hi-ml
v0.1.11
Working with Azure
First steps: How to run your Python code in the cloud
Connecting to Azure
Datasets
Hyperparameter Search via Hyperdrive
Using Cheap Low Priority VMs
Commandline tools
Downloading from/ uploading to Azure ML
Examples
Machine Learning
Logging metrics when training models in AzureML
Performance Diagnostics
Developers
Notes for developers
Contributing to this toolbox
Guidelines
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API
health_azure Package
health_ml.utils Package
hi-ml
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C
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D
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E
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F
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I
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W
A
aggregate_hyperdrive_metrics() (in module health_azure)
AzureMLLogger (class in health_ml.utils)
AzureMLProgressBar (class in health_ml.utils)
AzureRunInfo (class in health_azure)
B
batch_end() (health_ml.utils.BatchTimeCallback method)
batch_start() (health_ml.utils.BatchTimeCallback method)
BATCH_TIME (health_ml.utils.BatchTimeCallback attribute)
BatchTimeCallback (class in health_ml.utils)
C
create_crossval_hyperdrive_config() (in module health_azure)
create_run_configuration() (in module health_azure)
create_script_run() (in module health_azure)
D
DatasetConfig (class in health_azure)
disable() (health_ml.utils.AzureMLProgressBar method)
download_checkpoints_from_run_id() (in module health_azure)
download_files_from_run_id() (in module health_azure)
download_from_datastore() (in module health_azure)
E
enable() (health_ml.utils.AzureMLProgressBar method)
EPOCH_TIME (health_ml.utils.BatchTimeCallback attribute)
EXCESS_LOADING_TIME (health_ml.utils.BatchTimeCallback attribute)
experiment() (health_ml.utils.AzureMLLogger method)
F
fetch_run() (in module health_azure)
G
get_most_recent_run() (in module health_azure)
get_timers() (health_ml.utils.BatchTimeCallback method)
get_workspace() (in module health_azure)
H
health_azure
module
health_ml.utils
module
I
is_disabled (health_ml.utils.AzureMLProgressBar attribute)
is_enabled (health_ml.utils.AzureMLProgressBar attribute)
is_running_in_azure_ml() (in module health_azure)
L
log_hyperparams() (health_ml.utils.AzureMLLogger method)
log_learning_rate() (in module health_ml.utils)
log_metric() (health_ml.utils.BatchTimeCallback method)
log_metrics() (health_ml.utils.AzureMLLogger method)
log_on_epoch() (in module health_ml.utils)
M
METRICS_PREFIX (health_ml.utils.BatchTimeCallback attribute)
module
health_azure
health_ml.utils
N
name() (health_ml.utils.AzureMLLogger method)
O
on_fit_start() (health_ml.utils.BatchTimeCallback method)
on_predict_batch_end() (health_ml.utils.AzureMLProgressBar method)
on_predict_epoch_start() (health_ml.utils.AzureMLProgressBar method)
on_test_batch_end() (health_ml.utils.AzureMLProgressBar method)
on_test_epoch_start() (health_ml.utils.AzureMLProgressBar method)
on_train_batch_end() (health_ml.utils.AzureMLProgressBar method)
(health_ml.utils.BatchTimeCallback method)
on_train_batch_start() (health_ml.utils.BatchTimeCallback method)
on_train_epoch_start() (health_ml.utils.AzureMLProgressBar method)
(health_ml.utils.BatchTimeCallback method)
on_validation_batch_end() (health_ml.utils.AzureMLProgressBar method)
(health_ml.utils.BatchTimeCallback method)
on_validation_batch_start() (health_ml.utils.BatchTimeCallback method)
on_validation_epoch_end() (health_ml.utils.BatchTimeCallback method)
on_validation_epoch_start() (health_ml.utils.BatchTimeCallback method)
on_validation_start() (health_ml.utils.AzureMLProgressBar method)
P
PROGRESS_STAGE_PREDICT (health_ml.utils.AzureMLProgressBar attribute)
PROGRESS_STAGE_TEST (health_ml.utils.AzureMLProgressBar attribute)
PROGRESS_STAGE_TRAIN (health_ml.utils.AzureMLProgressBar attribute)
PROGRESS_STAGE_VAL (health_ml.utils.AzureMLProgressBar attribute)
R
refresh_rate (health_ml.utils.AzureMLProgressBar attribute)
S
set_environment_variables_for_multi_node() (in module health_azure)
split_recovery_id() (in module health_azure)
start_stage() (health_ml.utils.AzureMLProgressBar method)
submit_run() (in module health_azure)
submit_to_azure_if_needed() (in module health_azure)
T
to_input_dataset() (health_azure.DatasetConfig method)
to_input_dataset_local() (health_azure.DatasetConfig method)
to_output_dataset() (health_azure.DatasetConfig method)
torch_barrier() (in module health_azure)
TRAIN_PREFIX (health_ml.utils.BatchTimeCallback attribute)
U
update_progress() (health_ml.utils.AzureMLProgressBar method)
upload_to_datastore() (in module health_azure)
V
VAL_PREFIX (health_ml.utils.BatchTimeCallback attribute)
version() (health_ml.utils.AzureMLLogger method)
W
write_and_log_epoch_time() (health_ml.utils.BatchTimeCallback method)
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v: v0.1.11
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