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22 changes: 14 additions & 8 deletions lago_data_model/reader.py
Original file line number Diff line number Diff line change
@@ -1,10 +1,11 @@
import os
import pyarrow as pa
import pyarrow.parquet as pq
from tqdm import tqdm
from datetime import datetime

class LagFileReader:
def __init__(self, file_path, chunk_size=1000):
def __init__(self, file_path, chunk_size=5000):
self.file_path = file_path
self.chunk_size = chunk_size

Expand All @@ -28,6 +29,8 @@ def _parse_stream(self):
yield {'TBP': current_tbp, 'readings': current_readings}

def save_as_parquet_streaming(self, output_folder=".", prefix="instrument_readings"):
# Create the output dir if it doesn't exist
os.makedirs(output_folder, exist_ok=True)
timestamp = datetime.now().strftime("%Y%m%d%H%M")
output_path = f"{output_folder}/{prefix}__{timestamp}.parquet"

Expand All @@ -37,25 +40,28 @@ def save_as_parquet_streaming(self, output_folder=".", prefix="instrument_readin
])

writer = None
chunk_data = []
tbp_values = []
readings_values = []

try:
for record in self._parse_stream():
chunk_data.append(record)
tbp_values.append(record['TBP'])
readings_values.append(record['readings'])

if len(chunk_data) >= self.chunk_size:
table = pa.table(chunk_data, schema=schema)
if len(tbp_values) >= self.chunk_size:
table = pa.table([tbp_values, readings_values], schema=schema)

if writer is None:
# TODO: Do we want to use snappy here? gzip seems like a better fit
writer = pq.ParquetWriter(output_path, schema, compression='snappy')

writer.write_table(table)
chunk_data = []
tbp_values = []
readings_values = []

# Write remaining data
if chunk_data:
table = pa.table(chunk_data, schema=schema)
if tbp_values:
table = pa.table([tbp_values, readings_values], schema=schema)
if writer is None:
writer = pq.ParquetWriter(output_path, schema, compression='snappy')
writer.write_table(table)
Expand Down