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August 20, 2017 19:42
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import os | |
import pandas as pd | |
import pyarrow as pa | |
import pyarrow.parquet as pq | |
NUM_FIELDS = 600 | |
NUM_TABLES = 100 | |
fields = [ | |
pa.field('column1', pa.string()), | |
pa.field('column2', pa.int64()), | |
] + [pa.field(f'column{i}', pa.string()) for i in range(4, NUM_FIELDS)] | |
schema = pa.schema(fields) | |
rows = [ | |
{'column1': 'val1', 'column2': 123}, # , 'column3': '' | |
{'column1': 'val2', 'column2': 234, 'column3': ''}, | |
{'column1': 'val3', 'column2': 345, 'column3': ''}, | |
] | |
writers = [pq.ParquetWriter(f'table{i}.parquet', schema) for i in range(NUM_TABLES)] | |
for _ in range(3): | |
for writer in writers: | |
df = pd.DataFrame(rows) | |
pa_table = pa.Table.from_pandas(df, schema=schema, preserve_index=False) | |
writer.write_table(pa_table) | |
for writer in writers: | |
writer.close() | |
for i in range(NUM_TABLES): | |
os.remove(f'table{i}.parquet') |
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