Ejemplo n.º 1
0
    def test_parses(self):
        backend = Env.spark_backend('BlockMatrixIRTests.test_parses')

        bmir = hl.linalg.BlockMatrix.fill(1, 1, 0.0)._bmir
        backend.execute(ir.BlockMatrixWrite(bmir, ir.BlockMatrixPersistWriter('x', 'MEMORY_ONLY')))
        persist = ir.BlockMatrixRead(ir.BlockMatrixPersistReader('x', bmir))

        for x in (self.blockmatrix_irs() + [persist]):
            backend._parse_blockmatrix_ir(str(x))

        backend.unpersist_block_matrix('x')
Ejemplo n.º 2
0
    def value_irs(self):
        b = ir.TrueIR()
        c = ir.Ref('c')
        i = ir.I32(5)
        j = ir.I32(7)
        a = ir.Ref('a')
        st = ir.Ref('st')
        aa = ir.Ref('aa')
        sta = ir.Ref('sta')
        da = ir.Ref('da')
        nd = ir.Ref('nd')
        v = ir.Ref('v')
        s = ir.Ref('s')
        t = ir.Ref('t')
        call = ir.Ref('call')

        table = ir.TableRange(5, 3)

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

        block_matrix_read = ir.BlockMatrixRead(
            ir.BlockMatrixNativeReader('fake_file_path'))

        value_irs = [
            i,
            ir.I64(5),
            ir.F32(3.14),
            ir.F64(3.14),
            s,
            ir.TrueIR(),
            ir.FalseIR(),
            ir.Void(),
            ir.Cast(i, hl.tfloat64),
            ir.NA(hl.tint32),
            ir.IsNA(i),
            ir.If(b, i, j),
            ir.Coalesce(i, j),
            ir.Let('v', i, v),
            ir.Ref('x'),
            ir.ApplyBinaryPrimOp('+', i, j),
            ir.ApplyUnaryPrimOp('-', i),
            ir.ApplyComparisonOp('EQ', i, j),
            ir.MakeArray([i, ir.NA(hl.tint32), ir.I32(-3)],
                         hl.tarray(hl.tint32)),
            ir.ArrayRef(a, i, ir.Str('foo')),
            ir.ArrayLen(a),
            ir.ArraySort(ir.ToStream(a), 'l', 'r',
                         ir.ApplyComparisonOp("LT", ir.Ref('l'), ir.Ref('r'))),
            ir.ToSet(a),
            ir.ToDict(da),
            ir.ToArray(a),
            ir.CastToArray(ir.NA(hl.tset(hl.tint32))),
            ir.MakeNDArray(
                ir.MakeArray([ir.F64(-1.0), ir.F64(1.0)],
                             hl.tarray(hl.tfloat64)),
                ir.MakeTuple([ir.I64(1), ir.I64(2)]), ir.TrueIR()),
            ir.NDArrayShape(nd),
            ir.NDArrayReshape(nd, ir.MakeTuple([ir.I64(5)])),
            ir.NDArrayRef(nd, [ir.I64(1), ir.I64(2)]),
            ir.NDArrayMap(nd, 'v', v),
            ir.NDArrayMatMul(nd, nd),
            ir.LowerBoundOnOrderedCollection(a, i, True),
            ir.GroupByKey(da),
            ir.StreamMap(st, 'v', v),
            ir.StreamZip([st, st], ['a', 'b'], ir.TrueIR(), 'ExtendNA'),
            ir.StreamFilter(st, 'v', v),
            ir.StreamFlatMap(sta, 'v', ir.ToStream(v)),
            ir.StreamFold(st, ir.I32(0), 'x', 'v', v),
            ir.StreamScan(st, ir.I32(0), 'x', 'v', v),
            ir.StreamLeftJoinDistinct(st, st, 'l', 'r', ir.I32(0), ir.I32(1)),
            ir.StreamFor(st, 'v', ir.Void()),
            ir.AggFilter(ir.TrueIR(), ir.I32(0), False),
            ir.AggExplode(ir.StreamRange(ir.I32(0), ir.I32(2), ir.I32(1)), 'x',
                          ir.I32(0), False),
            ir.AggGroupBy(ir.TrueIR(), ir.I32(0), False),
            ir.AggArrayPerElement(
                ir.ToArray(ir.StreamRange(ir.I32(0), ir.I32(2), ir.I32(1))),
                'x', 'y', ir.I32(0), False),
            ir.ApplyAggOp('Collect', [], [ir.I32(0)]),
            ir.ApplyScanOp('Collect', [], [ir.I32(0)]),
            ir.ApplyAggOp('CallStats', [ir.I32(2)], [call]),
            ir.ApplyAggOp('TakeBy', [ir.I32(10)],
                          [ir.F64(-2.11), ir.F64(-2.11)]),
            ir.Begin([ir.Void()]),
            ir.MakeStruct([('x', i)]),
            ir.SelectFields(s, ['x', 'z']),
            ir.InsertFields(s, [('x', i)], None),
            ir.GetField(s, 'x'),
            ir.MakeTuple([i, b]),
            ir.GetTupleElement(t, 1),
            ir.Die(ir.Str('mumblefoo'), hl.tfloat64),
            ir.Apply('land', hl.tbool, b, c),
            ir.Apply('toFloat64', hl.tfloat64, i),
            ir.Literal(hl.tarray(hl.tint32), [1, 2, None]),
            ir.TableCount(table),
            ir.TableGetGlobals(table),
            ir.TableCollect(ir.TableKeyBy(table, [], False)),
            ir.TableToValueApply(table, {'name': 'ForceCountTable'}),
            ir.MatrixToValueApply(matrix_read,
                                  {'name': 'ForceCountMatrixTable'}),
            ir.TableAggregate(
                table,
                ir.MakeStruct([('foo', ir.ApplyAggOp('Collect', [],
                                                     [ir.I32(0)]))])),
            ir.TableWrite(
                table,
                ir.TableNativeWriter(new_temp_file(), False, True,
                                     "fake_codec_spec$$")),
            ir.TableWrite(
                table,
                ir.TableTextWriter(new_temp_file(), None, True, "concatenated",
                                   ",")),
            ir.MatrixAggregate(
                matrix_read,
                ir.MakeStruct([('foo', ir.ApplyAggOp('Collect', [],
                                                     [ir.I32(0)]))])),
            ir.MatrixWrite(
                matrix_read,
                ir.MatrixNativeWriter(new_temp_file(), False, False, "", None,
                                      None)),
            ir.MatrixWrite(
                matrix_read,
                ir.MatrixNativeWriter(
                    new_temp_file(), False, False, "",
                    '[{"start":{"row_idx":0},"end":{"row_idx": 10},"includeStart":true,"includeEnd":false}]',
                    hl.dtype('array<interval<struct{row_idx:int32}>>'))),
            ir.MatrixWrite(
                matrix_read,
                ir.MatrixVCFWriter(new_temp_file(), None,
                                   ir.ExportType.CONCATENATED, None)),
            ir.MatrixWrite(matrix_read, ir.MatrixGENWriter(new_temp_file(),
                                                           4)),
            ir.MatrixWrite(matrix_read, ir.MatrixPLINKWriter(new_temp_file())),
            ir.MatrixMultiWrite([matrix_read, matrix_read],
                                ir.MatrixNativeMultiWriter(
                                    new_temp_file(), False, False)),
            ir.BlockMatrixWrite(
                block_matrix_read,
                ir.BlockMatrixNativeWriter('fake_file_path', False, False,
                                           False)),
            ir.LiftMeOut(ir.I32(1)),
            ir.BlockMatrixWrite(
                block_matrix_read,
                ir.BlockMatrixPersistWriter('x', 'MEMORY_ONLY')),
            ir.UnpersistBlockMatrix(block_matrix_read),
        ]

        return value_irs