sql-machine-learning / sqlflow

Brings SQL and AI together.

Home Page:https://sqlflow.org

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SQLFlow Product Roadmap 2019

tonyyang-svail opened this issue · comments

I am trying to summarize the milestones as follows. @sql-machine-learning/sqlflow team please comment.

Engineering time: 6 fulltime months could mean 3 people spend 2 months full time working on the project.

Release ETA Features Engineering Time
Alpha 04/20 Open source SQLFlow Core 10+ fulltime months
05/20 Support customized model with Keras 1+ fulltime months
05/20 Open source Go Hive driver 3+ fulltime months
06/20 Open source Go MaxCompute driver 3+ fulltime months
0.1.0 07/01 Hive: local training & prediction 2+ fulltime months
07/20 Support distributed training & prediction 3+ fulltime months
0.2.0 08/01 MaxCompute: local training & predicting 3+ fulltime months
0.3.0 10/15 Elastic scheduling training & prediction 3+ fulltime months
0.4.0 11/20 SQLFlow cloud release on AliCloud 2+ fulltime months
? Support third party submitter
? Support GPU or TensorFlow-GPU
? ML on image/audio/video
? Calcite parser
? Open source gosparksql
? SparkSQL as data source: local training & predicting
? SQL Server as data source: local training & predicting

很好奇这个ai 程序运行在数据库里面

This diagram explains how SQLFlow Server works and how it relates to databases and deep learning engines.
https://sql-machine-learning.github.io/sqlflow/doc/submitter.html
@xxllp

看这个日期要稳定还要很久,现在就开源是准备拉人一起干吗

Now in the MySQL(database)、TensorFlow(Deep Learning Framework) has a stable version.

This roadmap describes how to serve more scenarios in the future.
@xxllp

@llxxxll 没有看到支持的模型的文档说明,就看到例子中的DNNClassifier,其他模型怎么使用? 可以有更多例子么

@shanghai-Jerry
The models currently supported are DNNClassifier. More models will be provided in the future. And each model will have an example. Please pay attention to the repo https://github.com/sql-machine-learning/models .

@xxllp do you mean "production-ready"? I agree that we are still far away from being production-ready. As @llxxxll explain, we have some features done, and we are pushing forward to make many more, including the model base as mentioned by @shanghai-Jerry . So, yes, you are right, we are looking for talents to join us! Your issues, pull requests, or any other form of contribution would be highly appreciated!

yes,I want to
know have the sqlflow be used in alibaba or someplace , or it be have no one to use in the future ~~~

Close this issue as the discussion here is running away from keeping technical.

数据源和模型比较重要,看这进度短期是用不上了