arch.vit.RoPETransformerBlock method) (fovi.arch.vit.TransformerBlock method) (fovi.arch.vit.VisionTransformer method) (fovi.arch.wrapper.BackboneProjectorWrapper method) (fovi.fovinet.FoviNet method) (fovi.probes.FoviNetProbe method) (fovi.probes.FoviNetProbes method) (fovi.probes.LinearProbe method) (fovi.sensing.coords.SamplingCoords method) (fovi.sensing.manifold.CorticalSensorManifold method) (fovi.sensing.policies.BaseSaccadePolicy method) (fovi.sensing.policies.MultiRandomSaccadePolicy method) (fovi.sensing.policies.NoSaccadePolicy method) (fovi.sensing.policies.PolicyRegistry method) (fovi.sensing.retina.GaussianColorDecay method) (fovi.sensing.retina.RetinalTransform method) (fovi.sensing.samplers.GaussianKNNGridSampler method) (fovi.sensing.samplers.GridSampler method) (fovi.sensing.samplers.KNNGridSampler method) (fovi.trainer.Trainer method) (fovi.utils.fastaugs.transforms.CircularMask method) (fovi.utils.fastaugs.transforms.ColorJitter method) (fovi.utils.fastaugs.transforms.Compose method) (fovi.utils.fastaugs.transforms.MultiSample method) (fovi.utils.fastaugs.transforms.NormalizeGPU method) (fovi.utils.fastaugs.transforms.RandomApply method) (fovi.utils.fastaugs.transforms.RandomBrightness method) (fovi.utils.fastaugs.transforms.RandomColorJitter method) (fovi.utils.fastaugs.transforms.RandomColorJitterYIQ method) (fovi.utils.fastaugs.transforms.RandomContrast method) (fovi.utils.fastaugs.transforms.RandomGaussianBlur method) (fovi.utils.fastaugs.transforms.RandomGrayscale method) (fovi.utils.fastaugs.transforms.RandomHorizontalFlip method) (fovi.utils.fastaugs.transforms.RandomPatchShuffle method) (fovi.utils.fastaugs.transforms.RandomRotate method) (fovi.utils.fastaugs.transforms.RandomRotateObject method) (fovi.utils.fastaugs.transforms.RandomSolarization method) (fovi.utils.fastaugs.transforms.RandomZoom method) (fovi.utils.fastaugs.transforms.ToDevice method) (fovi.utils.fastaugs.transforms.ToFloat method) (fovi.utils.fastaugs.transforms.ToFloatDiv method) (fovi.utils.fastaugs.transforms.ToGrayscaleGPU method) (fovi.utils.fastaugs.transforms.ToGrayscaleTorchGPU method) (fovi.utils.fastaugs.transforms.ToTorchImage method) (fovi.utils.flops.FlopWrapper method) (fovi.utils.HiddenPrints method) (fovi.utils.lora.LoRAParam method) (fovi.utils.losses.BarlowTwinsLoss method) (fovi.utils.losses.SimCLRLoss method) (fovi.utils.losses.VicRegLoss method) (fovi.utils.lr_scheduling.CosineDecayWithWarmup method) (fovi.utils.lr_scheduling.LARS method) (fovi.visualizer.Visualizer method)

_apply_aspect_ratio() (fovi.sensing.retina.RetinalTransform method) _apply_local_rf() (fovi.arch.knn.KNNConvLayer method) _apply_local_rf_to_weights() (fovi.arch.knn.KNNConvLayer method) _check_aspect_ratio() (fovi.sensing.retina.RetinalTransform method) _check_fix_loc() (fovi.sensing.retina.RetinalTransform method) _check_fixation_size() (fovi.sensing.retina.RetinalTransform method) _clear_non_serializable_cached_data() (fovi.utils.fastaugs.functional_tensor.Tensor method) _compute_all_distances() (fovi.arch.knn.KNNBaseLayer method) _compute_euclidean_distances_batched() (fovi.arch.knn.KNNBaseLayer method) _compute_gaussian_weights() (fovi.arch.knn.KNNPoolingLayer method) _compute_geodesic_distances() (fovi.arch.knn.KNNBaseLayer method) _compute_knns() (fovi.arch.knn.KNNBaseLayer method) _get_sbc_mat() (in module fovi.utils.fastaugs.functional_tensor) _get_scale_factor() (in module fovi.utils.fastaugs.functional), [1] _grid_sample() (in module fovi.utils.fastaugs.functional) _init_conv_like() (fovi.arch.knn.KNNConvLayer method) _init_depthwise_conv_like() (fovi.arch.knn.KNNDepthwiseConvLayer method) _init_depthwise_separable_conv_like() (fovi.arch.knn.KNNDepthwiseSeparableConvLayer method) _init_fix_agg() (fovi.probes.FoviNetProbe method) _init_probes() (fovi.probes.FoviNetProbes method) _init_weights() (fovi.arch.vit.VisionTransformer method) _make_layer() (fovi.arch.knnresnet.KNNResNet method) _pad_and_gather_knns() (fovi.arch.knn.KNNConvLayer method) _prep_grid_for_grid_sample() (fovi.sensing.samplers.BaseGridSampler method) _prepare_coords() (in module fovi.utils.fastaugs.functional) _prepare_mat() (in module fovi.utils.fastaugs.functional) _prepare_param() (in module fovi.utils.fastaugs.functional) _prepare_rot_pt() (in module fovi.utils.fastaugs.functional) _prepare_thetas() (in module fovi.utils.fastaugs.functional) _transform_fix_grid() (fovi.sensing.samplers.BaseGridSampler method)

A

A (fovi.utils.lora.LoRAParam attribute) accuracy() (fovi.utils.losses.SimCLRLoss method) add_supervised_meters() (fovi.trainer.Trainer method) add_to_all() (in module fovi.utils) adjust_brightness() (in module fovi.utils.fastaugs.functional) (in module fovi.utils.fastaugs.functional_tensor) adjust_brightness_pil() (in module fovi.utils.fastaugs.functional) adjust_contrast() (in module fovi.utils.fastaugs.functional) (in module fovi.utils.fastaugs.functional_tensor) adjust_contrast_logit() (in module fovi.utils.fastaugs.functional) adjust_contrast_pil() (in module fovi.utils.fastaugs.functional) adjust_gamma() (in module fovi.utils.fastaugs.functional_tensor) adjust_hue() (in module fovi.utils.fastaugs.functional_tensor) adjust_hue_fast() (in module fovi.utils.fastaugs.functional_tensor) adjust_rms_contrast() (in module fovi.utils.fastaugs.functional) adjust_rms_contrast_logit() (in module fovi.utils.fastaugs.functional) adjust_saturation() (in module fovi.utils.fastaugs.functional_tensor) adjust_sharpness() (in module fovi.utils.fastaugs.functional_tensor) affine() (in module fovi.utils.fastaugs.functional_tensor) affine_transform() (in module fovi.utils.fastaugs.functional) alexnet2023() (in module fovi.arch.architectures) alexnet2023_baseline() (in module fovi.arch.alexnet) align_to() (fovi.utils.fastaugs.functional_tensor.Tensor method) all_coords() (fovi.sensing.samplers.GridSampler method) (fovi.sensing.samplers.KNNGridSampler method) alpha (fovi.utils.lora.LoRAParam attribute) analyze_rf() (in module fovi.utils)

apply_2d_rotary_pos_emb() (in module fovi.arch.vit) apply_last() (fovi.utils.fastaugs.transforms.ColorJitter method) (fovi.utils.fastaugs.transforms.Compose method) (fovi.utils.fastaugs.transforms.NormalizeGPU method) (fovi.utils.fastaugs.transforms.RandomApply method) (fovi.utils.fastaugs.transforms.RandomBrightness method) (fovi.utils.fastaugs.transforms.RandomColorJitter method) (fovi.utils.fastaugs.transforms.RandomColorJitterYIQ method) (fovi.utils.fastaugs.transforms.RandomContrast method) (fovi.utils.fastaugs.transforms.RandomGaussianBlur method) (fovi.utils.fastaugs.transforms.RandomGrayscale method) (fovi.utils.fastaugs.transforms.RandomHorizontalFlip method) (fovi.utils.fastaugs.transforms.RandomPatchShuffle method) (fovi.utils.fastaugs.transforms.RandomSolarization method) (fovi.utils.fastaugs.transforms.ToChannelsFirst method) (fovi.utils.fastaugs.transforms.ToChannelsLast method) (fovi.utils.fastaugs.transforms.ToDevice method) (fovi.utils.fastaugs.transforms.ToFloat method) (fovi.utils.fastaugs.transforms.ToFloatDiv method) (fovi.utils.fastaugs.transforms.ToNumpy method) (fovi.utils.fastaugs.transforms.ToTorchImage method) apply_lora() (in module fovi.utils.lora) apply_mask() (in module fovi.utils.fastaugs.functional) arch_wrapper() (in module fovi.arch.architectures) ArchitectureRegistry (class in fovi.arch.architectures) auto_match_num_coords() (in module fovi.sensing.coords) autocontrast() (in module fovi.utils.fastaugs.functional_tensor)

B

B (fovi.utils.lora.LoRAParam attribute) BackboneProjectorWrapper (class in fovi.arch.wrapper) backward() (fovi.utils.fastaugs.functional_tensor.Tensor method) BarlowTwinsLoss (class in fovi.utils.losses) BaseGridSampler (class in fovi.sensing.samplers) BaseSaccadePolicy (class in fovi.sensing.policies) BasicBlockPolar (class in fovi.arch.resnet) batch_size (fovi.utils.losses.BarlowTwinsLoss attribute) (fovi.utils.losses.SimCLRLoss attribute) before_call() (fovi.utils.fastaugs.transforms.CircularMask method) (fovi.utils.fastaugs.transforms.ColorJitter method) (fovi.utils.fastaugs.transforms.NormalizeGPU method) (fovi.utils.fastaugs.transforms.RandomApply method) (fovi.utils.fastaugs.transforms.RandomBrightness method) (fovi.utils.fastaugs.transforms.RandomColorJitter method) (fovi.utils.fastaugs.transforms.RandomColorJitterYIQ method) (fovi.utils.fastaugs.transforms.RandomContrast method) (fovi.utils.fastaugs.transforms.RandomGaussianBlur method) (fovi.utils.fastaugs.transforms.RandomGrayscale method) (fovi.utils.fastaugs.transforms.RandomHorizontalFlip method) (fovi.utils.fastaugs.transforms.RandomPatchShuffle method) (fovi.utils.fastaugs.transforms.RandomRotate method) (fovi.utils.fastaugs.transforms.RandomRotateObject method) (fovi.utils.fastaugs.transforms.RandomSolarization method) (fovi.utils.fastaugs.transforms.RandomZoom method)

Block (class in fovi.arch.convnextv2) (class in fovi.arch.knnconvnextv2) blur_radius (fovi.utils.fastaugs.transforms.CircularMask property) bn (fovi.utils.losses.BarlowTwinsLoss attribute) BottleneckPolar (class in fovi.arch.resnet) build_fovi_dinov3() (in module fovi.arch.dinov3) build_model() (in module fovi.arch.alexnet)

C

cart_to_complex_log() (in module fovi.sensing.coords) cart_to_polar() (in module fovi.sensing.coords) center_crop() (in module fovi.utils.fastaugs.functional_tensor) change_sigma() (fovi.sensing.retina.RetinalTransform method) checkpoint() (fovi.trainer.Trainer method) CircularMask (class in fovi.utils.fastaugs.transforms) cleanup_activation_hooks() (fovi.fovinet.FoviNet method) cleanup_distributed() (fovi.trainer.Trainer method) clone() (fovi.sensing.coords.SamplingCoords method) color_jitter() (in module fovi.utils.fastaugs.functional_tensor) ColorJitter (class in fovi.utils.fastaugs.transforms) Compose (class in fovi.utils.fastaugs.transforms) compute_activations() (fovi.trainer.Trainer method) compute_binary_receptive_field() (in module fovi.arch.knn) compute_local_rf() (fovi.arch.knn.KNNConvLayer method) compute_logits() (fovi.utils.losses.SimCLRLoss method) compute_receptive_field() (in module fovi.arch.knn) compute_reference_coords() (fovi.arch.knn.KNNConvLayer method) conv2d() (in module fovi.utils.fastaugs.functional_tensor) conv3x3_polar() (in module fovi.arch.resnet) conv_polar() (in module fovi.arch.resnet) ConvBlock (class in fovi.arch.alexnet) convert_image_dtype() (in module fovi.utils.fastaugs.functional_tensor) convert_model_to_polar() (in module fovi.arch.polar) convnext_pico() (in module fovi.arch.convnextv2)

ConvNeXtV2 (class in fovi.arch.convnextv2) (class in fovi.arch.knnconvnextv2) convnextv2_atto() (in module fovi.arch.convnextv2) convnextv2_base() (in module fovi.arch.convnextv2) convnextv2_femto() (in module fovi.arch.convnextv2) convnextv2_huge() (in module fovi.arch.convnextv2) convnextv2_large() (in module fovi.arch.convnextv2) convnextv2_nano() (in module fovi.arch.convnextv2) convnextv2_tiny() (in module fovi.arch.convnextv2) copy_hydra_outputs() (fovi.trainer.Trainer method) cort_cartesian_to_cort_cylindrical() (fovi.sensing.manifold.CorticalSensorManifold method) cortical_cylindrical_to_cortical_cartesian() (in module fovi.sensing.manifold) CorticalSensorManifold (class in fovi.sensing.manifold) cosine_decay() (in module fovi.utils.lr_scheduling) cosine_scheduler() (in module fovi.utils.lr_scheduling) CosineDecayWithWarmup (class in fovi.utils.lr_scheduling) cov_coeff (fovi.utils.losses.VicRegLoss attribute) create_model_and_scaler() (fovi.trainer.Trainer method) create_optimizer() (fovi.trainer.Trainer method) create_standard_loader() (fovi.trainer.Trainer method) create_train_loader() (fovi.trainer.Trainer method) create_val_loader() (fovi.trainer.Trainer method) criterion (fovi.utils.losses.SimCLRLoss attribute) crop() (in module fovi.utils.fastaugs.functional) (in module fovi.utils.fastaugs.functional_tensor) cylindrical_to_visual_polar() (fovi.sensing.manifold.CorticalSensorManifold method)

D

detach() (fovi.utils.fastaugs.functional_tensor.Tensor method) detach_() (fovi.utils.fastaugs.functional_tensor.Tensor method) dim_order() (fovi.utils.fastaugs.functional_tensor.Tensor method) div_() (in module fovi.utils.fastaugs.functional) dm_dr() (fovi.sensing.manifold.CorticalSensorManifold method) download_model() (in module fovi.hub) draw_params() (fovi.utils.fastaugs.transforms.CircularMask method) (fovi.utils.fastaugs.transforms.RandomRotate method) (fovi.utils.fastaugs.transforms.RandomRotateObject method) (fovi.utils.fastaugs.transforms.RandomZoom method)

drho_dr() (fovi.sensing.manifold.CorticalSensorManifold method) dropout (fovi.probes.FoviNetProbe attribute) (fovi.probes.FoviNetProbes attribute) (fovi.probes.LinearProbe attribute) dummy_red() (in module fovi.utils.fastaugs.functional)

E

eig() (fovi.utils.fastaugs.functional_tensor.Tensor method) end_lr (fovi.utils.lr_scheduling.CosineDecayWithWarmup attribute) equalize() (in module fovi.utils.fastaugs.functional_tensor)

eval_and_log() (fovi.trainer.Trainer method) exec() (fovi.trainer.Trainer class method) expansion (fovi.arch.resnet.BasicBlockPolar attribute), [1] (fovi.arch.resnet.BottleneckPolar attribute), [1]

F

final_accuracy() (fovi.trainer.Trainer method) find_config() (in module fovi.trainer) find_desired_res() (in module fovi.sensing.coords) find_valid_num_groups() (in module fovi.arch.norm) five_crop() (in module fovi.utils.fastaugs.functional_tensor) fix_agg (fovi.probes.FoviNetProbe attribute) (fovi.probes.FoviNetProbes attribute) fixation_size (fovi.sensing.policies.MultiRandomSaccadePolicy attribute) flatten_dict() (in module fovi.utils) flip_mat() (in module fovi.utils.fastaugs.functional) FlopWrapper (class in fovi.utils.flops) forward() (fovi.arch.convnextv2.Block method) (fovi.arch.convnextv2.ConvNeXtV2 method) (fovi.arch.convnextv2.GRN method) (fovi.arch.convnextv2.LayerNorm method) (fovi.arch.knn.KNNConvLayer method) (fovi.arch.knn.KNNDepthwiseConvLayer method) (fovi.arch.knn.KNNDepthwiseSeparableConvLayer method) (fovi.arch.knn.KNNGetterLayer method) (fovi.arch.knn.KNNPoolingLayer method) (fovi.arch.knnalexnet.KNNAlexNet method) (fovi.arch.knnalexnet.KNNAlexNetBlock method) (fovi.arch.knnconvnextv2.Block method) (fovi.arch.knnconvnextv2.ConvNeXtV2 method) (fovi.arch.knnconvnextv2.GRN method) (fovi.arch.knnconvnextv2.LayerNorm method) (fovi.arch.knnresnet.KNNResNet method) (fovi.arch.knnresnet.KNNResNetBasicBlock method) (fovi.arch.knnvit.FoviDinoV3RoPE method) (fovi.arch.knnvit.KNNPatchEmbedding method) (fovi.arch.knnvit.KNNViT method) (fovi.arch.mlp.MLPWrapper method) (fovi.arch.norm.KNNChannelNorm method) (fovi.arch.polar.PolarPadder method) (fovi.arch.resnet.BasicBlockPolar method) (fovi.arch.resnet.BottleneckPolar method) (fovi.arch.vit.MultiHeadSelfAttention method) (fovi.arch.vit.PatchEmbedding method) (fovi.arch.vit.PositionalEncoding method) (fovi.arch.vit.RoPEMultiHeadSelfAttention method) (fovi.arch.vit.RoPEPositionalEncoding method) (fovi.arch.vit.TransformerBlock method) (fovi.arch.vit.VisionTransformer method) (fovi.arch.wrapper.BackboneProjectorWrapper method) (fovi.fovinet.FoviNet method) (fovi.probes.FoviNetProbe method) (fovi.probes.FoviNetProbes method) (fovi.probes.LinearProbe method) (fovi.sensing.policies.MultiRandomSaccadePolicy method) (fovi.sensing.policies.NoSaccadePolicy method) (fovi.sensing.retina.GaussianColorDecay method) (fovi.sensing.retina.RetinalTransform method) (fovi.sensing.samplers.GridSampler method) (fovi.sensing.samplers.KNNGridSampler method) (fovi.utils.flops.FlopWrapper method) (fovi.utils.lora.LoRAParam method) (fovi.utils.losses.BarlowTwinsLoss method) (fovi.utils.losses.SimCLRLoss method) (fovi.utils.losses.VicRegLoss method) forward_features() (fovi.arch.convnextv2.ConvNeXtV2 method) (fovi.arch.knnconvnextv2.ConvNeXtV2 method) forward_ssl() (fovi.fovinet.FoviNet method) forward_supervised() (fovi.fovinet.FoviNet method) fovi module fovi.arch module fovi.arch.alexnet module fovi.arch.architectures module fovi.arch.convnextv2 module fovi.arch.dinov3 module fovi.arch.knn module fovi.arch.knnalexnet module fovi.arch.knnconvnextv2 module fovi.arch.knnresnet module

fovi.arch.knnvit module fovi.arch.mlp module fovi.arch.norm module fovi.arch.polar module fovi.arch.resnet module fovi.arch.vit module fovi.arch.wrapper module fovi.demo module fovi.fovinet module fovi.hub module fovi.paths module fovi.probes module fovi.sensing module fovi.sensing.coords module fovi.sensing.manifold module fovi.sensing.policies module fovi.sensing.retina module fovi.sensing.samplers module fovi.trainer module fovi.utils module fovi.utils.fastaugs module fovi.utils.fastaugs.functional module fovi.utils.fastaugs.functional_tensor module fovi.utils.fastaugs.transforms module fovi.utils.flops module fovi.utils.knnprobe module fovi.utils.lora module fovi.utils.losses module fovi.utils.lr_scheduling module fovi.utils.std_transforms module fovi.visualizer module fovi_alexnet2023() (in module fovi.arch.architectures) fovi_dinov3() (in module fovi.arch.architectures) fovi_resnet() (in module fovi.arch.architectures) fovi_resnet18() (in module fovi.arch.architectures) fovi_resnet18_dwsep() (in module fovi.arch.architectures) fovi_resnet18_dwsep_lowres() (in module fovi.arch.architectures) fovi_resnet18_lowres() (in module fovi.arch.architectures) fovi_resnet9() (in module fovi.arch.architectures) fovi_resnet9_dwsep() (in module fovi.arch.architectures) fovi_resnet9_dwsep_lowres() (in module fovi.arch.architectures) fovi_resnet9_lowres() (in module fovi.arch.architectures) fovi_vit() (in module fovi.arch.architectures) fovi_vit_base() (in module fovi.arch.architectures) fovi_vit_custom() (in module fovi.arch.architectures) fovi_vit_small() (in module fovi.arch.architectures) fovi_vit_tiny() (in module fovi.arch.architectures) FoviDinoV3RoPE (class in fovi.arch.knnvit) FoviNet (class in fovi.fovinet) FoviNetProbe (class in fovi.probes) FoviNetProbes (class in fovi.probes)

G

gaussian_blur() (in module fovi.utils.fastaugs.functional_tensor) GaussianColorDecay (class in fovi.sensing.retina) GaussianKNNGridSampler (class in fovi.sensing.samplers) generate_batch_permutations() (in module fovi.utils.fastaugs.functional) get() (fovi.arch.architectures.ArchitectureRegistry method) (fovi.sensing.policies.PolicyRegistry method) get_activations() (fovi.fovinet.FoviNet method) get_backbone() (in module fovi.arch.alexnet) get_captured_activations() (fovi.fovinet.FoviNet method) get_first_conv_weights() (in module fovi.visualizer) get_flops_df() (in module fovi.utils.flops) get_image_as_batch() (in module fovi.demo) get_image_num_channels() (in module fovi.utils.fastaugs.functional_tensor) get_image_size() (in module fovi.utils.fastaugs.functional_tensor) get_in_channels() (fovi.fovinet.FoviNet method) get_in_out_coords() (in module fovi.arch.knn) get_inputs() (fovi.utils.flops.FlopWrapper method) get_isotropic_sampling_coords() (in module fovi.sensing.coords) get_knn_conv_layer() (in module fovi.arch.knn) get_logpolar_image_sampling_coords() (in module fovi.sensing.coords) get_min_cmf_a() (in module fovi.sensing.retina) get_mlp() (in module fovi.arch.mlp)

get_model() (in module fovi.utils) get_model_from_base_fn() (in module fovi) get_norm() (in module fovi.arch.norm) get_num_coords() (fovi.fovinet.FoviNet method) get_random_crop() (fovi.sensing.policies.BaseSaccadePolicy method) get_random_name() (in module fovi.utils) get_random_nearcenter_fixation() (fovi.sensing.policies.BaseSaccadePolicy method) get_repr_size() (in module fovi.arch.alexnet) (in module fovi.arch.resnet) get_repr_sizes() (fovi.fovinet.FoviNet method) get_sampling_coords() (in module fovi.sensing.coords) get_scatter_sizes() (fovi.sensing.coords.SamplingCoords method) get_std_transforms() (in module fovi.utils.std_transforms) get_strided_coords() (fovi.sensing.coords.SamplingCoords method) get_trainer_from_base_fn() (in module fovi) get_transforms() (fovi.fovinet.FoviNet method) get_warp_params() (fovi.sensing.retina.RetinalTransform method) grid_sample() (in module fovi.utils.fastaugs.functional) (in module fovi.utils.fastaugs.functional_tensor) GridSampler (class in fovi.sensing.samplers) GRN (class in fovi.arch.convnextv2) (class in fovi.arch.knnconvnextv2)

H

has() (fovi.arch.architectures.ArchitectureRegistry method) (fovi.sensing.policies.PolicyRegistry method) hflip() (in module fovi.utils.fastaugs.functional_tensor) HiddenPrints (class in fovi.utils) hsv_jitter() (in module fovi.utils.fastaugs.functional) hsv_jitter2() (in module fovi.utils.fastaugs.functional)

hsv_jitter_array() (in module fovi.utils.fastaugs.functional) hsv_jitter_array2() (in module fovi.utils.fastaugs.functional) hsv_jitter_tensor() (in module fovi.utils.fastaugs.functional) hsv_mat() (in module fovi.utils.fastaugs.functional) hsv_mat2() (in module fovi.utils.fastaugs.functional) hue_mat() (in module fovi.utils.fastaugs.functional)

I

index() (fovi.utils.fastaugs.functional_tensor.Tensor method) init_cortical_mesh() (fovi.sensing.manifold.CorticalSensorManifold method) init_fixation_system() (fovi.fovinet.FoviNet method) init_visual_mesh() (fovi.sensing.manifold.CorticalSensorManifold method) initialize_logger() (fovi.trainer.Trainer method) initialize_remote_logger() (fovi.trainer.Trainer method)

interpolate() (in module fovi.utils.fastaugs.functional_tensor) inv_freq (fovi.arch.knnvit.FoviDinoV3RoPE attribute) invert() (in module fovi.utils.fastaugs.functional_tensor) is_conv (fovi.utils.lora.LoRAParam attribute) is_shared() (fovi.utils.fastaugs.functional_tensor.Tensor method) istft() (fovi.utils.fastaugs.functional_tensor.Tensor method)

K

knn_classifier() (in module fovi.utils.knnprobe) knn_probe() (in module fovi.utils.knnprobe) KNNAlexNet (class in fovi.arch.knnalexnet) KNNAlexNetBlock (class in fovi.arch.knnalexnet) KNNBaseLayer (class in fovi.arch.knn) KNNBatchNorm (class in fovi.arch.norm) KNNChannelNorm (class in fovi.arch.norm) KNNConvLayer (class in fovi.arch.knn) knnconvnextv2_atto() (in module fovi.arch.knnconvnextv2) knnconvnextv2_base() (in module fovi.arch.knnconvnextv2) knnconvnextv2_femto() (in module fovi.arch.knnconvnextv2) knnconvnextv2_huge() (in module fovi.arch.knnconvnextv2) knnconvnextv2_large() (in module fovi.arch.knnconvnextv2) knnconvnextv2_nano() (in module fovi.arch.knnconvnextv2) knnconvnextv2_pico() (in module fovi.arch.knnconvnextv2)

knnconvnextv2_tiny() (in module fovi.arch.knnconvnextv2) KNNCoordNorm (class in fovi.arch.norm) KNNDepthwiseConvLayer (class in fovi.arch.knn) KNNDepthwiseSeparableConvLayer (class in fovi.arch.knn) KNNGetterLayer (class in fovi.arch.knn) KNNGridSampler (class in fovi.sensing.samplers) KNNGroupNorm (class in fovi.arch.norm) KNNLayerNorm (class in fovi.arch.norm) KNNPartitioningPatchEmbedding (class in fovi.arch.knnvit) KNNPatchEmbedding (class in fovi.arch.knnvit) KNNPoolingLayer (class in fovi.arch.knn) KNNResNet (class in fovi.arch.knnresnet) KNNResNetBasicBlock (class in fovi.arch.knnresnet) KNNViT (class in fovi.arch.knnvit) kwargs (fovi.utils.flops.FlopWrapper attribute)

L

lambd (fovi.utils.losses.BarlowTwinsLoss attribute) LARS (class in fovi.utils.lr_scheduling) last_params() (fovi.utils.fastaugs.transforms.CircularMask method) (fovi.utils.fastaugs.transforms.ColorJitter method) (fovi.utils.fastaugs.transforms.NormalizeGPU method) (fovi.utils.fastaugs.transforms.RandomApply method) (fovi.utils.fastaugs.transforms.RandomBrightness method) (fovi.utils.fastaugs.transforms.RandomColorJitter method) (fovi.utils.fastaugs.transforms.RandomColorJitterYIQ method) (fovi.utils.fastaugs.transforms.RandomContrast method) (fovi.utils.fastaugs.transforms.RandomGaussianBlur method) (fovi.utils.fastaugs.transforms.RandomGrayscale method) (fovi.utils.fastaugs.transforms.RandomHorizontalFlip method) (fovi.utils.fastaugs.transforms.RandomPatchShuffle method) (fovi.utils.fastaugs.transforms.RandomRotate method) (fovi.utils.fastaugs.transforms.RandomRotateObject method) (fovi.utils.fastaugs.transforms.RandomSolarization method) (fovi.utils.fastaugs.transforms.RandomZoom method) (fovi.utils.fastaugs.transforms.ToChannelsFirst method) (fovi.utils.fastaugs.transforms.ToChannelsLast method) (fovi.utils.fastaugs.transforms.ToDevice method) (fovi.utils.fastaugs.transforms.ToFloat method) (fovi.utils.fastaugs.transforms.ToFloatDiv method) (fovi.utils.fastaugs.transforms.ToNumpy method) (fovi.utils.fastaugs.transforms.ToTorchImage method)

launch_from_args() (fovi.trainer.Trainer class method) LayerBlock (class in fovi.arch.mlp) LayerNorm (class in fovi.arch.convnextv2) (class in fovi.arch.knnconvnextv2) learning_schedule() (in module fovi.utils.lr_scheduling) LinearProbe (class in fovi.probes) list_architectures() (fovi.arch.architectures.ArchitectureRegistry method) list_available_layers() (fovi.fovinet.FoviNet method) list_knn_layers() (fovi.fovinet.FoviNet method) lms_to_lgrby() (in module fovi.utils.fastaugs.functional) load_checkpoint() (fovi.trainer.Trainer method) load_conv2d_weights() (fovi.arch.knn.KNNConvLayer method) load_conv3d_weights() (fovi.arch.knn.KNNConvLayer method) load_dinov3() (in module fovi.arch.dinov3) load_pretrained() (in module fovi.utils) load_state_dict() (fovi.utils.lr_scheduling.CosineDecayWithWarmup method) log() (fovi.trainer.Trainer method) logit() (in module fovi.utils.fastaugs.functional) logpolar_radius() (in module fovi.sensing.coords) LoRAParam (class in fovi.utils.lora) lstsq() (fovi.utils.fastaugs.functional_tensor.Tensor method) lu() (fovi.utils.fastaugs.functional_tensor.Tensor method)

M

m() (fovi.sensing.manifold.CorticalSensorManifold method) make_flop_counter() (in module fovi.utils.flops) map_3d() (fovi.sensing.manifold.CorticalSensorManifold method) map_to_xyz() (fovi.sensing.manifold.CorticalSensorManifold method) mask (fovi.utils.losses.SimCLRLoss attribute) mask_batch() (in module fovi.utils.fastaugs.functional), [1] mask_correlated_samples() (fovi.utils.losses.SimCLRLoss method) mask_tensor() (in module fovi.utils.fastaugs.functional) mat3() (in module fovi.utils.fastaugs.functional) (in module fovi.utils.fastaugs.functional_tensor) measure_latency() (in module fovi.utils.flops) min_diff_for_cmf_a() (in module fovi.sensing.retina) mlp_spec (fovi.probes.FoviNetProbes attribute) MLPWrapper (class in fovi.arch.mlp) model (fovi.visualizer.Visualizer attribute) module fovi fovi.arch fovi.arch.alexnet fovi.arch.architectures fovi.arch.convnextv2 fovi.arch.dinov3 fovi.arch.knn fovi.arch.knnalexnet fovi.arch.knnconvnextv2 fovi.arch.knnresnet fovi.arch.knnvit fovi.arch.mlp fovi.arch.norm fovi.arch.polar fovi.arch.resnet fovi.arch.vit fovi.arch.wrapper fovi.demo fovi.fovinet fovi.hub fovi.paths fovi.probes fovi.sensing fovi.sensing.coords fovi.sensing.manifold fovi.sensing.policies fovi.sensing.retina fovi.sensing.samplers fovi.trainer fovi.utils fovi.utils.fastaugs fovi.utils.fastaugs.functional fovi.utils.fastaugs.functional_tensor fovi.utils.fastaugs.transforms fovi.utils.flops fovi.utils.knnprobe fovi.utils.lora fovi.utils.losses fovi.utils.lr_scheduling fovi.utils.std_transforms fovi.visualizer

module_load() (fovi.utils.fastaugs.functional_tensor.Tensor method) multi_fixation_accuracy() (fovi.visualizer.Visualizer method) multi_policy (fovi.sensing.policies.MultiRandomSaccadePolicy attribute) MultiHeadSelfAttention (class in fovi.arch.vit) MultiRandomSaccadePolicy (class in fovi.sensing.policies) MultiSample (class in fovi.utils.fastaugs.transforms)

N

n_fixations (fovi.sensing.policies.MultiRandomSaccadePolicy attribute) nonrandom_val (fovi.sensing.policies.MultiRandomSaccadePolicy attribute) norm() (fovi.utils.fastaugs.functional_tensor.Tensor method) norm_dist_from_center (fovi.sensing.policies.MultiRandomSaccadePolicy attribute) normalize() (in module fovi.utils) (in module fovi.utils.fastaugs.functional), [1] normalize_coords() (fovi.sensing.manifold.CorticalSensorManifold method)

normalize_imagenet() (in module fovi.utils) NormalizeGPU (class in fovi.utils.fastaugs.transforms) NoSaccadePolicy (class in fovi.sensing.policies) num_classes (fovi.probes.FoviNetProbe attribute) (fovi.probes.FoviNetProbes attribute) num_features (fovi.probes.FoviNetProbe attribute) num_sampling_coords() (in module fovi.sensing.coords) num_sampling_coords_isotropic() (in module fovi.sensing.coords)

O

op() (fovi.utils.fastaugs.transforms.NormalizeGPU method)

out_base_dir (fovi.visualizer.Visualizer attribute) out_dir (fovi.visualizer.Visualizer attribute)

P

pad() (in module fovi.utils.fastaugs.functional_tensor) pad_cartesian() (fovi.sensing.coords.SamplingCoords method) pairs_per_sample (fovi.utils.losses.SimCLRLoss attribute) PartitioningPatchEmbedding (class in fovi.arch.knnvit) PatchEmbedding (class in fovi.arch.vit) perspective() (in module fovi.utils.fastaugs.functional_tensor) phi_3d() (fovi.sensing.manifold.CorticalSensorManifold method) plot_coordinates() (fovi.visualizer.Visualizer method) plot_rf_diameters() (fovi.visualizer.Visualizer method) plot_sampling_grids() (fovi.visualizer.Visualizer method)

plot_spatial_rf_from_multi_layers() (fovi.visualizer.Visualizer method) polar_to_cart() (in module fovi.sensing.coords) PolarPadder (class in fovi.arch.polar) PolicyRegistry (class in fovi.sensing.policies) PositionalEncoding (class in fovi.arch.vit) posterize() (in module fovi.utils.fastaugs.functional_tensor) prep_fovi_dinov3_finetuning() (in module fovi.arch.dinov3) print_all_functions() (fovi.visualizer.Visualizer method) probe (fovi.probes.LinearProbe attribute) probes (fovi.probes.FoviNetProbes attribute)

R

r (fovi.utils.lora.LoRAParam attribute) r_from_z() (fovi.sensing.manifold.CorticalSensorManifold method) radians() (in module fovi.utils.fastaugs.functional) random_adjust_brightness() (in module fovi.utils.fastaugs.functional) random_adjust_contrast() (in module fovi.utils.fastaugs.functional) random_choice() (fovi.utils.fastaugs.transforms.RandomPatchShuffle method) random_color_jitter() (in module fovi.utils.fastaugs.functional_tensor) random_gaussian_blur2d() (in module fovi.utils.fastaugs.functional) random_grayscale() (in module fovi.utils.fastaugs.functional) random_grid_sample() (in module fovi.utils.fastaugs.functional), [1] random_hsv_jitter2() (in module fovi.utils.fastaugs.functional) random_solarization() (in module fovi.utils.fastaugs.functional) RandomApply (class in fovi.utils.fastaugs.transforms) RandomBrightness (class in fovi.utils.fastaugs.transforms) RandomColorJitter (class in fovi.utils.fastaugs.transforms) RandomColorJitterYIQ (class in fovi.utils.fastaugs.transforms) RandomContrast (class in fovi.utils.fastaugs.transforms) RandomGaussianBlur (class in fovi.utils.fastaugs.transforms) RandomGrayscale (class in fovi.utils.fastaugs.transforms) RandomHorizontalFlip (class in fovi.utils.fastaugs.transforms) RandomPatchShuffle (class in fovi.utils.fastaugs.transforms) RandomRotate (class in fovi.utils.fastaugs.transforms) RandomRotateObject (class in fovi.utils.fastaugs.transforms) RandomSolarization (class in fovi.utils.fastaugs.transforms) RandomZoom (class in fovi.utils.fastaugs.transforms) refine_names() (fovi.utils.fastaugs.functional_tensor.Tensor method) register() (fovi.arch.architectures.ArchitectureRegistry method) (fovi.sensing.policies.PolicyRegistry method) register_hook() (fovi.utils.fastaugs.functional_tensor.Tensor method) register_post_accumulate_grad_hook() (fovi.utils.fastaugs.functional_tensor.Tensor method) reinforce() (fovi.utils.fastaugs.functional_tensor.Tensor method) remove_lora() (in module fovi.utils.lora) rename() (fovi.utils.fastaugs.functional_tensor.Tensor method) rename_() (fovi.utils.fastaugs.functional_tensor.Tensor method)

replay() (fovi.utils.fastaugs.transforms.CircularMask method) (fovi.utils.fastaugs.transforms.RandomRotate method) (fovi.utils.fastaugs.transforms.RandomRotateObject method) (fovi.utils.fastaugs.transforms.RandomZoom method) reproducible_results() (in module fovi.utils) resample_patch_embed_conv() (in module fovi.arch.knnvit) reset_model() (fovi.trainer.Trainer method) resize() (fovi.utils.fastaugs.functional_tensor.Tensor method) (in module fovi.utils.fastaugs.functional_tensor) resize_as() (fovi.utils.fastaugs.functional_tensor.Tensor method) ResNet (class in fovi.arch.resnet) resnet101() (in module fovi.arch.resnet) resnet18() (in module fovi.arch.architectures) (in module fovi.arch.resnet) resnet34() (in module fovi.arch.architectures) (in module fovi.arch.resnet) resnet50() (in module fovi.arch.architectures) (in module fovi.arch.resnet) resnet_ssl() (in module fovi.arch.resnet) retinal_transform (fovi.sensing.policies.MultiRandomSaccadePolicy attribute) (fovi.sensing.policies.NoSaccadePolicy attribute) RetinalTransform (class in fovi.sensing.retina) reverse_map() (fovi.sensing.manifold.CorticalSensorManifold method) rgb_to_grayscale() (in module fovi.utils.fastaugs.functional_tensor) rgb_to_xyz() (in module fovi.utils.fastaugs.functional) rho_3d() (fovi.sensing.manifold.CorticalSensorManifold method) RoPEMultiHeadSelfAttention (class in fovi.arch.vit) RoPEPositionalEncoding (class in fovi.arch.vit) RoPETransformerBlock (class in fovi.arch.vit) rotate() (in module fovi.utils.fastaugs.functional) (in module fovi.utils.fastaugs.functional_tensor) rotate_mat() (in module fovi.utils.fastaugs.functional) rotate_object() (in module fovi.utils.fastaugs.functional) rotate_object_mat() (in module fovi.utils.fastaugs.functional) rowcol_to_xy() (in module fovi.sensing.coords)

S

sample_fixations() (fovi.sensing.policies.BaseSaccadePolicy method) sample_params() (fovi.utils.fastaugs.transforms.ColorJitter static method) (fovi.utils.fastaugs.transforms.RandomColorJitter static method) (fovi.utils.fastaugs.transforms.RandomColorJitterYIQ method) SamplingCoords (class in fovi.sensing.coords) sat_mat() (in module fovi.utils.fastaugs.functional) save_checkpoint() (fovi.trainer.Trainer method) scaled_base_lr (fovi.utils.lr_scheduling.CosineDecayWithWarmup attribute) scaling (fovi.utils.lora.LoRAParam attribute) set_trace() (in module fovi.utils.fastaugs.functional) setup_activation_hooks() (fovi.fovinet.FoviNet method) setup_distributed() (fovi.trainer.Trainer method) share_memory_() (fovi.utils.fastaugs.functional_tensor.Tensor method) sigmoid() (in module fovi.utils.fastaugs.functional) sim_coeff (fovi.utils.losses.VicRegLoss attribute)

SimCLRLoss (class in fovi.utils.losses) similarity_f (fovi.utils.losses.SimCLRLoss attribute) solarization() (in module fovi.utils.fastaugs.functional) solarize() (in module fovi.utils.fastaugs.functional_tensor) solve() (fovi.utils.fastaugs.functional_tensor.Tensor method) split() (fovi.utils.fastaugs.functional_tensor.Tensor method) srgb_to_lms() (in module fovi.utils.fastaugs.functional) srgb_to_lrgb() (in module fovi.utils.fastaugs.functional) state_dict() (fovi.utils.lr_scheduling.CosineDecayWithWarmup method) std_coeff (fovi.utils.losses.VicRegLoss attribute) step() (fovi.utils.lr_scheduling.LARS method) stft() (fovi.utils.fastaugs.functional_tensor.Tensor method) storage() (fovi.utils.fastaugs.functional_tensor.Tensor method) storage_type() (fovi.utils.fastaugs.functional_tensor.Tensor method) symeig() (fovi.utils.fastaugs.functional_tensor.Tensor method)

T

temperature (fovi.utils.losses.SimCLRLoss attribute) ten_crop() (in module fovi.utils.fastaugs.functional_tensor) Tensor (class in fovi.utils.fastaugs.functional_tensor) timeit() (in module fovi.utils) to() (fovi.fovinet.FoviNet method) (fovi.sensing.coords.SamplingCoords method) to_channels_first() (in module fovi.utils.fastaugs.functional), [1] to_channels_last() (in module fovi.utils.fastaugs.functional), [1] to_device() (in module fovi.utils.fastaugs.functional) to_float() (in module fovi.utils.fastaugs.functional) to_grayscale() (in module fovi.utils.fastaugs.functional) to_numpy() (in module fovi.utils.fastaugs.functional) to_sparse_coo() (fovi.utils.fastaugs.functional_tensor.Tensor method) to_torch_image() (in module fovi.utils.fastaugs.functional) ToChannelsFirst (class in fovi.utils.fastaugs.transforms) ToChannelsLast (class in fovi.utils.fastaugs.transforms)

ToDevice (class in fovi.utils.fastaugs.transforms) ToFloat (class in fovi.utils.fastaugs.transforms) ToFloatDiv (class in fovi.utils.fastaugs.transforms) ToGrayscaleGPU (class in fovi.utils.fastaugs.transforms) ToGrayscaleTorchGPU (class in fovi.utils.fastaugs.transforms) ToNumpy (class in fovi.utils.fastaugs.transforms) torch_pad() (in module fovi.utils.fastaugs.functional_tensor) ToTorchImage (class in fovi.utils.fastaugs.transforms) train() (fovi.trainer.Trainer method) train_loop() (fovi.trainer.Trainer method) Trainer (class in fovi.trainer) trainer (fovi.utils.flops.FlopWrapper attribute) (fovi.visualizer.Visualizer attribute) transform_sampling_grid() (in module fovi.sensing.coords) TransformerBlock (class in fovi.arch.vit) translate_mat() (in module fovi.utils.fastaugs.functional) trunc_normal_() (in module fovi.utils.lr_scheduling)

U

unflatten() (fovi.utils.fastaugs.functional_tensor.Tensor method) unflatten_dict() (in module fovi.utils)

unique() (fovi.utils.fastaugs.functional_tensor.Tensor method) unique_consecutive() (fovi.utils.fastaugs.functional_tensor.Tensor method)

V

val_loop() (fovi.trainer.Trainer method) val_mat() (in module fovi.utils.fastaugs.functional) vflip() (in module fovi.utils.fastaugs.functional_tensor) VicRegLoss (class in fovi.utils.losses) vis_cartesian_to_cort_cartesian() (fovi.sensing.manifold.CorticalSensorManifold method) vis_cartesian_to_cortical_cartesian_coords() (in module fovi.sensing.manifold) vis_cartesian_to_cortical_cylindrical() (in module fovi.sensing.manifold) VisionTransformer (class in fovi.arch.vit) visualize_filter() (fovi.visualizer.Visualizer method)

visualize_filter_over_space() (fovi.visualizer.Visualizer method) visualize_filters() (fovi.visualizer.Visualizer method) (in module fovi.visualizer) visualize_filters_knn() (in module fovi.visualizer) Visualizer (class in fovi.visualizer) vit() (in module fovi.arch.architectures) vit_base() (in module fovi.arch.architectures) vit_custom() (in module fovi.arch.architectures) vit_small() (in module fovi.arch.architectures) vit_tiny() (in module fovi.arch.architectures)

W

world_size (fovi.utils.losses.BarlowTwinsLoss attribute) (fovi.utils.losses.SimCLRLoss attribute)

X

xy_to_colrow() (in module fovi.sensing.coords)

xy_to_rowcol() (in module fovi.sensing.coords) xyz_to_lms() (in module fovi.utils.fastaugs.functional)

Z

z_3d() (fovi.sensing.manifold.CorticalSensorManifold method) z_integrand() (fovi.sensing.manifold.CorticalSensorManifold method)

zoom() (in module fovi.utils.fastaugs.functional) zoom_mat() (in module fovi.utils.fastaugs.functional)