移植 Python 量化交易 TA-Lib 库到函数计算 python
程序员文章站
2022-05-29 12:09:26
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TA-Lib 可分为 10 个子板块:
* Overlap Studies(重叠指标)
* Momentum Indicators(动量指标)
* Volume Indicators(交易量指标)
* Cycle Indicators(周期指标)
* Price Transform(价格变换)
* Volatility Indicators(波动率指标)
* Pattern Recognition(模式识别)
* Statistic Functions(统计函数)
* Math Transform(数学变换)
* Math Operators(数学运算)
![](https://img.alicdn.com/tfs/TB1pFE6rAL0gK0jSZFAXXcA9pXa-553-183.png)
![](https://data-analysis.cn-shanghai.log.aliyuncs.com/logstores/article-logs/track_ua.gif?APIVersion=0.6.0&title=%E7%A7%BB%E6%A4%8D%20Python%20%E9%87%8F%E5%8C%96%E4%BA%A4%E6%98%93%20TA-Lib%20%E5%BA%93%E5%88%B0%E5%87%BD%E6%95%B0%E8%AE%A1%E7%AE%97&author=%E5%80%9A%E8%B4%A4&src=article)
本文介绍通过 Funcraft 的模板将 Python 量化交易库 TA-lib 移植到[函数计算](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fstatistics.functioncompute.com%2F%3Ftitle%3D%25E7%25A7%25BB%25E6%25A4%258D%2520Python%2520%25E9%2587%258F%25E5%258C%2596%25E4%25BA%25A4%25E6%2598%2593%2520TA-Lib%2520%25E5%25BA%2593%25E5%2588%25B0%25E5%2587%25BD%25E6%2595%25B0%25E8%25AE%25A1%25E7%25AE%2597%26amp%3Bauthor%3D%25E5%2580%259A%25E8%25B4%25A4%26amp%3Burl%3Dhttp%253A%252F%252Ffc.console.aliyun.com%252F%253Ffctraceid%253DYXV0aG9yJTNEJUU1JTgwJTlBJUU4JUI0JUE0JTI2dGl0bGUlM0QlRTclQTclQkIlRTYlQTQlOEQlMjBQeXRob24lMjAlRTklODclOEYlRTUlOEMlOTYlRTQlQkElQTQlRTYlOTglOTMlMjBUQS1MaWIlMjAlRTUlQkElOTMlRTUlODglQjAlRTUlODclQkQlRTYlOTUlQjAlRTglQUUlQTElRTclQUUlOTc%253D)。
依赖工具
----
本项目是在 MacOS 下开发的,涉及到的工具是平台无关的,对于 Linux 和 Windows 桌面系统应该也同样适用。在开始本例之前请确保如下工具已经正确的安装,更新到最新版本,并进行正确的配置。
* [Docker](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fwww.docker.com%2F)
* [Funcraft](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fgithub.com%2Falibaba%2Ffuncraft)
对于 MacOS 用户可以使用 [homebrew](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fbrew.sh%2F) 进行安装:
```
brew cask install docker
brew tap vangie/formula
brew install fun
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
Windows 和 Linux 用户安装请参考:
[https://github.com/aliyun/fun/blob/master/docs/usage/installation.md](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fgithub.com%2Faliyun%2Ffun%2Fblob%2Fmaster%2Fdocs%2Fusage%2Finstallation.md)
安装好后,记得先执行 `fun config` 初始化一下配置。
初始化
---
使用 fun init 命令可以快捷地将本模板项目初始化到本地。
```
fun init vangie/ta-lib-example
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
安装依赖
----
```
$ fun install
using template: template.yml
start installing function dependencies without docker
building ta-lib-example/ta-lib-example
Funfile exist, Fun will use container to build forcely
Step 1/5 : FROM registry.cn-beijing.aliyuncs.com/aliyunfc/runtime-python3.6:build-1.7.7
---> 373f5819463b
Step 2/5 : COPY ta-lib-0.4.0-src.tar.gz /tmp
---> Using cache
---> 64f9f85112b4
Step 3/5 : RUN cd /tmp; tar -xzf ta-lib-0.4.0-src.tar.gz
---> Using cache
---> 9f2d3f836de9
Step 4/5 : RUN cd /tmp/ta-lib/ ; ./configure --prefix=/code/.fun/root/usr ; make ; make install
---> Using cache
---> 7725836973d4
Step 5/5 : RUN TA_LIBRARY_PATH=/code/.fun/root/usr/lib TA_INCLUDE_PATH=/code/.fun/root/usr/include fun-install pip install TA-Lib
---> Using cache
---> a338e71895b7
sha256:a338e71895b74a0be98278f35da38c48545f04a54e19ec9e689bab976265350b
Successfully built a338e71895b7
Successfully tagged fun-cache-d4ac1d89-5b75-4429-933a-2260e2f7fbec:latest
copying function artifact to /Users/vangie/Workspace/ta-lib-example/{{ projectName }}
Install Success
Tips for next step
======================
* Invoke Event Function: fun local invoke
* Invoke Http Function: fun local start
* Build Http Function: fun build
* Deploy Resources: fun deploy
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
本地调用
----
```
$ fun local invoke
using template: template.yml
Missing invokeName argument, Fun will use the first function ta-lib-example/ta-lib-example as invokeName
skip pulling image aliyunfc/runtime-python3.6:1.7.7...
FunctionCompute python3 runtime inited.
FC Invoke Start RequestId: dc1495b2-13ec-4ecf-a2dc-a0026d82651a
FC Invoke End RequestId: dc1495b2-13ec-4ecf-a2dc-a0026d82651a
[
"HT_DCPERIOD",
"HT_DCPHASE",
"HT_PHASOR",
"HT_SINE",
"HT_TRENDMODE"
]
RequestId: dc1495b2-13ec-4ecf-a2dc-a0026d82651a Billed Duration: 350 ms Memory Size: 1998 MB Max Memory Used: 34 MB
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
部署
--
```
$ fun deploy
using template: template.yml
using region: cn-shanghai
using accountId: ***********4733
using accessKeyId: ***********EUz3
using timeout: 600
Waiting for service ta-lib-example to be deployed...
Waiting for function ta-lib-example to be deployed...
Waiting for packaging function ta-lib-example code...
The function ta-lib-example has been packaged. A total of 39 files files were compressed and the final size was 3.23 MB
function ta-lib-example deploy success
service ta-lib-example deploy success
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
执行
--
```
$ fun invoke
using template: template.yml
Missing invokeName argument, Fun will use the first function ta-lib-example/ta-lib-example as invokeName
========= FC invoke Logs begin =========
FC Invoke Start RequestId: 83e23eba-02b4-4380-bbca-daec6856bf4a
FC Invoke End RequestId: 83e23eba-02b4-4380-bbca-daec6856bf4a
Duration: 213.86 ms, Billed Duration: 300 ms, Memory Size: 128 MB, Max Memory Used: 43.50 MB
========= FC invoke Logs end =========
FC Invoke Result:
[
"HT_DCPERIOD",
"HT_DCPHASE",
"HT_PHASOR",
"HT_SINE",
"HT_TRENDMODE"
]
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
[原文链接](https://link.zhihu.com/?target=https%3A//yq.aliyun.com/articles/739645%3Futm_content%3Dg_1000094672)
本文为阿里云内容,未经允许不得转载。
* Overlap Studies(重叠指标)
* Momentum Indicators(动量指标)
* Volume Indicators(交易量指标)
* Cycle Indicators(周期指标)
* Price Transform(价格变换)
* Volatility Indicators(波动率指标)
* Pattern Recognition(模式识别)
* Statistic Functions(统计函数)
* Math Transform(数学变换)
* Math Operators(数学运算)
![](https://img.alicdn.com/tfs/TB1pFE6rAL0gK0jSZFAXXcA9pXa-553-183.png)
![](https://data-analysis.cn-shanghai.log.aliyuncs.com/logstores/article-logs/track_ua.gif?APIVersion=0.6.0&title=%E7%A7%BB%E6%A4%8D%20Python%20%E9%87%8F%E5%8C%96%E4%BA%A4%E6%98%93%20TA-Lib%20%E5%BA%93%E5%88%B0%E5%87%BD%E6%95%B0%E8%AE%A1%E7%AE%97&author=%E5%80%9A%E8%B4%A4&src=article)
本文介绍通过 Funcraft 的模板将 Python 量化交易库 TA-lib 移植到[函数计算](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fstatistics.functioncompute.com%2F%3Ftitle%3D%25E7%25A7%25BB%25E6%25A4%258D%2520Python%2520%25E9%2587%258F%25E5%258C%2596%25E4%25BA%25A4%25E6%2598%2593%2520TA-Lib%2520%25E5%25BA%2593%25E5%2588%25B0%25E5%2587%25BD%25E6%2595%25B0%25E8%25AE%25A1%25E7%25AE%2597%26amp%3Bauthor%3D%25E5%2580%259A%25E8%25B4%25A4%26amp%3Burl%3Dhttp%253A%252F%252Ffc.console.aliyun.com%252F%253Ffctraceid%253DYXV0aG9yJTNEJUU1JTgwJTlBJUU4JUI0JUE0JTI2dGl0bGUlM0QlRTclQTclQkIlRTYlQTQlOEQlMjBQeXRob24lMjAlRTklODclOEYlRTUlOEMlOTYlRTQlQkElQTQlRTYlOTglOTMlMjBUQS1MaWIlMjAlRTUlQkElOTMlRTUlODglQjAlRTUlODclQkQlRTYlOTUlQjAlRTglQUUlQTElRTclQUUlOTc%253D)。
依赖工具
----
本项目是在 MacOS 下开发的,涉及到的工具是平台无关的,对于 Linux 和 Windows 桌面系统应该也同样适用。在开始本例之前请确保如下工具已经正确的安装,更新到最新版本,并进行正确的配置。
* [Docker](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fwww.docker.com%2F)
* [Funcraft](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fgithub.com%2Falibaba%2Ffuncraft)
对于 MacOS 用户可以使用 [homebrew](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fbrew.sh%2F) 进行安装:
```
brew cask install docker
brew tap vangie/formula
brew install fun
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
Windows 和 Linux 用户安装请参考:
[https://github.com/aliyun/fun/blob/master/docs/usage/installation.md](https://yq.aliyun.com/go/articleRenderRedirect?url=https%3A%2F%2Fgithub.com%2Faliyun%2Ffun%2Fblob%2Fmaster%2Fdocs%2Fusage%2Finstallation.md)
安装好后,记得先执行 `fun config` 初始化一下配置。
初始化
---
使用 fun init 命令可以快捷地将本模板项目初始化到本地。
```
fun init vangie/ta-lib-example
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
安装依赖
----
```
$ fun install
using template: template.yml
start installing function dependencies without docker
building ta-lib-example/ta-lib-example
Funfile exist, Fun will use container to build forcely
Step 1/5 : FROM registry.cn-beijing.aliyuncs.com/aliyunfc/runtime-python3.6:build-1.7.7
---> 373f5819463b
Step 2/5 : COPY ta-lib-0.4.0-src.tar.gz /tmp
---> Using cache
---> 64f9f85112b4
Step 3/5 : RUN cd /tmp; tar -xzf ta-lib-0.4.0-src.tar.gz
---> Using cache
---> 9f2d3f836de9
Step 4/5 : RUN cd /tmp/ta-lib/ ; ./configure --prefix=/code/.fun/root/usr ; make ; make install
---> Using cache
---> 7725836973d4
Step 5/5 : RUN TA_LIBRARY_PATH=/code/.fun/root/usr/lib TA_INCLUDE_PATH=/code/.fun/root/usr/include fun-install pip install TA-Lib
---> Using cache
---> a338e71895b7
sha256:a338e71895b74a0be98278f35da38c48545f04a54e19ec9e689bab976265350b
Successfully built a338e71895b7
Successfully tagged fun-cache-d4ac1d89-5b75-4429-933a-2260e2f7fbec:latest
copying function artifact to /Users/vangie/Workspace/ta-lib-example/{{ projectName }}
Install Success
Tips for next step
======================
* Invoke Event Function: fun local invoke
* Invoke Http Function: fun local start
* Build Http Function: fun build
* Deploy Resources: fun deploy
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
本地调用
----
```
$ fun local invoke
using template: template.yml
Missing invokeName argument, Fun will use the first function ta-lib-example/ta-lib-example as invokeName
skip pulling image aliyunfc/runtime-python3.6:1.7.7...
FunctionCompute python3 runtime inited.
FC Invoke Start RequestId: dc1495b2-13ec-4ecf-a2dc-a0026d82651a
FC Invoke End RequestId: dc1495b2-13ec-4ecf-a2dc-a0026d82651a
[
"HT_DCPERIOD",
"HT_DCPHASE",
"HT_PHASOR",
"HT_SINE",
"HT_TRENDMODE"
]
RequestId: dc1495b2-13ec-4ecf-a2dc-a0026d82651a Billed Duration: 350 ms Memory Size: 1998 MB Max Memory Used: 34 MB
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
部署
--
```
$ fun deploy
using template: template.yml
using region: cn-shanghai
using accountId: ***********4733
using accessKeyId: ***********EUz3
using timeout: 600
Waiting for service ta-lib-example to be deployed...
Waiting for function ta-lib-example to be deployed...
Waiting for packaging function ta-lib-example code...
The function ta-lib-example has been packaged. A total of 39 files files were compressed and the final size was 3.23 MB
function ta-lib-example deploy success
service ta-lib-example deploy success
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
执行
--
```
$ fun invoke
using template: template.yml
Missing invokeName argument, Fun will use the first function ta-lib-example/ta-lib-example as invokeName
========= FC invoke Logs begin =========
FC Invoke Start RequestId: 83e23eba-02b4-4380-bbca-daec6856bf4a
FC Invoke End RequestId: 83e23eba-02b4-4380-bbca-daec6856bf4a
Duration: 213.86 ms, Billed Duration: 300 ms, Memory Size: 128 MB, Max Memory Used: 43.50 MB
========= FC invoke Logs end =========
FC Invoke Result:
[
"HT_DCPERIOD",
"HT_DCPHASE",
"HT_PHASOR",
"HT_SINE",
"HT_TRENDMODE"
]
```
![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==)![](data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw== "点击并拖拽以移动")
[原文链接](https://link.zhihu.com/?target=https%3A//yq.aliyun.com/articles/739645%3Futm_content%3Dg_1000094672)
本文为阿里云内容,未经允许不得转载。