Created
February 24, 2024 12:57
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from deltalake import DeltaTable, write_deltalake | |
import pandas as pd | |
delta_path = f"/tmp/table-conflict-test" | |
print(delta_path) | |
write_deltalake( | |
delta_path, | |
pd.DataFrame.from_dict( | |
{ | |
"p": [1, 1, 1, 1, 1], | |
"k": [1, 2, 3, 4, 5], | |
"v": [1, 2, 3, 4, 5], | |
} | |
), | |
partition_by="p", | |
) | |
def write_table(table: DeltaTable, data): | |
table.merge( | |
data, | |
predicate="s.p = t.p and s.k = t.k", | |
source_alias="s", | |
target_alias="t", | |
).when_matched_update_all().when_not_matched_insert_all().execute() | |
# by getting both delta tables first, it similuates concurrent actions | |
table_1 = DeltaTable(delta_path) | |
table_2 = DeltaTable(delta_path) | |
data_1 = pd.DataFrame.from_dict( | |
{ | |
"p": [1, 1, 1, 1, 1], | |
"k": [3, 4, 5, 6, 7], | |
"v": [-3, -4, -5, -6, -7], | |
} | |
) | |
write_table(table_1, data_1) | |
# this should not succeed, but it does?? | |
table_2.optimize.z_order(["k"]) | |
table = DeltaTable(delta_path) | |
df = table.to_pandas() | |
print("this data looks completely wrong - looks to have appended the z_order data + merged data?") | |
print(df) |
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