Exemple #1
0
    def table_irs(self):
        b = ir.TrueIR()
        table_read = ir.TableRead(
            'src/test/resources/backward_compatability/1.0.0/table/0.ht',
            False, None)
        table_read_row_type = hl.dtype(
            'struct{idx: int32, f32: float32, i64: int64, m: float64, astruct: struct{a: int32, b: float64}, mstruct: struct{x: int32, y: str}, aset: set<str>, mset: set<float64>, d: dict<array<str>, float64>, md: dict<int32, str>, h38: locus<GRCh38>, ml: locus<GRCh37>, i: interval<locus<GRCh37>>, c: call, mc: call, t: tuple(call, str, str), mt: tuple(locus<GRCh37>, bool)}'
        )

        matrix_read = ir.MatrixRead(
            'src/test/resources/backward_compatability/1.0.0/matrix_table/0.hmt',
            False, False)

        range = ir.TableRange(10, 4)
        table_irs = [
            ir.TableUnkey(table_read),
            ir.TableKeyBy(table_read, ['m', 'd'], 1, True),
            ir.TableFilter(table_read, b), table_read,
            ir.MatrixColsTable(matrix_read),
            ir.TableAggregateByKey(table_read,
                                   ir.MakeStruct([('a', ir.I32(5))])),
            ir.TableKeyByAndAggregate(table_read,
                                      ir.MakeStruct([('a', ir.I32(5))]),
                                      ir.MakeStruct([('b', ir.I32(5))]), 1, 2),
            ir.TableJoin(table_read, ir.TableRange(100, 10), 'inner'),
            ir.MatrixEntriesTable(matrix_read),
            ir.MatrixRowsTable(matrix_read),
            ir.TableParallelize(
                'Table{global:Struct{},key:None,row:Struct{a:Int32}}',
                ir.Value(hl.tarray(hl.tstruct(a=hl.tint32)), [{
                    'a': None
                }, {
                    'a': 5
                }, {
                    'a': -3
                }]), None),
            ir.TableMapRows(
                table_read,
                ir.MakeStruct([('a',
                                ir.GetField(ir.Ref('row', table_read_row_type),
                                            'f32')), ('b', ir.F64(-2.11))]),
                None, None),
            ir.TableMapGlobals(
                table_read,
                ir.MakeStruct([('foo', ir.NA(hl.tarray(hl.tint32)))]),
                ir.Value(hl.tstruct(), {})),
            ir.TableRange(100, 10),
            ir.TableRepartition(table_read, 10, False),
            ir.TableUnion([ir.TableRange(100, 10),
                           ir.TableRange(50, 10)]),
            ir.TableExplode(table_read, 'mset'),
            ir.TableHead(table_read, 10),
            ir.TableOrderBy(ir.TableUnkey(table_read), [('m', 'A'),
                                                        ('m', 'D')]),
            ir.TableDistinct(table_read),
            ir.LocalizeEntries(matrix_read, '__entries')
        ]

        return table_irs
Exemple #2
0
    def table_irs(self):
        b = ir.TrueIR()
        table_read = ir.TableRead(
            ir.TableNativeReader(resource('backward_compatability/1.0.0/table/0.ht'), None, False), False)
        table_read_row_type = hl.dtype('struct{idx: int32, f32: float32, i64: int64, m: float64, astruct: struct{a: int32, b: float64}, mstruct: struct{x: int32, y: str}, aset: set<str>, mset: set<float64>, d: dict<array<str>, float64>, md: dict<int32, str>, h38: locus<GRCh38>, ml: locus<GRCh37>, i: interval<locus<GRCh37>>, c: call, mc: call, t: tuple(call, str, str), mt: tuple(locus<GRCh37>, bool)}')

        matrix_read = ir.MatrixRead(
            ir.MatrixNativeReader(resource('backward_compatability/1.0.0/matrix_table/0.hmt'), None, False),
            False, False)

        range = ir.TableRange(10, 4)
        table_irs = [
            ir.TableKeyBy(table_read, ['m', 'd'], False),
            ir.TableFilter(table_read, b),
            table_read,
            ir.MatrixColsTable(matrix_read),
            ir.TableAggregateByKey(
                table_read,
                ir.MakeStruct([('a', ir.I32(5))])),
            ir.TableKeyByAndAggregate(
                table_read,
                ir.MakeStruct([('a', ir.I32(5))]),
                ir.MakeStruct([('b', ir.I32(5))]),
                1, 2),
            ir.TableJoin(
                table_read,
                ir.TableRange(100, 10), 'inner', 1),
            ir.MatrixEntriesTable(matrix_read),
            ir.MatrixRowsTable(matrix_read),
            ir.TableParallelize(ir.MakeStruct([
                ('rows', ir.Literal(hl.tarray(hl.tstruct(a=hl.tint32)), [{'a':None}, {'a':5}, {'a':-3}])),
                ('global', ir.MakeStruct([]))]), None),
            ir.TableMapRows(
                ir.TableKeyBy(table_read, []),
                ir.MakeStruct([
                    ('a', ir.GetField(ir.Ref('row'), 'f32')),
                    ('b', ir.F64(-2.11))])),
            ir.TableMapGlobals(
                table_read,
                ir.MakeStruct([
                    ('foo', ir.NA(hl.tarray(hl.tint32)))])),
            ir.TableRange(100, 10),
            ir.TableRepartition(table_read, 10, ir.RepartitionStrategy.COALESCE),
            ir.TableUnion(
                [ir.TableRange(100, 10), ir.TableRange(50, 10)]),
            ir.TableExplode(table_read, ['mset']),
            ir.TableHead(table_read, 10),
            ir.TableOrderBy(ir.TableKeyBy(table_read, []), [('m', 'A'), ('m', 'D')]),
            ir.TableDistinct(table_read),
            ir.CastMatrixToTable(matrix_read, '__entries', '__cols'),
            ir.TableRename(table_read, {'idx': 'idx_foo'}, {'global_f32': 'global_foo'}),
            ir.TableMultiWayZipJoin([table_read, table_read], '__data', '__globals'),
            ir.MatrixToTableApply(matrix_read, {'name': 'LinearRegressionRowsSingle', 'yFields': ['col_m'], 'xField': 'entry_m', 'covFields': [], 'rowBlockSize': 10, 'passThrough': []}),
            ir.TableToTableApply(table_read, {'name': 'TableFilterPartitions', 'parts': [0], 'keep': True}),
            ir.TableFilterIntervals(table_read, [hl.utils.Interval(hl.utils.Struct(row_idx=0), hl.utils.Struct(row_idx=10))], hl.tstruct(row_idx=hl.tint32), keep=False),
        ]

        return table_irs
Exemple #3
0
 def test_refs(self):
     ref = ir.Ref('row')
     x = ir.TableMapRows(
         ir.TableRange(10, 1),
         ir.MakeStruct([('foo', ir.GetField(ref, 'idx')),
                        ('bar', ir.GetField(ref, 'idx'))]))
     expected = ('(TableMapRows (TableRange 10 1)'
                 ' (MakeStruct'
                 ' (foo (GetField idx (Ref row)))'
                 ' (bar (GetField idx (Ref row)))))')
     assert expected == CSERenderer()(x)