def test_synthesize_one_count_remove_filters(seed, df, alloc_id, count,
constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 2
filters = '{} < 3'.format(count)
if not scaled_test:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
filters=filters,
count=count)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
filters=filters,
constraint_expr=constraint_expr,
count=count)
assert result.query(filters)[count].sum() == target
pdt.assert_frame_equal(
result,
pd.DataFrame({
alloc_id: ['b', 'c', 'b', 'c'],
count: [2, 3, 4, 5]
},
index=[1, 2, 3, 4]))
def test_synthesize_one_add_filters(seed, df, alloc_id, count, constraint_df,
constraint_units, constraint_expr,
scaled_test):
target = 3
filters = '{} < 2'.format(count)
if not scaled_test:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
filters=filters)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
filters=filters,
constraint_expr=constraint_expr)
assert len(result.query(filters)) == target
pdt.assert_frame_equal(
result,
pd.DataFrame({
alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c'],
count: [1, 2, 3, 4, 5, 1, 1]
}))
def test_synthesize_one_count_add_no_stuff(seed, df, alloc_id, count,
constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 30
stuff = False
if not scaled_test:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
count=count,
stuff=stuff)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_expr=constraint_expr,
count=count,
stuff=stuff)
assert result[count].sum() == target
pdt.assert_frame_equal(
result,
pd.DataFrame({
alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c', 'c', 'c', None],
count: [1, 2, 3, 4, 5, 5, 4, 3, 2, 1]
}))
def test_synthesize_one_count_remove(seed, df, alloc_id, count, constraint_df,
constraint_units, constraint_expr,
scaled_test):
target = 10
if not scaled_test:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
count=count)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_expr=constraint_expr,
count=count)
assert result[count].sum() == target
pdt.assert_frame_equal(
result,
pd.DataFrame({
alloc_id: ['a', 'b', 'c', 'b'],
count: [1, 2, 3, 4]
}))
def test_synthesize_one_add_stuff(seed, df, alloc_id, count, constraint_df,
constraint_units, constraint_expr,
scaled_test):
target = 10
stuff = True
if not scaled_test:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
stuff=stuff)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_expr=constraint_expr,
stuff=stuff)
assert len(result) == target
pdt.assert_frame_equal(
result,
pd.DataFrame({
alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c', 'c', 'c', 'a'],
count: [1, 2, 3, 4, 5, 5, 1, 4, 4, 4]
}))
def test_synthesize_one_count_noop(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = df[count].sum()
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units, count=count)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
constraint_expr=constraint_expr, count=count)
assert result[count].sum() == target
pdt.assert_frame_equal(result, df)
def test_synthesize_one_noop(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 5
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
constraint_expr=constraint_expr)
assert len(result) == target
pdt.assert_frame_equal(result, df)
def test_synthesize_one_noop(seed, df, alloc_id, count, constraint_df,
constraint_units, constraint_expr, scaled_test):
target = 5
if not scaled_test:
result = syn.synthesize_one(df, target, alloc_id, constraint_df,
constraint_units)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_expr=constraint_expr)
assert len(result) == target
pdt.assert_frame_equal(result, df)
def test_synthesize_one_count_add(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 18
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units, count=count)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
constraint_expr=constraint_expr, count=count)
assert result[count].sum() == target
pdt.assert_frame_equal(
result,
pd.DataFrame(
{alloc_id: ['a', 'b', 'c', 'b', 'c', 'b'],
count: [1, 2, 3, 4, 5, 3]}))
def test_synthesize_one_add(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 8
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
constraint_expr=constraint_expr)
assert len(result) == target
pdt.assert_frame_equal(
result,
pd.DataFrame(
{alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c', 'c'],
count: [1, 2, 3, 4, 5, 5, 1, 4]}))
def test_synthesize_one_count_add_filters(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 18
filters = '{} > 3'.format(count)
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units,
filters=filters, count=count)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
filters=filters, constraint_expr=constraint_expr, count=count)
assert result.query(filters)[count].sum() == target
pdt.assert_frame_equal(
result,
pd.DataFrame(
{alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c'],
count: [1, 2, 3, 4, 5, 5, 4]}))
def test_synthesize_one_count_add_no_stuff(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 30
stuff = False
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units,
count=count, stuff=stuff)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
constraint_expr=constraint_expr, count=count, stuff=stuff)
assert result[count].sum() == target
pdt.assert_frame_equal(
result,
pd.DataFrame(
{alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c', 'c', 'c', None],
count: [1, 2, 3, 4, 5, 5, 4, 3, 2, 1]}))
def test_synthesize_one_remove_filters(
seed, df, alloc_id, count, constraint_df, constraint_units,
constraint_expr, scaled_test):
target = 1
filters = '{} > 3'.format(count)
if not scaled_test:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units,
filters=filters)
else:
result = syn.synthesize_one(
df, target, alloc_id, constraint_df,
filters=filters, constraint_expr=constraint_expr)
assert len(result.query(filters)) == target
pdt.assert_frame_equal(
result,
pd.DataFrame(
{alloc_id: ['a', 'b', 'c', 'c'],
count: [1, 2, 3, 5]},
index=[0, 1, 2, 4]))
def test_synthesize_one_count_noop(seed, df, alloc_id, count, constraint_df,
constraint_units, constraint_expr,
scaled_test):
target = df[count].sum()
if not scaled_test:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
count=count)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_expr=constraint_expr,
count=count)
assert result[count].sum() == target
pdt.assert_frame_equal(result, df)
def test_synthesize_one_remove(seed, df, alloc_id, count, constraint_df,
constraint_units, constraint_expr, scaled_test):
target = 3
if not scaled_test:
result = syn.synthesize_one(df, target, alloc_id, constraint_df,
constraint_units)
else:
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_expr=constraint_expr)
assert len(result) == target
pdt.assert_frame_equal(
result,
pd.DataFrame({
alloc_id: ['b', 'c', 'b'],
count: [2, 3, 4]
},
index=[1, 2, 3]))
def test_synthesize_one_27bug(
alloc_id, count, constraint_df, constraint_units):
# this triggers a bug where things aren't adding up when counting
# values in the count column and filtering on the count column
df = pd.DataFrame(
{alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c'],
count: [1, 2, 3, 4, 5, 5, 1]})
target = 27
filters = '{} > 3'.format(count)
result = syn.synthesize_one(
df, target, alloc_id, constraint_df, constraint_units,
filters=filters, count=count, stuff=False)
assert result.query(filters)[count].sum() == target
def test_synthesize_one_27bug(alloc_id, count, constraint_df,
constraint_units):
# this triggers a bug where things aren't adding up when counting
# values in the count column and filtering on the count column
df = pd.DataFrame({
alloc_id: ['a', 'b', 'c', 'b', 'c', 'b', 'c'],
count: [1, 2, 3, 4, 5, 5, 1]
})
target = 27
filters = '{} > 3'.format(count)
result = syn.synthesize_one(df,
target,
alloc_id,
constraint_df,
constraint_units,
filters=filters,
count=count,
stuff=False)
assert result.query(filters)[count].sum() == target