Distributed Computing with dask

Distributed Computing with dask#

In this portion of the course, we’ll explore distributed computing with a Python library called dask.

Dask is a library designed to help facilitate (a) the manipulation of very large datasets, and (b) the distribution of computation across lots of cores or physical computers. It is very similar to Apache Spark in the functionality it provides, but it is tightly integrated into numpy and pandas, making it much easier to learn than spark for users of those libraries.

What can dask do for me?#

To get a sense of why dask is so nice, let’s begin with a demonstration. Suppose I have a pretty big dataset (say, an 100GB CSV of all drug shipments in the United States from 2006 to 2014). This data is too large for me to load into ram on my laptop directly, so if I were to work with it on my own, I’d do so by chunking the data by hand. But using dask, I can do the following:

# Standard setups
import pandas as pd
import numpy as np
import os

pd.set_option("mode.copy_on_write", True)

os.chdir("/users/nce8/dropbox/MIDS/MIDS_Data_Prep/arcos")

# Here we start up a dask cluster.
# This creates a set of "workers".
# In this case, these workers are all on
# my computer, but if we wanted to connect
# to a cluster, we'd just past an IP address
# to `Client()`.

# You can see how many cores your computer
# has using `os.cpu_count()` in the `os` library.

# Note you may get some warnings about
# Python wanting to accept incoming
# connections from your firewall.
# You need to approve those
# so workers can talk to one another.

# DON'T keep rerunning this line of code.

import os

print(f"I have {os.cpu_count()} logical cores.")

from dask.distributed import Client

client = Client()
client

I have 10 logical cores.

Client

Client-56affad0-84c3-11ee-9b5e-f623161a15ec

Connection method: Cluster object	Cluster type: distributed.LocalCluster
Dashboard: http://127.0.0.1:8787/status

Cluster Info

LocalCluster

336b9126

Dashboard: http://127.0.0.1:8787/status	Workers: 5
Total threads: 10	Total memory: 64.00 GiB
Status: running	Using processes: True

Scheduler Info

Scheduler

Scheduler-23977a31-a93c-4677-90ee-12d280191274

Comm: tcp://127.0.0.1:54209	Workers: 5
Dashboard: http://127.0.0.1:8787/status	Total threads: 10
Started: Just now	Total memory: 64.00 GiB

Workers

Worker: 0

Comm: tcp://127.0.0.1:54223	Total threads: 2
Dashboard: http://127.0.0.1:54224/status	Memory: 12.80 GiB
Nanny: tcp://127.0.0.1:54212
Local directory: /var/folders/fs/h_8_rwsn5hvg9mhp0txgc_s9v6191b/T/dask-scratch-space/worker-oqsctutk

Worker: 1

Comm: tcp://127.0.0.1:54227	Total threads: 2
Dashboard: http://127.0.0.1:54230/status	Memory: 12.80 GiB
Nanny: tcp://127.0.0.1:54214
Local directory: /var/folders/fs/h_8_rwsn5hvg9mhp0txgc_s9v6191b/T/dask-scratch-space/worker-368h31mi

Worker: 2

Comm: tcp://127.0.0.1:54226	Total threads: 2
Dashboard: http://127.0.0.1:54228/status	Memory: 12.80 GiB
Nanny: tcp://127.0.0.1:54216
Local directory: /var/folders/fs/h_8_rwsn5hvg9mhp0txgc_s9v6191b/T/dask-scratch-space/worker-fhd67vck

Worker: 3

Comm: tcp://127.0.0.1:54232	Total threads: 2
Dashboard: http://127.0.0.1:54235/status	Memory: 12.80 GiB
Nanny: tcp://127.0.0.1:54218
Local directory: /var/folders/fs/h_8_rwsn5hvg9mhp0txgc_s9v6191b/T/dask-scratch-space/worker-ihlc18_k

Worker: 4

Comm: tcp://127.0.0.1:54233	Total threads: 2
Dashboard: http://127.0.0.1:54234/status	Memory: 12.80 GiB
Nanny: tcp://127.0.0.1:54220
Local directory: /var/folders/fs/h_8_rwsn5hvg9mhp0txgc_s9v6191b/T/dask-scratch-space/worker-q_99xm5c

# Load Dask
import dask.dataframe as dd

# ARCOS Data on all drug shipments in US from 2006 to 2014
# I was unable to get this data
# into my repo, but you can download it here:
# https://www.dropbox.com/s/oiv3k3sfwiviup5/all_prescriptions.csv?dl=0

# Note that while pandas can read compressed files like this .tsv.gz,
# file, dask cannot. So if you want to do this at home,
# you have to decompress the data.

df = dd.read_csv(
    "all_prescriptions.csv",
    dtype={
        "ACTION_INDICATOR": "object",
        "ORDER_FORM_NO": "object",
        "REPORTER_ADDRESS2": "object",
        "REPORTER_ADDL_CO_INFO": "object",
        "BUYER_ADDL_CO_INFO": "object",
        "BUYER_ADDRESS2": "object",
        "NDC_NO": "object",
        "UNIT": "object",
        "STRENGTH": "float64",
        "BUYER_ZIP": "object",
        "DRUG_CODE": "object",
        "MME_Conversion_Factor": "object",
        "QUANTITY": "object",
        "TRANSACTION_DATE": "float64",
        "TRANSACTION_ID": "float64",
        "dos_str": "object",
    },
)

# Extract year
df["date"] = dd.to_datetime(df.TRANSACTION_DATE, format="%m%d%Y")
df["year"] = df.date.dt.year
df["MME_Conversion_Factor"] = dd.to_numeric(
    df["MME_Conversion_Factor"], errors="coerce"
)
# Make an estimate of total morphine equivalent shipments
df["morphine_equivalent_g"] = (df["CALC_BASE_WT_IN_GM"]) * df["MME_Conversion_Factor"]

# Drop extra vars
df = df[["year", "morphine_equivalent_g", "BUYER_STATE", "BUYER_COUNTY"]]

# Collapse to total shipments to each county in each year.
collapsed = df.groupby(
    ["year", "BUYER_STATE", "BUYER_COUNTY"]
).morphine_equivalent_g.sum()
collapsed

Dask Series Structure:
npartitions=1
    Float64
        ...
Name: morphine_equivalent_g, dtype: Float64
Dask Name: series-groupby-sum-agg, 19 graph layers

%%time
final = collapsed.compute()
final.sample(10)

CPU times: user 14 s, sys: 4.66 s, total: 18.6 s
Wall time: 5min 27s

year    BUYER_STATE  BUYER_COUNTY
0  FL           ORANGE          305170.616443
0  IN           DE KALB           7607.751622
0  CA           AMADOR           23677.360092
0  MS           LEAKE              6543.67023
0  IA           TAYLOR             416.504137
0  NE           YORK              3148.586955
0  KS           JOHNSON         164989.926079
0  AR           CARROLL          21691.979707
0  GA           MERIWETHER         3007.12792
        NC           GRANVILLE        18004.727735
Name: morphine_equivalent_g, dtype: Float64

Voila! I get back my thinned-out dataset with the new variable I wanted. And it only took about five minutes.

So let’s discuss what just happened.

First, when I ran Client(), dask started up a set of 5 new python processes on my computer (called “workers”) it could call on for help, each of which had access to two threads (so dask has access to 10 threads total). These processes fully independent agents that could be running on different machines in a true cluster (though in this case, they’re all on my laptop).
dask collected all the instructions I gave it for reading in the file, generating a new column, deleting extra columns, and grouping. But it didn’t actually execute any code. That’s why when I typed collapsed, what I got back was a dataframe with structure but no data—dask had figured out roughly what the result of my commands would look like, but hadn’t actually computed the result.
Then, when I ran collapsed.compute(), dask came up with a set of assignments it could give to its workers to get me what I wanted and it started to actually compute the table I requested. In particular:
- each thread loaded a chunk of the data, did the observation-level manipulations I wanted, and dropped extra columns.
- then to execute the groupby, it then collapses the data in each chunk, passes those collapsed chunks to a common worker who then re-collapses them further, then gathers them again under (potentially) another worker and collapses further until all the data had been collapsed.
- Finally, after all the data had been collapsed, the data was passed back to me (the client session) as the variable final.

And it did it all in under 5 minutes!

“Um… why didn’t you tell us about this before?” I hear you say…#

“This sure seems like this is easier than chunking by hand!!!!”

The answer is that these distributed computing tools are often very fragile and opaque, and it’s easy to get in trouble using them, and hard to figure out why if you don’t understand the underlying principles that govern their operation.

This example was carefully chosen. I used only manipulations that dask is really good at, and I have the experience to implement them in a way that works. But do what I did above in slightly different ways, and chaos would ensue. Ok, not chaos. But your computer would probably crash.

The biggest challenge in using a tool like dask or spark (they operate on the same principles – more on that below) is that to prevent crashes, you have to understand how and why dask is chunking your data. And the best way to do that is to get experience chunking by hand.

For example, one of the key features of distributed computing is that they don’t run code as soon as you type it. Instead, they just keep track of what you want and wait until you run .compute() to actually execute your code. Why? Because if dask had run each command as I entered it and passed the result back to me, it would have crashed my computer.

Recall that the whole reason we’re using dask is precisely because we knew that loading the whole dataset at once would take up more memory than I have available. It’s only because we only loaded a few chunks of the data at a time, thinned out those chunks by dropping variables, and then collapsed by county-state-year that we ended up with a dataset that was small enough that it would fit in memory.

In other words, this only worked because I knew that the steps after the initial load would reduce the size of the dataset enough that when I ran .compute(), the result I got back would be small enough to fit in memory. Had I just run:

df = dd.read_csv(
    "arcos_all_washpost_2006_2012.tsv",
    sep="\t",
    dtype={
        "ACTION_INDICATOR": "object",
        "ORDER_FORM_NO": "object",
        "REPORTER_ADDRESS2": "object",
        "REPORTER_ADDL_CO_INFO": "object",
        "BUYER_ADDL_CO_INFO": "object",
        "BUYER_ADDRESS2": "object",
        "NDC_NO": "object",
        "UNIT": "object",
    },
)
df.compute()

dask would have tried to hand the full dataset back to me, and my computer would have crashed, just as it would have had I tried to read the full dataset with pandas.

So understanding the intuition of chunking is a prerequisite to using these tools effectively.

Vocabulary#

Now that we’ve seen this example, let’s formally introduce some distributed computing vocabulary:

Lazy Evaluation (also sometimes called “delayed execution”): The practice of not executing code as soon as you type it, but rather accumulating a set of requests, then executing them when instructed. This allows distributing computing systems to optimize how they move around data and get things done, and ensures that you don’t end up with the system trying to shove a massive dataset into ram that’s too small.
Client: The central process (here, Python process) where code is being entered.
Workers: Other processes that are assigned work, and which eventually pass results back to the client.
Scheduler: The part of the system that manages the assignment of tasks to different workers.
map-reduce: The name for the process of distributing sub-problems to workers (map), then processing them in a way that allows the results to be recombined (reduce). maps and reduces are kind of the building blocks of distributed systems, though when working with dask you won’t usually have to manage the assignment or recombination of tasks yourself (they’re happening behind the scenes).

Let’s Learn More dask!#

OK, now that we have the basic idea of dask in hand, please watch the following set of seven short videos on dask, then come back here and we can talk some more!

Dask Tutorial from Coiled—7 videos, about 1 hour in total

There is no magic here#

As noted in that video, one of the very nice things about dask (and one of the reasons it’s been able to offer so much functionality so quickly) is that it really is just an extension of numpy and pandas. There is no magic here.

For example, suppose we wanted to find the largest number of pills in a single shipment in our ARCOS dataset, but we don’t have the memory to load the whole dataset into memory at once. How would we get that number? Probably by doing something like:

import pandas as pd
import numpy as np
import os

os.chdir("/users/nce8/dropbox/MIDS/MIDS_Data_Prep/arcos")

# Create an interator of the data so
# it doesn't all load at once
df = pd.read_csv(
    "arcos_all_washpost_2006_2012.tsv",
    delimiter="\t",
    iterator=True,
    chunksize=100_000,
    usecols=["DOSAGE_UNIT", "Measure"],
)


# Find the max from each chunk
max_candidates = list()
for chunk in df:
    # Subset for pill shipments
    chunk = chunk[chunk["Measure"] == "TAB"]

    # Find largest in this chunk
    max_candidates.append(chunk["DOSAGE_UNIT"].max())

# Now gather those candidates together and
# find the maximum of all the chunk maximums.
np.max(max_candidates)

3115000.0

Wow… that is a LOT of pills!

Now suppose we asked dask to do the same thing:

df = dd.read_csv(
    "arcos_all_washpost_2006_2012.tsv",
    sep="\t",
    dtype={
        "ACTION_INDICATOR": "object",
        "ORDER_FORM_NO": "object",
        "REPORTER_ADDRESS2": "object",
        "REPORTER_ADDL_CO_INFO": "object",
        "BUYER_ADDL_CO_INFO": "object",
        "BUYER_ADDRESS2": "object",
        "NDC_NO": "object",
        "UNIT": "object",
    },
)

df = df[df["Measure"] == "TAB"]
max_shipment = df["DOSAGE_UNIT"].max()
max_shipment.compute()

3115000.0

What dask is actually doing is exactly what you just did! It reads in chunks of the dataset, calculates morphine_equivalent_g for each chunk, then calculates the maximum value for that chunk. Then it gathers all those maximium values, and finds the maximum of all those chunk maximums. The only difference is that it loads and evaluations chunks in parallel, and it’s parallel workers then have to pass their maximum value candidates to a central node for the final evaluation.

Moreover, when I said that’s exactly what dask did, I don’t just mean that you and dask are doing the same thing in principle—dask is built on pandas, so it really is calling pd.read_csv, and the pandas .max() method, just like you.

Dask’s developers were smart, and didn’t want to reinvent the wheel—they just created a package full or recipes for using numpy/pandas to (a) divide tasks into smaller pieces it can distribute to different workers (map), and to (b) recombine the results of sub-problems to give you a single answer (reduce).

But those recipes are just made of the pandas and numpy code you know and love. Or at least tolerate begrudingly.

Lazy Evaluation#

You’ve already seen this above, but I think this is THE concept that is central to understanding not just dask, but any distributed computing platform (e.g. Spark, Hadoop, etc.), so I really want to drive home the importance of this concept.

The fact that you can give dask a handful of commands and then tell it to execute them is at the absolute core of what makes it effective. The more commands you can give dask up front, the more it can optimize how it distributes that work—and how it moves data between different computers. Moving data between processes and between computers is by far the slowest part of distributed computing, so the more dask can minimize those transfers, the faster it will be.

Moreover, lazy evaluation is how you protect yourself from crashing your computer. Consider the following code:

df = dd.read_csv(
    "arcos_all_washpost_2006_2012.tsv",
    sep="\t",
    dtype={
        "ACTION_INDICATOR": "object",
        "ORDER_FORM_NO": "object",
        "REPORTER_ADDRESS2": "object",
        "REPORTER_ADDL_CO_INFO": "object",
        "BUYER_ADDL_CO_INFO": "object",
        "BUYER_ADDRESS2": "object",
        "NDC_NO": "object",
        "UNIT": "object",
    },
)

df = df[df['Measure'] == "TAB"] 
df.compute()

If dd.read_csv() executed immediately and tried to load all the data and pass it back to you before subsetting, it’d crash your computer! After all, if you could load it all at once, we probably wouldn’t be using dask, would we? It’s only because dask knows you want to load each chunk then subset it before collecting all those pieces that this code works.

Visualizing Task Graphs#

You can actually see how your computer is developing a plan with the .dask method, which you can run on any dask object before you’ve run .compute(). Let’s see this in practice with our code from the top of this notebook (You get an HTML object you can manipulate and explore):

df = dd.read_csv(
    "arcos_all_washpost_2006_2012.tsv",
    sep="\t",
    dtype={
        "ACTION_INDICATOR": "object",
        "ORDER_FORM_NO": "object",
        "REPORTER_ADDRESS2": "object",
        "REPORTER_ADDL_CO_INFO": "object",
        "BUYER_ADDL_CO_INFO": "object",
        "BUYER_ADDRESS2": "object",
        "NDC_NO": "object",
        "UNIT": "object",
    },
)

# Extract year
df["date"] = dd.to_datetime(df.TRANSACTION_DATE, format="%m%d%Y")
df["year"] = df.date.dt.year

# Make an estimate of total morphine equivalent shipments
df["morphine_equivalent_g"] = (df["CALC_BASE_WT_IN_GM"]) * df["MME_Conversion_Factor"]

# Drop extra vars
df = df[["year", "morphine_equivalent_g", "BUYER_STATE", "BUYER_COUNTY"]]

# Collapse to total shipments to each county in each year.
collapsed = df.groupby(
    ["year", "BUYER_STATE", "BUYER_COUNTY"]
).morphine_equivalent_g.sum()

collapsed.dask

HighLevelGraph

HighLevelGraph with 16 layers and 18736 keys from all layers.

Layer1: read-csv

read-csv-98dc9420c2f021fb4e0bb3d80c72065d

layer_type	DataFrameIOLayer
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['REPORTER_DEA_NO', 'REPORTER_BUS_ACT', 'REPORTER_NAME', 'REPORTER_ADDL_CO_INFO', 'REPORTER_ADDRESS1', 'REPORTER_ADDRESS2', 'REPORTER_CITY', 'REPORTER_STATE', 'REPORTER_ZIP', 'REPORTER_COUNTY', 'BUYER_DEA_NO', 'BUYER_BUS_ACT', 'BUYER_NAME', 'BUYER_ADDL_CO_INFO', 'BUYER_ADDRESS1', 'BUYER_ADDRESS2', 'BUYER_CITY', 'BUYER_STATE', 'BUYER_ZIP', 'BUYER_COUNTY', 'TRANSACTION_CODE', 'DRUG_CODE', 'NDC_NO', 'DRUG_NAME', 'QUANTITY', 'UNIT', 'ACTION_INDICATOR', 'ORDER_FORM_NO', 'CORRECTION_NO', 'STRENGTH', 'TRANSACTION_DATE', 'CALC_BASE_WT_IN_GM', 'DOSAGE_UNIT', 'TRANSACTION_ID', 'Product_Name', 'Ingredient_Name', 'Measure', 'MME_Conversion_Factor', 'Combined_Labeler_Name', 'Revised_Company_Name', 'Reporter_family', 'dos_str']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'REPORTER_DEA_NO': string[pyarrow], 'REPORTER_BUS_ACT': string[pyarrow], 'REPORTER_NAME': string[pyarrow], 'REPORTER_ADDL_CO_INFO': string[pyarrow], 'REPORTER_ADDRESS1': string[pyarrow], 'REPORTER_ADDRESS2': string[pyarrow], 'REPORTER_CITY': string[pyarrow], 'REPORTER_STATE': string[pyarrow], 'REPORTER_ZIP': dtype('int64'), 'REPORTER_COUNTY': string[pyarrow], 'BUYER_DEA_NO': string[pyarrow], 'BUYER_BUS_ACT': string[pyarrow], 'BUYER_NAME': string[pyarrow], 'BUYER_ADDL_CO_INFO': string[pyarrow], 'BUYER_ADDRESS1': string[pyarrow], 'BUYER_ADDRESS2': string[pyarrow], 'BUYER_CITY': string[pyarrow], 'BUYER_STATE': string[pyarrow], 'BUYER_ZIP': dtype('int64'), 'BUYER_COUNTY': string[pyarrow], 'TRANSACTION_CODE': string[pyarrow], 'DRUG_CODE': dtype('int64'), 'NDC_NO': string[pyarrow], 'DRUG_NAME': string[pyarrow], 'QUANTITY': dtype('float64'), 'UNIT': string[pyarrow], 'ACTION_INDICATOR': string[pyarrow], 'ORDER_FORM_NO': string[pyarrow], 'CORRECTION_NO': dtype('float64'), 'STRENGTH': dtype('float64'), 'TRANSACTION_DATE': dtype('int64'), 'CALC_BASE_WT_IN_GM': dtype('float64'), 'DOSAGE_UNIT': dtype('float64'), 'TRANSACTION_ID': dtype('int64'), 'Product_Name': string[pyarrow], 'Ingredient_Name': string[pyarrow], 'Measure': string[pyarrow], 'MME_Conversion_Factor': dtype('float64'), 'Combined_Labeler_Name': string[pyarrow], 'Revised_Company_Name': string[pyarrow], 'Reporter_family': string[pyarrow], 'dos_str': dtype('float64')}

Layer2: to_pyarrow_string

to_pyarrow_string-4a4bc2999e5dcf17280e5cc275856fd9

layer_type	Blockwise
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['REPORTER_DEA_NO', 'REPORTER_BUS_ACT', 'REPORTER_NAME', 'REPORTER_ADDL_CO_INFO', 'REPORTER_ADDRESS1', 'REPORTER_ADDRESS2', 'REPORTER_CITY', 'REPORTER_STATE', 'REPORTER_ZIP', 'REPORTER_COUNTY', 'BUYER_DEA_NO', 'BUYER_BUS_ACT', 'BUYER_NAME', 'BUYER_ADDL_CO_INFO', 'BUYER_ADDRESS1', 'BUYER_ADDRESS2', 'BUYER_CITY', 'BUYER_STATE', 'BUYER_ZIP', 'BUYER_COUNTY', 'TRANSACTION_CODE', 'DRUG_CODE', 'NDC_NO', 'DRUG_NAME', 'QUANTITY', 'UNIT', 'ACTION_INDICATOR', 'ORDER_FORM_NO', 'CORRECTION_NO', 'STRENGTH', 'TRANSACTION_DATE', 'CALC_BASE_WT_IN_GM', 'DOSAGE_UNIT', 'TRANSACTION_ID', 'Product_Name', 'Ingredient_Name', 'Measure', 'MME_Conversion_Factor', 'Combined_Labeler_Name', 'Revised_Company_Name', 'Reporter_family', 'dos_str']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'REPORTER_DEA_NO': string[pyarrow], 'REPORTER_BUS_ACT': string[pyarrow], 'REPORTER_NAME': string[pyarrow], 'REPORTER_ADDL_CO_INFO': string[pyarrow], 'REPORTER_ADDRESS1': string[pyarrow], 'REPORTER_ADDRESS2': string[pyarrow], 'REPORTER_CITY': string[pyarrow], 'REPORTER_STATE': string[pyarrow], 'REPORTER_ZIP': dtype('int64'), 'REPORTER_COUNTY': string[pyarrow], 'BUYER_DEA_NO': string[pyarrow], 'BUYER_BUS_ACT': string[pyarrow], 'BUYER_NAME': string[pyarrow], 'BUYER_ADDL_CO_INFO': string[pyarrow], 'BUYER_ADDRESS1': string[pyarrow], 'BUYER_ADDRESS2': string[pyarrow], 'BUYER_CITY': string[pyarrow], 'BUYER_STATE': string[pyarrow], 'BUYER_ZIP': dtype('int64'), 'BUYER_COUNTY': string[pyarrow], 'TRANSACTION_CODE': string[pyarrow], 'DRUG_CODE': dtype('int64'), 'NDC_NO': string[pyarrow], 'DRUG_NAME': string[pyarrow], 'QUANTITY': dtype('float64'), 'UNIT': string[pyarrow], 'ACTION_INDICATOR': string[pyarrow], 'ORDER_FORM_NO': string[pyarrow], 'CORRECTION_NO': dtype('float64'), 'STRENGTH': dtype('float64'), 'TRANSACTION_DATE': dtype('int64'), 'CALC_BASE_WT_IN_GM': dtype('float64'), 'DOSAGE_UNIT': dtype('float64'), 'TRANSACTION_ID': dtype('int64'), 'Product_Name': string[pyarrow], 'Ingredient_Name': string[pyarrow], 'Measure': string[pyarrow], 'MME_Conversion_Factor': dtype('float64'), 'Combined_Labeler_Name': string[pyarrow], 'Revised_Company_Name': string[pyarrow], 'Reporter_family': string[pyarrow], 'dos_str': dtype('float64')}
depends on	read-csv-98dc9420c2f021fb4e0bb3d80c72065d

Layer3: getitem

getitem-0ec209945a4341f453b8c1641c076164

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	to_pyarrow_string-4a4bc2999e5dcf17280e5cc275856fd9

Layer4: to_datetime

to_datetime-1bedefe780ce822bc9282ff10216dcac

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	getitem-0ec209945a4341f453b8c1641c076164

Layer5: assign

assign-0f214f75abb8c49d6711c3ced46c1ebc

layer_type	Blockwise
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['REPORTER_DEA_NO', 'REPORTER_BUS_ACT', 'REPORTER_NAME', 'REPORTER_ADDL_CO_INFO', 'REPORTER_ADDRESS1', 'REPORTER_ADDRESS2', 'REPORTER_CITY', 'REPORTER_STATE', 'REPORTER_ZIP', 'REPORTER_COUNTY', 'BUYER_DEA_NO', 'BUYER_BUS_ACT', 'BUYER_NAME', 'BUYER_ADDL_CO_INFO', 'BUYER_ADDRESS1', 'BUYER_ADDRESS2', 'BUYER_CITY', 'BUYER_STATE', 'BUYER_ZIP', 'BUYER_COUNTY', 'TRANSACTION_CODE', 'DRUG_CODE', 'NDC_NO', 'DRUG_NAME', 'QUANTITY', 'UNIT', 'ACTION_INDICATOR', 'ORDER_FORM_NO', 'CORRECTION_NO', 'STRENGTH', 'TRANSACTION_DATE', 'CALC_BASE_WT_IN_GM', 'DOSAGE_UNIT', 'TRANSACTION_ID', 'Product_Name', 'Ingredient_Name', 'Measure', 'MME_Conversion_Factor', 'Combined_Labeler_Name', 'Revised_Company_Name', 'Reporter_family', 'dos_str', 'date']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'REPORTER_DEA_NO': string[pyarrow], 'REPORTER_BUS_ACT': string[pyarrow], 'REPORTER_NAME': string[pyarrow], 'REPORTER_ADDL_CO_INFO': string[pyarrow], 'REPORTER_ADDRESS1': string[pyarrow], 'REPORTER_ADDRESS2': string[pyarrow], 'REPORTER_CITY': string[pyarrow], 'REPORTER_STATE': string[pyarrow], 'REPORTER_ZIP': dtype('int64'), 'REPORTER_COUNTY': string[pyarrow], 'BUYER_DEA_NO': string[pyarrow], 'BUYER_BUS_ACT': string[pyarrow], 'BUYER_NAME': string[pyarrow], 'BUYER_ADDL_CO_INFO': string[pyarrow], 'BUYER_ADDRESS1': string[pyarrow], 'BUYER_ADDRESS2': string[pyarrow], 'BUYER_CITY': string[pyarrow], 'BUYER_STATE': string[pyarrow], 'BUYER_ZIP': dtype('int64'), 'BUYER_COUNTY': string[pyarrow], 'TRANSACTION_CODE': string[pyarrow], 'DRUG_CODE': dtype('int64'), 'NDC_NO': string[pyarrow], 'DRUG_NAME': string[pyarrow], 'QUANTITY': dtype('float64'), 'UNIT': string[pyarrow], 'ACTION_INDICATOR': string[pyarrow], 'ORDER_FORM_NO': string[pyarrow], 'CORRECTION_NO': dtype('float64'), 'STRENGTH': dtype('float64'), 'TRANSACTION_DATE': dtype('int64'), 'CALC_BASE_WT_IN_GM': dtype('float64'), 'DOSAGE_UNIT': dtype('float64'), 'TRANSACTION_ID': dtype('int64'), 'Product_Name': string[pyarrow], 'Ingredient_Name': string[pyarrow], 'Measure': string[pyarrow], 'MME_Conversion_Factor': dtype('float64'), 'Combined_Labeler_Name': string[pyarrow], 'Revised_Company_Name': string[pyarrow], 'Reporter_family': string[pyarrow], 'dos_str': dtype('float64'), 'date': dtype('<M8[ns]')}
depends on	to_pyarrow_string-4a4bc2999e5dcf17280e5cc275856fd9
	to_datetime-1bedefe780ce822bc9282ff10216dcac

Layer6: getitem

getitem-fc3a2c9ab7feb263a194108392589967

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	assign-0f214f75abb8c49d6711c3ced46c1ebc

Layer7: dt-year

dt-year-f2777b5ca39c9fe965d9e5058695203d

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	getitem-fc3a2c9ab7feb263a194108392589967

Layer8: assign

assign-892dbe04283e0ab698b266469da0673a

layer_type	Blockwise
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['REPORTER_DEA_NO', 'REPORTER_BUS_ACT', 'REPORTER_NAME', 'REPORTER_ADDL_CO_INFO', 'REPORTER_ADDRESS1', 'REPORTER_ADDRESS2', 'REPORTER_CITY', 'REPORTER_STATE', 'REPORTER_ZIP', 'REPORTER_COUNTY', 'BUYER_DEA_NO', 'BUYER_BUS_ACT', 'BUYER_NAME', 'BUYER_ADDL_CO_INFO', 'BUYER_ADDRESS1', 'BUYER_ADDRESS2', 'BUYER_CITY', 'BUYER_STATE', 'BUYER_ZIP', 'BUYER_COUNTY', 'TRANSACTION_CODE', 'DRUG_CODE', 'NDC_NO', 'DRUG_NAME', 'QUANTITY', 'UNIT', 'ACTION_INDICATOR', 'ORDER_FORM_NO', 'CORRECTION_NO', 'STRENGTH', 'TRANSACTION_DATE', 'CALC_BASE_WT_IN_GM', 'DOSAGE_UNIT', 'TRANSACTION_ID', 'Product_Name', 'Ingredient_Name', 'Measure', 'MME_Conversion_Factor', 'Combined_Labeler_Name', 'Revised_Company_Name', 'Reporter_family', 'dos_str', 'date', 'year']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'REPORTER_DEA_NO': string[pyarrow], 'REPORTER_BUS_ACT': string[pyarrow], 'REPORTER_NAME': string[pyarrow], 'REPORTER_ADDL_CO_INFO': string[pyarrow], 'REPORTER_ADDRESS1': string[pyarrow], 'REPORTER_ADDRESS2': string[pyarrow], 'REPORTER_CITY': string[pyarrow], 'REPORTER_STATE': string[pyarrow], 'REPORTER_ZIP': dtype('int64'), 'REPORTER_COUNTY': string[pyarrow], 'BUYER_DEA_NO': string[pyarrow], 'BUYER_BUS_ACT': string[pyarrow], 'BUYER_NAME': string[pyarrow], 'BUYER_ADDL_CO_INFO': string[pyarrow], 'BUYER_ADDRESS1': string[pyarrow], 'BUYER_ADDRESS2': string[pyarrow], 'BUYER_CITY': string[pyarrow], 'BUYER_STATE': string[pyarrow], 'BUYER_ZIP': dtype('int64'), 'BUYER_COUNTY': string[pyarrow], 'TRANSACTION_CODE': string[pyarrow], 'DRUG_CODE': dtype('int64'), 'NDC_NO': string[pyarrow], 'DRUG_NAME': string[pyarrow], 'QUANTITY': dtype('float64'), 'UNIT': string[pyarrow], 'ACTION_INDICATOR': string[pyarrow], 'ORDER_FORM_NO': string[pyarrow], 'CORRECTION_NO': dtype('float64'), 'STRENGTH': dtype('float64'), 'TRANSACTION_DATE': dtype('int64'), 'CALC_BASE_WT_IN_GM': dtype('float64'), 'DOSAGE_UNIT': dtype('float64'), 'TRANSACTION_ID': dtype('int64'), 'Product_Name': string[pyarrow], 'Ingredient_Name': string[pyarrow], 'Measure': string[pyarrow], 'MME_Conversion_Factor': dtype('float64'), 'Combined_Labeler_Name': string[pyarrow], 'Revised_Company_Name': string[pyarrow], 'Reporter_family': string[pyarrow], 'dos_str': dtype('float64'), 'date': dtype('<M8[ns]'), 'year': dtype('int32')}
depends on	assign-0f214f75abb8c49d6711c3ced46c1ebc
	dt-year-f2777b5ca39c9fe965d9e5058695203d

Layer9: getitem

getitem-b7160ca9e7c30a95b4cb01467cc8707e

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	assign-892dbe04283e0ab698b266469da0673a

Layer10: getitem

getitem-8ba27f02bffef1a257fd2ed47c664a62

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	assign-892dbe04283e0ab698b266469da0673a

Layer11: mul

mul-3a4c98283742815451702819de129619

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	getitem-8ba27f02bffef1a257fd2ed47c664a62
	getitem-b7160ca9e7c30a95b4cb01467cc8707e

Layer12: assign

assign-23f9707b043807f8d5ef69823edde144

layer_type	Blockwise
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['REPORTER_DEA_NO', 'REPORTER_BUS_ACT', 'REPORTER_NAME', 'REPORTER_ADDL_CO_INFO', 'REPORTER_ADDRESS1', 'REPORTER_ADDRESS2', 'REPORTER_CITY', 'REPORTER_STATE', 'REPORTER_ZIP', 'REPORTER_COUNTY', 'BUYER_DEA_NO', 'BUYER_BUS_ACT', 'BUYER_NAME', 'BUYER_ADDL_CO_INFO', 'BUYER_ADDRESS1', 'BUYER_ADDRESS2', 'BUYER_CITY', 'BUYER_STATE', 'BUYER_ZIP', 'BUYER_COUNTY', 'TRANSACTION_CODE', 'DRUG_CODE', 'NDC_NO', 'DRUG_NAME', 'QUANTITY', 'UNIT', 'ACTION_INDICATOR', 'ORDER_FORM_NO', 'CORRECTION_NO', 'STRENGTH', 'TRANSACTION_DATE', 'CALC_BASE_WT_IN_GM', 'DOSAGE_UNIT', 'TRANSACTION_ID', 'Product_Name', 'Ingredient_Name', 'Measure', 'MME_Conversion_Factor', 'Combined_Labeler_Name', 'Revised_Company_Name', 'Reporter_family', 'dos_str', 'date', 'year', 'morphine_equivalent_g']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'REPORTER_DEA_NO': string[pyarrow], 'REPORTER_BUS_ACT': string[pyarrow], 'REPORTER_NAME': string[pyarrow], 'REPORTER_ADDL_CO_INFO': string[pyarrow], 'REPORTER_ADDRESS1': string[pyarrow], 'REPORTER_ADDRESS2': string[pyarrow], 'REPORTER_CITY': string[pyarrow], 'REPORTER_STATE': string[pyarrow], 'REPORTER_ZIP': dtype('int64'), 'REPORTER_COUNTY': string[pyarrow], 'BUYER_DEA_NO': string[pyarrow], 'BUYER_BUS_ACT': string[pyarrow], 'BUYER_NAME': string[pyarrow], 'BUYER_ADDL_CO_INFO': string[pyarrow], 'BUYER_ADDRESS1': string[pyarrow], 'BUYER_ADDRESS2': string[pyarrow], 'BUYER_CITY': string[pyarrow], 'BUYER_STATE': string[pyarrow], 'BUYER_ZIP': dtype('int64'), 'BUYER_COUNTY': string[pyarrow], 'TRANSACTION_CODE': string[pyarrow], 'DRUG_CODE': dtype('int64'), 'NDC_NO': string[pyarrow], 'DRUG_NAME': string[pyarrow], 'QUANTITY': dtype('float64'), 'UNIT': string[pyarrow], 'ACTION_INDICATOR': string[pyarrow], 'ORDER_FORM_NO': string[pyarrow], 'CORRECTION_NO': dtype('float64'), 'STRENGTH': dtype('float64'), 'TRANSACTION_DATE': dtype('int64'), 'CALC_BASE_WT_IN_GM': dtype('float64'), 'DOSAGE_UNIT': dtype('float64'), 'TRANSACTION_ID': dtype('int64'), 'Product_Name': string[pyarrow], 'Ingredient_Name': string[pyarrow], 'Measure': string[pyarrow], 'MME_Conversion_Factor': dtype('float64'), 'Combined_Labeler_Name': string[pyarrow], 'Revised_Company_Name': string[pyarrow], 'Reporter_family': string[pyarrow], 'dos_str': dtype('float64'), 'date': dtype('<M8[ns]'), 'year': dtype('int32'), 'morphine_equivalent_g': dtype('float64')}
depends on	assign-892dbe04283e0ab698b266469da0673a
	mul-3a4c98283742815451702819de129619

Layer13: getitem

getitem-68aeb7b2771ccedf61e9d86616bd0aa2

layer_type	Blockwise
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['year', 'morphine_equivalent_g', 'BUYER_STATE', 'BUYER_COUNTY']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'year': dtype('int32'), 'morphine_equivalent_g': dtype('float64'), 'BUYER_STATE': string[pyarrow], 'BUYER_COUNTY': string[pyarrow]}
depends on	assign-23f9707b043807f8d5ef69823edde144

Layer14: getitem

getitem-319d278e41a66ec778afd9d17991bd07

layer_type	Blockwise
is_materialized	False
number of outputs	1249
npartitions	1249
columns	['year', 'morphine_equivalent_g', 'BUYER_STATE', 'BUYER_COUNTY']
type	dask.dataframe.core.DataFrame
dataframe_type	pandas.core.frame.DataFrame
series_dtypes	{'year': dtype('int32'), 'morphine_equivalent_g': dtype('float64'), 'BUYER_STATE': string[pyarrow], 'BUYER_COUNTY': string[pyarrow]}
depends on	getitem-68aeb7b2771ccedf61e9d86616bd0aa2

Layer15: series-groupby-sum-chunk

series-groupby-sum-chunk-3950a7871cd040c745a552bdb9b099af-62ab14f3d096f9fdc480a7852c7ecf8d

layer_type	Blockwise
is_materialized	False
number of outputs	1249
depends on	getitem-319d278e41a66ec778afd9d17991bd07

Layer16: series-groupby-sum-agg

series-groupby-sum-agg-3950a7871cd040c745a552bdb9b099af

layer_type	DataFrameTreeReduction
is_materialized	False
number of outputs	1
depends on	series-groupby-sum-chunk-3950a7871cd040c745a552bdb9b099af-62ab14f3d096f9fdc480a7852c7ecf8d

2023-11-28 07:21:51,309 - tornado.application - ERROR - Exception in callback <bound method SystemMonitor.update of <SystemMonitor: cpu: 16 memory: 197 MB fds: 180>>
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/ioloop.py", line 919, in _run
    val = self.callback()
          ^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/system_monitor.py", line 168, in update
    net_ioc = psutil.net_io_counters()
              ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/psutil/__init__.py", line 2119, in net_io_counters
    rawdict = _psplatform.net_io_counters()
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
OSError: [Errno 12] Cannot allocate memory
2023-11-29 12:24:43,023 - distributed.nanny - WARNING - Restarting worker
2023-11-29 12:24:43,086 - distributed.nanny - WARNING - Restarting worker
2023-11-29 12:24:43,125 - distributed.nanny - WARNING - Restarting worker
2023-11-29 12:24:43,130 - distributed.nanny - WARNING - Restarting worker
2023-11-29 12:24:43,280 - distributed.nanny - WARNING - Restarting worker
2023-11-29 12:32:25,398 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55482>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:25,405 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55483>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:25,753 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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('assign-786d0153597eb09d7a8413baa8e8f555', 1154): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 745): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 516): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1419): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 107): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1010): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 601): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 372): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1275): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 866): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 637): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1540): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 228): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1131): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 722): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 493): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1396): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 84): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 987): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 758): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 349): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1252): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1023): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 614): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1517): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 205): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1108): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 879): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 470): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1373): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1144): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 61): 'memory', 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2023-11-29 12:32:25,749 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55324 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55324 remote=tcp://127.0.0.1:55480>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:25,864 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55481>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:32:25,946 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55484>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:32:38,591 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55650>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:38,659 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55651>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:39,011 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55647>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:39,181 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55648>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:39,299 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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2023-11-29 12:32:39,295 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55324 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 861, in _read_to_buffer
    bytes_read = self.read_from_fd(buf)
                 ^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1116, in read_from_fd
    return self.socket.recv_into(buf, len(buf))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55324 remote=tcp://127.0.0.1:55649>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:51,860 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 861, in _read_to_buffer
    bytes_read = self.read_from_fd(buf)
                 ^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1116, in read_from_fd
    return self.socket.recv_into(buf, len(buf))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55658>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:52,043 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 861, in _read_to_buffer
    bytes_read = self.read_from_fd(buf)
                 ^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1116, in read_from_fd
    return self.socket.recv_into(buf, len(buf))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55659>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:52,257 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55656>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:52,540 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55655>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:32:52,664 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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2023-11-29 12:32:52,661 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55324 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55324 remote=tcp://127.0.0.1:55657>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:04,636 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55667>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:04,728 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 861, in _read_to_buffer
    bytes_read = self.read_from_fd(buf)
                 ^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1116, in read_from_fd
    return self.socket.recv_into(buf, len(buf))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55663>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:04,862 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55666>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:04,895 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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2023-11-29 12:33:05,272 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55664>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:05,301 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55324 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55324 remote=tcp://127.0.0.1:55665>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:15,177 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55672>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:15,350 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55673>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:15,994 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55669>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:16,318 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55670>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:16,497 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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2023-11-29 12:33:16,494 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55324 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55324 remote=tcp://127.0.0.1:55671>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:29,499 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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2023-11-29 12:33:29,522 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55678>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:29,643 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55679>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:29,963 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55676>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:29,964 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55675>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:29,974 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55324 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55324 remote=tcp://127.0.0.1:55677>: BrokenPipeError: [Errno 32] Broken pipe
2023-11-29 12:33:40,320 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55348 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55348 remote=tcp://127.0.0.1:55687>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:40,536 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55378 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 962, in _handle_write
    num_bytes = self.write_to_fd(self._write_buffer.peek(size))
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1124, in write_to_fd
    return self.socket.send(data)  # type: ignore
           ^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55378 remote=tcp://127.0.0.1:55686>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:41,055 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55333 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 861, in _read_to_buffer
    bytes_read = self.read_from_fd(buf)
                 ^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1116, in read_from_fd
    return self.socket.recv_into(buf, len(buf))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55333 remote=tcp://127.0.0.1:55684>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:41,131 - distributed.worker - ERROR - failed during get data with tcp://127.0.0.1:55381 -> None
Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 861, in _read_to_buffer
    bytes_read = self.read_from_fd(buf)
                 ^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/tornado/iostream.py", line 1116, in read_from_fd
    return self.socket.recv_into(buf, len(buf))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ConnectionResetError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/worker.py", line 1783, in get_data
    response = await comm.read(deserializers=serializers)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 237, in read
    convert_stream_closed_error(self, e)
  File "/Users/nce8/opt/miniconda3/envs/dask_env/lib/python3.12/site-packages/distributed/comm/tcp.py", line 140, in convert_stream_closed_error
    raise CommClosedError(f"in {obj}: {exc.__class__.__name__}: {exc}") from exc
distributed.comm.core.CommClosedError: in <TCP (closed)  local=tcp://127.0.0.1:55381 remote=tcp://127.0.0.1:55683>: ConnectionResetError: [Errno 54] Connection reset by peer
2023-11-29 12:33:41,253 - distributed.scheduler - ERROR - Couldn't gather keys: {('assign-786d0153597eb09d7a8413baa8e8f555', 755): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 526): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1429): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 117): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1020): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 791): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 382): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1285): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 876): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 647): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1550): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 238): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 1141): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 912): 'memory', ('assign-786d0153597eb09d7a8413baa8e8f555', 503): 'memory', 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