def test_no_unnecessary_exec_eval():
_c2a.value = 0
_c2b.value = 0
f2a()
assert dds.eval(f2b) == "a11"
assert dds.eval(f2b) == "a11"
assert _c2b.value == 1
def test_2():
""" Authorized objects are taken into account """
global fun_2_obj
assert dds.eval(fun_2_f1) is None
fun_2_obj = 1
assert dds.eval(fun_2_f1) is None
assert fun_2_counter.value == 2, fun_2_counter.value
def test_3():
""" Unauthorized objects are not taken into account """
global fun_3_obj
assert dds.eval(fun_3_f1) is None
fun_3_obj = UnsupportedOperation("b")
assert dds.eval(fun_3_f1) is None
assert fun_3_counter.value == 1, fun_3_counter.value
def test_args():
with pytest.raises(DDSException) as e:
f2(3)
assert e.value.error_code == DDSErrorCode.ARG_IN_DATA_FUNCTION
with pytest.raises(DDSException) as e:
dds.eval(f2_1)
assert e.value.error_code == DDSErrorCode.ARG_IN_DATA_FUNCTION
def test_args():
# TODO: these tests are just checking that the calls are processed
# They should also check that the function is not retriggered again.
assert dds.keep(spath, fun_args, 1, 2) == 3
assert dds.keep(spath, fun_args, 1, b=2) == 3
assert dds.keep(spath, fun_args, a=1, b=2) == 3
assert dds.eval(fun_args_outer) == 3
assert dds.eval(fun_args, 1, 2) == 3
assert dds.eval(fun_args, a=1, b=2) == 3
def test():
assert f() == "a"
assert _c.value == 1
assert dds.eval(f) == "a"
assert _c.value == 1
assert f1() == "a"
assert _c.value == 1
assert dds.eval(f1) == "a"
assert _c.value == 1
def test():
fun()
assert _c.value == 1
dds.keep(_p, f)
assert _c.value == 1
dds.eval(f)
assert _c.value == 1
dds.eval(f2)
assert _c.value == 1
def test_4():
""" Authorized objects are taken into account """
global fun_4_obj
assert dds.eval(fun_4_f) is None
assert fun_4_counter1.value == 1
assert fun_4_counter2.value == 1
fun_4_obj = 1
assert dds.eval(fun_4_f) is None
assert fun_4_counter1.value == 1
assert fun_4_counter2.value == 2
def test_5():
""" Chained calls are reevaluated """
global fun_5_obj
assert dds.eval(fun_5_f) is None
assert fun_5_counter1.value == 1
assert fun_5_counter2.value == 1
fun_5_obj = 1
assert dds.eval(fun_5_f) is None
assert fun_5_counter1.value == 2
# This function comes later but has no argument -> no need to reevaluate
assert fun_5_counter2.value == 1
def test():
fun1()
assert _c.value == 1
fun2()
assert _c.value == 1
dds.eval(fun2)
assert _c.value == 1
fun3()
assert _c.value == 2
dds.eval(fun3)
assert _c.value == 2
def test_2_simple_eval():
_c2a.value = 0
_c2b.value = 0
assert f2() == "a11"
assert _c2a.value == 1
assert _c2b.value == 1
assert dds.eval(f2) == "a11"
assert _c2a.value == 1
assert _c2b.value == 1
def test_2():
assert dds.eval(f2_wrap) == "A"
def test_3():
assert dds.eval(fun_3, 3) == "A3"
def test():
assert dds.eval(fun) == function1()
print(locals())
print(globals())
def test_1():
assert dds.eval(f2) == "A"
def test():
assert dds.eval(fun) == "a"
def test_sklearn():
""" Unauthorized objects are not taken into account """
dds.eval(pipeline)
dds.eval(pipeline)
def test_8():
""" Using various objects does not cause an error """
assert dds.eval(fun_8_f1) is None
def test_exec_then_eval():
_c2a.value = 0
_c2b.value = 0
f2a()
assert dds.eval(f2b) == "a11"
def test_kargs_2():
assert dds.eval(f2_1) == 3
assert dds.eval(f2_2) == 3
def test_gh140_biglists():
""" Using big objects throws an error """
# TODO: more comprehensive test on lists. They are still seen as external dependencies
with pytest.raises(dds.DDSException) as e:
dds.eval(fun_9)
assert e.value.error_code == dds.structures.DDSErrorCode.SEQUENCE_TOO_LONG
def test_1():
""" Unauthorized objects do not trigger errors """
assert dds.eval(fun_1_f1) is None
def test_arrays():
assert len(dds.eval(f6)) == 0
y,
test_size=0.2,
random_state=42)
clf = dds.keep("/wine-quality/my_model", build_model, X_train, y_train)
stats = dds.keep("/wine-quality/my_model_stats.json", model_stats, clf,
X_test, y_test)
print("*** done ***")
return stats
dds.codecs.databricks.displayGraph(pipeline)
# COMMAND ----------
dds.eval(pipeline)
# COMMAND ----------
# MAGIC %md ## Load Artifacts from DDS
# COMMAND ----------
dds.load("/wine-quality/my_model")
# COMMAND ----------
dds.load("/wine-quality/my_model_stats.json")
def test_4():
assert dds.eval(f4_wrap) == "A12"
def test():
dds.eval(fun)
assert _c.value == 1
def test_5():
assert dds.eval(f5_wrap) == "0"
u.unreachable_var = 1
assert dds.eval(f5_wrap) == "0"
def test_gh131():
with pytest.raises(DDSException) as e:
eval(f)
assert e.value.error_code == DDSErrorCode.OVERLAPPING_PATH
def test_compare():
assert dds.eval(f_compare) == "True"
def test_kargs_1():
assert dds.eval(f1_1) == 6
assert dds.eval(f1_2) == 6
