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Added "allow_new_labels" flag for class_labels tensor by nvoxland-al · Pull Request #2830 · activeloopai/deeplake · GitHub

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25 changes: 25 additions & 0 deletions deeplake/api/tests/test_api.py
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode characters
Original file line number Diff line number Diff line change
Expand Up @@ -1988,6 +1988,31 @@ def test_partial_read_then_write(s3_ds_generator):
ds.xyz[1] = 20 * np.ones((1000, 1000))


def test_allow_new_labels(local_ds):
with local_ds as ds:
ds.create_tensor("dynamic_labels", htype="class_label")
ds.create_tensor(
"fixed_labels",
htype="class_label",
class_names=["a", "b", "c"],
allow_new_labels=False,
)

ds.dynamic_labels.append("a")
ds.dynamic_labels.append("a")
ds.fixed_labels.append("a")
ds.fixed_labels.append("b")
assert ds.dynamic_labels.info["class_names"] == ["a"]
assert ds.fixed_labels.info["class_names"] == ["a", "b", "c"]

with pytest.raises(SampleAppendError):
ds.fixed_labels.append("new_one")

ds.fixed_labels.info.update(allow_new_labels=False)
with pytest.raises(SampleAppendError):
ds.fixed_labels.append("new_one")


def test_exist_ok(local_ds):
with local_ds as ds:
ds.create_tensor("abc")
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7 changes: 7 additions & 0 deletions deeplake/core/chunk_engine.py
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Original file line number Diff line number Diff line change
Expand Up @@ -789,6 +789,13 @@ def _convert_class_labels(self, samples):
class_names = tensor_info.class_names
labels, additions = convert_to_idx(samples, class_names)
if additions:
if (
"allow_new_labels" in tensor_info
and tensor_info["allow_new_labels"] is False
):
raise ValueError(
f"New label(s) [{','.join([i[0] for i in additions])}] are not allowed for tensor {tensor_name}. Allowed labels are: [{','.join(tensor_info.class_names)}]"
)
for new in additions:
class_names.append(new[0])
logger.info(
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6 changes: 5 additions & 1 deletion deeplake/htype.py
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Original file line number Diff line number Diff line change
Expand Up @@ -64,7 +64,11 @@ class htype:
htype.CLASS_LABEL: {
"dtype": "uint32",
"class_names": [],
"_info": ["class_names"], # class_names should be stored in info, not meta
"allow_new_labels": True,
"_info": [
"class_names",
"allow_new_labels",
], # class_names should be stored in info, not meta
"_disable_temp_transform": False,
},
htype.BBOX: {"dtype": "float32", "coords": {}, "_info": ["coords"]},
Expand Down

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