Skip to main content

Pandas UDF Error: AttributeError: 'NoneType' object has no attribute '_jvm' [duplicate]

I have a pyspark dataframe like this:

+-------+-------+
| level | value |
+-------+-------+
|  1    |   4   |
|  1    |   5   |
|  2    |   2   |
|  2    |   6   |
|  2    |   3   |
+-------+-------+

I have to create a value for every group in level column and save this in lable column. This value for every group must be unique, so I use ObjectId Mongo function to create that. Next dataframe is like this:

+-------+--------+-------+
| level |   lable| value |
+-------+--------+-------+
|  1    |   bb76 |   4   |
|  1    |   bb76 |   5   |
|  2    |   cv86 |   2   |
|  2    |   cv86 |   6   |
|  2    |   cv86 |   3   |
+-------+--------+-------+

Then I must create a dataframe as following:

+-------+-------+
| lable | value |
+-------+-------+
|  bb76 |   9   |
|  cv86 |   11  |
+-------+-------+

To do that, first I used spark groupby:

   def create_objectid():
       a = str(ObjectId())
       return a

   def add_lable(df):
       df = df.cache()
       df.count()
       grouped_df = df.groupby('level').agg(sum(df.value).alias('temp'))
       grouped_df = grouped_df.withColumnRenamed('level', 'level_temp')
       grouped_df = grouped_df.withColumn('lable', udf_create_objectid())
       grouped_df = grouped_df.drop('temp')
       df  = df.join(grouped_df.select('level_temp','lable'), col('level') == col('level_temp'), how="left").drop(grouped_df.level_temp)
       return df

When I used the above code on spark dataframe with 2 millions records, it takes about 155 seconds to finish. I searched and found that spark window has better performance. Then, I changed the last function to this one. Because pandas_udf needs arg, so I just pass one and print it:

@f.pandas_udf("string")
def create_objectid_on_window(v: pd.Series) -> str:
    print('v:',v)
    return str(ObjectId())

def add_lable(df):  
    w = Window.partitionBy('level')
    df = df.withColumn('lable', create_objectid_on_window('level').over(w))
    return df

But after running the program, I receive this error:

AttributeError: 'NoneType' object has no attribute '_jvm'

Would you please guide me how to solve the problem?

Any help is really appreciated.



source https://stackoverflow.com/questions/76300991/pandas-udf-error-attributeerror-nonetype-object-has-no-attribute-jvm

Comments

Popular posts from this blog

Confusion between commands.Bot and discord.Client | Which one should I use?

Whenever you look at YouTube tutorials or code from this website there is a real variation. Some developers use client = discord.Client(intents=intents) while the others use bot = commands.Bot(command_prefix="something", intents=intents) . Now I know slightly about the difference but I get errors from different places from my code when I use either of them and its confusing. Especially since there has a few changes over the years in discord.py it is hard to find the real difference. I tried sticking to discord.Client then I found that there are more features in commands.Bot . Then I found errors when using commands.Bot . An example of this is: When I try to use commands.Bot client = commands.Bot(command_prefix=">",intents=intents) async def load(): for filename in os.listdir("./Cogs"): if filename.endswith(".py"): client.load_extension(f"Cogs.{filename[:-3]}") The above doesnt giveany response from my Cogs ...

Where and how is this Laravel kernel constructor called? [closed]

Where and how is this Laravel kernel constructor called? public fucntion __construct(Application $app, $Router $roouter) { } I have read the documentation and some online tutorial but I can find any clear explanation. I am learning Laravel and I am wondering where does this kernel constructor receives its arguments from. "POSTMOTERM" CLARIFICATION: Here is more clarity.I have checked the boostrap/app.php and it is only used for boostrapping the interfaces into the container class. What is not clear to me is where and how the Kernel class is instatiated and the arguments passed to the object calling the constructor.Something similar to; obj = new kernel(arg1,arg2) or, is the framework using some magic functions somewhere? Special gratitude to those who burn their eyeballs and brain cells on this trivia before it goes into a full blown menopause alias "MARKED AS DUPLICATE". To some of the itchy-finger keyboard warriors, a.k.a The mods,because I believe in th...

Why is my reports service not connecting?

I am trying to pull some data from a Postgres database using Node.js and node-postures but I can't figure out why my service isn't connecting. my routes/index.js file: const express = require('express'); const router = express.Router(); const ordersCountController = require('../controllers/ordersCountController'); const ordersController = require('../controllers/ordersController'); const weeklyReportsController = require('../controllers/weeklyReportsController'); router.get('/orders_count', ordersCountController); router.get('/orders', ordersController); router.get('/weekly_reports', weeklyReportsController); module.exports = router; My controllers/weeklyReportsController.js file: const weeklyReportsService = require('../services/weeklyReportsService'); const weeklyReportsController = async (req, res) => { try { const data = await weeklyReportsService; res.json({data}) console...