Tunnel是MaxCompute的数据通道,您可以通过Tunnel向MaxCompute中上传或者下载数据,Tunnel SDK是PyODPS的一部分,本文为您介绍使用Python版Tunnel SDK上传下载数据的简单示例。
注意事项
- 下文为您介绍简单的上传、下载数据的Python SDK示例,更多其他应用场景的Python SDK示例请参见Python SDK文档。
- 如果您安装了Cython,在安装PyODPS时会编译C代码,在上传和下载场景下,会加速Tunnel的上传和下载速度。
上传示例
from odps.tunnel import TableTunnel
from odps import ODPS
o = ODPS('**your-access-id**', '**your-secret-access-key**', '**your-default-project**', endpoint='**your-end-point**')
table = o.get_table('my_table')
tunnel = TableTunnel(odps)
upload_session = tunnel.create_upload_session(table.name, partition_spec='pt=test')
with upload_session.open_record_writer(0) as writer:
record = table.new_record()
record[0] = 'test1'
record[1] = 'id1'
writer.write(record)
record = table.new_record(['test2', 'id2'])
writer.write(record)
upload_session.commit([0])
下载示例
from odps.tunnel import TableTunnel
tunnel = TableTunnel(odps)
download_session = tunnel.create_download_session('my_table', partition_spec='pt=test')
with download_session.open_record_reader(0, download_session.count) as reader:
for record in reader:
# 处理每条记录
with download_session.open_arrow_reader(0, download_session.count) as reader:
for batch in reader:
# 处理每个 Arrow RecordBatch