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1e3e395
[BUILD] fix scala code style issue.
cfmcgrady Sep 16, 2019
6e19cbb
[Bamboo] fix sftp artifact server bug
cfmcgrady Sep 16, 2019
dcac133
Merge pull request #6 from cfmcgrady/bamboo
cfmcgrady Sep 16, 2019
ba8b8e4
[bamboo] download mlflow model from bamboo server.
cfmcgrady Sep 17, 2019
9d2332a
[CORE] add ModelCache for cache mlflow model in python side.
cfmcgrady Sep 17, 2019
3fad4dd
[bamboo] fix mlflow run cache issue.
cfmcgrady Sep 25, 2019
b2a6b6b
Merge pull request #7 from cfmcgrady/bamboo
cfmcgrady Sep 25, 2019
f7aefd9
[SECURITY] update jackson dependencies version.for fix security alerts.
cfmcgrady Sep 25, 2019
42ce502
Merge pull request #8 from cfmcgrady/bamboo
cfmcgrady Sep 25, 2019
2dc2d42
[LISENCE] add Apache_v2 License
cfmcgrady Sep 25, 2019
9e535c0
Merge pull request #9 from cfmcgrady/bamboo
cfmcgrady Sep 25, 2019
6bfd049
[bamboo] refactor bamboo module, add s3 backend support.
cfmcgrady Dec 10, 2019
72583e8
update
cfmcgrady Dec 11, 2019
e34df02
address comments.
cfmcgrady Dec 13, 2019
e5c5a15
update maven dependencies
cfmcgrady Dec 17, 2019
c209b08
[CORE] CreateMLFlowFunctionCommand support spark run on local mode.
cfmcgrady Jan 8, 2020
9416e03
数据交互优化
cfmcgrady Jan 10, 2020
1bfba11
refactoring bamboo
cfmcgrady Mar 4, 2020
74b215a
[bamboo] add healthcheck api for bamboo server.
cfmcgrady Mar 4, 2020
a40b8b4
update readme
cfmcgrady Mar 4, 2020
8fd8617
[BUILD][add] add base image maven-conda dockerfile.
cfmcgrady Mar 4, 2020
d4ea78e
[BUILD][assembly] refactoring assembly module.
cfmcgrady Mar 9, 2020
ab510fb
[BUILD][update] update bamboo Dockerfile
cfmcgrady Mar 9, 2020
07c60b2
[DOCS][update] update readme
cfmcgrady Mar 9, 2020
b75dacb
[BUILD][update] update bamboo server base docker image path.
cfmcgrady Mar 9, 2020
da1a18d
[BUILD][add] add bootstrap.sh
cfmcgrady Mar 9, 2020
c09ce86
[bamboo][update] read the cache root directory from environment varia…
cfmcgrady Mar 10, 2020
322a288
[build][update] update conda and pip proxy.
cfmcgrady Mar 10, 2020
dbf0077
[core][fix] fix [[PythonEnvironmentCacheEntity]] download condition bug.
cfmcgrady Mar 10, 2020
72f4421
[dev][add] install git.
cfmcgrady Apr 3, 2020
7739099
Bump jackson.version from 2.9.10 to 2.10.3
dependabot[bot] Apr 3, 2020
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201 changes: 201 additions & 0 deletions LICENSE
Original file line number Diff line number Diff line change
@@ -0,0 +1,201 @@
Apache License
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80 changes: 13 additions & 67 deletions README.md
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@@ -1,73 +1,19 @@
# Kungfu Panda
**Kungfu Panda** is a library for register python pandas UDFs in Spark SQL.
# Bamboo

# Quick Start
Spark运行MLFlow模型的缓存组件

1. download project.
```
git clone https://github.com/cfmcgrady/kungfu-panda.git
```

2. install python environment by conda.
```
conda env create -f path/to/conda.yaml -p /tmp/kungfu-panda
```
# 环境变量依赖

3. train a Kmean classify model with mlflow.
```
/tmp/kungfu-panda/bin/python path/to/train.py
```
构建docker镜像和部署服务都需要依赖相关的环境变量。

4. register model.
```scala
val spark = SparkSession
.builder()
.appName("kungfu panda example")
.master("local[4]")
.getOrCreate()
| 环境变量 | 说明 |
| --- | --- |
| AWS_ACCESS_KEY_ID | minio访问id,需要有mlflow的bucket权限|
| AWS_SECRET_ACCESS_KEY | minio访问key,需要有mlflow的bucket权限|
| MLFLOW_S3_ENDPOINT_URL | minio地址,外部测试时候使用http://minio.k8s.uc.host.dxy,部署到k8s的时候需要内部域名 |
| BAMBOO_CACHE_DIR | 缓存根路径,默认为/tmp/cache |

val python = "/tmp/kungfu-panda/bin/python"
val artifactRoot = "."
// find run id with mlflow.
val runid = "9c6c59d0f57f40dfbbded01816896687"
val pythonExec = Option(python)
PandasFunctionManager.registerMLFlowPythonUDF(
spark, "test",
returnType = Option(IntegerType),
artifactRoot = Option(artifactRoot),
runId = runid,
driverPythonExec = pythonExec,
driverPythonVer = None,
pythonExec = pythonExec,
pythonVer = None)
spark.sql(
"""
|select test(x, y) from (
|select 1 as x, 1 as y
|)
|""".stripMargin)
.show()
build docker image:
```shell
docker build -t bamboo -f dev/bamboo/Dockerfile .
```

# Register Function With Spark SQL

1. add parser extensions when we create `SparkSession`
```scala
val spark = SparkSession
.builder()
.appName("panda sql example")
.master("local[4]")
.withExtensions(CreateFunctionParser.extBuilder)
.getOrCreate()
```

2. register mlflow function.
```sql
CREATE FUNCTION `test` AS '${runid}' USING `type` 'mlflow', `returns` 'integer', `artifactRoot` '${artifactRoot}', `pythonExec` '${python}'
```

visit [PandaSqlExample](./examples/local/src/main/scala/org/panda/example/local/PandaSqlExample.scala) for full example.

# Run On Yarn Cluster

// todo
9 changes: 5 additions & 4 deletions assembly/pom.xml
Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,9 @@
<packaging>pom</packaging>

<properties>
<build.lib.path>${project.parent.basedir}/libs</build.lib.path>
<!-- the target module to package, the default value is *, means package all sub-modules. -->
<assembly.format>tgz</assembly.format>
<assembly.target.module>*</assembly.target.module>
</properties>

<build>
Expand All @@ -25,11 +27,10 @@
<version>3.0.0</version>
<configuration>
<descriptors>
<descriptor>${project.basedir}/src/main/assembly/assembly.xml
</descriptor>
<descriptor>${project.basedir}/src/main/assembly/assembly.xml</descriptor>
</descriptors>
<outputDirectory>
${project.basedir}
${project.parent.basedir}
</outputDirectory>
</configuration>
<executions>
Expand Down
35 changes: 26 additions & 9 deletions assembly/src/main/assembly/assembly.xml
Original file line number Diff line number Diff line change
@@ -1,16 +1,33 @@
<assembly>
<id>bin-${project.version}</id>
<formats>
<format>tgz</format>
<format>${assembly.format}</format>
</formats>
<fileSets>
<fileSet>
<directory>${project.parent.basedir}/conf</directory>
<outputDirectory>conf</outputDirectory>
<moduleSets>
<moduleSet>
<!-- Enable access to all projects in the current multimodule build! -->
<useAllReactorProjects>true</useAllReactorProjects>
<!-- Now, select which projects to include in this module-set. -->
<includes>
<include>**/*</include>
<!-- <include>org.panda:kungfu-panda-bamboo</include>-->
<include>org.panda:${assembly.target.module}</include>
</includes>
</fileSet>
<binaries>
<outputDirectory>libs</outputDirectory>
<unpack>${assembly.unpack}</unpack>
<!-- <dependencySets>-->
<!-- <dependencySet>-->
<!-- <excludes>-->
<!-- <exclude>org.apache.hbase:hbase-client:jar</exclude>-->
<!-- <exclude>org.apache.hbase:hbase-common:jar</exclude>-->
<!-- </excludes>-->
<!-- </dependencySet>-->
<!-- </dependencySets>-->
</binaries>
</moduleSet>
</moduleSets>

<fileSets>
<fileSet>
<directory>${project.parent.basedir}</directory>
<outputDirectory>.</outputDirectory>
Expand All @@ -20,8 +37,8 @@
</includes>
</fileSet>
<fileSet>
<directory>${project.parent.basedir}/libs</directory>
<outputDirectory>libs</outputDirectory>
<directory>${project.parent.basedir}/conf</directory>
<outputDirectory>conf</outputDirectory>
<includes>
<include>**/*</include>
</includes>
Expand Down
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