From d839ecb72427af22b9a64e49ddaa7b2a6acf7f20 Mon Sep 17 00:00:00 2001 From: Tianhao-Gu Date: Mon, 17 Jun 2024 09:53:28 -0500 Subject: [PATCH] add user guide for accessing spark jupyter lab --- README.md | 4 + docs/screen_shots/display_func.png | Bin 0 -> 295934 bytes docs/screen_shots/restart_kernel.png | Bin 0 -> 98752 bytes docs/screen_shots/user_folders.png | Bin 0 -> 64379 bytes docs/user_guide.md | 143 +++++++++++++++++++++++++++ 5 files changed, 147 insertions(+) create mode 100644 docs/screen_shots/display_func.png create mode 100644 docs/screen_shots/restart_kernel.png create mode 100644 docs/screen_shots/user_folders.png create mode 100644 docs/user_guide.md diff --git a/README.md b/README.md index fde468f..a3ffa57 100644 --- a/README.md +++ b/README.md @@ -126,4 +126,8 @@ Navigate to [http://localhost:44041/](http://localhost:44041/) in your browser. Enjoy your Spark journey! +For more information, please consult the [User Guide](docs/user_guide.md). + +[ + diff --git a/docs/screen_shots/display_func.png b/docs/screen_shots/display_func.png new file mode 100644 index 0000000000000000000000000000000000000000..31038d678d744fa865b2140a2f7c58208e730546 GIT binary patch literal 295934 zcmbSzbyyrr(=P!MT!Mz+5Q0k}_yQq7upq(R-GeTkAi)ycH4xlg7h52>yDcp4yST&M zyzl$Tx%at$oU_ji)7vvuQ(fI%UG?i)!ju)IaWG$EA|WB+$jV5nAR%EukdRP)(4Qe{ z!m5b6k&v*(ttBLsWhEqNl${+dtnJK^kYvIVG|{wF`$;l&W24_$eMOhSXvLsYL6*VD zej06nN=}P`FBkgtr-?KPu^tu+No95kT{tDau!-fT17C3|acxp8_e}-No#qN3$2P~K zyUQ$|M?sgPp;iy1F@b*Kh?-9dNY0YivB^gMzZ-MSo)wYff8n4(L3y`*a?)K|Sm=Z_ zXmopda`gJ0*l%8c0UqwV+_)(H@a<`aIw$th3}pBfdZVl9l}8VTPVbUo!$h24ee z`ikpaDCvMxGqPsCQ!z3uVX?cXlGfqLJEY_eQicW2$##>5BaIoo zJBW*m8w?S6YC>*B|4l1@^y9ra$`HHN5w2OH?NDv9vg0nsdLtfdG6%WIrVi zy0@PNiQA!nj%E_3)9WwD#|RX_?;;LRB;0aYqnQZ=X47zTX;|0D#*+U!3!W*EonvG0 z&t#3cO}O@A8Vi_ 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zFKfn4(3u8yr~M20{Z}XVzbT~uMzJCj(!Y7M|6YXO$m73v!vBx%gxv$@`OYIpjvO}} zI54=|rg3pfxhCug4lW)+AQ8csUEl=CZDu?Iat4XVM|_lVYR(2zRN#DidiVq63|H70 zTj TW!Qkn>&Ts3iZ`<*@B97_9$r~k literal 0 HcmV?d00001 diff --git a/docs/user_guide.md b/docs/user_guide.md new file mode 100644 index 0000000..97dd2ae --- /dev/null +++ b/docs/user_guide.md @@ -0,0 +1,143 @@ +# User Guide: Accessing Spark Jupyter Notebook + +## Prerequisites + +### SSH Access: + * Ensure you have SSH access to the remote server (`login1.berkeley.kbase.us`). + * If you do not have access, please contact the KBase System Admin team. + +## Step-by-Step Guide + +### 1. Create SSH Tunnel: + +Execute the following command to create an SSH tunnel to the remote server (`login1.berkeley.kbase.us`): + +```bash +ssh -f -N -L localhost:44042:10.58.2.201:4042 @login1.berkeley.kbase.us +``` + +* `-f`: Run SSH command in the background. +* `-N`: Do not execute a remote command. +* `-L localhost:44041:10.58.2.201:4041`: Forward port `44041` on your local machine to port `4041` on the remote machine `10.58.2.201`. +* ``: Your username for SSH access. Contact the KBase System Admin team if you do not have access. +* `@login1.berkeley.kbase.us`: The remote SSH server. + +### 2. Access Jupyter Notebook: + +Open a web browser and navigate to the following URL: + +``` +http://localhost:44041 +``` +This will open the Jupyter Notebook interface running on the remote server. + +### 3. Working in the Shared Jupiter Notebook Environment: + +Since this is a shared environment, it’s important to create your own directory and keep your work organized. + +![user_folders](screen_shots/user_folders.png) + + +We have provided a collection of example notebooks to help you get started. You can find them in the `examples` directory. + +### 4. Using Pre-loaded Functions: + +To make your development easier, several helper functions and extensions are preloaded in the Jupyter environment. + +#### 4.1. Creating a Spark Session: + +Use the `get_spark_session` function to create or get a Spark session. + +This function will automatically set up the Spark session with the correct configurations, including setting the +master URL and other necessary Spark configurations. By using this function, you ensure that your Spark session is +properly configured to interact with the cluster. + +##### Example Usage: +```python +spark = get_spark_session() +``` + +#### 4.2. Displaying DataFrames: +Use the `display_df` function to display pandas or Spark DataFrames interactively. + +The `display_df` function is designed to provide an interactive tabular display of DataFrames within Jupyter Notebooks. +It leverages the [itables](https://github.com/mwouts/itables) extension, which enhances the display of data tables by providing features like sorting, +filtering, and pagination directly in the notebook interface. + +##### Example Usage: +```python +display_df(spark.sql(f"SELECT * FROM {namespace}.annotation")) +``` +![display_df](screen_shots/display_func.png) + +### 5. Accessing Data: + +#### 5.1. Showing Available Namespaces and Listing Tables: +To list all namespaces (databases) and display the tables within each namespace, you can use the following code snippet: + +```python +namespaces = spark.sql("SHOW DATABASES").collect() + +# List tables within each namespace +for namespace in namespaces: + namespace_name = namespace.namespace + print(f"Tables in namespace: {namespace_name}") + spark.sql(f"SHOW TABLES IN {namespace_name}").show(50, truncate=False) +``` + +### 6. Closing the Spark Session: +Please remember to close the Spark session when you are done with your work. This will release the resources and +prevent any memory leaks. + +```python +spark.stop() +``` + +Please be aware that your session will automatically close after `1 hour`. Should you require an extension, simply invoke +`get_spark_session()` to initiate a new session. + +### 7. Common Issues and Troubleshooting: + +#### 7.1. Resource Issues: + +##### Error Message: +```python +24/06/16 00:55:42 WARN TaskSchedulerImpl: Initial job has not accepted any resources; check your cluster UI to ensure that workers are registered and have sufficient resources +``` + +This warning indicates that the Spark job could not acquire the necessary resources to start execution. Please contact +the CDM team for assistance in resolving this issue. + +#### 7.2 SparkMonitor Issues: + +##### Error Message: +```python +Exception in thread Thread-5: +Traceback (most recent call last): + File "/opt/bitnami/python/lib/python3.11/threading.py", line 1045, in _bootstrap_inner + self.run() + File "/opt/bitnami/python/lib/python3.11/site-packages/sparkmonitor/kernelextension.py", line 126, in run + self.onrecv(msg) + File "/opt/bitnami/python/lib/python3.11/site-packages/sparkmonitor/kernelextension.py", line 143, in onrecv + sendToFrontEnd({ + File "/opt/bitnami/python/lib/python3.11/site-packages/sparkmonitor/kernelextension.py", line 223, in sendToFrontEnd + monitor.send(msg) + File "/opt/bitnami/python/lib/python3.11/site-packages/sparkmonitor/kernelextension.py", line 57, in send + self.comm.send(msg) + ^^^^^^^^^ +AttributeError: 'ScalaMonitor' object has no attribute 'comm' +``` + +This error occurs when there is an issue with the SparkMonitor kernel extension, specifically related to the +communication between the kernel and the front end. The error indicates that the comm attribute is missing from the +ScalaMonitor object. + +##### Solution: + +Restart the Jupyter kernel associated with your notebook to reset the SparkMonitor extension. + +* Click on the "Kernel" menu and select "Restart Kernel" to restart the kernel +![restart_kernel](screen_shots/restart_kernel.png) + +If the issue persists after restarting the kernel, please contact the CDM team for further assistance. +