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# Dependency Resolution | ||
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pip is capable of determining and installing the dependencies of packages. The | ||
process of determining which version of a dependency to install is known as | ||
dependency resolution. This behaviour can be disabled by passing | ||
{any}`--no-deps` to {any}`pip install`. | ||
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## How it works | ||
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When a user does a `pip install` (e.g. `pip install tea`), pip needs to work | ||
out the package's dependencies (e.g. `spoon`, `hot-water`, `tea-leaves` etc.) | ||
and what the versions of each of those dependencies it should install. | ||
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At the start of a `pip install` run, pip does not have all the dependency | ||
information of the requested packages. It needs to work out the dependencies | ||
of the requested packages, the dependencies of those dependencies, and so on. | ||
Over the course of the dependency resolution process, pip will need to download | ||
distribution files of the packages which are used to get the dependencies of a | ||
package. | ||
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## Backtracking | ||
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```{versionchanged} 20.3 | ||
pip's dependency resolver is now capable of backtracking. | ||
``` | ||
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During dependency resolution, pip needs to make assumptions about the package | ||
versions it needs to install and, later, check these assumptions were not | ||
incorrect. When pip finds that an assumption it made earlier is incorrect, it | ||
has to backtrack, which means also discarding some of the work that has already | ||
been done, and going back to choose another path. | ||
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This can look like pip downloading multiple versions of the same package, | ||
since pip explicitly presents each download to the user. The backtracking of | ||
choices made during is not unexpected behaviour or a bug. It is part of how | ||
dependency resolution for Python packages works. | ||
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````{admonition} Example | ||
The user requests `pip install tea`. The package `tea` declares a dependency on | ||
`hot-water`, `spoon`, `cup`, amongst others. | ||
pip starts by picking the most recent version of `tea` and get the list of | ||
dependencies of that version of `tea`. It will then repeat the process for | ||
those packages, picking the most recent version of `spoon` and then `cup`. Now, | ||
pip notices that the version of `cup` it has chosen is not compatible with the | ||
version of `spoon` it has chosen. Thus, pip will "go back" (backtrack) and try | ||
to use another version of `cup`. If it is successful, it will continue onto the | ||
next package (like `sugar`). Otherwise, it will continue to backtrack on `cup` | ||
until it finds a version of `cup` that is compatible with all the other | ||
packages. | ||
This can look like: | ||
```console | ||
$ pip install tea | ||
Collecting tea | ||
Downloading tea-1.9.8-py2.py3-none-any.whl (346 kB) | ||
|████████████████████████████████| 346 kB 10.4 MB/s | ||
Collecting spoon==2.27.0 | ||
Downloading spoon-2.27.0-py2.py3-none-any.whl (312 kB) | ||
|████████████████████████████████| 312 kB 19.2 MB/s | ||
Collecting cup>=1.6.0 | ||
Downloading cup-3.22.0-py2.py3-none-any.whl (397 kB) | ||
|████████████████████████████████| 397 kB 28.2 MB/s | ||
INFO: pip is looking at multiple versions of this package to determine | ||
which version is compatible with other requirements. | ||
This could take a while. | ||
Downloading cup-3.21.0-py2.py3-none-any.whl (395 kB) | ||
|████████████████████████████████| 395 kB 27.0 MB/s | ||
Downloading cup-3.20.0-py2.py3-none-any.whl (394 kB) | ||
|████████████████████████████████| 394 kB 24.4 MB/s | ||
Downloading cup-3.19.1-py2.py3-none-any.whl (394 kB) | ||
|████████████████████████████████| 394 kB 21.3 MB/s | ||
Downloading cup-3.19.0-py2.py3-none-any.whl (394 kB) | ||
|████████████████████████████████| 394 kB 26.2 MB/s | ||
Downloading cup-3.18.0-py2.py3-none-any.whl (393 kB) | ||
|████████████████████████████████| 393 kB 22.1 MB/s | ||
Downloading cup-3.17.0-py2.py3-none-any.whl (382 kB) | ||
|████████████████████████████████| 382 kB 23.8 MB/s | ||
Downloading cup-3.16.0-py2.py3-none-any.whl (376 kB) | ||
|████████████████████████████████| 376 kB 27.5 MB/s | ||
Downloading cup-3.15.1-py2.py3-none-any.whl (385 kB) | ||
|████████████████████████████████| 385 kB 30.4 MB/s | ||
INFO: pip is looking at multiple versions of this package to determine | ||
which version is compatible with other requirements. | ||
This could take a while. | ||
Downloading cup-3.15.0-py2.py3-none-any.whl (378 kB) | ||
|████████████████████████████████| 378 kB 21.4 MB/s | ||
Downloading cup-3.14.0-py2.py3-none-any.whl (372 kB) | ||
|████████████████████████████████| 372 kB 21.1 MB/s | ||
``` | ||
These multiple `Downloading cup-{version}` lines show that pip is backtracking | ||
choices it is making during dependency resolution. | ||
```` | ||
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If pip starts backtracking during dependency resolution, it does not know how | ||
many choices it will reconsider, and how much computation would be needed. | ||
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For the user, this means it can take a long time to complete when pip starts | ||
backtracking. In the case where a package has a lot of versions, arriving at a | ||
good candidate can take a lot of time. The amount of time depends on the | ||
package size, the number of versions pip must try, and various other factors. | ||
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Backtracking reduces the risk that installing a new package will accidentally | ||
break an existing installed package, and so reduces the risk that your | ||
environment gets messed up. To do this, pip has to do more work, to find out | ||
which version of a package is a good candidate to install. |
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