apache / arrow

Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
https://arrow.apache.org/
Apache License 2.0
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[R] Arrow install on Databricks cluster takes 10+ minutes #12892

Closed james-camacho-ab closed 1 year ago

james-camacho-ab commented 2 years ago

I'm installing arrow on a high concurrency cluster within Databricks, but every time the cluster spins up it seems to be taking longer and longer to install. I'm using the default repository and my Databricks Runtime is 10.1, which includes Apache Spark 3.2.0. Any feedback or suggestions are appreciated. Thanks!

wjones127 commented 2 years ago

Hi James, is this pyarrow you are talking about? Which version are you installing? And are there any logs you can share?

james-camacho-ab commented 2 years ago

@wjones127 This is for conjunction with SparkR, essentially taking some Legacy code and optimizing the collects() into R dataframes so we can leverage Delta tables while making minimal changes to the existing codebase. I'm using the CRAN option to install it onto my cluster. Using arrow version 7.0.0. I looked through the driver logs and nothing immediately pops out as being relevant for the arrow install, but I can send those if you want it. Here's my cluster config as well for reference: image image image

wjones127 commented 2 years ago

It sounds like it's building the R package each time. Have you tried using the RStudio package manager as the repo?

In R the call would be:

install.packages("arrow", repos = "https://packagemanager.rstudio.com/all/__linux__/focal/latest")

It looks like in the Databricks UI you can set the repo.

james-camacho-ab commented 2 years ago

@wjones127 I've been letting the install run for a while now but it seems to be stuck on "pending" image Not sure if the OS needs to be switched in the URL or if it's another issue

wjones127 commented 2 years ago

Hmm yeah that's odd. Is focal not the right OS name for DBR 10.1?

Might be worth trying the notebook-scoped command and see if that works. Should at least get better logs.

I'd recomend taking the arrow package off the cluster config, and then starting up the cluster and running:

install.packages("arrow")
install.packages("arrow", repos = "https://packagemanager.rstudio.com/all/__linux__/focal/latest")

And see how the time and output compare between the two. I suspect the first is building the C++ code, while the latter (if it works) should not be.

eitsupi commented 2 years ago

To use RStudio Package Manager, we needs to set up the UA header. Please check this page. https://docs.rstudio.com/rspm/admin/serving-binaries/#binary-user-agents

james-camacho-ab commented 2 years ago

@wjones127 Here's the logs from running install.packages("arrow", repos = "https://packagemanager.rstudio.com/all/__linux__/focal/latest"). Ran in ~16 minutes ` installing source* package ‘arrow’ ... package ‘arrow’ successfully unpacked and MD5 sums checked using staged installation **** pkg-config not installed, setting ARROW_DEPENDENCY_SOURCE=BUNDLED trying URL 'https://github.com' downloaded 203 KB

Using ubuntu-18.04 binary for ubuntu-20.04 trying URL 'https://arrow-r-nightly.s3.amazonaws.com/libarrow/bin/ubuntu-18.04/arrow-7.0.0.zip' Error in download.file(from_url, to_file, quiet = quietly) : cannot open URL 'https://arrow-r-nightly.s3.amazonaws.com/libarrow/bin/ubuntu-18.04/arrow-7.0.0.zip' No libarrow binary found for version 7.0.0 on ubuntu-18.04 Found local C++ source: 'tools/cpp' Building libarrow from source For a faster, more complete installation, set the environment variable NOT_CRAN=true before installing See install vignette for details: https://cran.r-project.org/web/packages/arrow/vignettes/install.html * Building with MAKEFLAGS= -j2 ** arrow with SOURCE_DIR='tools/cpp' BUILD_DIR='/tmp/RtmpRLVXZh/file20721bb0e480' DEST_DIR='libarrow/arrow-7.0.0' CMAKE='/usr/bin/cmake' EXTRA_CMAKE_FLAGS='' CC='gcc -std=gnu99' CXX='g++ -std=gnu++11' LDFLAGS='-Wl,-Bsymbolic-functions -Wl,-z,relro' ARROW_S3='ON' ARROW_MIMALLOC='ON' ++ pwd

-- Build files have been written to: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep-prefix/src/mimalloc_ep-build [ 4%] Performing build step for 'mimalloc_ep' Scanning dependencies of target mimalloc-static [ 6%] Building C object CMakeFiles/mimalloc-static.dir/src/stats.c.o [ 13%] Building C object CMakeFiles/mimalloc-static.dir/src/random.c.o [ 20%] Building C object CMakeFiles/mimalloc-static.dir/src/os.c.o [ 26%] Building C object CMakeFiles/mimalloc-static.dir/src/bitmap.c.o [ 33%] Building C object CMakeFiles/mimalloc-static.dir/src/arena.c.o [ 40%] Building C object CMakeFiles/mimalloc-static.dir/src/region.c.o [ 46%] Building C object CMakeFiles/mimalloc-static.dir/src/segment.c.o [ 53%] Building C object CMakeFiles/mimalloc-static.dir/src/page.c.o [ 60%] Building C object CMakeFiles/mimalloc-static.dir/src/alloc.c.o [ 66%] Building C object CMakeFiles/mimalloc-static.dir/src/alloc-aligned.c.o [ 73%] Building C object CMakeFiles/mimalloc-static.dir/src/alloc-posix.c.o [ 80%] Building C object CMakeFiles/mimalloc-static.dir/src/heap.c.o [ 86%] Building C object CMakeFiles/mimalloc-static.dir/src/options.c.o [ 93%] Building C object CMakeFiles/mimalloc-static.dir/src/init.c.o [100%] Linking C static library libmimalloc.a [100%] Built target mimalloc-static [ 4%] Performing install step for 'mimalloc_ep' [100%] Built target mimalloc-static Install the project... -- Install configuration: "RELEASE" -- Installing: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep/src/mimalloc_ep/lib/mimalloc-1.7/libmimalloc.a -- Installing: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep/src/mimalloc_ep/include/mimalloc-1.7/mimalloc.h -- Installing: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep/src/mimalloc_ep/include/mimalloc-1.7/mimalloc-override.h -- Installing: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep/src/mimalloc_ep/include/mimalloc-1.7/mimalloc-new-delete.h -- Installing: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep/src/mimalloc_ep/share/mimalloc-1.7/cmake/mimalloc-config.cmake -- Installing: /tmp/RtmpRLVXZh/file20721bb0e480/mimalloc_ep/src/mimalloc_ep/share/mimalloc-1.7/cmake/mimalloc-config-version.cmake [ 4%] Completed 'mimalloc_ep' [ 4%] Built target mimalloc_ep Scanning dependencies of target aws_c_common_ep [ 4%] Creating directories for 'aws_c_common_ep' [ 4%] Performing download step (download, verify and extract) for 'aws_c_common_ep' -- aws_c_common_ep download command succeeded. 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See also /tmp/RtmpRLVXZh/file20721bb0e480/aws_c_event_stream_ep-prefix/src/aws_c_event_stream_ep-stamp/aws_c_event_stream_ep-install-.log [ 34%] Completed 'aws_c_event_stream_ep' [ 34%] Built target aws_c_event_stream_ep Scanning dependencies of target awssdk_ep [ 34%] Creating directories for 'awssdk_ep' [ 34%] Performing download step (download, verify and extract) for 'awssdk_ep' -- awssdk_ep download command succeeded. See also /tmp/RtmpRLVXZh/file20721bb0e480/awssdk_ep-prefix/src/awssdk_ep-stamp/awssdk_ep-download-.log [ 34%] No update step for 'awssdk_ep' [ 35%] No patch step for 'awssdk_ep' [ 35%] Performing configure step for 'awssdk_ep' -- awssdk_ep configure command succeeded. See also /tmp/RtmpRLVXZh/file20721bb0e480/awssdk_ep-prefix/src/awssdk_ep-stamp/awssdk_ep-configure-.log [ 35%] Performing build step for 'awssdk_ep' -- awssdk_ep build command succeeded. See also /tmp/RtmpRLVXZh/file20721bb0e480/awssdk_ep-prefix/src/awssdk_ep-stamp/awssdk_ep-build-.log [ 36%] Performing install step for 'awssdk_ep' -- awssdk_ep install command succeeded. 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eitsupi commented 2 years ago

@james-camacho-ab Please read my post above, you cannot install a binary package without setting the UserAgent.

james-camacho-ab commented 2 years ago

@eitsupi Just to make sure I'm doing this right, am I just adding this line of code to an Rprofile.site file? We don't currently have that, so would I need to create that file in my branch and then reference that file in the init script of the Databricks cluster? image

# Set default user agent options(HTTPUserAgent = sprintf("R/%s R (%s)", getRversion(), paste(getRversion(), R.version["platform"], R.version["arch"], R.version["os"])))

eitsupi commented 2 years ago

If configured correctly, a binary installation will be performed instead of a source installation.

james-camacho-ab commented 2 years ago

@eitsupi @wjones127 Here's where I'm at as of today:

Using ubuntu-18.04 binary for ubuntu-20.04 trying URL 'https://arrow-r-nightly.s3.amazonaws.com/libarrow/bin/ubuntu-18.04/arrow-7.0.0.zip' Error in download.file(from_url, to_file, quiet = quietly) : cannot open URL 'https://arrow-r-nightly.s3.amazonaws.com/libarrow/bin/ubuntu-18.04/arrow-7.0.0.zip' No libarrow binary found for version 7.0.0 on ubuntu-18.04 Found local C++ source: 'tools/cpp' Building libarrow from source For a faster, more complete installation, set the environment variable NOT_CRAN=true before installing See install vignette for details: https://cran.r-project.org/web/packages/arrow/vignettes/install.html


Note that NOT_CRAN = TRUE is set as an environment variable within the cluster, so not sure why that warning is popping up. Happy to try any other ideas or hop on a Zoom / Teams call to screen share and work through it
eitsupi commented 2 years ago

Happy to try any other ideas

You can try these approaches https://arrow.apache.org/docs/r/articles/install.html

assignUser commented 1 year ago

@james-camacho-ab where you able to solve your install issue?

james-camacho-ab commented 1 year ago

@assignUser Closing, not relevant for our team anymore since we no longer are using R. Seemed like it was a cluster policy issue