From 47bcaa3af29b1b04bd63dcaf043281a1912e459d Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 7 Jan 2021 17:28:45 +0800 Subject: [PATCH 01/90] update on 20210107 --- 09_remote_ipython/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/09_remote_ipython/README.md b/09_remote_ipython/README.md index a797579..a5a07fe 100644 --- a/09_remote_ipython/README.md +++ b/09_remote_ipython/README.md @@ -26,7 +26,7 @@ done! 1. 打开ipython ```python -from notebook.auth import passwd +from IPython.lib import passwd In [2] : passwd() # 输入密码 Enter password: Verify password: From 4a1c15d88ba5b22e35a6c86f9d446842a9cb2782 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 11 Jan 2021 09:52:30 +0800 Subject: [PATCH 02/90] update on 20210111 --- 01_basic/README.md | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index ffd211b..745e22a 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -80,6 +80,8 @@ [**40. 字典转成对象（骚操作）**](#字典转成对象) +[**41. lgb[gpu版本]安装**](#lgb安装) + --- ```python %reload_ext autoreload @@ -1036,6 +1038,18 @@ def dict_to_object(_d): return inst ``` +### lgb安装 + +```shell + +sudo apt-get install libboost-all-dev +sudo apt install ocl-icd-opencl-dev +sudo apt install cmake +``` +```shell +pip install --upgrade pip +pip install lightgbm --install-option=--gpu +``` From fce22f41c712c69d42fe16c7204d1aadf984042e Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 13 Jan 2021 15:50:33 +0800 Subject: [PATCH 03/90] update on 20210113 --- 01_basic/README.md | 23 ++++++++++++++++++----- 1 file changed, 18 insertions(+), 5 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index 745e22a..645819a 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -80,7 +80,7 @@ [**40. 字典转成对象（骚操作）**](#字典转成对象) -[**41. lgb[gpu版本]安装**](#lgb安装) +[**41. lgb[gpu版本]和xgb[gpu版本]安装**](#boost安装) --- ```python @@ -1038,19 +1038,32 @@ def dict_to_object(_d): return inst ``` -### lgb安装 +### boost安装 ```shell - sudo apt-get install libboost-all-dev sudo apt install ocl-icd-opencl-dev -sudo apt install cmake +sudo apt install cmake(可以去https://cmake.org/files下载比如cmake-3.14.0.tar.gz然后执行./bootstrap然后make然后make install) ``` + +lgb gpu版安装
```shell pip install --upgrade pip pip install lightgbm --install-option=--gpu ``` - +xgb gpu版安装
+```shell +git clone --recursive https://github.com/dmlc/xgboost +cd xgboost +mkdir build +cd build +cmake .. -DUSE_CUDA=ON +make(或者make -j4可能或报错) + +cd .. +cd python-package +python setup.py install +``` ### From b43d9117e7e3de059bbd575fbbd652e30db8ede6 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 17 Mar 2021 16:37:55 +0800 Subject: [PATCH 04/90] update on 20210317 --- 10_docker/README.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/10_docker/README.md b/10_docker/README.md index 92a4827..78b1758 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -170,6 +170,14 @@ docker stop `docker ps -a| grep python:3.6 | awk '{print $1}'` docker rm `docker ps -a| grep python:3.6 | awk '{print $1}'` ``` +2.15 docker中python print不生效解决办法 +```shell +#方法一 显式调用flush +print("Hello www", flush=True) +#方法二 使用 "-u" 参数执行 python 命令 +sudo nvidia-docker run -v $PWD/masr_bz:/workspace/masr_bz -w /workspace/masr_bz binzhouchn/pytorch:1.7-cuda10.1-cudnn7-masr python -u train.py +``` + ## 3. docker镜像使用 From a003b8512fc48d8bfb1dd542d17438671e1fb717 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 8 Apr 2021 10:05:14 +0800 Subject: [PATCH 05/90] update on 20210407 --- 01_basic/README.md | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index 645819a..477d4c0 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -82,6 +82,8 @@ [**41. lgb[gpu版本]和xgb[gpu版本]安装**](#boost安装) +[**42. tqdm**](#tqdm) + --- ```python %reload_ext autoreload @@ -1065,6 +1067,29 @@ cd python-package python setup.py install ``` +### tqdm + +[当Pytorch遇上tqdm](https://blog.csdn.net/dreaming_coder/article/details/113486645)
+```python +for epoch in range(epoch): + with tqdm( + iterable=train_loader, + bar_format='{desc} {n_fmt:>4s}/{total_fmt:<4s} {percentage:3.0f}%|{bar}| {postfix}', + ) as t: + start_time = datetime.now() + loss_list = [] + for batch, data in enumerate(train_loader): + t.set_description_str(f"\33[36m【Epoch {epoch + 1:04d}】") + # 训练代码 + time.sleep(1) + # 计算当前损失 + loss = random() + loss_list.append(loss) + cur_time = datetime.now() + delta_time = cur_time - start_time + t.set_postfix_str(f"train_loss={sum(loss_list) / len(loss_list):.6f}， 执行时长：{delta_time}\33[0m") + t.update() +``` ### working on bert From fb38b865ea15a7a814c03d62c82d47179674939a Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 9 Apr 2021 10:41:35 +0800 Subject: [PATCH 06/90] update on 20210409 --- 03_pandas/README.md | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/03_pandas/README.md b/03_pandas/README.md index c8be243..95b9769 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -40,6 +40,8 @@ [**20. dataframe表格填充**](#dataframe表格填充) +[**21. 加快dataframe读取**](#加快dataframe读取) + --- ### pandas_dataframe手动创建 @@ -321,4 +323,18 @@ df.loc[df.content_id=='x6mbO2rHfU3hTej4','sentiment_tmp'] = 1 df.fillna(method='ffill', axis=1).fillna(method='ffill') ``` +### 加快dataframe读取 +方式一：cpu多线程多进程读取（推荐）
+```python +#安装datatable==0.11.1 +import datatable as dtable +train = dtable.fread(path+'train.csv').to_pandas() +``` + +方式二：gpu读取
+```python +#安装cudf(稍微有点麻烦) +import cudf +train = cudf.read_csv(path+'train.csv').to_pandas() +``` \ No newline at end of file From 39f58925ce11d69ee53037e049a9c0721d370612 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 9 Apr 2021 11:23:40 +0800 Subject: [PATCH 07/90] update on 20210409 --- 03_pandas/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index 95b9769..c3dbc9e 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -325,7 +325,7 @@ df.fillna(method='ffill', axis=1).fillna(method='ffill') ### 加快dataframe读取 -方式一：cpu多线程多进程读取（推荐）
+方式一：cpu多线程读取（推荐）
```python #安装datatable==0.11.1 import datatable as dtable From 2e92317d0abdf58afc525edabf0e2ed850b2cd63 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 21 Jul 2021 17:50:44 +0800 Subject: [PATCH 08/90] update on 20210721 --- 01_basic/README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index 477d4c0..eb22709 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -597,6 +597,21 @@ import pandas as pd pd.get_dummies(data.categ_id) ``` +方法三
From 6f868fb326b12a8f9702ae2edcf6e9a3d23b49d0 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 30 Jul 2021 18:13:51 +0800 Subject: [PATCH 09/90] update on 20210730 --- README.md | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index fbfa3cd..dc32b13 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ [![Analytics](https://ga-beacon.appspot.com/GA-80121379-2/notes-python)](https://github.com/binzhouchn/feature_engineering) # python笔记 -> 版本：0.3
+> 版本：0.4
> 作者：binzhou
> 邮件：binzhouchn@gmail.com
@@ -18,7 +18,8 @@ 推荐使用[Anaconda](http://www.continuum.io/downloads)，这个IDE集成了大部分常用的包。 -### python pip使用国内镜像 +
+python pip使用国内镜像<\summary> [让python pip使用国内镜像](https://www.cnblogs.com/wqpkita/p/7248525.html) ```shell @@ -33,7 +34,10 @@ pip install -i http://pypi.douban.com/simple --trusted-host pypi.douban.com flas pip --proxy=proxyAddress:port install -i http://pypi.douban.com/simple --trusted-host pypi.douban.com flask ``` -### pip镜像配置 +<\details> + +
+pip镜像配置<\summary> pip install镜像配置（Linux） ``` @@ -55,3 +59,4 @@ index-url = http://mirrors.aliyun.com/pypi/simple/ [install] trusted-host = mirrors.aliyun.com ``` +<\details> \ No newline at end of file From b11e4b643b39695ea5f3d8f59d404b312d3148a0 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 30 Jul 2021 18:15:01 +0800 Subject: [PATCH 10/90] update on 20210730 --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index dc32b13..ea15ae2 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,7 @@ 推荐使用[Anaconda](http://www.continuum.io/downloads)，这个IDE集成了大部分常用的包。
-python pip使用国内镜像<\summary> +python pip使用国内镜像 [让python pip使用国内镜像](https://www.cnblogs.com/wqpkita/p/7248525.html) ```shell @@ -34,10 +34,10 @@ pip install -i http://pypi.douban.com/simple --trusted-host pypi.douban.com flas pip --proxy=proxyAddress:port install -i http://pypi.douban.com/simple --trusted-host pypi.douban.com flask ``` -<\details> +
-pip镜像配置<\summary> +pip镜像配置 pip install镜像配置（Linux） ``` @@ -59,4 +59,4 @@ index-url = http://mirrors.aliyun.com/pypi/simple/ [install] trusted-host = mirrors.aliyun.com ``` -<\details> \ No newline at end of file +
\ No newline at end of file From 520e2863cdcafb6fbc05f331d6c02b4954680d12 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 30 Jul 2021 18:16:36 +0800 Subject: [PATCH 11/90] update on 20210730 --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index ea15ae2..9c77936 100644 --- a/README.md +++ b/README.md @@ -18,8 +18,8 @@ 推荐使用[Anaconda](http://www.continuum.io/downloads)，这个IDE集成了大部分常用的包。 -
-python pip使用国内镜像 +
+pip使用国内镜像 [让python pip使用国内镜像](https://www.cnblogs.com/wqpkita/p/7248525.html) ```shell @@ -36,7 +36,7 @@ pip --proxy=proxyAddress:port install -i http://pypi.douban.com/simple --trusted
-
+
pip镜像配置 pip install镜像配置（Linux） From dacc4c8655e860096e0532c18e9e047a44248159 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 11 Aug 2021 10:06:44 +0800 Subject: [PATCH 12/90] update on 20210811 --- 01_basic/README.md | 24 +++++++++++++++++------- 1 file changed, 17 insertions(+), 7 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index eb22709..b7b13c7 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -84,6 +84,8 @@ [**42. tqdm**](#tqdm) +[**43. joblib Parallel并行**](#joblib_parallel) + --- ```python %reload_ext autoreload @@ -735,7 +737,7 @@ df = df.merge(df_aggr, how='left', on='personid').fillna(0) ``` ### python画图显示中文 -f + ```python ## 显示中文解决方法 # 解决方法一 @@ -1106,9 +1108,17 @@ for epoch in range(epoch): t.update() ``` -### -working on bert -working on bert 单句分类 -working on bert NER -working on bert 两句输入分类或其他 -working on 多分类任务 +### joblib_parallel + +```python +from joblib import Parallel, delayed +from math import sqrt +def ff(num): + return [sqrt(n ** 3) for n in range(num)] +#不使用并行 7.5s +res = [] +for i in range(10,7000): + res.append(ff(i)) +#使用并行 2.75s +res = Parallel(n_jobs = -1, verbose = 1)(delayed(ff)(i) for i in range(10,7000)) +``` \ No newline at end of file From e951dad35a8d12746adfde036753b4769b4ff73b Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 11 Aug 2021 10:07:00 +0800 Subject: [PATCH 13/90] update on 20210811 --- 01_basic/README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index b7b13c7..d0711da 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1121,4 +1121,6 @@ for i in range(10,7000): res.append(ff(i)) #使用并行 2.75s res = Parallel(n_jobs = -1, verbose = 1)(delayed(ff)(i) for i in range(10,7000)) -``` \ No newline at end of file +``` + +### \ No newline at end of file From aa2ff1bc138b107a5b6975099bbe39a3d7abd63a Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 11 Aug 2021 10:13:13 +0800 Subject: [PATCH 14/90] update on 20210811 --- 01_basic/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index d0711da..f0954b8 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1110,7 +1110,9 @@ for epoch in range(epoch): ### joblib_parallel + ```python +#此方法可用于多个文件数据并行读取 from joblib import Parallel, delayed from math import sqrt def ff(num): From fd10fc2b80218fc694a4503be1f7cf9e9ca1e56e Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 11 Aug 2021 10:15:57 +0800 Subject: [PATCH 15/90] update on 20210811 --- 01_basic/README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index f0954b8..fa3963e 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -87,6 +87,9 @@ [**43. joblib Parallel并行**](#joblib_parallel) --- +
+点击展开 + ```python %reload_ext autoreload %autoreload 2 @@ -1125,4 +1128,6 @@ for i in range(10,7000): res = Parallel(n_jobs = -1, verbose = 1)(delayed(ff)(i) for i in range(10,7000)) ``` -### \ No newline at end of file +### + +
\ No newline at end of file From a0e34d36fb905c241adb2f1d46f4f44e8d5bcc03 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 11 Aug 2021 10:37:31 +0800 Subject: [PATCH 16/90] update on 20210811 --- 01_basic/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index fa3963e..21fb9df 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1115,7 +1115,7 @@ for epoch in range(epoch): ```python -#此方法可用于多个文件数据并行读取 +#Parallel for loop 此方法可用于多个文件数据并行读取 from joblib import Parallel, delayed from math import sqrt def ff(num): From 049b798feb7a6e1bceed0ed49f9b6f63b949c175 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 10 Sep 2021 11:10:41 +0800 Subject: [PATCH 17/90] update on 20210910 --- 01_basic/README.md | 26 +++++++++++++++++++++++++- 1 file changed, 25 insertions(+), 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index 21fb9df..d3d8e36 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -86,6 +86,8 @@ [**43. joblib Parallel并行**](#joblib_parallel) +[**44. 调试神器 - 丢弃print**](#调试神器) + ---
点击展开 @@ -1128,6 +1130,28 @@ for i in range(10,7000): res = Parallel(n_jobs = -1, verbose = 1)(delayed(ff)(i) for i in range(10,7000)) ``` -### +### 调试神器 + +```python +#pip install pysnooper +import os +os.environ['pysnooper'] = '1' # 开关 + +from pysnooper import snoop +#如果为0，则重新定义snoop然后这个修饰啥都不干 +if os.environ['pysnooper'] == '0': + import wrapt + def snoop(*args, **kwargs): + @wrapt.decorator + def wrapper(wrapped, instance, args, kwargs): + return wrapped(*args, **kwargs) + return wrapper +``` + +### + + + +
\ No newline at end of file From 8fbfe43d605e070c8ddffddbde76dfdc88f64216 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 14 Sep 2021 13:36:35 +0800 Subject: [PATCH 18/90] update on 20210914 --- 01_basic/README.md | 27 ++++++++++++++++++++++++++- 1 file changed, 26 insertions(+), 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index d3d8e36..fccdbd3 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -88,6 +88,8 @@ [**44. 调试神器 - 丢弃print**](#调试神器) +[**45. 分组计算均值并填充**](#分组计算均值并填充) + ---
点击展开 @@ -1148,7 +1150,30 @@ if os.environ['pysnooper'] == '0': return wrapper ``` -### +### 分组计算均值并填充 + +```python +def pad_mean_by_group(df, gp_col='stock_id'): + # 只留下需要处理的列 + cols = [col for col in df.columns if col not in["stock_id", "time_id", "target", "row_id"]] + # 查询nan的列 + df_na = df[cols].isna() + # 根据分组计算平均值 + df_mean = df.groupby(gp_col)[cols].mean() + + # 依次处理每一列 + for col in cols: + na_series = df_na[col] + names = list(df.loc[na_series,gp_col]) + + t = df_mean.loc[names,col] + t.index = df.loc[na_series,col].index + + # 相同的index进行赋值 + df.loc[na_series,col] = t + return df +train_pca = pad_mean_by_group(train_pca) +``` From a14c49c16a4a4b3d179ff201f9dfa3ff0cd94baa Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 29 Oct 2021 09:22:48 +0800 Subject: [PATCH 19/90] update on 20211029 --- 10_docker/README.md | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/10_docker/README.md b/10_docker/README.md index 78b1758..84ee8f2 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -419,6 +419,26 @@ docker pull stardog/stardog:latest docker run -v ~/stardog-6.2.2/:/var/opt/stardog -e STARDOG_SERVER_JAVA_ARGS="-Xmx8g -Xms8g -XX:MaxDirectMemorySize=2g" stardog/stardog:latest ``` + +3.8 容器云k8s + +Kubernetes是什么？Kubernetes是一个全新的基于容器技术的分布式架构解决方案，是Google开源的一个容器集群管理系统，Kubernetes简称K8S。Kubernetes 提供了完善的管理工具，这些工具涵盖了开发、部署测试、运维监控在内的各个环节。
+ +Kubernetes特性
+ - 自我修复：在节点故障时，重新启动失败的容器，替换和重新部署，保证预期的副本数量；杀死健康检查失败的容器，并且在未准备好之前不会处理用户的请求，确保线上服务不中断。 + - 弹性伸缩：使用命令、UI或者基于CPU使用情况自动快速扩容和缩容应用程序实例，保证应用业务高峰并发时的高可用性；业务低峰时回收资源，以最小成本运行服务。 + - 自动部署和回滚：K8S采用滚动更新策略更新应用，一次更新一个Pod，而不是同时删除所有Pod，如果更新过程中出现问题，将回滚更改，确保升级不影响业务。 + - 服务发现和负载均衡：K8S为多个容器提供一个统一访问入口（内部IP地址和一个DNS名称），并且负载均衡关联的所有容器，使得用户无需考虑容器IP问题。 + - 机密和配置管理：管理机密数据和应用程序配置，而不需要把敏感数据暴露在镜像里，提高敏感数据安全性。并可以将一些常用的配置存储在K8S中，方便应用程序使用。 + - 存储编排：挂载外部存储系统，无论是来自本地存储，公有云，还是网络存储，都作为集群资源的一部分使用，极大提高存储使用灵活性。 + - 批处理：提供一次性任务，定时任务；满足批量数据处理和分析的场景。 + +[Kubernetes 深入学习（一） —— 入门和集群安装部署](https://www.cnblogs.com/chiangchou/p/k8s-1.html#_label0_0)
+[Kubernetes(一) 跟着官方文档从零搭建K8S](https://juejin.cn/post/6844903943051411469)
+ + + + [RDF入门](https://blog.csdn.net/txlCandy/article/details/50959358)
[OWL语言](https://blog.csdn.net/zycxnanwang/article/details/86557350)
From 603a5655f695d04ebc6208916ba640e529d7edb7 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 29 Oct 2021 09:23:56 +0800 Subject: [PATCH 20/90] update on 20211029 --- 10_docker/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/10_docker/README.md b/10_docker/README.md index 84ee8f2..7875d27 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -435,7 +435,7 @@ Kubernetes特性
[Kubernetes 深入学习（一） —— 入门和集群安装部署](https://www.cnblogs.com/chiangchou/p/k8s-1.html#_label0_0)
[Kubernetes(一) 跟着官方文档从零搭建K8S](https://juejin.cn/post/6844903943051411469)
- +[kubeadm部署k8s集群最全最详细](https://blog.csdn.net/Doudou_Mylove/article/details/103901732)
From 3402fa9bdadf8ced0591e9cd6212f3aa24c66fba Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 4 Nov 2021 19:09:25 +0800 Subject: [PATCH 21/90] update on 20211105 --- 14_go/README.md | 192 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 192 insertions(+) create mode 100644 14_go/README.md diff --git a/14_go/README.md b/14_go/README.md new file mode 100644 index 0000000..a3e9da9 --- /dev/null +++ b/14_go/README.md @@ -0,0 +1,192 @@ +# python调用golang + +## 示例一 python端输入int返回int + +```Go +package main + +import ( + "C" +) + +func f1(x int) int { + return x*x + 2 +} + +//export Fib +func Fib(n int) int { + if n == 1 || n == 2 { + return 1 + } else { + return Fib(n-1) + Fib(n-2) + f1(1) + } +} + +func main() {} +``` + +//go build -buildmode=c-shared -o _fib.so fib.go
+//参考链接https://blog.csdn.net/cainiao_python/article/details/107724309
+//将_fib.so文件拷贝到python文件夹下
+ +```python +import ctypes +import time +from ctypes import * +so = ctypes.cdll.LoadLibrary('./_fib.so') +start = time.time() +result = so.Fib(40) +end = time.time() +print(f'斐波那契数列第40项：{result}，耗时：{end - start}') +``` + +## 示例二 python端输入string返回string（推荐看示例三） + +```Go +package main + +import ( + "C" + "database/sql" + "log" + "strings" + + _ "github.com/go-sql-driver/mysql" +) + +//export Gdbc +func Gdbc(uri *C.char) string { + log.Println(uri) + db, err := sql.Open("mysql", C.GoString(uri)) + if err != nil { + log.Fatalln(err) + } + rows, err := db.Query("SELECT feature_word FROM insurance_qa.feature_words") + if err != nil { + log.Fatalln(err) + } + res := []string{} + for rows.Next() { + var s string + err = rows.Scan(&s) + if err != nil { + log.Fatalln(err) + } + // log.Printf("found row containing %q", s) + res = append(res, s) + } + rows.Close() + return strings.Join(res, ",") +} + +func main() { + // res := Gdbc("username:password@tcp(localhost:3306)/database?charset=utf8") + // fmt.Println(res) +} +``` +//go build -buildmode=c-shared -o _gdbc.so test.go
+//将_gdbc.so文件拷贝到python文件夹下
+ +```python +import ctypes +import time +from ctypes import * +class StructPointer(Structure): + _fields_ = [("p", c_char_p), ("n", c_longlong)] + +so = ctypes.cdll.LoadLibrary('./_gdbc.so') +so.Gdbc.restype = StructPointer +start = time.time() +uri = "username:password@tcp(localhost:3306)/database?charset=utf8" +res = so.Gdbc(uri.encode("utf-8")) +print(res.n) +print(res.p[:res.n].decode())#print(res.p.decode())这样貌似也没问题 +end = time.time() +print(f'耗时：{end - start}') +``` + +## 示例三 python端输入string，go查询数据库然后返回json str + +```Go +package main + +import ( + "C" + "database/sql" + "encoding/json" + "log" + + _ "github.com/go-sql-driver/mysql" +) + +type Fw struct { + feature_word string + word_type string + id int64 +} + +//export Gdbc +func Gdbc(uri *C.char) string { + db, err := sql.Open("mysql", C.GoString(uri)) + //设置数据库最大连接数 + db.SetConnMaxLifetime(100) + //设置上数据库最大闲置连接数 + db.SetMaxIdleConns(10) + if err != nil { + log.Fatalln(err) + } + rows, err := db.Query("SELECT feature_word,word_type,id FROM insurance_qa.feature_words") + if err != nil { + log.Fatalln(err) + } + res := [][]interface{}{} + var fw Fw + for rows.Next() { + err = rows.Scan(&fw.feature_word, &fw.word_type, &fw.id) + if err != nil { + log.Fatalln(err) + } + // log.Printf("found row containing %q", s) + tmp := []interface{}{} + tmp = append(tmp, fw.feature_word) + tmp = append(tmp, fw.word_type) + tmp = append(tmp, fw.id) + res = append(res, tmp) + // res = append(res, []interface{}{fw.feature_word, fw.word_type, fw.id})//上面的一行写法 + } + rows.Close() + b, err := json.Marshal(res) + if err != nil { + panic(err) + } + result := string(b) + return result +} + +func main() {} + +``` + +//go build -buildmode=c-shared -o _gdbc.so test.go
+//将_gdbc.so文件拷贝到python文件夹下
+ +```python +import ctypes +import time +import json +from ctypes import * +class StructPointer(Structure): + _fields_ = [("p", c_char_p), ("n", c_longlong)] + +so = ctypes.cdll.LoadLibrary('./_gdbc.so') +so.Gdbc.restype = StructPointer +start = time.time() +uri = "username:password@tcp(localhost:3306)/database?charset=utf8" +res = so.Gdbc(uri.encode("utf-8")) +print(res.n) +print(res.p.decode()) +print(json.loads(res.p.decode())) +end = time.time() +``` + +## \ No newline at end of file From 33c69fc000a9d7b3061880414c678b0c7eb90e74 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 16 Nov 2021 11:12:32 +0800 Subject: [PATCH 22/90] update on 20211116 --- 15_ansible/README.md | 60 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 60 insertions(+) create mode 100644 15_ansible/README.md diff --git a/15_ansible/README.md b/15_ansible/README.md new file mode 100644 index 0000000..a7f8659 --- /dev/null +++ b/15_ansible/README.md @@ -0,0 +1,60 @@ +# ansible + +```shell +在/etc/ansible/ansible.cfg下配置[model] +# ping +ansible model -m ping +# ansible-playbook写剧本 +ansible-playbook xxx.yaml +# 传文件 +ansible model -m copy -a "src=./test.txt dest=/home/zhoubin" +# 创建文件(ansible-playbook形式) +- hosts: model + remote_user: zhoubin + tasks: + - name: "create test2.txt in the /etc directory" + file: + path: "/home/zhoubin/test2.txt" + state: "touch" +# 创建文件夹(ansible-playbook形式) +- hosts: model + remote_user: zhoubin + tasks: + - name: "create tmp file in the /etc directory" + file: + path: "/home/zhoubin/tmp" + state: "directory" +# 删除文件(ansible-playbook形式) +- hosts: model + remote_user: zhoubin + tasks: + - name: "delete test.txt in the /etc directory" + file: + path: "/home/zhoubin/test.txt" + state: "absent" +# 删除多个文件(ansible-playbook形式) +- hosts: model + remote_user: zhoubin + tasks: + - name: "delete multi files in the /etc directory" + file: + path: "{{ item }}" + state: "absent" + with_items: + - /home/zhoubin/test1.txt + - /home/zhoubin/test2.txt +# 将远程服务器文件拷贝到本机 +ansible model -m fetch -a "src=/home/zhoubin/test.txt dest=./ force=yes backup=yes" + +# 写一个剧本(传docker镜像并且加载) become:yes可以避免sudo输密码! +- hosts: model + remote_user: zhoubin + tasks: + - name: copy docker image + copy: src=./py37.tar.gz dest=/home/zhoubin + - name: load image + shell: docker load -i /home/zhoubin/py37.tar.gz + become: yes + + +``` \ No newline at end of file From f67928e53fabeda6fa7ef9f63be111869421b627 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 16 Nov 2021 11:19:09 +0800 Subject: [PATCH 23/90] update on 20211116 --- 15_ansible/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/15_ansible/README.md b/15_ansible/README.md index a7f8659..fcd40ca 100644 --- a/15_ansible/README.md +++ b/15_ansible/README.md @@ -1,4 +1,4 @@ -# ansible +# ansible笔记 ```shell 在/etc/ansible/ansible.cfg下配置[model] From dfb938d7bddeabcac1f7d41e80ceb2d5e0a0e1ba Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 16 Nov 2021 14:54:19 +0800 Subject: [PATCH 24/90] update on 20211116 --- 15_ansible/README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/15_ansible/README.md b/15_ansible/README.md index fcd40ca..19d4837 100644 --- a/15_ansible/README.md +++ b/15_ansible/README.md @@ -57,4 +57,9 @@ ansible model -m fetch -a "src=/home/zhoubin/test.txt dest=./ force=yes backup=y become: yes -``` \ No newline at end of file +``` + + +### 附录 + +[超简单ansible2.4.2.0与playbook入门教程](https://blog.csdn.net/qq_45206551/article/details/105004233)
\ No newline at end of file From eeaffaf4fc1f621d1f1afe50bf3dbe4adacfdf50 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 16 Nov 2021 16:53:28 +0800 Subject: [PATCH 25/90] update on 20211116 --- 15_ansible/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/15_ansible/README.md b/15_ansible/README.md index 19d4837..9b2aff0 100644 --- a/15_ansible/README.md +++ b/15_ansible/README.md @@ -62,4 +62,5 @@ ansible model -m fetch -a "src=/home/zhoubin/test.txt dest=./ force=yes backup=y ### 附录 -[超简单ansible2.4.2.0与playbook入门教程](https://blog.csdn.net/qq_45206551/article/details/105004233)
\ No newline at end of file +[超简单ansible2.4.2.0与playbook入门教程](https://blog.csdn.net/qq_45206551/article/details/105004233)
+[ansible-命令使用说明](https://www.cnblogs.com/scajy/p/11353825.html)
From af668f209802d97aefc62a21b3e277b7a704fba2 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 17 Nov 2021 09:02:11 +0800 Subject: [PATCH 26/90] update on 20211117 --- 03_pandas/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/03_pandas/README.md b/03_pandas/README.md index c3dbc9e..f27a541 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -1,5 +1,7 @@ ## 目录 +[pandas进阶修炼300题](https://www.heywhale.com/mw/project/6146c0318447b8001769ff20)
+ [**1. pandas并行包**](#pandas并行包) [**2. pandas dataframe手动创建**](#pandas_dataframe手动创建) From c6e93cbb4e8f53b58cdca1cc01a4f18417e7cb49 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 17 Nov 2021 09:03:47 +0800 Subject: [PATCH 27/90] update on 20211117 --- 03_pandas/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index f27a541..516980c 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -339,4 +339,4 @@ train = dtable.fread(path+'train.csv').to_pandas() #安装cudf(稍微有点麻烦) import cudf train = cudf.read_csv(path+'train.csv').to_pandas() -``` \ No newline at end of file +``` From 469f2485fe613014e552d1f2416607988ef46374 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 17 Nov 2021 09:06:42 +0800 Subject: [PATCH 28/90] update on 20211117 --- 03_pandas/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index 516980c..f27a541 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -339,4 +339,4 @@ train = dtable.fread(path+'train.csv').to_pandas() #安装cudf(稍微有点麻烦) import cudf train = cudf.read_csv(path+'train.csv').to_pandas() -``` +``` \ No newline at end of file From ec3776a06d6f5471fbffa731d3b0270470feffb9 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 18 Nov 2021 14:17:38 +0800 Subject: [PATCH 29/90] update on 20211118 --- 03_pandas/README.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index f27a541..04a1c25 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -44,6 +44,10 @@ [**21. 加快dataframe读取**](#加快dataframe读取) +[**22. df热力图**](#df热力图) + + + --- ### pandas_dataframe手动创建 @@ -339,4 +343,10 @@ train = dtable.fread(path+'train.csv').to_pandas() #安装cudf(稍微有点麻烦) import cudf train = cudf.read_csv(path+'train.csv').to_pandas() -``` \ No newline at end of file +``` + +### df热力图 + +```python +df.corr().style.background_gradient(cmap='coolwarm').set_precision(2) +``` From eb8bfd86b8517c7ecccf91da072365ee6f3d4dfd Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 18 Nov 2021 14:27:50 +0800 Subject: [PATCH 30/90] update on 20211118 --- 03_pandas/README.md | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/03_pandas/README.md b/03_pandas/README.md index 04a1c25..9c7b041 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -46,6 +46,8 @@ [**22. df热力图**](#df热力图) +[**23. df热力地图**](#df热力地图) + --- @@ -350,3 +352,26 @@ train = cudf.read_csv(path+'train.csv').to_pandas() ```python df.corr().style.background_gradient(cmap='coolwarm').set_precision(2) ``` + +### df热力地图 + +结合pyecharts将各省市高校上榜数量进行地图可视化
+```python +from pyecharts import options as opts +from pyecharts.charts import Map +#省份 +list1 = ['北京','江苏','上海','广东','湖北','陕西','浙江','四川','湖南','山东','安徽','辽宁','重庆','福建','天津','吉林','河南','黑龙江','江西','甘肃','云南','河北'] +#省份对应的高效数量 +list2 = [18, 15, 10, 9, 7, 7, 4, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1] +c = ( + Map() + .add('', [list(z) for z in zip(list1,list2)], "china",is_map_symbol_show=False) + .set_global_opts( + title_opts=opts.TitleOpts(title="排名前100高校各省市占比"), + visualmap_opts=opts.VisualMapOpts(max_=20), + + + ) +) +c.render_notebook() +``` \ No newline at end of file From 665b85eea6d395b409aac23a67f0b6b3af872dd5 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 18 Nov 2021 15:09:45 +0800 Subject: [PATCH 31/90] update on 20211118 --- 03_pandas/README.md | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index 9c7b041..afbc54c 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -48,7 +48,7 @@ [**23. df热力地图**](#df热力地图) - +[**24. 2个pandas EDA插件**](#eda插件) --- @@ -374,4 +374,17 @@ c = ( ) ) c.render_notebook() +``` + +### eda插件 + +```python +#插件一 +! pip install pandas_profiling +import pandas_profiling +pandas_profiling.ProfileReport(df) +#插件二 +import sweetviz as sv +report = sv.analyze(df) +report.show_html() ``` \ No newline at end of file From 95d6629e77bd1c9e3677595ec73479ee8a752f3c Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 25 Nov 2021 16:41:20 +0800 Subject: [PATCH 32/90] update on 20211125 --- 01_basic/README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index fccdbd3..9841c4e 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -334,6 +334,9 @@ data[data.msg_from.apply(len)==10] ``` ### re模块 + +[常用正则表达式速查手册，Python文本处理必备](https://mp.weixin.qq.com/s/ySsgcrSnkguO2c8D-SQNxw)
+ ```python # 1. 将一个问题中的网址、邮箱、手机号、身份证、日期、价格提出来 From dbeab97c126917e4784ff4b50e2ff4be21397888 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 7 Dec 2021 17:39:23 +0800 Subject: [PATCH 33/90] add databases notes --- 16_databases/README.md | 7 +++++++ 16_databases/redis_pic.png | Bin 0 -> 235613 bytes 2 files changed, 7 insertions(+) create mode 100644 16_databases/README.md create mode 100644 16_databases/redis_pic.png diff --git a/16_databases/README.md b/16_databases/README.md new file mode 100644 index 0000000..b00cd2d --- /dev/null +++ b/16_databases/README.md @@ -0,0 +1,7 @@ +# 各种存储数据库笔记 + +## redis + +![redis](redis_pic.png) + +## \ No newline at end of file diff --git a/16_databases/redis_pic.png b/16_databases/redis_pic.png new file mode 100644 index 0000000000000000000000000000000000000000..06eb3ec4a64a99252e301392d5f997116c4bfdf5 GIT binary patch literal 235613 zcmZU)19YX!(mxy<6Wg|J+qNf|*fu7~#I`Ze^j5f!ZltP5Vg#!TrL6ngeR|Nq9mjeL-6@Y>ItXau_3i*5xwH6aomJt&p 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From 4e1bc1912d524d9d987aa9dfa2b3f5dfd23b3144 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 13 Dec 2021 13:36:17 +0800 Subject: [PATCH 34/90] add py3 notes --- 01_basic/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/01_basic/README.md b/01_basic/README.md index 9841c4e..7a5e291 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -336,6 +336,7 @@ data[data.msg_from.apply(len)==10] ### re模块 [常用正则表达式速查手册，Python文本处理必备](https://mp.weixin.qq.com/s/ySsgcrSnkguO2c8D-SQNxw)
+[regexlearn](https://github.com/aykutkardas/regexlearn.com)
```python # 1. 将一个问题中的网址、邮箱、手机号、身份证、日期、价格提出来 From 57044ee7768523c1d60d9ea9e92edc2b3d7e62ae Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 Dec 2021 18:36:16 +0800 Subject: [PATCH 35/90] update readme 211227 --- 01_basic/README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index 7a5e291..80d9830 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -90,6 +90,8 @@ [**45. 分组计算均值并填充**](#分组计算均值并填充) +[**46. python日期处理**](#python日期处理) + ---

点击展开 @@ -1179,7 +1181,9 @@ def pad_mean_by_group(df, gp_col='stock_id'): train_pca = pad_mean_by_group(train_pca) ``` +### python日期处理 +[80个例子，彻底掌握Python日期时间处理](https://mp.weixin.qq.com/s/2bJUZBfWS_8ULGrb9tRpmw)
From c12e097d21086cc56709572875ad7fc5814a9d16 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 Dec 2021 18:37:07 +0800 Subject: [PATCH 36/90] update readme 211227 --- 01_basic/README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index 80d9830..6e9e5cc 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1186,5 +1186,4 @@ train_pca = pad_mean_by_group(train_pca) [80个例子，彻底掌握Python日期时间处理](https://mp.weixin.qq.com/s/2bJUZBfWS_8ULGrb9tRpmw)
-
\ No newline at end of file From 5956f05e4fcfb5ff93460c33a0f20a3ba0839304 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 Dec 2021 18:38:42 +0800 Subject: [PATCH 37/90] update readme 211227 --- 01_basic/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index 6e9e5cc..b1c1035 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1186,4 +1186,6 @@ train_pca = pad_mean_by_group(train_pca) [80个例子，彻底掌握Python日期时间处理](https://mp.weixin.qq.com/s/2bJUZBfWS_8ULGrb9tRpmw)
+ +
\ No newline at end of file From dd7a0649051ebcfc67b6c7209889cd2701c9fcdc Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 Dec 2021 18:39:13 +0800 Subject: [PATCH 38/90] update readme 211227 --- 01_basic/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/01_basic/README.md b/01_basic/README.md index b1c1035..b79e91e 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1188,4 +1188,5 @@ train_pca = pad_mean_by_group(train_pca) +
\ No newline at end of file From c51b39b016293e7cd3079a9cb17d103eac884a01 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 Dec 2021 18:40:31 +0800 Subject: [PATCH 39/90] update readme 211227 --- 01_basic/README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index b79e91e..80d9830 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1187,6 +1187,4 @@ train_pca = pad_mean_by_group(train_pca) - -
\ No newline at end of file From 8ea3f95c255adae03fab809e0d871393bc42142e Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 28 Dec 2021 09:06:07 +0800 Subject: [PATCH 40/90] update readme 211227 --- 01_basic/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/01_basic/README.md b/01_basic/README.md index 80d9830..b1c1035 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1187,4 +1187,5 @@ train_pca = pad_mean_by_group(train_pca) +
\ No newline at end of file From 71dceb770bc785d9b6ef0f7b747e397a00fbbcd3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Thu, 14 Apr 2022 21:07:45 +0800 Subject: [PATCH 41/90] Update README.md --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 9c77936..7e052eb 100644 --- a/README.md +++ b/README.md @@ -14,6 +14,8 @@ 默认安装了 `Python 3.8`，以及相关的第三方包 `gensim`, `tqdm`, `flask` +anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.6 + > life is short.use python. 推荐使用[Anaconda](http://www.continuum.io/downloads)，这个IDE集成了大部分常用的包。 @@ -59,4 +61,4 @@ index-url = http://mirrors.aliyun.com/pypi/simple/ [install] trusted-host = mirrors.aliyun.com ``` -
\ No newline at end of file +
From 29d63a25f1442ac7a46ce2cfa22c3b7d537527f7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Fri, 22 Apr 2022 08:59:25 +0800 Subject: [PATCH 42/90] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7e052eb..b05b1db 100644 --- a/README.md +++ b/README.md @@ -14,7 +14,7 @@ 默认安装了 `Python 3.8`，以及相关的第三方包 `gensim`, `tqdm`, `flask` -anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.6 +anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.7 > life is short.use python. From 3a43ce9789589528561da5cb99a4e6eca4288587 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 1 Jun 2022 09:18:47 +0800 Subject: [PATCH 43/90] update readme 211227 --- 01_basic/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/01_basic/README.md b/01_basic/README.md index b1c1035..7a047f9 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -389,7 +389,7 @@ s = '22基本日常生活活动：指食物摄取、大小便始末、穿脱衣 re.findall(r'^\d+(?![\d*小时*]|[\d*种*])[\u4e00-\u9fa5]+', s) # 匹配只留下中文、英文和数字 -re.sub(r'[^\u4E00-\u9FA5\s0-9a-zA-Z]+', '', s)- +re.sub(r'[^\u4E00-\u9FA5\s0-9a-zA-Z]+', '', s) ``` ### eval From c8efc35b5f8b086b51f78c015b1fe62b2a3521e6 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Wed, 1 Jun 2022 09:21:57 +0800 Subject: [PATCH 44/90] update readme 220601 --- 01_basic/README.md | 97 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 97 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index 7a047f9..8bde885 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -390,6 +390,103 @@ re.findall(r'^\d+(?![\d*小时*]|[\d*种*])[\u4e00-\u9fa5]+', s) # 匹配只留下中文、英文和数字 re.sub(r'[^\u4E00-\u9FA5\s0-9a-zA-Z]+', '', s) + +# 日期解析202206 +import cn2an #version 0.5.14 +import datetime +import re +def getYearMonth(s): + ''' + 【格式说明】 + 今年上个月/上月/前一个月/前个月 -> 202204 + 今年当月/该月/这月/这个月/本月 -> 202205 + 去年5月/去年五月/2021年五月/2021五月/二零二一五月/二零二一 五月 -> 202105 + 前年5月/前年五月/2020年五月/2020五月/二零二零五月/二零二零 五月 -> 202005 + 2021年7月/二零二一年7月 -> 202107 + 5月/五月份 -> 202205 + 2021.6/2021.06/2021-6/2021-06/2021 - 6月/2021 ---6月/2021 . 6月/2021...6月, -> 202106 + 2021 4月/2021 04 -> 202104 + 如果没有提到时间 -> 202205(默认今年当月) + 如果输入的时间有误或月份有误比如输入2021 23， -> 202205(默认今年当月) + 如果输入时间超过当前时间 -> 202205(默认今年当月) + 如果输入时间早于2020年1月 -> 202205(默认今年当月) + ''' + cur_date = datetime.datetime.now().strftime('%Y%m') + try: + DATE_REG1 = '(?:[一二三四五六七八九零十0-9]{1,4}年[一二三四五六七八九零十0-9]{1,2}月)|(?:去年[一二三四五六七八九零十0-9]+月)|(?:前年[一二三四五六七八九零十0-9]+月)|(?:[一二三四五六七八九零十0-9]+年[一二三四五六七八九零十0-9]+月)|(?:[一二三四五六七八九零十0-9]{1,2}月)|(?:[一二三四五六七八九零十0-9]+年)|(?:[一二三四五六七八九零十0-9]+月)' + thism_lst = ['当月', '该月', '这个月', '本月'] + lastm_lst = ['上月', '上个月', '前一个月', '前个月'] + date = '' + def helper(s, pattern): + date = '' + s = cn2an.transform(s, "cn2an") # 转换成阿拉伯数字 + res = re.findall(pattern, s) + if res: + res = res[0] # 如果有多个就取第一个 + year = '2022' #需要人工维护当年，还有过去两年的一个判断；每年要手动更新这部分 + if '去年' in res or '21年' in res: + year = '2021' + elif '前年' in res or '20年' in res: + year = '2020' + month = re.findall('(?:([0-9]+)月)', res) + if month: + month = int(month[0]) + if month > 0 and month < 13: + if month < 10: + month = '0' + str(month) + else: + month = str(month) + else: + return '' + date = year + month + else: + date = year + str(datetime.datetime.now().month) + return date + six_d = re.findall(r'2\d{5}', s) #直接识别6位日期比如202110 + if six_d: + date = six_d[0] + if not date: + # 针对2021 4月/2021.6/2021.06/2021-6/2021-06/2021 - 6月/2021 ---6月/2021 . 6月/2021...6月这些情况 + DATE_REG3 = r'(?:\d{4}\s*\.+\s*\d{1,2})|(?:\d{4}\s*-+\s*\d{1,2})|(?:\d{4}\s*_+\s*\d{1,2})|(?:\d{4}\s+\d{1,2})' + six_d2 = re.findall(DATE_REG3, s) + if six_d2: + _six_d2 = six_d2[0] + try: + int(_six_d2[-2]) + _six_d2_m = _six_d2[-2:] + except: + _six_d2_m = _six_d2[-1] + s = _six_d2[:4]+'年'+_six_d2_m+'月' + s = s.replace(' ', '') + if not date: + for i in thism_lst: + if i in s: + date = cur_date + break + if not date: + for i in lastm_lst: + if i in s: + date = (datetime.datetime.now() - datetime.timedelta(days=30, hours=23)).strftime('%Y%m') + break + if not date: + # 判断2021五月这种情况 + DATE_REG2 = '(?:[一二三四五六七八九零十0-9]{4}[一二三四五六七八九零十]{1,2}月)' + res = re.findall(DATE_REG2, s) + if res: + s = res[0][:4]+'年'+res[0][4:] + date = helper(s, DATE_REG1) + else: + date = '' + if not date: + date = helper(s, DATE_REG1) + if not date: + date = cur_date + #corner case再判断下，处理下边界问题 + if date < '202001' or date[-2:] > '12': + date = cur_date + except: + date = cur_date + return date ``` ### eval From 0bb3a9bb260ce411412aacde7c1874dfc35c5e6a Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 14 Jul 2022 13:30:03 +0800 Subject: [PATCH 45/90] update readme 220714 --- 03_pandas/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index afbc54c..a224b42 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -380,7 +380,7 @@ c.render_notebook() ```python #插件一 -! pip install pandas_profiling +#!pip install pandas_profiling import pandas_profiling pandas_profiling.ProfileReport(df) #插件二 From 054d5c3ca9a2fad600b8b721d67b359374a1fe65 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 14 Jul 2022 13:35:14 +0800 Subject: [PATCH 46/90] update readme 220714 --- 03_pandas/README.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/03_pandas/README.md b/03_pandas/README.md index a224b42..364cd1d 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -2,6 +2,8 @@ [pandas进阶修炼300题](https://www.heywhale.com/mw/project/6146c0318447b8001769ff20)
+[可以替代pandas比较好用的数据平行处理包](#数据平行处理) + [**1. pandas并行包**](#pandas并行包) [**2. pandas dataframe手动创建**](#pandas_dataframe手动创建) @@ -52,6 +54,12 @@ --- +### 数据平行处理 + +[polar](https://pola-rs.github.io/polars-book/user-guide/quickstart/intro.html)
+[pandarallel](https://nalepae.github.io/pandarallel/)
+ + ### pandas_dataframe手动创建 手动创建dataframe From 0259661d7cbdd649a3850d5192ac752c2ef17c72 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 14 Jul 2022 13:37:48 +0800 Subject: [PATCH 47/90] update readme 220714 --- 03_pandas/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/03_pandas/README.md b/03_pandas/README.md index 364cd1d..28ec9e1 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -56,7 +56,10 @@ ### 数据平行处理 -[polar](https://pola-rs.github.io/polars-book/user-guide/quickstart/intro.html)
+[polar]
+https://pola-rs.github.io/polars-book/user-guide/quickstart/intro.html
+https://pola-rs.github.io/polars/py-polars/html/reference
+ [pandarallel](https://nalepae.github.io/pandarallel/)
From 90608f5ef20ccfafe8e0e9ee97fb1bb94ac634d3 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 18 Jul 2022 14:39:37 +0800 Subject: [PATCH 48/90] add es.md 0718 --- 07_database/es.md | 150 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 150 insertions(+) create mode 100644 07_database/es.md diff --git a/07_database/es.md b/07_database/es.md new file mode 100644 index 0000000..a4a00cd --- /dev/null +++ b/07_database/es.md @@ -0,0 +1,150 @@ +# es存入768维度向量，以及向量查询（ES版本需要7.3之后） + +https://github.com/UKPLab/sentence-transformers/blob/master/examples/applications/semantic-search/semantic_search_quora_elasticsearch.py + + +```python +""" +This script contains an example how to perform semantic search with ElasticSearch. + +As dataset, we use the Quora Duplicate Questions dataset, which contains about 500k questions: +https://www.quora.com/q/quoradata/First-Quora-Dataset-Release-Question-Pairs + +Questions are indexed to ElasticSearch together with their respective sentence +embeddings. + +The script shows results from BM25 as well as from semantic search with +cosine similarity. + +You need ElasticSearch (https://www.elastic.co/de/elasticsearch/) up and running. Further, you need the Python +ElasticSearch Client installed: https://elasticsearch-py.readthedocs.io/en/master/ + +As embeddings model, we use the SBERT model 'quora-distilbert-multilingual', +that it aligned for 100 languages. I.e., you can type in a question in various languages and it will +return the closest questions in the corpus (questions in the corpus are mainly in English). +""" + +from sentence_transformers import SentenceTransformer, util +import os +from elasticsearch import Elasticsearch, helpers +import csv +import time +import tqdm.autonotebook + + + +es = Elasticsearch() + +model = SentenceTransformer('quora-distilbert-multilingual') + +url = "http://qim.fs.quoracdn.net/quora_duplicate_questions.tsv" +dataset_path = "quora_duplicate_questions.tsv" +max_corpus_size = 100000 + +#Download dataset if needed +if not os.path.exists(dataset_path): + print("Download dataset") + util.http_get(url, dataset_path) + +#Get all unique sentences from the file +all_questions = {} +with open(dataset_path, encoding='utf8') as fIn: + reader = csv.DictReader(fIn, delimiter='\t', quoting=csv.QUOTE_MINIMAL) + for row in reader: + all_questions[row['qid1']] = row['question1'] + if len(all_questions) >= max_corpus_size: + break + + all_questions[row['qid2']] = row['question2'] + if len(all_questions) >= max_corpus_size: + break + +qids = list(all_questions.keys()) +questions = [all_questions[qid] for qid in qids] + +#Index data, if the index does not exists +if not es.indices.exists(index="quora"): + try: + es_index = { + "mappings": { + "properties": { + "question": { + "type": "text" + }, + "question_vector": { + "type": "dense_vector", + "dims": 768 + } + } + } + } + + es.indices.create(index='quora', body=es_index, ignore=[400]) + chunk_size = 500 + print("Index data (you can stop it by pressing Ctrl+C once):") + with tqdm.tqdm(total=len(qids)) as pbar: + for start_idx in range(0, len(qids), chunk_size): + end_idx = start_idx+chunk_size + + embeddings = model.encode(questions[start_idx:end_idx], show_progress_bar=False) + bulk_data = [] + for qid, question, embedding in zip(qids[start_idx:end_idx], questions[start_idx:end_idx], embeddings): + bulk_data.append({ + "_index": 'quora', + "_id": qid, + "_source": { + "question": question, + "question_vector": embedding + } + }) + + helpers.bulk(es, bulk_data) + pbar.update(chunk_size) + + except: + print("During index an exception occured. Continue\n\n") + + + + +#Interactive search queries +while True: + inp_question = input("Please enter a question: ") + + encode_start_time = time.time() + question_embedding = model.encode(inp_question) + encode_end_time = time.time() + + #Lexical search + bm25 = es.search(index="quora", body={"query": {"match": {"question": inp_question }}}) + + #Sematic search + sem_search = es.search(index="quora", body={ + "query": { + "script_score": { + "query": { + "match_all": {} + }, + "script": { + "source": "cosineSimilarity(params.queryVector, doc['question_vector']) + 1.0", + "params": { + "queryVector": question_embedding + } + } + } + } + }) + + print("Input question:", inp_question) + print("Computing the embedding took {:.3f} seconds, BM25 search took {:.3f} seconds, semantic search with ES took {:.3f} seconds".format(encode_end_time-encode_start_time, bm25['took']/1000, sem_search['took']/1000)) + + print("BM25 results:") + for hit in bm25['hits']['hits'][0:5]: + print("\t{}".format(hit['_source']['question'])) + + print("\nSemantic Search results:") + for hit in sem_search['hits']['hits'][0:5]: + print("\t{}".format(hit['_source']['question'])) + + print("\n\n========\n") +``` \ No newline at end of file From 46c5787ca7d6e7d10f9e31534f3e2ffbc7d22a45 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 18 Jul 2022 14:48:14 +0800 Subject: [PATCH 49/90] add faiss.md 0718 --- 07_database/faiss.md | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 07_database/faiss.md diff --git a/07_database/faiss.md b/07_database/faiss.md new file mode 100644 index 0000000..8cecb90 --- /dev/null +++ b/07_database/faiss.md @@ -0,0 +1,11 @@ +# faiss向量搜索库 + +与es.md提到的es7.3向量搜索一样，faiss是更加专业的向量搜索工具 + +[实战入门faiss搜索bert最邻近句子：docker CPU镜像开箱即用，无需额外安装下载](https://mp.weixin.qq.com/s?__biz=MzA4NzkxNzM3Nw==&mid=2457484515&idx=1&sn=c13b27b09b4a7e2a31a1ee421b362540&chksm=87bc8acdb0cb03db46ca7cc0893e46d4078e925a3b35f717806315c0881f6ad75b2165df4a0f&cur_album_id=2002019450945896449&scene=189#wechat_redirect) + +[semantic_search_quora_faiss.py](https://github.com/UKPLab/sentence-transformers/blob/master/examples/applications/semantic-search/semantic_search_quora_faiss.py) + + + +## todo \ No newline at end of file From 4b6903e1055910f402f5e6a6946b922a374905a0 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 17 Mar 2023 15:44:27 +0800 Subject: [PATCH 50/90] update readme 20230317 --- 01_basic/README.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/01_basic/README.md b/01_basic/README.md index 8bde885..224e972 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -958,6 +958,13 @@ sorted(l, key=lambda x:x[1], reverse=True) # Out[42]: [('c', 6), ('d', 4), ('e', 3), ('b', 2), ('a', 1)] ``` +用法一（衍生）：
```python # 调整数组顺序使奇数位于偶数前面，奇偶相对顺序不变 From f785ffc0b75a9f05fb7bbee6fb14e40cf36876aa Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Mon, 10 Apr 2023 16:10:26 +0800 Subject: [PATCH 51/90] Update README.md --- README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/README.md b/README.md index b05b1db..69a34d3 100644 --- a/README.md +++ b/README.md @@ -62,3 +62,12 @@ index-url = http://mirrors.aliyun.com/pypi/simple/ trusted-host = mirrors.aliyun.com ``` + +# 使用conda升级到python3.8 + +https://qa.1r1g.com/sf/ask/4099772281/)
+```shell +conda update -n base -c defaults conda +conda install -c anaconda python=3.8 +#然后再重新安装下依赖包 +``` From ae958f27fe83095d37815fb2d4dc3bf7c2a24812 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Mon, 10 Apr 2023 16:10:56 +0800 Subject: [PATCH 52/90] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 69a34d3..b27d70a 100644 --- a/README.md +++ b/README.md @@ -63,7 +63,7 @@ trusted-host = mirrors.aliyun.com ``` -# 使用conda升级到python3.8 +## 使用conda升级到python3.8 https://qa.1r1g.com/sf/ask/4099772281/)
```shell From 502bdac0a2211fe0f3bedae5850d5cd24702e67e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Tue, 11 Apr 2023 09:21:10 +0800 Subject: [PATCH 53/90] Update README.md --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index b27d70a..92e89be 100644 --- a/README.md +++ b/README.md @@ -8,13 +8,15 @@ `Github`加载`ipynb`的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。 +[python各版本下载仓库](https://www.python.org/ftp/python/)
+ --- ## 简介 -默认安装了 `Python 3.8`，以及相关的第三方包 `gensim`, `tqdm`, `flask` +默认安装了 `Python 3.9`，以及相关的第三方包 `gensim`, `tqdm`, `flask` -anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.7 +anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.8 > life is short.use python. From f4519019881b4e1a06c9783052326184afacefcd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Mon, 17 Apr 2023 11:48:00 +0800 Subject: [PATCH 54/90] Update README.md --- README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/README.md b/README.md index 92e89be..08e5f11 100644 --- a/README.md +++ b/README.md @@ -67,9 +67,19 @@ trusted-host = mirrors.aliyun.com ## 使用conda升级到python3.8 +方法一
https://qa.1r1g.com/sf/ask/4099772281/)
```shell conda update -n base -c defaults conda conda install -c anaconda python=3.8 #然后再重新安装下依赖包 + +方法二(或使用虚拟环境)
+$ conda create -p /your_path/env_name python=3.8 +# 激活环境 +$ source activate /your_path/env_name +# 关闭环境 +$ source deactivate /your_path/env_name +# 删除环境 +$ conda env remove -p /your_path/env_name ``` From 7fa3cdd60a6dc03cf12052e1c6da8c9c46922185 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Mon, 17 Apr 2023 11:48:36 +0800 Subject: [PATCH 55/90] Update README.md --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 08e5f11..385e7e0 100644 --- a/README.md +++ b/README.md @@ -73,8 +73,9 @@ https://qa.1r1g.com/sf/ask/4099772281/)
conda update -n base -c defaults conda conda install -c anaconda python=3.8 #然后再重新安装下依赖包 - +``` 方法二(或使用虚拟环境)
+``` $ conda create -p /your_path/env_name python=3.8 # 激活环境 $ source activate /your_path/env_name From 3b83965aeb5f4f5104ecfe81c9a390e3f1d6496d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Wed, 31 May 2023 17:00:44 +0800 Subject: [PATCH 56/90] Update README.md --- 10_docker/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/10_docker/README.md b/10_docker/README.md index 7875d27..818f049 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -7,7 +7,7 @@ [docker docs for mac](https://docs.docker.com/docker-for-mac/)
1.2 linux下安装
-TODO +[Install Docker Engine on Ubuntu](https://docs.docker.com/engine/install/ubuntu/) 1.3 配置docker镜像站
[docker镜像站网址](https://www.daocloud.io/mirror#accelerator-doc)
From 9fc7e25fae4da8fc690b452bdeac556ea0adbecc Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 4 Aug 2023 14:47:10 +0800 Subject: [PATCH 57/90] update multiprocess --- .DS_Store | Bin 0 -> 20484 bytes 01_basic/README.md | 75 ++++++++++++++++++ 08_pycharm/.DS_Store | Bin 0 -> 6148 bytes .../.DS_Store" | Bin 0 -> 6148 bytes 4 files changed, 75 insertions(+) create mode 100644 .DS_Store create mode 100644 08_pycharm/.DS_Store create mode 100644 "08_pycharm/\346\277\200\346\264\273\347\240\201/.DS_Store" diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..bf2d0682525e17b6f9086f698ef55cace79e3675 GIT binary patch literal 20484 zcmeHPYj7LY6~4!L?OK~;9So6$V+)7a37AB(Y}t-UB0mBS4o!$1;_z~0OG(tol96OP zA*6(MTH2CyI&Go6S_&aDJduHR~e9zlv zpog%p!aftnGd92yEXW4&FOoOg?yx0bOTd@JK_M*=T5hQbh}@+;!qqT4n->urF4iv@^JLK z`E;~_bh}@+@^D7-a7O7XQ#wK+adjN$7SkC8WNUxg60jwZFM)D&&0=2Gh}eAxix0=U zx(1{1LG&v3+>jc1_14GRb7zDK%oy3}?H!5_j~FgyxWZU(A{LFuc3_l0%B8q=6RsU( zF_r{tFvy}TJUE^lN&kwc21lZiWXj`tj!I_CoHcunqLeD7b4#!6-5DS6O$Ae<$&O&+ za{kxGU~1=J`g>nI9?gCa4qh4wj}PeOo$**I7>R`w;^0Uqj44-aiNr$j@s9XtER+=I z>6HVDqAKcu?%KPz!Rz4g?Y@uQ zE*DH`3&rLe1i-)Ef!%bu(H(gLGoP0n>y%<&s^V-#xt#ZRCc^lX-CAA6GF1;MeMv|`o}yk`uIfp(Zx@t99_rP6iXKuo zM}vdmsO<7l#gbK>gXAJs%US@6eQZ06v+LObb|-s~9cGWR zC)u;?MfM7NoxQ`}W&dLTCPpePpwsAdI)kdoO*OQbJk&}nsf{kAjdTh1QXg%lK^mek zZKqw7qEQ;B-SjcKfj&*2r5ovsbO(KfzD9S^z4QZmkRGCk>6i3ddY)dO7wIMXBfUXy z(cAKOmSlAQ;>;3cOYfky(&_Z0UUHMUPFD+^t}S|${7ira-p_Jj>xsOTa@zLjS^;3@W*=N;MSLo(ba1(Ivct# zM?1SP%J{RXS}O09s{1s1f&H1iLnSna=0as%P}iljoEm90T|nK`L+j~cx|I6qGP<0u zfU@qO2z^v2?3hs4>**8pN%|Dj_Ve@w`V!qlH`AR^+ON|$=pOnmJwV?V>U)@eN{`Xw z^mF5}{J5=d#P#qQYWyqu@O+}ZRAke+TyKu`&)f^NP4Th36@BD8^$dc zY=WlNa|QzEJ^>msL+oMpIQunwj=juYV}E0B15@8)|AdK}L9=K!%_k=^fxKT@A9M?1B(Dt|C_W(lU#Q(x{7z6#alj^J!^z!7xPSy0y%Z~?ix zc2XD6bpup(6CAHaLa%&^PJZ^c}hn zPT?W?A^ixd{D?r+XX$8;@|vNlrSe)J>lE`%(baOk3Bp>=%|ThYtW)We(`7T+a>V`- zmI@_@qJxN>`2rQ@flD!ffSfxL5jJFSB%VCcjzk4_Bs~6lx3|eJJc$Mb=q(;ko+rUQ z1#Fg{1drMCR+j?b8ZN$=&EwL z4DRd)&JC3p2{&Y-@X+W2KCI0Q#bYN4Gqmi~WQI)CHV5P!KrQY@P1HrE0Craw8FDpw zePCrg!k6-T1#-1E9~1Cftk;B;v6@*B$WB5^Mmya|$xNg+WXPEbKqbpxR&o%OjL2@7 zQZml!$&`$uA5sPPQsb;PrDU8-B_*TiK{@eU?L0}z@E}wi>d_j~l#Hr}BvLkM%~?uD z)q7;;O6~j!N(Mn{z3g7&Y|o`+c$h3#QGFaJnOD-3%s)&hnc6%`W&;u(l9CA`(IF|B zRF;zY43Zp@lDRWW$vkpwl#Ct!+wnh-^-iK~A%3fcB{uRfH3$Cw=D=$|YoBWN1PfDm zwh0Gg@hfuhQ~{bc08e9rv52wV1|%(p{6>=xIgO^q<|!lS>Et)^7HR^ad2@`n?A^fi zZ`JI1jNdYoc@sBls(B{2Deqi4H;5;ze7HeDMDhtii^SQu;U*OWcjRqtY(}KsD0q%m ze**$_e||m3bOLqL)fz)}(+MWG(tKV4U&t|61ob`ZO)D@yjM9&6CdxFCpyp?%9OaJb z6?)L2g2B9_>U{?Dj=J1n-cj$!DfDo89l3=bF25tc(8JZ{Fe~)hy!MZw1*B&Z%^Pl4fop8bKn0ha$w_7;1Oh)PLA4t*Xi1l#YTGvN(+k)ZN{ z@$W{0if7U<5n1#r!S@fPnf?)YL)Rfe^>Jj;Zxq?{Tfp+)4Q~H_XmqE>RzF~hfuHdW09IV zEb5k~lbSL$#zt&4I5-w_C-AkN?B$CI;7XZjRB# zPdbG*{t6A>`71OQ(RU$lO`B^M63HSSt*Sc1+mB zsNiwsnJSkW3W+K`UW^1Yg+yADUjap%DJ0TXwy7X-GlfLjngB+7GKEB1*IE@7^9PSx zA(1a#NYtJ!B;pn2vXF?^zZnaOuE`b>al%y=65Wz5B>Gmikm#ZJT}U(w>N^?q?Yv?3 z1&8UCz!hypIn>*-2u=hTRxd*oaYcE-7d^5elpX))zExBVoYtuk|HEj`#*VF 1: + total = len(iterable) if hasattr(iterable, '__len__') else None + + with ProcessPoolExecutor(max_workers) as pool, tqdm(total=total, desc=desc, unit=unit) as pbar: + for i in pool.map(func, iterable): + yield i + pbar.update() + + else: + return map(func, iterable) + +xtuple, xlist, xset = Pipe(tuple), Pipe(list), Pipe(set) + +def ff(x): + for i in range(x): + a = 1 + return x+2 + +if __name__ == '__main__': + dfs = [] + arr = [100000000,200000000,300000000,400000000] + #without multiprocess + for i in arr: + dfs.append(ff(i)) + #with multiprocess + dfs = arr | xProcessPoolExecutor(ff, 16) | xlist #这里的16是进程数，一般cpu有N核就起N-1个进程 + print(dfs) +``` +```python +# 多进程(yuanjie封装meutils) 以多进程读取data下pdf文件为例 +from meutils.pipe import * +os.environ['LOG_PATH'] = 'pdf.log' +from meutils.log_utils import * +location = 'output' #pdf文件处理后保存的文件夹 +@diskcache(location=location) +def func(file_path): + try: + df = pdf_layout(str(file_path)) #解析成字典 详见https://github.com/binzhouchn/deep_learning/blob/master/4_llm/1_%E5%90%91%E9%87%8F%E6%95%B0%E6%8D%AE%E5%BA%93/es/es.py 中的body字典 + with open(f'{location}/{file_path.stem}.txt', 'w', encoding='utf8') as f: + json.dump(df, f, ensure_ascii=False) + except Exception as e: + logger.debug(f"{file_path}: {e}") + logger.debug(f"{file_path}: {traceback.format_exc().strip()}") +if __name__ == '__main__': + ps = Path('./data/').glob('*.pdf') | xlist #将所有pdf文件都列出来 + dfs = ps | xProcessPoolExecutor(func, 16) | xlist #这里的16是进程数，一般cpu有N核就起N-1个进程 +``` ### cv的多进程实现 diff --git a/08_pycharm/.DS_Store b/08_pycharm/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..bec7f6f54d9a49cd9e3113fc8cc1896409aaeb7b GIT binary patch literal 6148 zcmeHK!EO^V5Ve~?om7Y%sM@22#4U$JNyq^qEg>9wLs~=+1+}}~(5$q(UL_mSvIOmC z(0)z1!3Q9|fN$uvGxh)}Aw9Mc@<^UH_ISLWC)wU%jPc$iXfjq~j0tFnP)t z$Qq5Hlj9oW)Q^-8y>EWHFxw7T1}p=s#sHq(5=&Xg4*lu;`HjMH)@c0TYo+p?yX!(! 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From 30791cf1dde4b9eb9c71ed8366962d7c67f706f9 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 25 Aug 2023 11:09:46 +0800 Subject: [PATCH 59/90] update python notes --- 01_basic/README.md | 42 ++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 40 insertions(+), 2 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index f48fb05..539ce2a 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -92,6 +92,8 @@ [**46. python日期处理**](#python日期处理) +[**47. dataclass**](#dataclass) + ---
点击展开 @@ -1364,7 +1366,43 @@ train_pca = pad_mean_by_group(train_pca) [80个例子，彻底掌握Python日期时间处理](https://mp.weixin.qq.com/s/2bJUZBfWS_8ULGrb9tRpmw)
- - +### dataclass + +dataclass 提供一个简便的方式创建数据类, 默认实现__init__(), __repr__(), __eq__()方法
+dataclass支持数据类型的嵌套
+支持将数据设置为不可变：@dataclass(frozen=True)
+ +不用dataclass
+ +```python +class Person: + def __init__(self, name, age): + self.name = name + self.age = age +p = Person('test', 18) +q = Person('test', 18) +#<__main__.Person at 0x7ff4ade66f40> +str(p) +repr(p) +#'<__main__.Person object at 0x7ff4ade66f40>' +p == q +#False +``` +```python +from typing import Any +from dataclasses import dataclass +@dataclass +class Person: + name: Any + age: Any = 18 +p = Person('test', 18) +q = Person('test', 18) +#Person(name='test', age=18) +str(p) +repr(p) +#"Person(name='test', age=18)" +p == q +#True +```
\ No newline at end of file From 4f5365c93deff55623cb72f0346a642601a9eecd Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 1 Sep 2023 17:35:20 +0800 Subject: [PATCH 60/90] update md5 --- .DS_Store | Bin 20484 -> 20484 bytes 01_basic/README.md | 21 +++++++++++++++++++++ 10_docker/.DS_Store | Bin 0 -> 8196 bytes 3 files changed, 21 insertions(+) create mode 100644 10_docker/.DS_Store diff --git a/.DS_Store b/.DS_Store index bf2d0682525e17b6f9086f698ef55cace79e3675..ceb39ab38df1d46c547abb913760fa8cbdf09b59 100644 GIT binary patch delta 98 zcmV-o0GAT=|6EFgO^FgZ9ZAUQKPlaClRlaeMAle8m2 zlfEjmlinFD0s=j=3>v%vlaeMivrIq;0h0?Im;(Ym36t+ZS(E=AhOV$$vv7aqQ-`1Itqq{#egQ!t zDKj1m4gqh@@UqmR;>`R!h@dskWOvhu$ 点击展开 @@ -1405,4 +1407,23 @@ p == q #True ``` +### md5_sha256 + +```python +import hashlib + +def enc(s, ed='md5'): + if ed == 'md5': + hash_object = hashlib.md5(s.encode()) + elif ed == 'sha256': + hash_object = hashlib.sha256(s.encode()) + else: + raise ValueError('unsupport type!') + hash_hex = hash_object.hexdigest() + return hash_hex + +for i in ['13730973320','13802198853','17619520726']: + print(enc(i,'md5')) +``` + \ No newline at end of file diff --git a/10_docker/.DS_Store b/10_docker/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..fdff98b2de29c72f209426a74e929a509c274bcc GIT binary patch literal 8196 zcmeHMU2GIp6u#fK(3vu&)AH9vU>9l&VguW>)fQ4*+N!Ozp}M6%fR^2zfsUP>sXMdV zLMTmM{jwJFSBi;(^ck~RnvF7@W!dm$ z(!oLyfgl1w1cC?z5eOo1BSe7iY~G{=?tQ@x#vlSg1a8U*@b5#EI;U};P7CUNI%x1p z0HVAE@EXmj4)AoMK8^cyT2N1wY>MguzAF3@145nnQ7%q2?$c>Og*t;!XYhB1U!lO; zo%EufI73{}U<@JAGR&ZgU7J(CYgET)n4KDT#!{x8BDt?qW2WJ_vDi6; zii#I4E|H{CskE&0!NiC?o^X?H&S^_#_wlFRq&t%G=Y6(q&d!smenTH0R+qQimYXyz zJ?kkOnoc772MkNI$J^|jr8%CRgkVULEXl)a)#PMTeXK6p)G$>Sove?wG}lF28t$B$ zlBHEO^{rh8GKY^$K00;uW#K3MZv`u#=l3hua@utA?ZWBM$%4}}1*hfGB}!Siv#awy zrF+mw+g8Fjq7SR(4*A_hkG)wvPd*N$Z8Mj#oME*hoix)qGwJF(O_K}LTDgt>m6i~OjYvTc8_s0PQRXYh*rmA z!e#m0rK{Ggui3n{v1Ld5*>bg_QdzF79LO7vkuvo?%vi4{ZQJk(Mfu2jcaNiC%i6v zt0e8?>+M;cMzO4H4BsZJNvY4FCP+-eV?Hx+#|KP?{xm zmpqUc?uo_iN~=_XI(aZ{XEJndM=Zy~ZIb$x^bp^>JL$N)$8?Lf=U#Nsv4;5iPEFG_ zNs_7yz^IOI5>wA*S>@N!T2{-N>H6to2PrX*v1i!{c8Z;5XV^FF2X=w|#C~O$*q`h# z_BR-0RAL!cU?n1mVgsrXLkqTHJMKjmxKJtPXKc@Qi>OhBJtf6JP+ zN@Nd#Q=gchE`>BwOE?Urvs`-phDb!^_!Ez{8zYJeN)g%P-oBBzA)mK3M!X`*2El7= zQX=Xi0>02}*`_FJF=d9}?zoG%izx>Lx4nb7jOVDlAc(ID;qTcD`-NRX2qh>Z=&mN% zZo(EcVh8R)Cw8G5J?O_E_F^CQ6KD^?z{4JJ^B!=I;W0dpCkVdJ;d#7><9G=t2)u9N zExe8Qa1!r(Fg}e>@F_mS=lBBO;v6o{190~|0RMO`0Ou1~%e1XSBv(j+xh8_A>x)2< z5Ub+#|J@7!{(pVO0;wPZK?MGn5kPTAqN9zDzR>5C*V<9)2dMML<)#JoRA}HLeBCR@ liO&9ENb{)Ai~Dq1P~uSg&wmKewc!3g!-D(YL*LCi`~!9DG@<|i literal 0 HcmV?d00001 From 6ed5095b655ba3e8a4e02ec42e8bb65fce8cd8a7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Wed, 20 Sep 2023 17:43:12 +0800 Subject: [PATCH 61/90] Update README.md --- 09_remote_ipython/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/09_remote_ipython/README.md b/09_remote_ipython/README.md index a5a07fe..19a1543 100644 --- a/09_remote_ipython/README.md +++ b/09_remote_ipython/README.md @@ -26,7 +26,7 @@ done! 1. 打开ipython ```python -from IPython.lib import passwd +from IPython.lib import passwd #from notebook.auth import passwd In [2] : passwd() # 输入密码 Enter password: Verify password: From acb93f66b11fbd75eb1cf840f3a106f0d5c9a68b Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 3 Nov 2023 15:16:28 +0800 Subject: [PATCH 62/90] update docker readme --- 10_docker/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/10_docker/README.md b/10_docker/README.md index 818f049..f950c0e 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -15,7 +15,8 @@ 1.4 配置docker代理
- windows中右击图标，选settings->Proxies - - [mac/linux](https://www.cnblogs.com/EasonJim/p/9988154.html) + - [mac](https://www.cnblogs.com/EasonJim/p/9988154.html) + - [linux](https://blog.csdn.net/qq_30034989/article/details/132021346) ```shell # 如果使用HTTP代理服务器时，将为docker服务创建systemd插件目录 From a8f695b5ebc444986fbcbf1ed35adff2d8b0643d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Thu, 18 Jan 2024 14:26:48 +0800 Subject: [PATCH 63/90] Update README.md --- 10_docker/README.md | 18 ++++++++++++++---- 1 file changed, 14 insertions(+), 4 deletions(-) diff --git a/10_docker/README.md b/10_docker/README.md index f950c0e..6f269c7 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -147,11 +147,21 @@ docker stop $(docker ps -a -q) docker rm $(docker ps -a -q) ``` -2.12 docker修改完镜像生成新的镜像以后貌似没看法删除旧的镜像 +2.12 虚悬镜像 + +上面的镜像列表中，还可以看到一个特殊的镜像，这个镜像既没有仓库名，也没有标签，均为 。
+```shell + 00285df0df87 5 days ago 342 MB +```
+这个镜像原本是有镜像名和标签的，原来为 mongo:3.2，随着官方镜像维护，发布了新版本后，重新 docker pull mongo:3.2 时，mongo:3.2 这个镜像名被转移到了新下载的镜像身上，而旧的镜像上的这个名称则被取消，从而成为了 。除了 docker pull 可能导致这种情况，docker build 也同样可以导致这种现象。由于新旧镜像同名，旧镜像名称被取消，从而出现仓库名、标签均为 的镜像。这类无标签镜像也被称为 虚悬镜像(dangling image) ，可以用下面的命令专门显示这类镜像：
+```shell +$ docker image ls -f dangling=true +REPOSITORY TAG IMAGE ID CREATED SIZE + 00285df0df87 5 days ago 342 MB +```
+一般来说，虚悬镜像已经失去了存在的价值，是可以随意删除的，可以用下面的命令删除。
```shell -pip install -i https://pypi.tuna.tsinghua.edu.cn/simple numpy -pandas sklearn jieba gensim tqdm flask requests PyMySQL redis pyahocorasick -pymongo pyspark py2neo neo4j-driver==$PYTHON_DRIVER_VERSION +$ docker image prune ``` 2.13 拷贝宿主机本地文件到docker中，和从docker中拷贝到宿主机 From ea39fbcb33e41cf7f861a863ee99757f813c6a1b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Thu, 18 Jan 2024 14:29:25 +0800 Subject: [PATCH 64/90] Update README.md --- 10_docker/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/10_docker/README.md b/10_docker/README.md index 6f269c7..b823beb 100644 --- a/10_docker/README.md +++ b/10_docker/README.md @@ -1,4 +1,4 @@ -# simple use for docker +# [docker入门实践](https://yeasy.gitbook.io/docker_practice/) ## 1. docker安装及配置Docker镜像站 From 5f60c255f650a565718f00530cf348961bf7f0c3 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 25 Jan 2024 15:46:54 +0800 Subject: [PATCH 65/90] update slots --- .DS_Store | Bin 20484 -> 18436 bytes 01_basic/README.md | 76 +++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 76 insertions(+) diff --git a/.DS_Store b/.DS_Store index ceb39ab38df1d46c547abb913760fa8cbdf09b59..f4a31c61398335c73a5cce9a1f57ca38a87b2ecb 100644 GIT binary patch delta 298 zcmZo!z}PZ@QHFtmfzhcn#gKu)0m$S4Vh}CB!@$78wNd6Z^JD`bmdV@>@{`pJ#5bRF z+Q76~-dLCsD9ykK#6ZBoy|GZ7WwScZ6JbWd%{&UnnUr=W735?VmlzmaV`O4xVP#|I zVCUfGhz-ujFApwBEGaE^np~jZ?aRr*880ANU2SM$p`&1EXi%%8P;F>vXsn}PVPI5S z%gG_CtZy9@pPiGNm){Msj1g)n122RRCwnIMsflggth|JCa-){)W?hGcOzaRzF`$6d x<`9Db-p%$7{Y>Hv3~Uey2W}wk3iIn`84nv4khd6^Ai>}5D;*1Zx-Yb zW7(|6^Hi8oU^9=xai+;D4O)c_4RjPtjcaujstpY+Ep!wtjm;-J8k$aSR1@C3Sa}KO zWG)S#&5LC-m>9(;7ivjO)?yK#Y-=FCSkHj@Ft6US~ zWCItL$=odRn-g`HFl}~Z*}$|pz_g7?0_X@fuu~X3xPi1Q%%z)U9Bf!7`}1(H0G-M) OImKn> 点击展开 @@ -1426,4 +1430,76 @@ for i in ['13730973320','13802198853','17619520726']: print(enc(i,'md5')) ``` +### 查看内存 + +有几种方法可以在Python中获取对象的大小。可以使用sys.getsizeof()来获取对象的确切大小，使用objgraph.show_refs()来可视化对象的结构，或者使用psutil.Process().memory_info()。RSS获取当前分配的所有内存。 + +```python +>>> import numpy as np + >>> import sys + >>> import objgraph + >>> import psutil + >>> import pandas as pd + + >>> ob = np.ones((1024, 1024, 1024, 3), dtype=np.uint8) + + ### Check object 'ob' size + >>> sys.getsizeof(ob) / (1024 * 1024) + 3072.0001373291016 + + ### Check current memory usage of whole process (include ob and installed packages, ...) + >>> psutil.Process().memory_info().rss / (1024 * 1024) + 3234.19140625 + + ### Check structure of 'ob' (Useful for class object) + >>> objgraph.show_refs([ob], filename='sample-graph.png') + + ### Check memory for pandas.DataFrame + >>> from sklearn.datasets import load_boston + >>> data = load_boston() + >>> data = pd.DataFrame(data['data']) + >>> print(data.info(verbose=False, memory_usage='deep')) + + RangeIndex: 506 entries, 0 to 505 + Columns: 13 entries, 0 to 12 + dtypes: float64(13) + memory usage: 51.5 KB + + ### Check memory for pandas.Series + >>> data[0].memory_usage(deep=True) # deep=True to include all the memory used by underlying parts that construct the pd.Series + 4176 +``` + +### slots用法 + +```python +#不使用__slots__时，可以很容易地添加一个额外的job属性 +class Author: + def __init__(self, name, age): + self.name = name + self.age = age + + + me = Author('Yang Zhou', 30) + me.job = 'Software Engineer' + print(me.job) + # Software Engineer + +# 在大多数情况下，我们不需要在运行时更改实例的变量或方法，并且__dict__不会（也不应该）在类定义后更改。所以Python为此提供了一个属性:__slots__ +class Author: + __slots__ = ('name', 'age') + + def __init__(self, name, age): + self.name = name + self.age = age + + + me = Author('Yang Zhou', 30) + me.job = 'Software Engineer' + print(me.job) + # AttributeError: 'Author' object has no attribute 'job' +``` + + + \ No newline at end of file From 7e5ae0e30952e49f4ea4f9deaab29565b6500958 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 25 Jan 2024 15:49:44 +0800 Subject: [PATCH 66/90] update slots --- 01_basic/README.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index ef0ca9a..a54367a 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1479,7 +1479,6 @@ class Author: self.name = name self.age = age - me = Author('Yang Zhou', 30) me.job = 'Software Engineer' print(me.job) @@ -1492,8 +1491,7 @@ class Author: def __init__(self, name, age): self.name = name self.age = age - - + me = Author('Yang Zhou', 30) me.job = 'Software Engineer' print(me.job) From 8c84e4ae472729f7d4a2731cadac71c9cdff71d1 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 25 Jan 2024 15:59:59 +0800 Subject: [PATCH 67/90] =?UTF-8?q?update=20=E6=9F=A5=E7=9C=8B=E5=86=85?= =?UTF-8?q?=E5=AD=98?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 01_basic/README.md | 64 +++++++++++++++++++++++----------------------- 1 file changed, 32 insertions(+), 32 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index a54367a..d287bce 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1436,38 +1436,38 @@ for i in ['13730973320','13802198853','17619520726']: ```python >>> import numpy as np - >>> import sys - >>> import objgraph - >>> import psutil - >>> import pandas as pd - - >>> ob = np.ones((1024, 1024, 1024, 3), dtype=np.uint8) - - ### Check object 'ob' size - >>> sys.getsizeof(ob) / (1024 * 1024) - 3072.0001373291016 - - ### Check current memory usage of whole process (include ob and installed packages, ...) - >>> psutil.Process().memory_info().rss / (1024 * 1024) - 3234.19140625 - - ### Check structure of 'ob' (Useful for class object) - >>> objgraph.show_refs([ob], filename='sample-graph.png') - - ### Check memory for pandas.DataFrame - >>> from sklearn.datasets import load_boston - >>> data = load_boston() - >>> data = pd.DataFrame(data['data']) - >>> print(data.info(verbose=False, memory_usage='deep')) - - RangeIndex: 506 entries, 0 to 505 - Columns: 13 entries, 0 to 12 - dtypes: float64(13) - memory usage: 51.5 KB - - ### Check memory for pandas.Series - >>> data[0].memory_usage(deep=True) # deep=True to include all the memory used by underlying parts that construct the pd.Series - 4176 +>>> import sys +>>> import objgraph +>>> import psutil +>>> import pandas as pd + +>>> ob = np.ones((1024, 1024, 1024, 3), dtype=np.uint8) + +### Check object 'ob' size +>>> sys.getsizeof(ob) / (1024 * 1024) +3072.0001373291016 + +### Check current memory usage of whole process (include ob and installed packages, ...) +>>> psutil.Process().memory_info().rss / (1024 * 1024) +3234.19140625 + +### Check structure of 'ob' (Useful for class object) +>>> objgraph.show_refs([ob], filename='sample-graph.png') + +### Check memory for pandas.DataFrame +>>> from sklearn.datasets import load_boston +>>> data = load_boston() +>>> data = pd.DataFrame(data['data']) +>>> print(data.info(verbose=False, memory_usage='deep')) + +RangeIndex: 506 entries, 0 to 505 +Columns: 13 entries, 0 to 12 +dtypes: float64(13) +memory usage: 51.5 KB + +### Check memory for pandas.Series +>>> data[0].memory_usage(deep=True) # deep=True to include all the memory used by underlying parts that construct the pd.Series +4176 ``` ### slots用法 From 832ea8ac2f3dd2db185a799e00a1132e49eaa6fe Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 2 Apr 2024 10:27:11 +0800 Subject: [PATCH 68/90] update nginx --- 12_nginx/README.md | 33 +++++++++++++++++++++++++++------ 1 file changed, 27 insertions(+), 6 deletions(-) diff --git a/12_nginx/README.md b/12_nginx/README.md index 96a4c31..5acf588 100644 --- a/12_nginx/README.md +++ b/12_nginx/README.md @@ -1,11 +1,16 @@ ## nginx -[nginx作为http服务器-静态页面的访问](https://www.cnblogs.com/xuyang94/p/12667844.html)
-[docker nginx反向代理](https://www.cnblogs.com/dotnet261010/p/12596185.html)
-[nginx负载均衡参考1](https://www.jianshu.com/p/4c250c1cd6cd)
-[nginx负载均衡参考2](https://www.cnblogs.com/diantong/p/11208508.html)
+[**1. nginx入门使用**](#nginx入门使用) + +[**2. nginx正则使用1（2024.4.2更新）**](#nginx正则使用1) + -### nginx使用 + +--- +
+点击展开 + +### nginx入门使用 **1. 第一步用安装docker nginx** @@ -72,4 +77,20 @@ docker run --name=nginx -d -p 4030:4030 nginx def custom(): return str(3 + 2) ``` -[配置文件2](default2.conf) \ No newline at end of file +[配置文件2](default2.conf) + +
+ +### nginx正则使用1 + + + + + + + - 参考资料 + +[nginx作为http服务器-静态页面的访问](https://www.cnblogs.com/xuyang94/p/12667844.html)
+[docker nginx反向代理](https://www.cnblogs.com/dotnet261010/p/12596185.html)
+[nginx负载均衡参考1](https://www.jianshu.com/p/4c250c1cd6cd)
+[nginx负载均衡参考2](https://www.cnblogs.com/diantong/p/11208508.html)
\ No newline at end of file From d8879da9836a93ca963c0e2279d101addd8d42be Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 2 Apr 2024 10:28:15 +0800 Subject: [PATCH 69/90] update nginx --- 12_nginx/README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/12_nginx/README.md b/12_nginx/README.md index 5acf588..7029c09 100644 --- a/12_nginx/README.md +++ b/12_nginx/README.md @@ -7,11 +7,12 @@ --- -
-点击展开 ### nginx入门使用 +
+点击展开 + **1. 第一步用安装docker nginx** ```shell From 112cec1607e82995570ed975e76fd4c2d2c2ae78 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 2 Apr 2024 10:52:14 +0800 Subject: [PATCH 70/90] update nginx --- 12_nginx/README.md | 11 +++++++++++ 12_nginx/default3.conf | 15 +++++++++++++++ 2 files changed, 26 insertions(+) create mode 100644 12_nginx/default3.conf diff --git a/12_nginx/README.md b/12_nginx/README.md index 7029c09..3af9489 100644 --- a/12_nginx/README.md +++ b/12_nginx/README.md @@ -84,7 +84,18 @@ def custom(): ### nginx正则使用1 +```shell +cd /etc/nginx/conf.d +#修改后重启 +systemctl restart nginx +nginx -s reload +``` +[配置文件3](default3.conf) +说明：本次使用正则的目的是当我访问
+http://10.28.xx.xx:8000/aimanager_gpu/recsys/时，
+正则匹配后转到http://localhost:10086，后面不加/aimanager_gpu/recsys路由
+（如果不走正则那么转到http://localhost:10086后会自动拼接/aimanager_gpu/recsys）
diff --git a/12_nginx/default3.conf b/12_nginx/default3.conf new file mode 100644 index 0000000..2253947 --- /dev/null +++ b/12_nginx/default3.conf @@ -0,0 +1,15 @@ +upstream recsys { + server localhost:10086; + } + +server { + server_name localhost; + listen 8000; + location ~* /aimanager_gpu/recsys/ { + if ($request_uri ~ /aimanager_gpu/recsys/(.+)) + { + set $rightUrl $1; + } + proxy_pass http://recsys/$rightUrl; + } +} \ No newline at end of file From 8b8869b97fe4e81e12055c60b8203f74e6fb4237 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 2 Apr 2024 10:53:34 +0800 Subject: [PATCH 71/90] update nginx --- 12_nginx/README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/12_nginx/README.md b/12_nginx/README.md index 3af9489..6acbd3d 100644 --- a/12_nginx/README.md +++ b/12_nginx/README.md @@ -92,10 +92,10 @@ nginx -s reload ``` [配置文件3](default3.conf) -说明：本次使用正则的目的是当我访问
-http://10.28.xx.xx:8000/aimanager_gpu/recsys/时，
-正则匹配后转到http://localhost:10086，后面不加/aimanager_gpu/recsys路由
-（如果不走正则那么转到http://localhost:10086后会自动拼接/aimanager_gpu/recsys）
+说明：本次使用正则的目的是当我访问 +http://10.28.xx.xx:8000/aimanager_gpu/recsys/时， +正则匹配后转到http://localhost:10086，后面不加/aimanager_gpu/recsys路由 +（如果不走正则那么转到http://localhost:10086后会自动拼接/aimanager_gpu/recsys） From a4efe338bb85b6afa006c1af0a240fbd2bd85f04 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Tue, 2 Apr 2024 10:57:54 +0800 Subject: [PATCH 72/90] update nginx --- 12_nginx/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/12_nginx/README.md b/12_nginx/README.md index 6acbd3d..15f65bc 100644 --- a/12_nginx/README.md +++ b/12_nginx/README.md @@ -95,7 +95,7 @@ nginx -s reload 说明：本次使用正则的目的是当我访问 http://10.28.xx.xx:8000/aimanager_gpu/recsys/时， 正则匹配后转到http://localhost:10086，后面不加/aimanager_gpu/recsys路由 -（如果不走正则那么转到http://localhost:10086后会自动拼接/aimanager_gpu/recsys） +（如果不走正则那么proxy_pass转到http://localhost:10086后会自动拼接/aimanager_gpu/recsys） From 0097aba16ecfda12517b5076bfe6e72e69c71026 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Thu, 18 Apr 2024 11:11:43 +0800 Subject: [PATCH 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new file mode 100644 index 0000000..39dcc95 --- /dev/null +++ b/10_docker/newapi_docker_demo/README.md @@ -0,0 +1,94 @@ +## Dockerfile + +```Dockerfile +FROM node:16 as builder + +WORKDIR /build +COPY web/package.json . +RUN npm install +COPY ./web . +COPY ./VERSION . +RUN DISABLE_ESLINT_PLUGIN='true' VITE_REACT_APP_VERSION=$(cat VERSION) npm run build + +FROM golang AS builder2 + +ENV GO111MODULE=on \ + CGO_ENABLED=1 \ + GOOS=linux + +WORKDIR /build +ADD go.mod go.sum ./ +RUN go mod download +COPY . . +COPY --from=builder /build/dist ./web/dist +RUN go build -ldflags "-s -w -X 'one-api/common.Version=$(cat VERSION)' -extldflags '-static'" -o one-api + +FROM alpine + +RUN apk update \ + && apk upgrade \ + && apk add --no-cache ca-certificates tzdata \ + && update-ca-certificates 2>/dev/null || true + +COPY --from=builder2 /build/one-api / +EXPOSE 3000 +WORKDIR /data +ENTRYPOINT ["/one-api"] +``` + + +## Dockerfile 解析 + +这个 Dockerfile 通过多个阶段构建一个含前端和后端组件的应用。每个阶段使用不同的基础镜像和步骤来完成特定的任务。 + +### 第一阶段：前端构建（Node.js） + +- **基础镜像**: + - `FROM node:16 as builder`：使用 Node.js 16 版本的官方镜像作为基础镜像，并标记此构建阶段为 `builder`。 +- **设置工作目录**: + - `WORKDIR /build`：将工作目录设置为 `/build`。 +- **复制文件**: + - `COPY web/package.json .`：将前端代码目录下的 `package.json` 文件复制到工作目录中。 +- **安装依赖**: + - `RUN npm install`：根据 `package.json` 安装所需依赖。 +- **复制前端代码和版本文件**: + - `COPY ./web .`：将web文件夹下所有文件复制到工作目录。 + - `COPY ./VERSION .`：将项目版本文件复制到工作目录。 +- **构建前端项目**: + - `RUN DISABLE_ESLINT_PLUGIN='true' VITE_REACT_APP_VERSION=$(cat VERSION) npm run build`：设置环境变量并执行前端构建脚本，生成生产环境用的前端文件。 + +### 第二阶段：后端构建（Go） + +- **基础镜像**: + - `FROM golang AS builder2`：使用 Go 的官方镜像作为基础，并标记此阶段为 `builder2`。 +- **环境变量**: + - 设置多个环境变量，以支持 Go 的模块系统和确保生成的是适用于 Linux 的静态链接二进制文件。 +- **设置工作目录**: + - `WORKDIR /build`：设置工作目录。 +- **添加 Go 模块文件**: + - `ADD go.mod go.sum ./`：添加 Go 模块定义文件。 +- **下载依赖**: + - `RUN go mod download`：下载 Go 依赖。 +- **复制代码和前端构建产物**: + - `COPY . .`：复制所有后端代码到工作目录。 + - `COPY --from=builder /build/dist ./web/dist`：从第一阶段中复制构建好的前端文件到后端服务目录中。 +- **编译应用**: + - `RUN go build -ldflags "-s -w -X 'one-api/common.Version=$(cat VERSION)' -extldflags '-static'" -o one-api`：使用 Go 编译命令构建应用，设置链接器选项以嵌入版本信息并优化二进制大小。 + +### 第三阶段：运行环境 + +- **基础镜像**: + - `FROM alpine`：使用轻量级的 Alpine Linux 镜像作为基础。 +- **安装证书和时区数据**: + - 运行一系列命令以安装必要的证书和时区数据，确保应用可以处理 HTTPS 连接和正确的时间。 +- **复制编译好的应用**: + - `COPY --from=builder2 /build/one-api /`：从第二阶段复制编译好的应用到根目录。 +- **端口和工作目录**: + - `EXPOSE 3000`：声明容器在运行时会监听 3000 端口。 + - `WORKDIR /data`：设置工作目录，应用可能会使用此目录来存储数据。 +- **设置入口点**: + - `ENTRYPOINT ["/one-api"]`：设置容器启动时执行的命令。 + +### 总结 + +此 Dockerfile 首先构建前端资源，然后构建后端服务，并将前端资源集成到后端服务中，最后在一个轻量级容器中运行编译好的二进制文件，实现前后端的自动化构建和部署。 From 11a6d6580efc8125174ff8b1f3a4b35a94804e60 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 24 May 2024 09:45:52 +0800 Subject: [PATCH 74/90] update vscode --- .DS_Store | Bin 0 -> 6148 bytes 08_vscode/.DS_Store | Bin 0 -> 6148 bytes 08_vscode/README.md | 76 ++++++++++++++++++ {08_pycharm => 99_pycharm_archive}/.DS_Store | Bin {08_pycharm => 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"99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\201.txt" (100%) rename "08_pycharm/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\2011.txt" => "99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\2011.txt" (100%) rename "08_pycharm/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\2012.txt" => "99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\2012.txt" (100%) rename "08_pycharm/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\2013.txt" => "99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/\346\277\200\346\264\273\347\240\2013.txt" (100%) rename "08_pycharm/\346\277\200\346\264\273\347\240\201/\351\235\236\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/Pycharm\346\226\271\345\274\217\344\270\200\346\277\200\346\264\273\347\240\201\346\261\207\346\200\273.docx" => "99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\351\235\236\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/Pycharm\346\226\271\345\274\217\344\270\200\346\277\200\346\264\273\347\240\201\346\261\207\346\200\273.docx" (100%) diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..cd8207aa8514e6a2e27fe576e39f3bff0524d46f GIT binary patch literal 6148 zcmeHKUrWO<5Wmc+Eg}q2*ki!gfph*HzLYt?fE9gEsjV$qtj$;0eC%U(t&)6`}Pl>Sbv$Xg1$PWudybwCpT9E6%lluSWhL91M$2 z*uSLKnNnHwSr4Q0G#Lf8^<$L}!Zc6%Iv|Y`bh)}n^H_~KYM94`j`fYfaUD0P)yLyj zYo{Swd(BBhj@t+AhTPxTolIP3V{_~1GS5Z<*_w-vDm!5;VGt%sJXISC=wgEt|f2bDH4#Rg(hn$)7PlGo5T@(Fw$ zXLh$@u?J5gb_RC8nVp&4%m>*Y#u#_TL5r~(V@yCpww>0VnY_P8-Mck`=c<;n$35mtqV~V)y?X)J4hyO=4Ip5@kWofYxh$x`rTLMuU zv<(&-!2`l|Dxgl~=83^|I*dybXB#Xu>U74{$}o>vdG>hWYIPWwDx7g!BlW}pF)+_S zNt-o1|BvC9S@_7GPa%sKAO`*!1H9aEI}Q|O&em_`;aMx8^`N0(T!9J*=yR6 +```shell +# 第一步 创建容器 +nvidia-docker run -d --name myllm -p 8891:22 -v $PWD/llm:/workspace/llm -w /workspace/llm -it 10.xx.xx.xxx/zhoubin/llm:py311-cuda12.1.0-cudnn8-devel-ubuntu22.04 /bin/bash +注释： +[-p 8891:22]：把docker的端口号22映射到服务器的端口号8891。 +[-d]：容器后台运行，避免退出容器后容器自动关闭。 +[-v]：挂载和同步目录，服务器和docker内有一个文件夹保持同步。 +[-it]：确保docker后台交互运行。 +[10.xx.xx.xxx/zhoubin/llm:py311-cuda12.1.0-cudnn8-devel-ubuntu22.04]：镜像名。 +[/bin/bash]：docker内要运行的指令。 +``` +```shell +#第二步 在容器内安装ssh服务 +docker exec -it [容器ID] /bin/bash +# 更新apt-get +命令：apt-get update +# 安装vim +命令：apt-get install vim +# 安装openssh-server +命令：apt-get install openssh-server +# 设置root密码(docker里面的用户名和密码，我这边账号密码都是root/root) +命令：passwd +``` +```shell +# 第三步 配置/etc/ssh/sshd_config文件 +# 在文件/etc/ssh/sshd_config中添加下面的代码： +PubkeyAuthentication yes +PermitRootLogin yes + +# 第四步 重启ssh服务 +/etc/init.d/ssh restart +或 service ssh restart + +# 第五步 退出docker后，验证端口映射 +docker ps -a +docker port [容器ID] 22 +若结果输出“0.0.0.0：8891”，则说明端口映射正确。 +``` +```shell +# 第6步 本地电脑连接docker（见Termius dgx6_docker_llm） +ssh root@11.xx.xx.xxx -p 8891 ，密码是root +``` +```shell +# 使用VSCode连接远程主机上的docker container +# 打开VScode编辑器，按下快捷键“Ctrl+Shift+X”，查找安装“Remote Development”。安装完成后需要点击“reload”，然后按下快捷键“Ctrl+Shift+P”，输入“remote-ssh”，选择“open SSH Configuration file”，在文件xx/username/.ssh/config中添加如下内容： +Host llm_docker #Host随便起名字 + HostName 11.xxx.xx.x + User root + Port 8891 + +#保存后，按下快捷键"Ctrl+Shift+P"，输入"remote-ssh"，选择"Connect to Host..."，然后点击"llm_docker"，接着选择“Linux”，最后按提示输入第三步中设置的root连接密码，在左下角显示"SSH:llm_docker"，说明已经成功连接docker。 +``` + +```shell +#内网环境远程如果出现连接不上，大概率是vscode-server无法下载导致，可以手动搞定 +https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d80eda/server-linux-x64/stable + +具体参考附录中的[VSCode连不上远程服务器] +``` + + + + + + +---- + +[vscode历史版本下载地址](https://code.visualstudio.com/updates/v1_86)
+[在VScode中添加Linux中的Docker容器中的Python解释器](https://blog.csdn.net/weixin_43268590/article/details/129244984)
+[VSCode连不上远程服务器](https://blog.csdn.net/qq_42610612/article/details/132782965)
+ diff --git a/08_pycharm/.DS_Store b/99_pycharm_archive/.DS_Store similarity index 100% rename from 08_pycharm/.DS_Store rename to 99_pycharm_archive/.DS_Store diff --git a/08_pycharm/README.md b/99_pycharm_archive/README.md similarity index 100% rename from 08_pycharm/README.md rename to 99_pycharm_archive/README.md diff --git a/08_pycharm/pic/pycharm_activ.png b/99_pycharm_archive/pic/pycharm_activ.png similarity index 100% rename from 08_pycharm/pic/pycharm_activ.png rename to 99_pycharm_archive/pic/pycharm_activ.png diff --git a/08_pycharm/pic/pycharm_git1.png b/99_pycharm_archive/pic/pycharm_git1.png similarity index 100% rename from 08_pycharm/pic/pycharm_git1.png rename to 99_pycharm_archive/pic/pycharm_git1.png diff --git a/08_pycharm/pic/pycharm_git2.png b/99_pycharm_archive/pic/pycharm_git2.png similarity index 100% rename from 08_pycharm/pic/pycharm_git2.png rename to 99_pycharm_archive/pic/pycharm_git2.png diff --git a/08_pycharm/pic/pycharm_remote1.png 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"a/08_pycharm/\346\277\200\346\264\273\347\240\201/\351\235\236\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/Pycharm\346\226\271\345\274\217\344\270\200\346\277\200\346\264\273\347\240\201\346\261\207\346\200\273.docx" "b/99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\351\235\236\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/Pycharm\346\226\271\345\274\217\344\270\200\346\277\200\346\264\273\347\240\201\346\261\207\346\200\273.docx" similarity index 100% rename from "08_pycharm/\346\277\200\346\264\273\347\240\201/\351\235\236\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/Pycharm\346\226\271\345\274\217\344\270\200\346\277\200\346\264\273\347\240\201\346\261\207\346\200\273.docx" rename to "99_pycharm_archive/\346\277\200\346\264\273\347\240\201/\351\235\236\346\260\270\344\271\205\346\277\200\346\264\273\347\240\201/Pycharm\346\226\271\345\274\217\344\270\200\346\277\200\346\264\273\347\240\201\346\261\207\346\200\273.docx" From 3f3d074e63d09a6c280c42d08cc11b40e2422e9e Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 24 May 2024 09:47:42 +0800 Subject: [PATCH 75/90] delete ds --- .DS_Store | Bin 6148 -> 0 bytes .gitignore | 2 +- 08_vscode/.DS_Store | Bin 6148 -> 0 bytes 3 files changed, 1 insertion(+), 1 deletion(-) delete mode 100644 .DS_Store delete mode 100644 08_vscode/.DS_Store diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index cd8207aa8514e6a2e27fe576e39f3bff0524d46f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKUrWO<5Wmc+Eg}q2*ki!gfph*HzLYt?fE9gEsjV$qtj$;0eC%U(t&)6`}Pl>Sbv$Xg1$PWudybwCpT9E6%lluSWhL91M$2 z*uSLKnNnHwSr4Q0G#Lf8^<$L}!Zc6%Iv|Y`bh)}n^H_~KYM94`j`fYfaUD0P)yLyj zYo{Swd(BBhj@t+AhTPxTolIP3V{_~1GS5Z<*_w-vDm!5;VGt%sJXISC=wgEt|f2bDH4#Rg(hn$)7PlGo5T@(Fw$ zXLh$@u?J5gb_RC8nVp&4%m>*Y#u#_TL5r~(V@yCpww>0VnY_P8-Mck`=c<;n$35mtqV~V)y?X)J4hyO=4Ip5@kWofYxh$x`rTLMuU zv<(&-!2`l|Dxgl~=83^|I*dybXB#Xu>U74{$}o>vdG>hWYIPWwDx7g!BlW}pF)+_S zNt-o1|BvC9S@_7GPa%sKAO`*!1H9aEI}Q|O&em_`;aMx8^`N0(T!9J*=yR6 Date: Fri, 24 May 2024 10:29:56 +0800 Subject: [PATCH 76/90] update vscode vsix --- 08_vscode/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/08_vscode/README.md b/08_vscode/README.md index 1ede547..8006363 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -71,6 +71,7 @@ https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d8 ---- [vscode历史版本下载地址](https://code.visualstudio.com/updates/v1_86)
+[vscode扩展应用市场vsix文件手动下载安装](https://marketplace.visualstudio.com/search?target=VSCode&category=All%20categories&sortBy=Installs)
[在VScode中添加Linux中的Docker容器中的Python解释器](https://blog.csdn.net/weixin_43268590/article/details/129244984)
[VSCode连不上远程服务器](https://blog.csdn.net/qq_42610612/article/details/132782965)
- +[无网机的vscode中怎么使用jupyter notebook](https://www.bilibili.com/read/cv34411972/?jump_opus=1)
From 3e0c6cbe0d524a11df90fc0e3f260ee3e8578a37 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 24 May 2024 11:05:54 +0800 Subject: [PATCH 77/90] update vscode --- 08_vscode/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/08_vscode/README.md b/08_vscode/README.md index 8006363..c7d9474 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -72,6 +72,7 @@ https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d8 [vscode历史版本下载地址](https://code.visualstudio.com/updates/v1_86)
[vscode扩展应用市场vsix文件手动下载安装](https://marketplace.visualstudio.com/search?target=VSCode&category=All%20categories&sortBy=Installs)
+[vscode扩展应用市场vsix文件手动下载历史版本插件包](https://blog.csdn.net/qq_15054345/article/details/133884626)
[在VScode中添加Linux中的Docker容器中的Python解释器](https://blog.csdn.net/weixin_43268590/article/details/129244984)
[VSCode连不上远程服务器](https://blog.csdn.net/qq_42610612/article/details/132782965)
[无网机的vscode中怎么使用jupyter notebook](https://www.bilibili.com/read/cv34411972/?jump_opus=1)
From 33412ea2ef636dc85276f9982739df33c19357c4 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Fri, 24 May 2024 12:57:27 +0800 Subject: [PATCH 78/90] update vscode --- 08_vscode/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/08_vscode/README.md b/08_vscode/README.md index c7d9474..5787f3e 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -32,7 +32,7 @@ docker exec -it [容器ID] /bin/bash PubkeyAuthentication yes PermitRootLogin yes -# 第四步 重启ssh服务 +# 第四步 重启ssh服务(好像每次停止容器后重启都需要运行下) /etc/init.d/ssh restart 或 service ssh restart From 6377901fc49baf09b4308609a089967857a9d2c7 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 May 2024 17:20:31 +0800 Subject: [PATCH 79/90] update vscode debugging --- 08_vscode/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/08_vscode/README.md b/08_vscode/README.md index 5787f3e..63f8f97 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -64,8 +64,9 @@ https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d8 ``` +## 2.Debugging - +在Visual Studio Code(VSCode)中，[Debug Console](https://code.visualstudio.com/Docs/editor/debugging)是一个用于查看程序调试信息的窗口。它通常用于查看程序在调试过程中输出的日志信息、变量的值等。Debug Console提供了一个方便的方式来查看和分析程序的执行过程，帮助开发人员定位和解决代码中的问题。 ---- From acf3b72c26cd962a58540e5f5a9efce0da341824 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 May 2024 17:21:40 +0800 Subject: [PATCH 80/90] update vscode debugging --- 08_vscode/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/08_vscode/README.md b/08_vscode/README.md index 63f8f97..5856921 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -1,6 +1,6 @@ # vscode使用（版本1.86.2） -## 1.在VScode中添加远程Linux服务器中Docker容器中的Python解释器 +## 1. 在VScode中添加远程Linux服务器中Docker容器中的Python解释器 **以dgx.6机器为例**
```shell @@ -64,7 +64,7 @@ https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d8 ``` -## 2.Debugging +## 2. Debugging 在Visual Studio Code(VSCode)中，[Debug Console](https://code.visualstudio.com/Docs/editor/debugging)是一个用于查看程序调试信息的窗口。它通常用于查看程序在调试过程中输出的日志信息、变量的值等。Debug Console提供了一个方便的方式来查看和分析程序的执行过程，帮助开发人员定位和解决代码中的问题。 From 45d93dfa0cd477b888e725b6d653e01504e03603 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 27 May 2024 17:37:13 +0800 Subject: [PATCH 81/90] update vscode debugging --- 08_vscode/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/08_vscode/README.md b/08_vscode/README.md index 5856921..16cecbd 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -64,7 +64,7 @@ https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d8 ``` -## 2. Debugging +## 2. Debugging（自带，不需要额外安装插件） 在Visual Studio Code(VSCode)中，[Debug Console](https://code.visualstudio.com/Docs/editor/debugging)是一个用于查看程序调试信息的窗口。它通常用于查看程序在调试过程中输出的日志信息、变量的值等。Debug Console提供了一个方便的方式来查看和分析程序的执行过程，帮助开发人员定位和解决代码中的问题。 From beab51d6c61440cbcaa332abb7cf5407ca77be00 Mon Sep 17 00:00:00 2001 From: binzhouchn Date: Mon, 12 Aug 2024 15:57:28 +0800 Subject: [PATCH 82/90] update mysql --- 01_basic/arg_test.py | 1 + 03_pandas/README.md | 30 ++++++++++++++++++++++++++++++ 2 files changed, 31 insertions(+) diff --git a/01_basic/arg_test.py b/01_basic/arg_test.py index 0e65c6b..85f8a82 100644 --- a/01_basic/arg_test.py +++ b/01_basic/arg_test.py @@ -28,3 +28,4 @@ print(opt.dev_path) print('done.') + diff --git a/03_pandas/README.md b/03_pandas/README.md index 28ec9e1..f1c7f58 100644 --- a/03_pandas/README.md +++ b/03_pandas/README.md @@ -52,6 +52,8 @@ [**24. 2个pandas EDA插件**](#eda插件) +[**25. python批量插入mysql数据库**](#python批量插入mysql数据库) + --- ### 数据平行处理 @@ -398,4 +400,32 @@ pandas_profiling.ProfileReport(df) import sweetviz as sv report = sv.analyze(df) report.show_html() +``` + +### python批量插入mysql数据库 + +```python +df.to_numpy()[:5].tolist() +''' +[['25_B', 25, 'B', 0.6, '2024-08-12'], + ['23_C', 23, 'C', 2.2, '2024-08-12'], + ['24_D', 24, 'D', 3.8, '2024-08-12'], + ['29_E', 29, 'E', 1.5, '2024-08-12'], + ['22_F', 22, 'F', 4.1, '2024-08-12']] +''' + +import pymysql +MYSQL_W_CONFIG = {'host':'10.xx.xxx.xx', + 'port':3306, + 'user':'user', + 'password':'passwd', + 'database':'mydatabase', + 'charset':'utf8'} +conn = pymysql.connect(autocommit=True, **MYSQL_W_CONFIG) +cursor = conn.cursor() +sql = "insert into xx_table(id,cust_id,agcode,score,s_time) values(%s,%s,%s,%s,%s)" +cursor.executemany(sql, df_final.to_numpy().tolist()) +conn.commit() +conn.close() +#1w条数据批量插入大概0.45s左右 ``` \ No newline at end of file From 63ae7ad524f15b174f2e611160b5ca0b10498a7c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=91=A8=E5=BD=AC?= Date: Tue, 15 Apr 2025 15:41:03 +0800 Subject: [PATCH 83/90] update readme --- README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index ba458d9..561cd7a 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ [![Analytics](https://ga-beacon.appspot.com/GA-80121379-2/notes-python)](https://github.com/binzhouchn/feature_engineering) # python笔记 -> 版本：0.4
+> 版本：0.5
> 作者：binzhou
> 邮件：binzhouchn@gmail.com
@@ -14,9 +14,9 @@ ## 简介 -默认安装了 `Python 3.9`，以及相关的第三方包 `gensim`, `tqdm`, `flask` +默认安装了 `Python 3.10`，以及相关的第三方包 `gensim`, `tqdm`, `flask` -anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.8 +anaconda 虚拟环境创建python版本降级命令：conda create -n tableqa python=3.9 > life is short.use python. @@ -65,18 +65,18 @@ trusted-host = mirrors.aliyun.com ```
-## 使用conda升级到python3.8 +## 使用conda升级到python3.12 方法一
https://qa.1r1g.com/sf/ask/4099772281/)
```shell conda update -n base -c defaults conda -conda install -c anaconda python=3.8 +conda install -c anaconda python=3.12 #然后再重新安装下依赖包 ``` 方法二(或使用虚拟环境)
``` -$ conda create -p /your_path/env_name python=3.8 +$ conda create -p /your_path/env_name python=3.12 # 激活环境 $ source activate /your_path/env_name # 关闭环境 From 3d50672908b28f0000a6f0b3b37da3f033948477 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=91=A8=E5=BD=AC?= Date: Tue, 15 Apr 2025 15:46:04 +0800 Subject: [PATCH 84/90] update database --- 07_database/README.md | 2 ++ {16_databases => 07_database}/redis_pic.png | Bin 16_databases/README.md | 7 ------- 3 files changed, 2 insertions(+), 7 deletions(-) rename {16_databases => 07_database}/redis_pic.png (100%) delete mode 100644 16_databases/README.md diff --git a/07_database/README.md b/07_database/README.md index 11f962f..31a1c67 100644 --- a/07_database/README.md +++ b/07_database/README.md @@ -32,6 +32,8 @@ db.commit() ``` ## 2. Redis(docker version) + +![redis](redis_pic.png) ``` # 启动redis命令 docker run --name docker-redis-test -p 6379:6379 -d redis:latest --requirepass "123456" diff --git a/16_databases/redis_pic.png b/07_database/redis_pic.png similarity index 100% rename from 16_databases/redis_pic.png rename to 07_database/redis_pic.png diff --git a/16_databases/README.md b/16_databases/README.md deleted file mode 100644 index b00cd2d..0000000 --- a/16_databases/README.md +++ /dev/null @@ -1,7 +0,0 @@ -# 各种存储数据库笔记 - -## redis - -![redis](redis_pic.png) - -## \ No newline at end of file From 0c9520fb840e0356c45dc609b133aeb7b80a78b5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=91=A8=E5=BD=AC?= Date: Tue, 15 Apr 2025 15:47:24 +0800 Subject: [PATCH 85/90] update database --- 07_database/README.md | 2 +- 07_database/{ => imgs}/redis_pic.png | Bin 2 files changed, 1 insertion(+), 1 deletion(-) rename 07_database/{ => imgs}/redis_pic.png (100%) diff --git a/07_database/README.md b/07_database/README.md index 31a1c67..124cdb9 100644 --- a/07_database/README.md +++ b/07_database/README.md @@ -33,7 +33,7 @@ db.commit() ## 2. Redis(docker version) -![redis](redis_pic.png) +![redis](imgs/redis_pic.png) ``` # 启动redis命令 docker run --name docker-redis-test -p 6379:6379 -d redis:latest --requirepass "123456" diff --git a/07_database/redis_pic.png b/07_database/imgs/redis_pic.png similarity index 100% rename from 07_database/redis_pic.png rename to 07_database/imgs/redis_pic.png From 12df1fec9d74e2ab3bff405e1c5c28f386c65484 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=91=A8=E5=BD=AC?= Date: Tue, 15 Apr 2025 16:12:04 +0800 Subject: [PATCH 86/90] add debugpy --- 01_basic/README.md | 73 +++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 65 insertions(+), 8 deletions(-) diff --git a/01_basic/README.md b/01_basic/README.md index d287bce..97b2a1a 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -86,19 +86,21 @@ [**43. joblib Parallel并行**](#joblib_parallel) -[**44. 调试神器 - 丢弃print**](#调试神器) +[**44. 调试神器pysnooper - 丢弃print**](#调试神器pysnooper) -[**45. 分组计算均值并填充**](#分组计算均值并填充) +[**45. 调试神器debugpy**](#调试神器debugpy) -[**46. python日期处理**](#python日期处理) +[**46. 分组计算均值并填充**](#分组计算均值并填充) -[**47. dataclass**](#dataclass) +[**47. python日期处理**](#python日期处理) -[**48. md5 sha256**](#md5_sha256) +[**48. dataclass**](#dataclass) -[**49. 查看内存**](#查看内存) +[**49. md5 sha256**](#md5_sha256) -[**50. __slots__用法**](#slots用法) +[**50. 查看内存**](#查看内存) + +[**51. __slots__用法**](#slots用法) ---
@@ -1325,7 +1327,7 @@ for i in range(10,7000): res = Parallel(n_jobs = -1, verbose = 1)(delayed(ff)(i) for i in range(10,7000)) ``` -### 调试神器 +### 调试神器pysnooper ```python #pip install pysnooper @@ -1343,6 +1345,61 @@ if os.environ['pysnooper'] == '0': return wrapper ``` +### 调试神器debugpy + +安装：pip install debugpy -U
+在python代码里面（最前面加上这句话）
+```python +import debugpy +try: + # 5678 is the default attach port in the VS Code debug configurations. Unless a host and port are specified, host defaults to 127.0.0.1 + debugpy.listen(("localhost", 9501)) + print("Waiting for debugger attach") + debugpy.wait_for_client() +except Exception as e: + pass + +``` + +在vscode软件中项目下新建一个.vscode目录，然后创建launch.json，看9501端口那个配置
+```python +{ + // 使用 IntelliSense 了解相关属性。 + // 悬停以查看现有属性的描述。 + // 欲了解更多信息，请访问: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "torchr_ex2", + "type": "python", + "request": "launch", + "program": "/Users/zb/anaconda3/envs/rag/bin/torchrun", + "console": "integratedTerminal", + "justMyCode": true, + "args": [ + "--nnodes", + "1", + "--nproc-per-node", + "2", + "${file}", + "--model_name_or_path", + "my_model_bz" + ] + }, + { + "name": "sh_file_debug", + "type": "debugpy", + "request": "attach", + "connect": { + "host": "localhost", + "port": 9501 + } + }, + ] +} +``` + + ### 分组计算均值并填充 ```python From 52b87285c4147cc2bd43d69d0243a2d6357f4183 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=91=A8=E5=BD=AC?= Date: Tue, 15 Apr 2025 16:13:50 +0800 Subject: [PATCH 87/90] add debugpy --- 01_basic/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/01_basic/README.md b/01_basic/README.md index 97b2a1a..54419b6 100644 --- a/01_basic/README.md +++ b/01_basic/README.md @@ -1399,6 +1399,7 @@ except Exception as e: } ``` +上面的端口号都写一样比如9501，别搞错了！ ### 分组计算均值并填充 From 08ef71cc15f7a01bf9dcef334d1a17ab5c7281a8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Fri, 15 Aug 2025 10:47:15 +0800 Subject: [PATCH 88/90] Update README.md update https://open-vsx.org/ --- 08_vscode/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/08_vscode/README.md b/08_vscode/README.md index 16cecbd..1118417 100644 --- a/08_vscode/README.md +++ b/08_vscode/README.md @@ -73,6 +73,7 @@ https://update.code.visualstudio.com/commit:903b1e9d8990623e3d7da1df3d33db3e42d8 [vscode历史版本下载地址](https://code.visualstudio.com/updates/v1_86)
[vscode扩展应用市场vsix文件手动下载安装](https://marketplace.visualstudio.com/search?target=VSCode&category=All%20categories&sortBy=Installs)
+[vscode插件历史版本下载https://open-vsx.org](https://open-vsx.org/)
[vscode扩展应用市场vsix文件手动下载历史版本插件包](https://blog.csdn.net/qq_15054345/article/details/133884626)
[在VScode中添加Linux中的Docker容器中的Python解释器](https://blog.csdn.net/weixin_43268590/article/details/129244984)
[VSCode连不上远程服务器](https://blog.csdn.net/qq_42610612/article/details/132782965)
From aa7e31570e2ef6f59944a4c46265aab4d5de7eae Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Thu, 13 Nov 2025 21:24:51 +0800 Subject: [PATCH 89/90] Update README.md --- 07_database/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/07_database/README.md b/07_database/README.md index 124cdb9..67670a6 100644 --- a/07_database/README.md +++ b/07_database/README.md @@ -5,7 +5,7 @@ # 先下载镜像 docker pull mysql:5.5 # 运行容器 可以先把-v去掉 -docker run -p 3306:3306 --name mymysql -v $PWD/conf:/etc/mysql/conf.d -v $PWD/logs:/logs -v $PWD/data:/var/lib/mysql -e MYSQL_ROOT_PASSWORD=123456 -d mysql:5.5 +docker run -p 3306:3306 --name mymysql -v $PWD/conf:/etc/mysql/conf.d -v $PWD/logs:/logs -v $PWD/mysql_data:/var/lib/mysql -e MYSQL_ROOT_PASSWORD=123456 -d mysql:5.5 -p 3306:3306：将容器的 3306 端口映射到主机的 3306 端口。 -v -v $PWD/conf:/etc/mysql/conf.d：将主机当前目录下的 conf/my.cnf 挂载到容器的 /etc/mysql/my.cnf。 @@ -36,7 +36,7 @@ db.commit() ![redis](imgs/redis_pic.png) ``` # 启动redis命令 -docker run --name docker-redis-test -p 6379:6379 -d redis:latest --requirepass "123456" +docker run --name docker-redis-test -p 6379:6379 -v redis_data:/data -d redis:latest --requirepass "123456" # redis客户端连接命令 docker exec -it redis-cli # 进去以后的操作 From 16b66c80af57d29c3ab454a99a0daec14a1258c1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=91=E9=80=81=E5=B0=8F=E4=BF=A1=E5=8F=B7?= Date: Thu, 13 Nov 2025 21:25:44 +0800 Subject: [PATCH 90/90] Update README.md --- 07_database/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/07_database/README.md b/07_database/README.md index 67670a6..92f8bd9 100644 --- a/07_database/README.md +++ b/07_database/README.md @@ -36,7 +36,7 @@ db.commit() ![redis](imgs/redis_pic.png) ``` # 启动redis命令 -docker run --name docker-redis-test -p 6379:6379 -v redis_data:/data -d redis:latest --requirepass "123456" +docker run --name docker-redis-test -p 6379:6379 -v $PWD/redis_data:/data -d redis:latest --requirepass "123456" # redis客户端连接命令 docker exec -it redis-cli # 进去以后的操作