Index

Symbols

--argmax themeda-infer command line option --base-dir themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --base-size themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --batch-size themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --cnn-kernel themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --cnn-layers themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --cnn-size themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --distributed themeda-train command line option themeda-tune command line option --embedding-size themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --emd-loss themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --end-lr themeda-lr-finder command line option --end-year themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --engine themeda-tune command line option --epochs themeda-train command line option themeda-tune command line option --fp16 themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --freeze-epochs themeda-train command line option themeda-tune command line option --gpu themeda-infer command line option themeda-validate command line option --growth-factor themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --hierarchical-embedding themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --id themeda-tune command line option --input themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --install-completion themeda command line option --iterations themeda-lr-finder command line option --label-smoothing themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --layers themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --learning-rate themeda-train command line option themeda-tune command line option --max-chiplets themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --max-years themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --method themeda-tune command line option --metric-dir themeda-lr-finder command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --min-iter themeda-tune command line option --mlflow themeda-train command line option themeda-tune command line option --name themeda-tune command line option --no-distributed themeda-train command line option themeda-tune command line option --no-emd-loss themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --no-fp16 themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --no-gpu themeda-infer command line option themeda-validate command line option --no-hierarchical-embedding themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option

--no-mlflow themeda-train command line option themeda-tune command line option --no-persistence themeda-lr-finder command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --no-reload themeda-infer command line option themeda-validate command line option --no-transformer-positional-encoding themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --no-unet themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --no-wandb themeda-train command line option themeda-tune command line option --notes themeda-train command line option themeda-tune command line option --output themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --output-dir themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --output-path themeda-show-batch command line option --pad-size themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --padding-mode themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --persistence themeda-lr-finder command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --plot-filename themeda-lr-finder command line option --pretrained themeda-infer command line option themeda-validate command line option --probabilities themeda-infer command line option --project-name themeda-train command line option themeda-tune command line option --reload themeda-infer command line option themeda-validate command line option --roi themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --run-id themeda-train command line option themeda-tune command line option --run-name themeda-train command line option themeda-tune command line option --runs themeda-tune command line option --seed themeda-tune command line option --show-completion themeda command line option --start-lr themeda-lr-finder command line option --start-year themeda-infer command line option themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --tag themeda-train command line option themeda-tune command line option --temporal-layers themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --temporal-processor-type themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --temporal-size themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --transformer-heads themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --transformer-layers themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --transformer-positional-encoding themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --unet themeda-lr-finder command line option themeda-train command line option themeda-tune command line option --validation-subset themeda-lr-finder command line option themeda-show-batch command line option themeda-train command line option themeda-tune command line option themeda-validate command line option --version themeda command line option --wandb themeda-train command line option themeda-tune command line option --wandb-dir themeda-train command line option themeda-tune command line option --wandb-entity themeda-train command line option themeda-tune command line option --wandb-group themeda-train command line option themeda-tune command line option --wandb-job-type themeda-train command line option themeda-tune command line option --wandb-mode themeda-train command line option themeda-tune command line option --weight-decay themeda-lr-finder command line option themeda-train command line option themeda-tune command line option -v themeda command line option

A

activation() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

assert_initialized() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

C

cache_dir() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method) callbacks() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

cli() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method) click() (themeda.apps.Themeda class method) (themeda.apps.ThemedaConvLSTMApp class method) (themeda.apps.ThemedaProportionsApp class method)

D

dataloaders() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

G

goal() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

I

inference_only_click() (themeda.apps.Themeda class method) (themeda.apps.ThemedaConvLSTMApp class method) (themeda.apps.ThemedaProportionsApp class method)

inference_only_main() (themeda.apps.Themeda class method) (themeda.apps.ThemedaConvLSTMApp class method) (themeda.apps.ThemedaProportionsApp class method) Interval (class in themeda.apps)

L

learner() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

loss_func() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

M

main() (themeda.apps.Themeda class method) (themeda.apps.ThemedaConvLSTMApp class method) (themeda.apps.ThemedaProportionsApp class method) metrics() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method) model() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

module themeda.apps monitor() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

P

pretrained_local_path() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method) pretrained_location() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

project_name() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

T

Themeda (class in themeda.apps) themeda command line option --install-completion --show-completion --version -v themeda-infer command line option --argmax --base-dir --base-size --batch-size --end-year --gpu --max-chiplets --max-years --no-gpu --no-reload --pad-size --pretrained --probabilities --reload --roi --start-year themeda-lr-finder command line option --base-dir --base-size --batch-size --cnn-kernel --cnn-layers --cnn-size --embedding-size --emd-loss --end-lr --end-year --fp16 --growth-factor --hierarchical-embedding --input --iterations --label-smoothing --layers --max-chiplets --max-years --metric-dir --no-emd-loss --no-fp16 --no-hierarchical-embedding --no-persistence --no-transformer-positional-encoding --no-unet --output --output-dir --pad-size --padding-mode --persistence --plot-filename --roi --start-lr --start-year --temporal-layers --temporal-processor-type --temporal-size --transformer-heads --transformer-layers --transformer-positional-encoding --unet --validation-subset --weight-decay themeda-show-batch command line option --base-dir --base-size --batch-size --emd-loss --end-year --hierarchical-embedding --input --label-smoothing --max-chiplets --max-years --no-emd-loss --no-hierarchical-embedding --output --output-path --pad-size --roi --start-year --validation-subset themeda-train command line option --base-dir --base-size --batch-size --cnn-kernel --cnn-layers --cnn-size --distributed --embedding-size --emd-loss --end-year --epochs --fp16 --freeze-epochs --growth-factor --hierarchical-embedding --input --label-smoothing --layers --learning-rate --max-chiplets --max-years --metric-dir --mlflow --no-distributed --no-emd-loss --no-fp16 --no-hierarchical-embedding --no-mlflow --no-persistence --no-transformer-positional-encoding --no-unet --no-wandb --notes --output --output-dir --pad-size --padding-mode --persistence --project-name --roi --run-id --run-name --start-year --tag --temporal-layers --temporal-processor-type --temporal-size --transformer-heads --transformer-layers --transformer-positional-encoding --unet --validation-subset --wandb --wandb-dir --wandb-entity --wandb-group --wandb-job-type --wandb-mode --weight-decay

themeda-tune command line option --base-dir --base-size --batch-size --cnn-kernel --cnn-layers --cnn-size --distributed --embedding-size --emd-loss --end-year --engine --epochs --fp16 --freeze-epochs --growth-factor --hierarchical-embedding --id --input --label-smoothing --layers --learning-rate --max-chiplets --max-years --method --metric-dir --min-iter --mlflow --name --no-distributed --no-emd-loss --no-fp16 --no-hierarchical-embedding --no-mlflow --no-persistence --no-transformer-positional-encoding --no-unet --no-wandb --notes --output --output-dir --pad-size --padding-mode --persistence --project-name --roi --run-id --run-name --runs --seed --start-year --tag --temporal-layers --temporal-processor-type --temporal-size --transformer-heads --transformer-layers --transformer-positional-encoding --unet --validation-subset --wandb --wandb-dir --wandb-entity --wandb-group --wandb-job-type --wandb-mode --weight-decay themeda-validate command line option --base-dir --base-size --batch-size --emd-loss --end-year --gpu --hierarchical-embedding --input --label-smoothing --max-chiplets --max-years --metric-dir --no-emd-loss --no-gpu --no-hierarchical-embedding --no-persistence --no-reload --output --pad-size --persistence --pretrained --reload --roi --start-year --validation-subset themeda.apps module ThemedaConvLSTMApp (class in themeda.apps) ThemedaProportionsApp (class in themeda.apps) train() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)

V

version() (themeda.apps.Themeda method) (themeda.apps.ThemedaConvLSTMApp method) (themeda.apps.ThemedaProportionsApp method)