Package: sagemaker.debugger 0.1.0

sagemaker.debugger: R6sagemaker debugger for sagemaker operations

`R6sagemaker` debugger for sagemaker operations.

Authors:Dyfan Jones [aut, cre], Amazon.com, Inc. [cph]

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sagemaker.debugger.pdf |sagemaker.debugger.html✨
sagemaker.debugger/json (API)

# Install 'sagemaker.debugger' in R:
install.packages('sagemaker.debugger', repos = c('https://dyfanjones.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/dyfanjones/sagemaker-r-debugger/issues

On CRAN:

amazon-sagemakerawsmachine-learningsagemakersdk

2.88 score 5 packages 37 exports 4 dependencies

Last updated 3 years agofrom:2f10937153. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 21 2024
R-4.5-winNOTENov 21 2024
R-4.5-linuxNOTENov 21 2024
R-4.4-winNOTENov 21 2024
R-4.4-macNOTENov 21 2024
R-4.3-winNOTENov 21 2024
R-4.3-macNOTENov 21 2024

Exports:ActionActionListall_zeroBatchSizecheck_input_imagesclass_imbalanceconfusionCPUBottleneckcreate_xgboost_reportDataloaderdead_reluEmailexploding_tensorfeature_importance_overweightGPUMemoryIncreaseIOBottleneckLoadBalancingloss_not_decreasingLowGPUUtilizationMaxInitializationTimenlp_sequence_ratioOverallSystemUsageoverfitovertrainingpoor_weight_initializationProfilerReportsaturated_activationsimilar_across_runsSMSstalled_training_ruleStepOutlierStopTrainingtensor_variancetree_depthunchanged_tensorvanishing_gradientweight_update_ratio

Dependencies:data.tablejsonlitelgrR6

Readme and manuals

Help Manual

Help pageTopics
r6 sagemaker: this is just a placeholdersagemaker.debugger-package sagemaker.debugger
Debugger Action ClassAction
Debugger ActionList Action ClassActionList
Debugger BatchSize classBatchSize
Debugger CPUBottleneck classCPUBottleneck
Debugger Dataloader classDataloader
Debugger Email Action classEmail
Debugger GPUMemoryIncrease classGPUMemoryIncrease
Debugger IOBottleneck classIOBottleneck
Debugger LoadBalancing classLoadBalancing
Debugger LowGPUUtilization classLowGPUUtilization
Debugger MaxInitializationTime classMaxInitializationTime
Debugger OverallSystemUsage classOverallSystemUsage
Debugger ProfilerReport classProfilerReport
List of Debugger Built-in Rulesall_zero check_input_images class_imbalance confusion create_xgboost_report dead_relu exploding_tensor feature_importance_overweight loss_not_decreasing nlp_sequence_ratio overfit overtraining poor_weight_initialization rule_config saturated_activation similar_across_runs stalled_training_rule tensor_variance tree_depth unchanged_tensor vanishing_gradient weight_update_ratio
Debugger SMS Action ClassSMS
Debugger StepOutlier classStepOutlier
Debugger StopTraining Action classStopTraining