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filters.go
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package examples_lib
import (
"fmt"
tiledb "github.com/TileDB-Inc/TileDB-Go"
)
func createFilterArray(dir string) {
// Create a TileDB context.
ctx, err := tiledb.NewContext(nil)
checkError(err)
defer ctx.Free()
// The array will be 4x4 with dimensions "rows" and "cols",
// with domain [1,4].
domain, err := tiledb.NewDomain(ctx)
checkError(err)
defer domain.Free()
rowDim, err := tiledb.NewDimension(ctx, "rows", tiledb.TILEDB_INT32, []int32{1, 4}, int32(4))
checkError(err)
defer rowDim.Free()
colDim, err := tiledb.NewDimension(ctx, "cols", tiledb.TILEDB_INT32, []int32{1, 4}, int32(4))
checkError(err)
defer colDim.Free()
err = domain.AddDimensions(rowDim, colDim)
checkError(err)
// The array will be sparse.
schema, err := tiledb.NewArraySchema(ctx, tiledb.TILEDB_SPARSE)
checkError(err)
defer schema.Free()
err = schema.SetDomain(domain)
checkError(err)
err = schema.SetCellOrder(tiledb.TILEDB_ROW_MAJOR)
checkError(err)
err = schema.SetTileOrder(tiledb.TILEDB_ROW_MAJOR)
checkError(err)
// Create two fixed-length attributes "a1" and "a2"
a1, err := tiledb.NewAttribute(ctx, "a1", tiledb.TILEDB_UINT32)
checkError(err)
defer a1.Free()
a2, err := tiledb.NewAttribute(ctx, "a2", tiledb.TILEDB_INT32)
checkError(err)
defer a2.Free()
// a1 will be filtered by bit width reduction followed by zstd
// compression.
bitWidthReduction, err := tiledb.NewFilter(ctx,
tiledb.TILEDB_FILTER_BIT_WIDTH_REDUCTION)
checkError(err)
defer bitWidthReduction.Free()
compressionZstd, err := tiledb.NewFilter(ctx, tiledb.TILEDB_FILTER_ZSTD)
checkError(err)
defer compressionZstd.Free()
a1Filters, err := tiledb.NewFilterList(ctx)
checkError(err)
defer a1Filters.Free()
err = a1Filters.AddFilter(bitWidthReduction)
checkError(err)
err = a1Filters.AddFilter(compressionZstd)
checkError(err)
err = a1.SetFilterList(a1Filters)
checkError(err)
// a2 will just have a single gzip compression filter.
compressionGzip, err := tiledb.NewFilter(ctx, tiledb.TILEDB_FILTER_GZIP)
checkError(err)
defer compressionGzip.Free()
a2Filters, err := tiledb.NewFilterList(ctx)
checkError(err)
defer a2Filters.Free()
err = a2Filters.AddFilter(compressionGzip)
checkError(err)
err = a2.SetFilterList(a2Filters)
checkError(err)
// Add the attributes
err = schema.AddAttributes(a1)
checkError(err)
err = schema.AddAttributes(a2)
checkError(err)
// Create the (empty) array on disk.
err = tiledb.CreateArray(ctx, dir, schema)
checkError(err)
}
func writeFiltersArray(dir string) {
ctx, err := tiledb.NewContext(nil)
checkError(err)
defer ctx.Free()
// Write some simple data to cells (1, 1), (2, 4) and (2, 3).
buffD1 := []int32{1, 2, 2}
buffD2 := []int32{1, 4, 3}
dataA1 := []uint32{1, 2, 3}
dataA2 := []int32{-1, -2, -3}
// Open the array for writing and create the query.
array, err := tiledb.NewArray(ctx, dir)
checkError(err)
defer array.Free()
err = array.Open(tiledb.TILEDB_WRITE)
checkError(err)
defer array.Close()
query, err := tiledb.NewQuery(ctx, array)
checkError(err)
defer query.Free()
err = query.SetLayout(tiledb.TILEDB_UNORDERED)
checkError(err)
_, err = query.SetDataBuffer("a1", dataA1)
checkError(err)
_, err = query.SetDataBuffer("a2", dataA2)
checkError(err)
_, err = query.SetDataBuffer("rows", buffD1)
checkError(err)
_, err = query.SetDataBuffer("cols", buffD2)
checkError(err)
// Perform the write and close the array.
err = query.Submit()
checkError(err)
err = query.Finalize()
checkError(err)
}
func readFiltersArray(dir string) {
ctx, err := tiledb.NewContext(nil)
checkError(err)
defer ctx.Free()
// Prepare the array for reading
array, err := tiledb.NewArray(ctx, dir)
checkError(err)
defer array.Free()
err = array.Open(tiledb.TILEDB_READ)
checkError(err)
defer array.Close()
// Slice only rows 1, 2 and cols 2, 3, 4
subarray, err := array.NewSubarray()
checkError(err)
defer subarray.Free()
err = subarray.SetSubArray([]int32{1, 2, 2, 4})
checkError(err)
// Prepare the query
query, err := tiledb.NewQuery(ctx, array)
checkError(err)
defer query.Free()
err = query.SetSubarray(subarray)
checkError(err)
// Prepare the vector that will hold the results
// We take the upper bound on the result size as we do not know how large
// a buffer is needed since the array is sparse
bufferElements, err := query.EstimateBufferElements()
checkError(err)
data := make([]uint32, bufferElements["a1"][1])
rows := make([]int32, bufferElements["rows"][1])
cols := make([]int32, bufferElements["cols"][1])
err = query.SetLayout(tiledb.TILEDB_ROW_MAJOR)
checkError(err)
_, err = query.SetDataBuffer("a1", data)
checkError(err)
_, err = query.SetDataBuffer("rows", rows)
checkError(err)
_, err = query.SetDataBuffer("cols", cols)
checkError(err)
// Submit the query and close the array.
err = query.Submit()
checkError(err)
err = query.Finalize()
checkError(err)
// Print out the results.
elements, err := query.ResultBufferElements()
checkError(err)
resultNum := elements["a1"][1]
for r := 0; r < int(resultNum); r++ {
i := rows[r]
j := cols[r]
a := data[r]
fmt.Printf("Cell (%d, %d) has data %d\n", i, j, a)
}
}
// RunFiltersArray shows and example creation, writing and reading of a
// sparse array
func RunFiltersArray() {
tmpDir := temp("filters_array")
defer cleanup(tmpDir)
createFilterArray(tmpDir)
writeFiltersArray(tmpDir)
readFiltersArray(tmpDir)
}