示例#1
0
def test_outer_product():
    n = tvm.size_var('n')
    m = tvm.size_var('m')
    a = tvm.placeholder((n, ), name='a')
    b = tvm.placeholder((m, ), name='b')

    try:
        c = outer_product(n, m, a, b)
        ir = c.op.body
    except IOError as err:
        assert sys.version_info[0] == 2 and str(
            err) == 'could not get source code'
        return

    #Check for i in (0, n)
    assert isinstance(ir, tvm.stmt.For)
    assert ir.loop_var.name == 'i'
    assert ir.min.value == 0
    assert ir.extent.name == 'n'
    ibody = ir.body
    assert isinstance(ibody, tvm.stmt.For)
    #Check for j in (0, m)
    assert ibody.loop_var.name == 'j'
    assert ibody.min.value == 0
    assert ibody.extent.name == 'm'
    #Check loop body
    jblock = ibody.body
    assert isinstance(jblock, tvm.stmt.SeqStmt)
    jbody = jblock[0]
    assert isinstance(jbody, tvm.stmt.AssertStmt)
    assert isinstance(jbody.message, tvm.expr.StringImm)
    assert jbody.message.value == "index out of range!"
    jbody = jblock[1]
    assert isinstance(jbody, tvm.stmt.Provide)
    assert jbody.func.name == 'c'
    assert len(jbody.args) == 2
    assert jbody.args[0].name == 'i'
    assert jbody.args[1].name == 'j'
    assert isinstance(jbody.value, tvm.expr.Mul)
    mul = jbody.value
    assert isinstance(mul.a, tvm.expr.Call)
    assert mul.a.name == 'a'
    assert mul.b.name == 'b'

    func, ins, outs = run_and_check(outer_product, [n, m, a, b], {
        n: 99,
        m: 101
    })
    temp = util.tempdir()
    path = temp.relpath('%s.py' % func.name)
    func.save(path)
    func_ = tvm.hybrid.HybridModule()
    func_.load(path)
    run_and_check(func_, ins, {n: 99, m: 101}, outs=outs)

    for key, _ in HYBRID_GLOBALS.items():
        assert key not in globals().keys()
        assert key not in outer_product.__globals__.keys()
示例#2
0
def test_outer_product():
    n = tvm.var('n')
    m = tvm.var('m')
    a = tvm.placeholder((n, ), name='a')
    b = tvm.placeholder((m, ), name='b')

    try:
        c = outer_product(n, m, a, b)
        ir = c.op.body
    except IOError as err:
        assert sys.version_info[0] == 2 and str(err) == 'could not get source code'
        return

    #Check for i in (0, n)
    assert isinstance(ir, tvm.stmt.For)
    assert ir.loop_var.name == 'i'
    assert ir.min.value == 0
    assert ir.extent.name == 'n'
    ibody = ir.body
    assert isinstance(ibody, tvm.stmt.For)
    #Check for j in (0, m)
    assert ibody.loop_var.name == 'j'
    assert ibody.min.value == 0
    assert ibody.extent.name == 'm'
    #Check loop body
    jbody = ibody.body
    assert isinstance(jbody, tvm.stmt.AssertStmt)
    assert isinstance(jbody.message, tvm.expr.StringImm)
    assert jbody.message.value == "index out of range!"
    jbody = jbody.body
    assert isinstance(jbody, tvm.stmt.Provide)
    assert jbody.func.name == 'c'
    assert len(jbody.args) == 2
    assert jbody.args[0].name == 'i'
    assert jbody.args[1].name == 'j'
    assert isinstance(jbody.value, tvm.expr.Mul)
    mul = jbody.value
    assert isinstance(mul.a, tvm.expr.Call)
    assert mul.a.name == 'a'
    assert mul.b.name == 'b'

    func, ins, outs = run_and_check(outer_product, [n, m, a, b], {n: 99, m: 101})
    temp = util.tempdir()
    path = temp.relpath('%s.py' % func.name)
    func.save(path)
    func_ = tvm.hybrid.HybridModule()
    func_.load(path)
    run_and_check(func_, ins, {n: 99, m: 101}, outs=outs)

    for key, _ in HYBRID_GLOBALS.items():
        assert key not in globals().keys()
        assert key not in outer_product.__globals__.keys()