Dataset
Namespace: Datasets
Dataset functions.
Functions and values
| Function or value | Description |
batches batchSize ds
Signature: batchSize:int64 -> ds:Dataset<'S> -> seq<'S>
Type parameters: 'S |
Returns a sequence of batches with the given size of this dataset. |
cutSequences stepsPerCut ds
Signature: stepsPerCut:int64 -> ds:Dataset<'?175694> -> Dataset<'?175695>
Type parameters: '?175694, '?175695 |
Cuts each sequence in the dataset into multiple chunks of length |
cutToMinSamples minSamples ds
Signature: minSamples:int64 -> ds:Dataset<'?175697> -> Dataset<'?175697>
Type parameters: '?175697 |
Cuts each sequence in the dataset into multiple chunks so that at least |
map f ds
Signature: f:(ITensor -> '?175699) -> ds:Dataset<'S> -> Dataset<'S>
Type parameters: '?175699, 'S |
maps the field storages using the given function creating a new dataset |
nSamples ds
Signature: ds:Dataset<'?175690> -> int64
Type parameters: '?175690 |
Number of samples. |
nSteps ds
Signature: ds:Dataset<'?175692> -> int64
Type parameters: '?175692 |
Number of steps per sample in a sequence dataset. |
ofSamples samples
Signature: samples:seq<'?175680> -> Dataset<'?175680>
Type parameters: '?175680 |
Constructs a dataset from a sequence of samples of record type 'S. Each field in 'S must be of type ArrayNDT<_> and the dimensionality of each field must be constant over all samples. If the shape of a field varies over the samples it is padded (with zeros) to the largest shape in the sample sequence. The given sequence is enumerated only one time and the data is copied once. |
ofSeqSamples seqSamples
Signature: seqSamples:seq<'?175682> -> Dataset<'?175682>
Type parameters: '?175682 |
Constructs a sequence dataset from a sequence of samples of record type 'S. |
partition ratios ds
Signature: ratios:float<MeasureOne> list -> ds:Dataset<'S> -> Dataset<'S> list
Type parameters: 'S |
Partitions this dataset using the given ratios. |
slotBatches batchSize slotSize ds
Signature: batchSize:int64 -> slotSize:int64 -> ds:Dataset<'S> -> seq<'S>
Type parameters: 'S |
Returns a sequence of batches of time slots with size |
toCuda ds
Signature: ds:Dataset<'S> -> Dataset<'S>
Type parameters: 'S |
copies this dataset to a CUDA GPU |
toHost ds
Signature: ds:Dataset<'S> -> Dataset<'S>
Type parameters: 'S |
copies this dataset to the host |
transfer dev ds
Signature: dev:ITensorDevice -> ds:Dataset<'S> -> Dataset<'S>
Type parameters: 'S |
copies this dataset to the specified device |
