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135 lines
3.6 KiB
Python
Executable File

#!/usr/bin/env python3
# /// script
# dependencies = [
# "pyarrow>=22",
# "boto3>=1.28.0",
# ]
# ///
"""
Simple example of using PyArrow's native S3 filesystem with SeaweedFS.
This is a minimal example demonstrating how to write and read Parquet files
using PyArrow's built-in S3FileSystem without any additional dependencies
like s3fs.
Usage:
# Set environment variables
export S3_ENDPOINT_URL=localhost:8333
export S3_ACCESS_KEY=some_access_key1
export S3_SECRET_KEY=some_secret_key1
export BUCKET_NAME=test-parquet-bucket
# Run the script
python3 example_pyarrow_native.py
# Or run with uv (if available)
uv run example_pyarrow_native.py
"""
import os
import secrets
import pyarrow as pa
import pyarrow.dataset as pads
import pyarrow.fs as pafs
import pyarrow.parquet as pq
from parquet_test_utils import create_sample_table
# Configuration
BUCKET_NAME = os.getenv("BUCKET_NAME", "test-parquet-bucket")
S3_ENDPOINT_URL = os.getenv("S3_ENDPOINT_URL", "localhost:8333")
S3_ACCESS_KEY = os.getenv("S3_ACCESS_KEY", "some_access_key1")
S3_SECRET_KEY = os.getenv("S3_SECRET_KEY", "some_secret_key1")
# Determine scheme from endpoint
if S3_ENDPOINT_URL.startswith("http://"):
scheme = "http"
endpoint = S3_ENDPOINT_URL[7:]
elif S3_ENDPOINT_URL.startswith("https://"):
scheme = "https"
endpoint = S3_ENDPOINT_URL[8:]
else:
scheme = "http" # Default to http for localhost
endpoint = S3_ENDPOINT_URL
print(f"Connecting to S3 endpoint: {scheme}://{endpoint}")
# Initialize PyArrow's NATIVE S3 filesystem
s3 = pafs.S3FileSystem(
access_key=S3_ACCESS_KEY,
secret_key=S3_SECRET_KEY,
endpoint_override=endpoint,
scheme=scheme,
allow_bucket_creation=True,
allow_bucket_deletion=True,
)
print("✓ Connected to S3 endpoint")
# Create bucket if needed (using boto3)
try:
import boto3
from botocore.exceptions import ClientError
s3_client = boto3.client(
's3',
endpoint_url=f"{scheme}://{endpoint}",
aws_access_key_id=S3_ACCESS_KEY,
aws_secret_access_key=S3_SECRET_KEY,
region_name='us-east-1',
)
try:
s3_client.head_bucket(Bucket=BUCKET_NAME)
print(f"✓ Bucket exists: {BUCKET_NAME}")
except ClientError as e:
if e.response['Error']['Code'] == '404':
print(f"Creating bucket: {BUCKET_NAME}")
s3_client.create_bucket(Bucket=BUCKET_NAME)
print(f"✓ Bucket created: {BUCKET_NAME}")
else:
raise
except ImportError:
print("Warning: boto3 not available, assuming bucket exists")
# Generate a unique filename
filename = f"{BUCKET_NAME}/dataset-{secrets.token_hex(8)}/test.parquet"
print(f"\nWriting Parquet dataset to: {filename}")
# Write dataset
table = create_sample_table(200_000)
pads.write_dataset(
table,
filename,
filesystem=s3,
format="parquet",
)
print(f"✓ Wrote {table.num_rows:,} rows")
# Read with pq.read_table
print("\nReading with pq.read_table...")
table_read = pq.read_table(filename, filesystem=s3)
print(f"✓ Read {table_read.num_rows:,} rows")
# Read with pq.ParquetDataset
print("\nReading with pq.ParquetDataset...")
dataset = pq.ParquetDataset(filename, filesystem=s3)
table_dataset = dataset.read()
print(f"✓ Read {table_dataset.num_rows:,} rows")
# Read with pads.dataset
print("\nReading with pads.dataset...")
dataset_pads = pads.dataset(filename, filesystem=s3)
table_pads = dataset_pads.to_table()
print(f"✓ Read {table_pads.num_rows:,} rows")
print("\n✅ All operations completed successfully!")
print(f"\nFile written to: {filename}")
print("You can verify the file using the SeaweedFS S3 API or weed shell")