Module smartnoise_validator::docs::components

All of the components available in the library are listed below. The components may be strung together in arbitrary directed graphs (called analyses), and only verifiably DP analyses and data are released.

Component ID	Bindings Name	Inputs
Abs	abs	data
Add	add	left, right
Cast	cast	atomic_type, data, lower, true_label, upper
Clamp	clamp	categories, data, lower, null_value, upper
ColumnBind	column_bind
Count	count	data, distinct
Covariance	covariance	data, finite_sample_correction, left, right
Digitize	digitize	data, edges, inclusive_left, null_value
Divide	divide	left, right
DPCount	dp_count	data, distinct, lower, mechanism, privacy_usage, upper
DPCovariance	dp_covariance	data, finite_sample_correction, left, lower, mechanism, privacy_usage, right, upper
DPGumbelMedian	dp_gumbel_median	data, enforce_constant_time, lower, privacy_usage, upper
DPHistogram	dp_histogram	categories, data, edges, inclusive_left, lower, mechanism, null_value, privacy_usage, upper
DPLinearRegression	dp_linear_regression	data_x, data_y, implementation, k, lower_intercept, lower_slope, privacy_usage, upper_intercept, upper_slope
DPMaximum	dp_maximum	candidates, data, lower, mechanism, privacy_usage, upper
DPMean	dp_mean	data, implementation, lower, mechanism, privacy_usage, upper
DPMedian	dp_median	candidates, data, interpolation, lower, mechanism, privacy_usage, upper
DPMinimum	dp_minimum	candidates, data, lower, mechanism, privacy_usage, upper
DPQuantile	dp_quantile	alpha, candidates, data, interpolation, lower, mechanism, privacy_usage, upper
DPRawMoment	dp_raw_moment	data, lower, mechanism, order, privacy_usage, upper
DPSum	dp_sum	data, lower, mechanism, privacy_usage, upper
DPVariance	dp_variance	data, finite_sample_correction, lower, mechanism, privacy_usage, upper
Equal	equal	left, right
ExponentialMechanism	exponential_mechanism	candidates, privacy_usage, sensitivity, utilities
Filter	filter	data, mask
GaussianMechanism	gaussian_mechanism	analytic, data, privacy_usage, sensitivity
GreaterThan	greater_than	left, right
Histogram	histogram	categories, data, edges, inclusive_left, null_value
Impute	impute	categories, data, distribution, lower, null_values, scale, shift, upper, weights
Index	index	data, indices, mask, names
LaplaceMechanism	laplace_mechanism	data, privacy_usage, sensitivity
LessThan	less_than	left, right
Literal	literal
Log	log	base, data
And	logical_and	left, right
Or	logical_or	left, right
Map	map	component
Materialize	materialize	column_names, file_path, public, skip_row
Maximum	maximum	candidates, data
Mean	mean	data
Median	median	candidates, data
Minimum	minimum	candidates, data
Modulo	modulo	left, right
Multiply	multiply	left, right
Negate	negate	data
Negative	negative	data
Partition	partition	by, data, num_partitions
Power	power	data, radical
Quantile	quantile	alpha, candidates, data, interpolation
RawMoment	raw_moment	data, order
Reshape	reshape	data, layout, shape, symmetric
Resize	resize	categories, data, distribution, lower, minimum_rows, number_columns, number_rows, sample_proportion, scale, shift, upper, weights
RowMax	row_max	left, right
RowMin	row_min	left, right
SimpleGeometricMechanism	simple_geometric_mechanism	data, lower, privacy_usage, sensitivity, upper
SnappingMechanism	snapping_mechanism	binding_probability, data, lower, privacy_usage, sensitivity, upper
Subtract	subtract	left, right
Sum	sum	data
TheilSen	theil_sen	data_x, data_y, implementation, k
ToBool	to_bool	data, true_label
ToDataframe	to_dataframe	data, names
ToFloat	to_float	data
ToInt	to_int	data, lower, upper
ToString	to_string	data
Union	union	flatten
Variance	variance	data, finite_sample_correction