Package 'chihaya'

Title: Save Delayed Operations to a HDF5 File
Description: Saves the delayed operations of a DelayedArray to a HDF5 file. This enables efficient recovery of the DelayedArray's contents in other languages and analysis frameworks.
Authors: Aaron Lun [cre, aut]
Maintainer: Aaron Lun <[email protected]>
License: GPL-3
Version: 1.7.0
Built: 2024-10-30 04:36:39 UTC
Source: https://github.com/bioc/chihaya

Help Index


Allow saving of external seeds

Description

Should external array seeds be saved in saveDelayed? If FALSE, an error is raised upon encountering external references such as HDF5ArraySeeds. This prevents the creation of delayed objects that cannot be used on different filesystems.

Usage

allowExternalSeeds(allow)

Arguments

allow

Logical scalar indicating whether to allow downloads of external seeds.

Value

If allow is not supplied, the current value of this flag is returned.

If allow is supplied, it is used to define the value of this flag, and the previous value of the flag is returned.

Author(s)

Aaron Lun

Examples

allowExternalSeeds()

a <- allowExternalSeeds(FALSE)
allowExternalSeeds()

# Setting it back
allowExternalSeeds(a)

Developer utilities for custom extensions

Description

Convenience utilities for extending the chihaya format with “custom” seeds or operations. These should only be used by package developers.

Usage

.saveList(file, name, x, parent = NULL, vectors.only = FALSE)

.loadList(file, name, parent = NULL, vectors.only = FALSE)

.labelOperationGroup(file, name, op)

.labelArrayGroup(file, name, arr)

.saveDataset(
  file,
  name,
  x,
  parent = NULL,
  scalar = FALSE,
  optimize.type = FALSE,
  h5type = NULL,
  chunks = NULL
)

.pickArrayType(x)

Arguments

file

String containing a path to a file.

name

String containing the name of the object inside the file. This should be a full path from the root of the file, unless parent is provided, in which case it may be the name of the child.

x

The object to save.

  • For .pickArrayType, this should be an array-like object.

  • For .saveList, this should be a list.

  • For .saveDataset, this should be a integer, logical, character or double vector or array.

parent

String containing the name of the parent containing the child name.

vectors.only

Logical scalar indicating whether elements of x should be saved and loaded as 1-d arrays rather than seeds.

op

String containing the name of the delayed operation to use to label the group.

arr

String containing the name of the delayed array to use to label the group.

scalar

Logical scalar indicating whether length-1 x should be saved to file as a scalar.

optimize.type

Logical scalar indicating whether to optimize the HDF5 storage type for non-scalar, non-string x.

h5type

String specifying the HDF5 storage type to use for non-scalar, non-string x, see h5const("H5T") for possible choices. This is ignored if optimize.type=TRUE.

chunks

Integer vector of length equal to the number of dimensions of non-scalar x, specifying the chunk dimensions to use. If NULL, this is set to the length of x (if x is a vector) or chosen by HDF5Array (if x is an array).

Value

.saveList and .saveScalar will write x to file, returning NULL invisibly.

.labelArrayGroup and .labelOperationGroup will apply the label to the specified group, returning NULL invisibly.

.loadList will return a list containing the contents of name. This is guaranteed to contain only vectors (or fail) if vectors.only=TRUE.

.pickArrayType will return a string containing the chihaya type for an array-like x.

Author(s)

Aaron Lun


Get or set loaders for operations/arrays

Description

Get or set loading functions for operations or arrays that were saved into the HDF5 file. This enables third-party packages to modify the chihaya framework for their own purposes.

Usage

knownOperations(operations)

knownArrays(arrays)

Arguments

operations

Named list of loading functions for operations. Each function should accept the same arguments as loadDelayed and return a matrix-like object. Names should match the delayed_operation string used to save the operation to file.

arrays

Named list of loading functions for arrays. Each function should accept the same arguments as loadDelayed and return a matrix-like object. Names should match the delayed_array string used to save the array to file.

Details

This function can be used to modify the loading procedure for existing operations/arrays or to add new loaders for new arrays.

Custom arrays should use a "custom " prefix in the name to ensure that they do not clash with future additions to the chihaya specification. If an instance of a custom array contains an r_package scalar string dataset inside its HDF5 group, the string is assumed to hold the name of the package that implements its loading handler; if this package is installed, it will be automatically loaded and used by loadDelayed.

Custom operations can be added, but they are not currently supported via validate, so it is assumed that such operations will be created outside of saveDelayed.

Value

If operations is missing, customLoadOperations will return a list of the current custom operations that have been registered with chihaya. If operations is provided, it is used to define the set of custom operations, and the previous set of operations is returned. The same approach is used for arrays in customLoadArrays.

Author(s)

Aaron Lun

Examples

library(HDF5Array)
X <- rsparsematrix(100, 20, 0.1)
Y <- DelayedArray(X)
Z <- log2(Y + 1)

temp <- tempfile(fileext=".h5")
saveDelayed(Z, temp)

# Overriding an existing operation:
ops <- knownOperations()
old_unary <- ops[["unary math"]]
ops[["unary math"]] <- function(file, path) {
    cat("WHEE!\n")
    old_unary(file, path)
}
old <- knownOperations(ops)

# Prints our little message:
loadDelayed(temp)

# Setting it back.
knownOperations(old)

Load a DelayedMatrix

Description

Load a DelayedMatrix object from a location within a HDF5 file.

Usage

loadDelayed(file, path = "delayed")

Arguments

file

String containing a path to a HDF5 file.

path

String containing a path inside a HDF5 file containing the DelayedMatrix.

Value

A DelayedMatrix containing the contents at path.

Author(s)

Aaron Lun

See Also

knownOperations and knownArrays, to modify the loading procedure.

Examples

library(HDF5Array)
X <- rsparsematrix(100, 20, 0.1)
Y <- DelayedArray(X)
Z <- log2(Y + 1)

temp <- tempfile(fileext=".h5")
saveDelayed(Z, temp)
loadDelayed(temp)

Save a DelayedMatrix

Description

Save a DelayedMatrix object to a location within a HDF5 file.

Usage

saveDelayed(x, file, path = "delayed")

Arguments

x

A DelayedArray object.

file

String containing a path to a HDF5 file. This will be created if it does not yet exist.

path

String containing a path inside a HDF5 file. This should not already exist, though any parent groups should already be constructed.

Details

See the various saveDelayedObject methods for how each suite of delayed operations is handled. Also see https://artifactdb.github.io/chihaya/ for more details on the data layout inside the HDF5 file.

Value

The contents of x are written to file and a NULL is invisibly returned.

Author(s)

Aaron Lun

Examples

library(HDF5Array)
X <- rsparsematrix(100, 20, 0.1)
Y <- DelayedArray(X)
Z <- log2(Y + 1)

temp <- tempfile(fileext=".h5")
saveDelayed(Z, temp)
rhdf5::h5ls(temp)

Save a delayed object

Description

Saves a delayed object recursively.

Usage

saveDelayedObject(x, file, name)

## S4 method for signature 'DelayedArray'
saveDelayedObject(x, file, name)

Arguments

x

An R object containing a delayed operation or seed class.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Details

The saveDelayedObject generic is intended for developers to create methods for new operations. End-users should use the saveDelayed function instead.

The DelayedArray method will simply extract the seed and use it to call saveDelayedObject again.

Value

A NULL is returned invisibly. A group is created at name inside file and the delayed operation is saved within.

Author(s)

Aaron Lun

Examples

library(HDF5Array)
X <- rsparsematrix(100, 20, 0.1)
Y <- DelayedArray(X)[1:10,1:5]

temp <- tempfile(fileext=".h5")
rhdf5::h5createFile(temp)
saveDelayedObject(Y, temp, "FOO")
rhdf5::h5ls(temp)

Saving other seed classes

Description

Optional methods to save other classes, depending on the availability of the packages in the current R installation.

Usage

## S4 method for signature 'ANY'
saveDelayedObject(x, file, name)

Arguments

x

An R object of a supported class, see Details.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Details

The ANY method will dispatch to classes that are implemented in other packages:

  • If x is a LowRankMatrixSeed from the BiocSingular package, it is handled as a delayed matrix product.

  • If x is a ResidualMatrixSeed from the ResidualMatrix package, it is converted into the corresponding series of delayed operations. However, the top-level group will contain a "r_type_hint" dataset to indicate that it was originally a ResidualMatrix object. This provides R clients with the opportunity to reload it as a ResidualMatrix, which may be more efficient than the naive DelayedArray representation.

  • Otherwise, if x comes from package Y, we will try to load chihaya.Y. This is assumed to define an appropriate saveDelayedObject method for x.

Value

A NULL, invisibly. A group is created at name containing the contents of x.

Author(s)

Aaron Lun

Examples

# Saving a matrix product.
library(BiocSingular)
left <- matrix(rnorm(100000), ncol=20)
right <- matrix(rnorm(50000), ncol=20)
thing <- LowRankMatrix(left, right)
temp <- tempfile()
saveDelayed(thing, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving simple seed classes

Description

Methods to save simple seed classes - namely, ordinary matrices or sparse Matrix objects - into the delayed operation file. See “Dense arrays” and “Sparse matrices” at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'array'
saveDelayedObject(x, file, name)

## S4 method for signature 'CsparseMatrix'
saveDelayedObject(x, file, name)

Arguments

x

An R object of the indicated class.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Details

For string arrays, missing values are handled by the "missing-value-placeholder" attribute on the data dataset. All NA values in the array are replaced by the placeholder value in the attribute when they are saved inside the HDF5 file. If this attribute is not present, it can be assumed that all strings are non-missing.

Value

A NULL, invisibly. A group is created at name containing the contents of x.

Author(s)

Aaron Lun

Examples

# Saving an ordinary matrix.
X <- matrix(rpois(100, 2), 5, 20)
Y <- DelayedArray(X)
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

# Saving a sparse matrix.
X <- rsparsematrix(100, 20, 0.1)
Y <- DelayedArray(X)
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a ConstantArraySeed

Description

Save a ConstantArraySeed object. See the “Constant array” section at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'ConstantArraySeed'
saveDelayedObject(x, file, name)

Arguments

x

A ConstantArraySeed object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the ConstantArraySeed.

Author(s)

Aaron Lun

Examples

X <- ConstantArray(value=NA_real_, dim=c(11, 25))
temp <- tempfile(fileext=".h5")
saveDelayed(X, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedAbind

Description

Save a DelayedAbind object. See the “Combining” operation at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedAbind'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedAbind object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedAbind.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
Y <- cbind(X, X)
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedAperm

Description

Save a DelayedAperm object. See the “Transposition” operation at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedAperm'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedAperm object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedAperm.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
Y <- t(X)
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedNaryIsoOp

Description

Save a DelayedNaryIsoOp object into a HDF5 file. See the “Binary ...” operations at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedNaryIsoOp'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedNaryIsoOp object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedNaryIsoOp.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=5))
Y <- DelayedArray(matrix(runif(100), ncol=5))
Z <- X * Y
temp <- tempfile(fileext=".h5")
saveDelayed(Z, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedSetDimnames

Description

Save a DelayedSetDimnames object. See the “Dimnames assignment” operation at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedSetDimnames'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedSetDimnames object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedSetDimnames.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
colnames(X) <- LETTERS[1:20]
temp <- tempfile(fileext=".h5")
saveDelayed(X, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedSubassign

Description

Save a DelayedSubassign object into a HDF5 file. See the “Subset assignment” operation at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedSubassign'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedSubassign object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedSubassign.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
X[1:2,3:5] <- matrix(-runif(6), ncol=3)
temp <- tempfile(fileext=".h5")
saveDelayed(X, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedSubset

Description

Save a DelayedSubset object into a HDF5 file. See the “Subsetting” operation at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedSubset'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedSubset object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedSubset.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
Y <- X[1:2,3:5]
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedUnaryIsoOpStack

Description

Save a DelayedUnaryIsoOpStack object into a HDF5 file. See the “Unary ...” operations at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedUnaryIsoOpStack'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedUnaryIsoOpStack object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedUnaryIsoOpStack.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
Y <- log2(X + 10)
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Saving a DelayedUnaryIsoOpWithArgs

Description

Save a DelayedUnaryIsoOpWithArgs object into a HDF5 file. See the “Unary ...” operation at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'DelayedUnaryIsoOpWithArgs'
saveDelayedObject(x, file, name)

Arguments

x

A DelayedUnaryIsoOpWithArgs object.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the DelayedUnaryIsoOpWithArgs.

Author(s)

Aaron Lun

Examples

X <- DelayedArray(matrix(runif(100), ncol=5))
Y <- (1:20 + X) / runif(5)
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Save HDF5-based seeds

Description

Save HDF5ArraySeed or H5SparseMatrix objects or their subclasses. See “External HDF5 arrays” at https://artifactdb.github.io/chihaya/ for more details.

Usage

## S4 method for signature 'HDF5ArraySeed'
saveDelayedObject(x, file, name)

## S4 method for signature 'H5SparseMatrixSeed'
saveDelayedObject(x, file, name)

Arguments

x

A HDF5ArraySeed or H5SparseMatrix object or subclass thereof.

file

String containing the path to a HDF5 file.

name

String containing the name of the group to save into.

Value

A NULL, invisibly. A group is created at name containing the contents of the HDF5-based seed.

Author(s)

Aaron Lun

Examples

library(HDF5Array)
X <- writeHDF5Array(matrix(runif(100), ncol=20))
Y <- X + 1
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
rhdf5::h5ls(temp)
loadDelayed(temp)

Validate an artifact

Description

Validate the delayed objects inside a HDF5 file. This is automatically run at the end of every saveDelayed call to check the integrity of the saved files. See https://artifactdb.github.io/chihaya/ for more details.

Usage

validate(path, name)

Arguments

path

String containing the path to the HDF5 file.

name

String containing the name of the delayed object inside the file.

Value

NULL if there are no problems, otherwise an error is raised.

Author(s)

Aaron Lun

See Also

See https://artifactdb.github.io/chihaya/ for the specification.

Examples

X <- DelayedArray(matrix(runif(100), ncol=20))
Y <- X[1:2,3:5]
temp <- tempfile(fileext=".h5")
saveDelayed(Y, temp)
validate(temp, "delayed")