Created
May 18, 2023 11:09
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Migrate from GTO-based model registry to DVC-based model registry: move artifacts' annotations from `artifacts.yaml` to `dvc.yaml`
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""" | |
Script that will | |
1. read your annotations from `artifacts.yaml` | |
2. update them to be compatible with the new DVC format | |
3. add them to `dvc.yaml`, creating it if needed | |
4. remove `artifacts.yaml` | |
""" | |
from ruamel.yaml import YAML | |
yaml = YAML(typ="safe", pure=True) | |
yaml.default_flow_style = False | |
# Read the YAML file | |
with open("artifacts.yaml", "r") as f: | |
artifacts = yaml.load(f) | |
# Modify the format | |
for key, value in artifacts.items(): | |
if "virtual" in value: | |
value.pop("virtual") | |
if "description" in value: | |
value["desc"] = value.pop("description") | |
if "custom" in value: | |
value["meta"] = value.pop("custom") | |
# Copy info from dvc.yaml | |
with open("dvc.yaml", "r") as f: | |
dvcyaml = f.readlines() | |
# Write the modified data back to the same file | |
with open("dvc.yaml", "w") as f: | |
yaml.dump({"artifacts": artifacts}, f) | |
f.write("\n") | |
f.writelines(dvcyaml) |
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