-
Notifications
You must be signed in to change notification settings - Fork 186
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
docs: add an example: How to use RxPY to prepare batches by maximum b…
…ytes count. (#397)
- Loading branch information
Showing
3 changed files
with
120 additions
and
1 deletion.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,116 @@ | ||
""" | ||
How to use RxPY to prepare batches by maximum bytes count. | ||
""" | ||
|
||
from csv import DictReader | ||
from functools import reduce | ||
from typing import Collection | ||
|
||
import reactivex as rx | ||
from reactivex import operators as ops, Observable | ||
|
||
from influxdb_client import InfluxDBClient, Point | ||
from influxdb_client.client.write.retry import WritesRetry | ||
from influxdb_client.client.write_api import SYNCHRONOUS | ||
|
||
|
||
def csv_to_generator(csv_file_path): | ||
""" | ||
Parse your CSV file into generator | ||
""" | ||
for row in DictReader(open(csv_file_path, 'r')): | ||
point = Point('financial-analysis') \ | ||
.tag('type', 'vix-daily') \ | ||
.field('open', float(row['VIX Open'])) \ | ||
.field('high', float(row['VIX High'])) \ | ||
.field('low', float(row['VIX Low'])) \ | ||
.field('close', float(row['VIX Close'])) \ | ||
.time(row['Date']) | ||
yield point | ||
|
||
|
||
def _buffer_bytes_size(buffer: Collection['bytes']): | ||
""" | ||
Calculate size of buffer | ||
""" | ||
return reduce(lambda total, actual: total + actual, map(lambda x: len(x), buffer)) + ( | ||
len(buffer)) | ||
|
||
|
||
def buffer_by_bytes_count(bytes_count: int = 5120): | ||
""" | ||
Buffer items until the bytes count is reached. | ||
""" | ||
|
||
def _buffer_by_bytes_count(source: Observable) -> Observable: | ||
def subscribe(observer, scheduler=None): | ||
observer.buffer = [] | ||
|
||
def on_next(current): | ||
observer.buffer.append(current) | ||
# Emit new batch if the buffer size is greater then boundary | ||
if (_buffer_bytes_size(observer.buffer) + len(current)) >= bytes_count: | ||
# emit batch | ||
observer.on_next(observer.buffer) | ||
observer.buffer = [] | ||
|
||
def on_error(exception): | ||
observer.buffer = [] | ||
observer.on_error(exception) | ||
|
||
def on_completed(): | ||
if len(observer.buffer) >= 0: | ||
# flush rest of buffer | ||
observer.on_next(observer.buffer) | ||
observer.buffer = [] | ||
observer.on_completed() | ||
|
||
return source.subscribe( | ||
on_next, | ||
on_error, | ||
on_completed, | ||
scheduler=scheduler) | ||
|
||
return Observable(subscribe) | ||
|
||
return _buffer_by_bytes_count | ||
|
||
|
||
""" | ||
Define Retry strategy - 3 attempts => 2, 4, 8 | ||
""" | ||
retries = WritesRetry(total=3, retry_interval=1, exponential_base=2) | ||
with InfluxDBClient(url='http://localhost:8086', token='my-token', org='my-org', retries=retries) as client: | ||
""" | ||
Use synchronous version of WriteApi. | ||
""" | ||
write_api = client.write_api(write_options=SYNCHRONOUS) | ||
|
||
""" | ||
Prepare batches from generator: | ||
1. Map Point into LineProtocol | ||
2. Map LineProtocol into bytes | ||
3. Create batches by bytes count - 5120 - 5KiB | ||
""" | ||
batches = rx \ | ||
.from_iterable(csv_to_generator('vix-daily.csv')) \ | ||
.pipe(ops.map(lambda point: point.to_line_protocol())) \ | ||
.pipe(ops.map(lambda line_protocol: line_protocol.encode("utf-8"))) \ | ||
.pipe(buffer_by_bytes_count(bytes_count=5120)) | ||
|
||
|
||
def write_batch(batch): | ||
""" | ||
Synchronous write | ||
""" | ||
print(f'Writing batch...') | ||
write_api.write(bucket='my-bucket', record=batch) | ||
print(f' > {_buffer_bytes_size(batch)} bytes') | ||
|
||
|
||
""" | ||
Write batches | ||
""" | ||
batches.subscribe(on_next=lambda batch: write_batch(batch), | ||
on_error=lambda ex: print(f'Unexpected error: {ex}'), | ||
on_completed=lambda: print('Import finished!')) |