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Copyright (c) 2013 TAGOMORI Satoshi | ||
Copyright (c) 2012- TAGOMORI Satoshi | ||
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MIT License | ||
Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
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Permission is hereby granted, free of charge, to any person obtaining | ||
a copy of this software and associated documentation files (the | ||
"Software"), to deal in the Software without restriction, including | ||
without limitation the rights to use, copy, modify, merge, publish, | ||
distribute, sublicense, and/or sell copies of the Software, and to | ||
permit persons to whom the Software is furnished to do so, subject to | ||
the following conditions: | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
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The above copyright notice and this permission notice shall be | ||
included in all copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, | ||
EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF | ||
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND | ||
NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE | ||
LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION | ||
OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION | ||
WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. |
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# Fluent::Plugin::Bigquery | ||
# fluent-plugin-webhdfs | ||
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TODO: Write a gem description | ||
Fluentd output plugin to load/insert data into Google BigQuery. | ||
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## Installation | ||
* insert data over streaming inserts | ||
* for continuous real-time insertions, under many limitations | ||
* https://developers.google.com/bigquery/streaming-data-into-bigquery#usecases | ||
* (NOT IMPLEMENTED) load data | ||
* for data loading as batch jobs, for big amount of data | ||
* https://developers.google.com/bigquery/loading-data-into-bigquery | ||
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Current version of this plugin supports Google API with Service Account Authentication, and does not support OAuth. | ||
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Add this line to your application's Gemfile: | ||
## Configuration | ||
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gem 'fluent-plugin-bigquery' | ||
### Streming inserts | ||
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And then execute: | ||
For service account authentication, generate service account private key file and email key, then upload private key file onto your server. | ||
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$ bundle | ||
Configure insert specifications with target table schema, with your credentials. This is minimum configurations: | ||
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Or install it yourself as: | ||
```apache | ||
<match dummy> | ||
type bigquery | ||
method insert # default | ||
email xxxxxxxxxxxx-xxxxxxxxxxxxxxxxxxxxxx@developer.gserviceaccount.com | ||
private_key_path /home/username/.keys/00000000000000000000000000000000-privatekey.p12 | ||
# private_key_passphrase notasecret # default | ||
project yourproject_id | ||
dataset yourdataset_id | ||
table tablename | ||
time_format %s | ||
time_field time | ||
field_integer time,status,bytes | ||
field_string rhost,vhost,path,method,protocol,agent,referer | ||
field_float requestime | ||
field_boolean bot_access,loginsession | ||
</match> | ||
``` | ||
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$ gem install fluent-plugin-bigquery | ||
For high rate inserts over streaming inserts, you should specify flush intervals and buffer chunk options: | ||
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## Usage | ||
```apache | ||
<match dummy> | ||
type bigquery | ||
method insert # default | ||
flush_interval 1 # flush as frequent as possible | ||
buffer_chunk_records_limit 300 # default rate limit for users is 100 | ||
buffer_queue_limit 10240 # 1MB * 10240 -> 10GB! | ||
num_threads 16 | ||
email xxxxxxxxxxxx-xxxxxxxxxxxxxxxxxxxxxx@developer.gserviceaccount.com | ||
private_key_path /home/username/.keys/00000000000000000000000000000000-privatekey.p12 | ||
# private_key_passphrase notasecret # default | ||
project yourproject_id | ||
dataset yourdataset_id | ||
tables accesslog1,accesslog2,accesslog3 | ||
time_format %s | ||
time_field time | ||
field_integer time,status,bytes | ||
field_string rhost,vhost,path,method,protocol,agent,referer | ||
field_float requestime | ||
field_boolean bot_access,loginsession | ||
</match> | ||
``` | ||
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TODO: Write usage instructions here | ||
Important options for high rate events are: | ||
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## Contributing | ||
* `tables` | ||
* 2 or more tables are available with ',' separator | ||
* `out_bigquery` uses these tables for Table Sharding inserts | ||
* these must have same schema | ||
* `buffer_chunk_records_limit` | ||
* number of records over streaming inserts API call is limited as 100, per second, per table | ||
* default average rate limit is 100, and spike rate limit is 1000 | ||
* `out_bigquery` flushes buffer with 100 records for 1 inserts API call | ||
* `buffer_queue_limit` | ||
* BigQuery streaming inserts needs very small buffer chunks | ||
* for high-rate events, `buffer_queue_limit` should be configured with big number | ||
* Max 1GB memory may be used under network problem in default configuration | ||
* `buffer_chunk_limit (default 1MB)` x `buffer_queue_limit (default 1024)` | ||
* `num_threads` | ||
* threads for insert api calls in parallel | ||
* specify this option for 100 or more records per seconds | ||
* 10 or more threads seems good for inserts over internet | ||
* less threads may be good for Google Compute Engine instances (with low latency for BigQuery) | ||
* `flush_interval` | ||
* `1` is lowest value, without patches on Fluentd v0.10.41 or earlier | ||
* see `patches` below | ||
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1. Fork it | ||
2. Create your feature branch (`git checkout -b my-new-feature`) | ||
3. Commit your changes (`git commit -am 'Add some feature'`) | ||
4. Push to the branch (`git push origin my-new-feature`) | ||
5. Create new Pull Request | ||
### patches | ||
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This plugin depends on `fluent-plugin-buffer-lightening`, and it includes monkey patch module for BufferedOutput plugin, to realize high rate and low latency flushing. With this patch, sub 1 second flushing available. | ||
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To use this feature, execute fluentd with `-r fluent/plugin/output_try_flush_interval_patch` option. | ||
And configure `flush_interval` and `try_flush_interval` with floating point value. | ||
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```apache | ||
<match dummy> | ||
type bigquery | ||
method insert # default | ||
flush_interval 0.2 | ||
try_flush_interval 0.05 | ||
buffer_chunk_records_limit 300 # default rate limit for users is 100 | ||
buffer_queue_limit 10240 # 1MB * 10240 -> 10GB! | ||
num_threads 16 | ||
# credentials, project/dataset/table and schema specs. | ||
</match> | ||
``` | ||
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With this configuration, flushing will be done in 0.25 seconds after record inputs in the worst case. | ||
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## TODO | ||
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* support Load API | ||
* with automatically configured flush/buffer options | ||
* support RECORD field | ||
* and support optional data fields | ||
* support NULLABLE/REQUIRED/REPEATED field options | ||
* OAuth installed application credentials support | ||
* Google API discovery expiration | ||
* Error classes | ||
* check row size limits |
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#!/usr/bin/env rake | ||
require "bundler/gem_tasks" | ||
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require 'rake/testtask' | ||
Rake::TestTask.new(:test) do |test| | ||
test.libs << 'lib' << 'test' | ||
test.pattern = 'test/**/test_*.rb' | ||
test.verbose = true | ||
end | ||
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task :default => :test |
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