From 7afe0b659b630048dde9f187191e8d8b589816b3 Mon Sep 17 00:00:00 2001 From: Robin Moffatt Date: Wed, 25 Oct 2023 10:07:00 -0500 Subject: [PATCH] LAF05 --- content/post/lafs01e05.md | 182 ++++++++++++++++++++++++++++ static/images/2023/10/IMG_6173.webp | Bin 0 -> 142902 bytes static/images/2023/10/padame.webp | Bin 0 -> 14012 bytes static/images/2023/10/pyflink1.webp | Bin 0 -> 452092 bytes static/images/2023/10/pyflink2.webp | Bin 0 -> 647928 bytes 5 files changed, 182 insertions(+) create mode 100644 content/post/lafs01e05.md create mode 100644 static/images/2023/10/IMG_6173.webp create mode 100644 static/images/2023/10/padame.webp create mode 100644 static/images/2023/10/pyflink1.webp create mode 100644 static/images/2023/10/pyflink2.webp diff --git a/content/post/lafs01e05.md b/content/post/lafs01e05.md new file mode 100644 index 0000000..f5b83cb --- /dev/null +++ b/content/post/lafs01e05.md @@ -0,0 +1,182 @@ +--- +draft: false +title: 'Learning Apache Flink S01E05: Installing PyFlink (with some bumps along the way)' +date: "2023-10-25T15:27:22Z" +image: "/images/2023/10/pyflink1.webp" +thumbnail: "/images/2023/10/IMG_6173.webp" +credit: "https://twitter.com/rmoff/" +categories: +- LAF +- Apache Flink +- PyFlink +--- + +When I started [my journey learning Apache Flink](/categories/laf/) one of the things that several people expressed an interest in hearing more about was PyFlink. This appeals to me too, because whilst Java is just something I don't know and feels beyond me to try and learn, Python is something that I know enough of to at least hack my way around it. I've previously [had fun with PySpark](/2022/09/16/data-engineering-in-2022-exploring-lakefs-with-jupyter-and-pyspark/), and whilst [Flink SQL](/categories/flink-sql/) will probably be one of my main focusses, I also want to get a feel for PyFlink. + +The first step to using PyFlink is installing it - which should be simple, right? + + + +Right? + +![Padame looking concerned when she realises that something isn't as she'd assumed](/images/2023/10/padame.webp) + +## Step 1: Install PyFlink… + +The [docs](https://nightlies.apache.org/flink/flink-docs-release-1.15/docs/dev/python/datastream_tutorial/#how-to-follow-along) are a useful start here, and tell us that we need to install Flink as a Python library first: + +``` +$ pip install apache-flink +``` + +## `No matching distribution found for numpy==1.21.4` + +This failed with the following output (truncated, for readability) + +``` +$ pip3 install apache-flink +Collecting apache-flink + Using cached apache-flink-1.18.0.tar.gz (1.2 MB) + Preparing metadata (setup.py) ... done +[…] + Installing build dependencies ... error + error: subprocess-exited-with-error + + × pip subprocess to install build dependencies did not run successfully. + │ exit code: 1 + ╰─> [12 lines of output] + Collecting packaging==20.5 + Using cached packaging-20.5-py2.py3-none-any.whl (35 kB) + Collecting setuptools==59.2.0 + Using cached setuptools-59.2.0-py3-none-any.whl (952 kB) + Collecting wheel==0.37.0 + Using cached wheel-0.37.0-py2.py3-none-any.whl (35 kB) + ERROR: Ignored the following versions that require a different python version: 1.21.2 Requires-Python >=3.7,<3.11; 1.21.3 Requires-Python >=3.7,<3.11; 1.21.4 Requires-Python >=3.7,<3.11; 1.21.5 Requires-Python >=3.7,<3.11; 1.21.6 Requires-Python >=3.7,<3.11 + ERROR: Could not find a version that satisfies the requirement numpy==1.21.4 (from versions: 1.3.0, 1.4.1, 1.5.0, 1.5.1, 1.6.0, 1.6.1, 1.6.2, 1.7.0, 1.7.1, 1.7.2, 1.8.0, 1.8.1, 1.8.2, 1.9.0, 1.9.1, 1.9.2, 1.9.3, 1.10.0.post2, 1.10.1, 1.10.2, 1.10.4, 1.11.0, 1.11.1, 1.11.2, 1.11.3, 1.12.0, 1.12.1, 1.13.0, 1.13.1, 1.13.3, 1.14.0, 1.14.1, 1.14.2, 1.14.3, 1.14.4, 1.14.5, 1.14.6, 1.15.0, 1.15.1, 1.15.2, 1.15.3, 1.15.4, 1.16.0, 1.16.1, 1.16.2, 1.16.3, 1.16.4, 1.16.5, 1.16.6, 1.17.0, 1.17.1, 1.17.2, 1.17.3, 1.17.4, 1.17.5, 1.18.0, 1.18.1, 1.18.2, 1.18.3, 1.18.4, 1.18.5, 1.19.0, 1.19.1, 1.19.2, 1.19.3, 1.19.4, 1.19.5, 1.20.0, 1.20.1, 1.20.2, 1.20.3, 1.21.0, 1.21.1, 1.22.0, 1.22.1, 1.22.2, 1.22.3, 1.22.4, 1.23.0rc1, 1.23.0rc2, 1.23.0rc3, 1.23.0, 1.23.1, 1.23.2, 1.23.3, 1.23.4, 1.23.5, 1.24.0rc1, 1.24.0rc2, 1.24.0, 1.24.1, 1.24.2, 1.24.3, 1.24.4, 1.25.0rc1, 1.25.0, 1.25.1, 1.25.2, 1.26.0b1, 1.26.0rc1, 1.26.0, 1.26.1) + ERROR: No matching distribution found for numpy==1.21.4 + + [notice] A new release of pip is available: 23.2.1 -> 23.3 + [notice] To update, run: python3.11 -m pip install --upgrade pip + [end of output] + + note: This error originates from a subprocess, and is likely not a problem with pip. +error: subprocess-exited-with-error + +× pip subprocess to install build dependencies did not run successfully. +│ exit code: 1 +╰─> See above for output. + +note: This error originates from a subprocess, and is likely not a problem with pip. +``` + +## Try installing the next newest version + +Looking at the error I spot `No matching distribution found for numpy==1.21.4` so maybe I just try a different version? + +``` +$ pip3 install numpy==1.22.0 +Collecting numpy==1.22.0 + Downloading numpy-1.22.0.zip (11.3 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 11.3/11.3 MB 443.6 kB/s eta 0:00:00 + Installing build dependencies ... done + Getting requirements to build wheel ... error + error: subprocess-exited-with-error + + × Getting requirements to build wheel did not run successfully. + │ exit code: 1 + ╰─> [93 lines of output] +[…] + AttributeError: fcompiler. Did you mean: 'compiler'? + [end of output] +``` + +Hey, a different error! I found a GitHub issue for this error that suggests [a newer version](https://github.com/pypa/setuptools/issues/3549#issuecomment-1709347140) of numpy will work + +## Try installing the latest version of numpy + +``` +$ pip3 install numpy==1.26.1 +Collecting numpy==1.26.1 + Downloading numpy-1.26.1-cp311-cp311-macosx_11_0_arm64.whl.metadata (115 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 115.1/115.1 kB 471.4 kB/s eta 0:00:00 +Downloading numpy-1.26.1-cp311-cp311-macosx_11_0_arm64.whl (14.0 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 14.0/14.0 MB 473.2 kB/s eta 0:00:00 +Installing collected packages: numpy +Successfully installed numpy-1.26.1 + +``` + +Yay! + +But… still no dice with installing PyFlink + +``` +$ pip3 install apache-flink +[…] + ERROR: No matching distribution found for numpy==1.21.4 + [end of output] +``` + +## RTFEM (Read The Fscking Error Message) + +Going back to the original error, looking at it more closely and breaking the lines you can see this: + +``` + ERROR: Ignored the following versions that require a different python version: + 1.21.2 Requires-Python >=3.7,<3.11; + 1.21.3 Requires-Python >=3.7,<3.11; + 1.21.4 Requires-Python >=3.7,<3.11; + 1.21.5 Requires-Python >=3.7,<3.11; + 1.21.6 Requires-Python >=3.7,<3.11 +``` + +Let's look at my Python version on the system: + +```bash +$ python3 --version +Python 3.11.5 +``` + +So this matches—the numpy install needs less than 3.11 and we're on 3.11.5. + +## Install a different version of Python + +A quick Google throws up `pyenv` as a good tool for managing Python versions (let me know if that's not the case!). It installs on my Mac with brew nice and easily: + +```bash +$ brew install pyenv +$ echo 'PATH=$(pyenv root)/shims:$PATH' >> ~/.zshrcpy +``` + +Install a new version: + +```bash +$ pyenv install 3.10 +``` + +Activate the newly-installed version + +```shell +$ pyenv global 3.10.13 +``` + +Start a new shell to pick up the change, and validate that we're now using this version: + +```bash +$ python --version +Python 3.10.13 +``` + +## Try the PyFlink install again + +``` +$ pip install apache-flink + +[…] +Successfully installed apache-beam-2.48.0 apache-flink-1.18.0 apache-flink-libraries-1.18.0 avro-python3-1.10.2 certifi-2023.7.22 charset-normalizer-3.3.1 cloudpickle-2.2.1 crcmod-1.7 dill-0.3.1.1 dnspython-2.4.2 docopt-0.6.2 fastavro-1.8.4 fasteners-0.19 find-libpython-0.3.1 grpcio-1.59.0 hdfs-2.7.3 httplib2-0.22.0 idna-3.4 numpy-1.24.4 objsize-0.6.1 orjson-3.9.9 pandas-2.1.1 pemja-0.3.0 proto-plus-1.22.3 protobuf-4.23.4 py4j-0.10.9.7 pyarrow-11.0.0 pydot-1.4.2 pymongo-4.5.0 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