python install_error ai_generated true

ERROR: Cannot install package-a and package-b because these package versions have conflicting dependencies. The conflict is caused by: The user requested package-a; package-b depends on package-a<2.0

ID: python/pip-dependency-resolver-backtracking-too-deep

Also available as: JSON · Markdown · 中文
80%Fix Rate
88%Confidence
0Evidence
2024-03-15First Seen

Version Compatibility

VersionStatusIntroducedDeprecatedNotes
3.8 active — — —
3.9 active — — —
3.10 active — — —
3.11 active — — —
3.12 active — — —

Root Cause

pip's new resolver performs exhaustive backtracking when transitive dependency constraints conflict. The resolver explores every possible version combination, which can take minutes or hang indefinitely on large dependency trees with circular or deeply nested constraints.

generic

中文

pip 的新解析器在传递依赖约束冲突时会执行穷举回溯。解析器会探索所有可能的版本组合,在大型依赖树或存在循环/深层嵌套约束时,可能耗时数分钟甚至无限挂起。

Workarounds

  1. 70% success
    Use pip install --use-deprecated=legacy-resolver to fall back to the old non-backtracking resolver, which installs packages sequentially and may succeed with warnings.
  2. 85% success
    Manually identify a compatible version set using pip install --dry-run -v and then pin exact versions in requirements.txt, e.g., package-a==1.2.3 and package-b==2.0.1.
  3. 90% success
    Use pip-tools: pip-compile requirements.in to generate a fully pinned requirements.txt with compatible versions, then pip-sync.

Dead Ends

Common approaches that don't work:

  1. 75% fail

    Bypasses all dependency checks, leading to runtime ImportError or AttributeError when packages are actually missing or incompatible.

  2. 65% fail

    Latest versions often have their own new conflicts; resolver still backtracks, just with different constraints.

  3. 80% fail

    The resolver algorithm is already current; upgrading doesn't change the fundamental conflict in dependency metadata.