"""Post-merge pass over changes.parquet: * representative: one row per underlying change (same leaf name, change, parameter and signatures within a release transition), so inherited / re-exported copies of one change can be filtered out; * confidence rules added after audit 3: removal of *args (often forwarded to a base class) and a class turning into a plain attribute (often `Name = OtherClass` aliases) are downgraded to medium. Usage: python finalize_changes.py DATA_DIR TMP_DIR""" import os, sys import duckdb D, TMP = sys.argv[1], sys.argv[2] os.makedirs(TMP, exist_ok=True) con = duckdb.connect() con.execute("SET memory_limit='4GB'") con.execute(f"SET temp_directory='{TMP}'") con.execute(f"""copy ( select * replace ( case when change_type in ('vararg_removed', 'varkw_removed') then 'medium' when change_type = 'kind_changed' and symbol_kind = 'attribute' then 'medium' else confidence end as confidence), row_number() over (partition by project, to_version_index, split_part(path, '.', -1), change_type, coalesce(param, ''), coalesce(old_sig, ''), coalesce(new_sig, '') order by length(path), path) = 1 as representative from '{D}/changes.parquet' order by project, to_version_index, path, change_type ) to '{D}/changes_final.parquet' (format parquet, compression zstd, row_group_size 500000)""") os.replace(f"{D}/changes_final.parquet", f"{D}/changes.parquet") print(con.execute(f"select confidence, count(*) from '{D}/changes.parquet' where breaking group by 1").fetchall())