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New resolver: pip seems to not do anything and stuck during resolution #8683
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An additional observation. Just using two requirements out of the ones mentions causes a
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Yeah, I ran the full requirements set with a few print statements locally, and it seems like the resolver is just backtracking like hell. The problem is that the output pip generates is not doing a good job reporting the situation to the user, and it seems stuck doing repeated things. (They are not the same thing, but different things generating the same output.) Edit: I’m marking this as an enhancement since pip is arguably doing the correct thing here, but needs to do it better. Edit 2: For maintainers wondering, the repeated |
Thanks for testing out the new resolver and filing an issue @noamkush! ^>^
Nice debugging and thanks for looking into this. Looks like this is basically as #8346 -- i.e. improving pip's output during backtracking in dependency resolution? I'm kinda in favor of closing this issue with a note on that one about there being a proper user report + test case in this one. |
We’ll probably need to revisit the Both this issue and #8705 indicates that the user tends to easily feel the resolver is stuck if it’s not looking for new things (no |
I wonder if what we need here is some output to indicate that the resolver is "doing stuff" in addition to a better metric for "too much work". :) |
Yeah, it would be helpful to hook into the reporter’s |
Hey all! Has an approach been proposed for this issue? If I understand correctly, the underlying behavior is that pip is working in the background to find compatible dependencies and not currently reporting much about the situation. I observed this backtracking manifesting in some of my CI jobs starting to sit for 4 hours or so (until I canceled them) without completing. I'm growing anxious that fixing the reporting may help shed some light that pip is doing this work, but that I'll still be unsure how to act on this when I see it happening. Is there guidance you can provide on how one can best identify packages contributing to backtracking so that one can fix their dependency resolution issues? In my case, |
@daneah could you share the specific requirements.txt file that's causing this issue for you? |
@pradyunsg The issue arose in a project where we use Dependency treeroot@ac97dcf7ba94:/code/shared-packages/[private package]# pipdeptree Warning!!! Possibly conflicting dependencies found: * astroid==2.4.2 - wrapt [required: ~=1.11, installed: 1.10.4] ------------------------------------------------------------------------ [private package] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - [private package] - beautifulsoup4 [required: >=4.3.2,<5, installed: 4.9.1] - soupsieve [required: >1.2, installed: 2.0.1] - boto3 [required: >=1.9,<2, installed: 1.14.35] - botocore [required: >=1.17.35,<1.18.0, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - s3transfer [required: >=0.3.0,<0.4.0, installed: 0.3.3] - botocore [required: >=1.12.36,<2.0a.0, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - botocore [required: >=1.12,<2, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - html5lib [required: ==0.999, installed: 0.999] - six [required: Any, installed: 1.15.0] - netaddr [required: ==0.7.15, installed: 0.7.15] - python3-memcached [required: ==1.51, installed: 1.51] - requests [required: >=2.11.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - statsd [required: >=3.1,<4, installed: 3.3.0] - [private package] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - requests [required: >=2.9.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - wrapt [required: ==1.10.4, installed: 1.10.4] - statsd [required: >=3.1,<4, installed: 3.3.0] mypy==0.782 - mypy-extensions [required: >=0.4.3,<0.5.0, installed: 0.4.3] - typed-ast [required: >=1.4.0,<1.5.0, installed: 1.4.1] - typing-extensions [required: >=3.7.4, installed: 3.7.4.2] pipdeptree==1.0.0 - pip [required: >=6.0.0, installed: 20.2.1] pylint==2.5.3 - astroid [required: >=2.4.0,<=2.5, installed: 2.4.2] - lazy-object-proxy [required: ==1.4.*, installed: 1.4.3] - six [required: ~=1.12, installed: 1.15.0] - typed-ast [required: >=1.4.0,<1.5, installed: 1.4.1] - wrapt [required: ~=1.11, installed: 1.10.4] - isort [required: >=4.2.5,<5, installed: 4.3.21] - mccabe [required: >=0.6,<0.7, installed: 0.6.1] - toml [required: >=0.7.1, installed: 0.10.1] pytest-cov==2.10.0 - coverage [required: >=4.4, installed: 5.2.1] - pytest [required: >=4.6, installed: 5.4.3] - attrs [required: >=17.4.0, installed: 19.3.0] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - more-itertools [required: >=4.0.0, installed: 8.4.0] - packaging [required: Any, installed: 20.4] - pyparsing [required: >=2.0.2, installed: 2.4.7] - six [required: Any, installed: 1.15.0] - pluggy [required: >=0.12,<1.0, installed: 0.13.1] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - py [required: >=1.5.0, installed: 1.9.0] - wcwidth [required: Any, installed: 0.2.5] pytest-django==3.9.0 - pytest [required: >=3.6, installed: 5.4.3] - attrs [required: >=17.4.0, installed: 19.3.0] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - more-itertools [required: >=4.0.0, installed: 8.4.0] - packaging [required: Any, installed: 20.4] - pyparsing [required: >=2.0.2, installed: 2.4.7] - six [required: Any, installed: 1.15.0] - pluggy [required: >=0.12,<1.0, installed: 0.13.1] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - py [required: >=1.5.0, installed: 1.9.0] - wcwidth [required: Any, installed: 0.2.5] pytest-randomly==3.2.1 - importlib-metadata [required: Any, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - pytest [required: Any, installed: 5.4.3] - attrs [required: >=17.4.0, installed: 19.3.0] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - more-itertools [required: >=4.0.0, installed: 8.4.0] - packaging [required: Any, installed: 20.4] - pyparsing [required: >=2.0.2, installed: 2.4.7] - six [required: Any, installed: 1.15.0] - pluggy [required: >=0.12,<1.0, installed: 0.13.1] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - py [required: >=1.5.0, installed: 1.9.0] - wcwidth [required: Any, installed: 0.2.5] [private package] - apiron [required: >=5.1.0,<6, installed: 5.1.0] - requests [required: >=2.11.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - boto3 [required: >=1.9,<2, installed: 1.14.35] - botocore [required: >=1.17.35,<1.18.0, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - s3transfer [required: >=0.3.0,<0.4.0, installed: 0.3.3] - botocore [required: >=1.12.36,<2.0a.0, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - botocore [required: >=1.12,<2, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - [private package] - apiron [required: >=4.2.0,<6, installed: 5.1.0] - requests [required: >=2.11.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - [private package] - beautifulsoup4 [required: >=4.3.2,<5, installed: 4.9.1] - soupsieve [required: >1.2, installed: 2.0.1] - boto3 [required: >=1.9,<2, installed: 1.14.35] - botocore [required: >=1.17.35,<1.18.0, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - s3transfer [required: >=0.3.0,<0.4.0, installed: 0.3.3] - botocore [required: >=1.12.36,<2.0a.0, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - botocore [required: >=1.12,<2, installed: 1.17.35] - docutils [required: >=0.10,<0.16, installed: 0.15.2] - jmespath [required: >=0.7.1,<1.0.0, installed: 0.10.0] - python-dateutil [required: >=2.1,<3.0.0, installed: 2.8.1] - six [required: >=1.5, installed: 1.15.0] - urllib3 [required: >=1.20,<1.26, installed: 1.25.10] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - html5lib [required: ==0.999, installed: 0.999] - six [required: Any, installed: 1.15.0] - netaddr [required: ==0.7.15, installed: 0.7.15] - python3-memcached [required: ==1.51, installed: 1.51] - requests [required: >=2.11.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - statsd [required: >=3.1,<4, installed: 3.3.0] - [private package] [required: >=1.0.0,<2, installed: 1.1.0] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - requests [required: >=2.9.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - wrapt [required: ==1.10.4, installed: 1.10.4] - pydantic [required: >=1.4, installed: 1.6.1] - requests [required: >=2.24.0,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] - retrying [required: >=1.3.3,<2, installed: 1.3.3] - six [required: >=1.7.0, installed: 1.15.0] - urllib3 [required: >=1.25.7,<2, installed: 1.25.10] - [private package] - Django [required: >=1.11, installed: 3.1] - asgiref [required: ~=3.2.10, installed: 3.2.10] - pytz [required: Any, installed: 2020.1] - sqlparse [required: >=0.2.2, installed: 0.3.1] - requests [required: >=2.9.1,<3, installed: 2.24.0] - certifi [required: >=2017.4.17, installed: 2020.6.20] - chardet [required: >=3.0.2,<4, installed: 3.0.4] - idna [required: >=2.5,<3, installed: 2.10] - urllib3 [required: >=1.21.1,<1.26,!=1.25.1,!=1.25.0, installed: 1.25.10] setuptools==47.1.0 tox==3.18.1 - filelock [required: >=3.0.0, installed: 3.0.12] - importlib-metadata [required: >=0.12,<2, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - packaging [required: >=14, installed: 20.4] - pyparsing [required: >=2.0.2, installed: 2.4.7] - six [required: Any, installed: 1.15.0] - pluggy [required: >=0.12.0, installed: 0.13.1] - importlib-metadata [required: >=0.12, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - py [required: >=1.4.17, installed: 1.9.0] - six [required: >=1.14.0, installed: 1.15.0] - toml [required: >=0.9.4, installed: 0.10.1] - virtualenv [required: >=16.0.0,!=20.0.7,!=20.0.6,!=20.0.5,!=20.0.4,!=20.0.3,!=20.0.2,!=20.0.1,!=20.0.0, installed: 20.0.30] - appdirs [required: >=1.4.3,<2, installed: 1.4.4] - distlib [required: >=0.3.1,<1, installed: 0.3.1] - filelock [required: >=3.0.0,<4, installed: 3.0.12] - importlib-metadata [required: >=0.12,<2, installed: 1.7.0] - zipp [required: >=0.5, installed: 3.1.0] - six [required: >=1.9.0,<2, installed: 1.15.0] One TL;DR is that we only ever ask for |
Yep! The team discussed this problem in last week's meeting and work is now in progress so that pip will inform the user when the resolver is doing a lot of backtracking. We'll probably be giving the user a short in-terminal error message and pointing to longer documentation, as we did with this conflict resolution documentation.
I'll defer to other people on answering this question. Thank you! |
Thanks for the follow up @brainwane! The conflict resolution docs do speak pretty well to my concern 😄 |
Hi, all When this new resolver becomes the default, will there still be an option/flag to disable this, and use the older resolver? Or, would the only option then be to downgrade and use an older version of |
@kodeninja For a (short) period, yes, you will be able to say Anyone wanting the old resolver on a long-term basis will need to pin to an older version of pip. (And ideally, they will let us know why they feel they have to do that, so we can fix any issue in the new resolver that is preventing them switching). |
I want to emphasise on this -- the new resolver is much easier to work with (as a maintainer) because it's stricter. Overall, I think it's now much easier to make progress on improvement/changes, should there be a need to do so. |
To us, the backtracking issue is a major blocker for the migration, has
this been resolved yet?
|
We believe we've solved all of the issues that we've been able to reproduce (with the proviso that some backtracking is simply necessary with the new resolver because that's how we get a valid result - backtracking itself isn't an issue, it's how we avoid unnecessary backtracking, and process packages quickly that matters). If you want to, you can try installing pip from master and check whether your case is addressed - or you could wait for the 20.3 beta, which should be released in the next couple of days. If you still have an issue, and can provide a means of reproducing it, please file an issue. But hopefully, all of the major slowdowns are now gone. |
I'll wait for the next stable release as this is used in a production environment. |
@pfmoore @pradyunsg I'm running into the backtracking issue (seems like it) as well.
I have tried several other variations of the requirements as well (with different constraints), but couldn't get it to install. This script simply does not finish, in multiple tests so far. At some point during the installation, the terminal output just stops updating. I've left it running for a whole day and it still doesn't finish/fail 🤷🏻♂️. Sample run➤ Python version:
Python 3.8.5
➤ Current dir: ~/tmp/test-pip-2020-resolver-1604092332
➤ Installing virtualenv...
Requirement already satisfied: virtualenv in /usr/local/lib/python3.8/site-packages (20.0.28)
Requirement already satisfied: filelock<4,>=3.0.0 in /usr/local/lib/python3.8/site-packages (from virtualenv) (3.0.12)
Requirement already satisfied: appdirs<2,>=1.4.3 in /usr/local/lib/python3.8/site-packages (from virtualenv) (1.4.4)
Requirement already satisfied: six<2,>=1.9.0 in /usr/local/Cellar/protobuf/3.12.4/libexec/lib/python3.8/site-packages (from virtualenv) (1.15.0)
Requirement already satisfied: distlib<1,>=0.3.1 in /usr/local/lib/python3.8/site-packages (from virtualenv) (0.3.1)
➤ Creating virtualenv...
created virtual environment CPython3.8.5.final.0-64 in 492ms
creator CPython3Posix(dest=~/tmp/test-pip-2020-resolver-1604092332/venv-pip-2020, clear=False, global=False)
seeder FromAppData(download=False, pip=bundle, setuptools=bundle, wheel=bundle, via=copy, app_data_dir=~/Library/Application Support/virtualenv)
added seed packages: pip==20.1.1, setuptools==49.2.0, wheel==0.35.1
activators BashActivator,CShellActivator,FishActivator,PowerShellActivator,PythonActivator,XonshActivator
➤ Activating virtualenv...
➤ Upgrading pip to latest...
Collecting pip
Using cached pip-20.2.4-py2.py3-none-any.whl (1.5 MB)
Installing collected packages: pip
Attempting uninstall: pip
Found existing installation: pip 20.1.1
Uninstalling pip-20.1.1:
Successfully uninstalled pip-20.1.1
Successfully installed pip-20.2.4
➤ Installing pipdeptree...
Collecting pipdeptree==1.0.0
Using cached pipdeptree-1.0.0-py3-none-any.whl (12 kB)
Requirement already satisfied: pip>=6.0.0 in ./venv-pip-2020/lib/python3.8/site-packages (from pipdeptree==1.0.0) (20.2.4)
Installing collected packages: pipdeptree
Successfully installed pipdeptree-1.0.0
➤ Contents of ~/tmp/test-pip-2020-resolver-1604092332:
total 8
drwxr-xr-x 6 user staff 192 Oct 30 14:12 venv-pip-2020
-rw-r--r-- 1 user staff 45 Oct 30 14:12 requirements.txt
➤ Installing the following dependencies:
awscli
boto3
s3fs
snowflake-connector-python
➤ python3 -m pip install --use-feature=2020-resolver -r requirements.txt
Collecting awscli
Using cached awscli-1.18.169.tar.gz (1.3 MB)
Collecting boto3
Downloading boto3-1.16.9-py2.py3-none-any.whl (129 kB)
|████████████████████████████████| 129 kB 616 kB/s
Collecting s3fs
Using cached s3fs-0.5.1-py3-none-any.whl (21 kB)
Collecting snowflake-connector-python
Using cached snowflake_connector_python-2.3.4-cp38-cp38-macosx_10_13_x86_64.whl (4.8 MB)
Collecting boto3
Using cached boto3-1.15.18-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.17-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.16-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.15-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.14-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.13-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.12-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.11-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.10-py2.py3-none-any.whl (129 kB)
Collecting boto3
Using cached boto3-1.15.9-py2.py3-none-any.whl (129 kB)
Collecting boto3
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^CERROR: Operation cancelled by user
❌ Error 1 occurred on line 60
❗️ Please delete ~/tmp/test-pip-2020-resolver-1604092332 |
Hi, all Any guidance on the above issue? |
Please see #9011 for more information. I’ll close this in favour of that issue since the discussion there is more up-to-date. |
Environment
On a clean environment, running
pip install --use-feature=2020-resolver -r requirements.txt
The installation is stuck indefinitely, repeating the last output, see log. I kept it running for 5+ minutes but it keeps going (unreasonable for such a short list of requirements). I cut the log short since it repeats itself.
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