Development workflow

You already have your own forked copy of the NumPy repository, by following Making your own copy (fork) of NumPy, Set up your fork, you have configured git by following Git configuration, and have linked the upstream repository as explained in Linking your repository to the upstream repo.

What is described below is a recommended workflow with Git.

Basic workflow

In short:

  1. Start a new feature branch for each set of edits that you do. See below.

    Avoid putting new commits in your master branch.

  2. Hack away! See below

  3. Avoid merging other branches into your feature branch while you are working.

    You can optionally rebase if really needed, see below.

  4. When finished:

    • Contributors: push your feature branch to your own Github repo, and ask for code review or make a pull request.

    • Core developers (if you want to push changes without further review):

      # First, either (i) rebase on upstream -- if you have only few commits
      git fetch upstream
      git rebase upstream/master
      # or, (ii) merge to upstream -- if you have many related commits
      git fetch upstream
      git merge --no-ff upstream/master
      # Recheck that what is there is sensible
      git log --oneline --graph
      git log -p upstream/master..
      # Finally, push branch to upstream master
      git push upstream my-new-feature:master

      See below.

This way of working helps to keep work well organized and the history as clear as possible.


Do not use git pull — this avoids common mistakes if you are new to Git. Instead, always do git fetch followed by git rebase, git merge --ff-only or git merge --no-ff, depending on what you intend.

See also

See discussions on linux git workflow, and ipython git workflow.

Making a new feature branch

git branch my-new-feature
git checkout my-new-feature

or just:

git checkout -b my-new-feature upstream/master

Generally, you will want to keep this also on your public github fork of NumPy. To do this, you git push this new branch up to your github repo. Generally (if you followed the instructions in these pages, and by default), git will have a link to your github repo, called origin. You push up to your own repo on github with:

git push origin my-new-feature

In git >= 1.7 you can ensure that the link is correctly set by using the --set-upstream option:

git push --set-upstream origin my-new-feature

From now on git will know that my-new-feature is related to the my-new-feature branch in your own github repo.

The editing workflow


# hack hack
git add my_new_file
git commit -am 'ENH: some message'

# push the branch to your own Github repo
git push

In more detail

  1. Make some changes

  2. See which files have changed with git status (see git status). You’ll see a listing like this one:

    # On branch my-new-feature
    # Changed but not updated:
    #   (use "git add <file>..." to update what will be committed)
    #   (use "git checkout -- <file>..." to discard changes in working directory)
    #  modified:   README
    # Untracked files:
    #   (use "git add <file>..." to include in what will be committed)
    #  INSTALL
    no changes added to commit (use "git add" and/or "git commit -a")
  3. Check what the actual changes are with git diff (git diff).

  4. Add any new files to version control git add new_file_name (see git add).

  5. To commit all modified files into the local copy of your repo,, do git commit -am 'A commit message'. Note the -am options to commit. The m flag just signals that you’re going to type a message on the command line. The a flag - you can just take on faith - or see why the -a flag? - and the helpful use-case description in the tangled working copy problem. The git commit manual page might also be useful.

  6. To push the changes up to your forked repo on github, do a git push (see git push).

Rebasing on master

This updates your feature branch with changes from the upstream NumPy github repo. If you do not absolutely need to do this, try to avoid doing it, except perhaps when you are finished.

First, it can be useful to update your master branch:

# go to the master branch
git checkout master
# pull changes from github
git fetch upstream
# update the master branch
git rebase upstream/master
# push it to your Github repo
git push

Then, the feature branch:

# go to the feature branch
git checkout my-new-feature
# make a backup in case you mess up
git branch tmp my-new-feature
# rebase on master
git rebase master

If you have made changes to files that have changed also upstream, this may generate merge conflicts that you need to resolve.:

# delete backup branch
git branch -D tmp

Recovering from mess-ups

Sometimes, you mess up merges or rebases. Luckily, in Git it is relatively straightforward to recover from such mistakes.

If you mess up during a rebase:

git rebase --abort

If you notice you messed up after the rebase:

# reset branch back to the saved point
git reset --hard tmp

If you forgot to make a backup branch:

# look at the reflog of the branch
git reflog show my-feature-branch

8630830 my-feature-branch@{0}: commit: BUG: io: close file handles immediately
278dd2a my-feature-branch@{1}: rebase finished: refs/heads/my-feature-branch onto 11ee694744f2552d
26aa21a my-feature-branch@{2}: commit: BUG: lib: make seek_gzip_factory not leak gzip obj

# reset the branch to where it was before the botched rebase
git reset --hard my-feature-branch@{2}

Asking for your changes to be merged with the main repo

When you feel your work is finished, you can ask for code review, or directly file a pull request.

Asking for code review

  1. Go to your repo URL - e.g.

  2. Click on the Branch list button:

  3. Click on the Compare button for your feature branch - here my-new-feature:

  4. If asked, select the base and comparison branch names you want to compare. Usually these will be master and my-new-feature (where that is your feature branch name).

  5. At this point you should get a nice summary of the changes. Copy the URL for this, and post it to the NumPy mailing list, asking for review. The URL will look something like: There’s an example at See: for more detail.

The generated comparison, is between your feature branch my-new-feature, and the place in master from which you branched my-new-feature. In other words, you can keep updating master without interfering with the output from the comparison. More detail? Note the three dots in the URL above ( and see Two and three dots in difference specs.

Filing a pull request

When you are ready to ask for the merge of your code:

  1. Go to the URL of your forked repo, say

  2. Click on the ‘Pull request’ button:


    Enter a message; we suggest you select only NumPy as the recipient. The message will go to the NumPy core developers. Please feel free to add others from the list as you like.

Pushing changes to the main repo

When you have a set of “ready” changes in a feature branch ready for Numpy’s master or maintenance/1.5.x branches, you can push them to upstream as follows:

  1. First, merge or rebase on the target branch.

    1. Only a few commits: prefer rebasing:

      git fetch upstream
      git rebase upstream/master

      See above.

    2. Many related commits: consider creating a merge commit:

      git fetch upstream
      git merge --no-ff upstream/master
  2. Check that what you are going to push looks sensible:

    git log -p upstream/master..
    git log --oneline --graph
  3. Push to upstream:

    git push upstream my-feature-branch:master


Avoid using git pull here.

Additional things you might want to do

Rewriting commit history


Do this only for your own feature branches.

There’s an embarassing typo in a commit you made? Or perhaps the you made several false starts you would like the posterity not to see.

This can be done via interactive rebasing.

Suppose that the commit history looks like this:

git log --oneline
eadc391 Fix some remaining bugs
a815645 Modify it so that it works
2dec1ac Fix a few bugs + disable
13d7934 First implementation
6ad92e5 * masked is now an instance of a new object, MaskedConstant
29001ed Add pre-nep for a copule of structured_array_extensions.

and 6ad92e5 is the last commit in the master branch. Suppose we want to make the following changes:

  • Rewrite the commit message for 13d7934 to something more sensible.
  • Combine the commits 2dec1ac, a815645, eadc391 into a single one.

We do as follows:

# make a backup of the current state
git branch tmp HEAD
# interactive rebase
git rebase -i 6ad92e5

This will open an editor with the following text in it:

pick 13d7934 First implementation
pick 2dec1ac Fix a few bugs + disable
pick a815645 Modify it so that it works
pick eadc391 Fix some remaining bugs

# Rebase 6ad92e5..eadc391 onto 6ad92e5
# Commands:
#  p, pick = use commit
#  r, reword = use commit, but edit the commit message
#  e, edit = use commit, but stop for amending
#  s, squash = use commit, but meld into previous commit
#  f, fixup = like "squash", but discard this commit's log message
# If you remove a line here THAT COMMIT WILL BE LOST.
# However, if you remove everything, the rebase will be aborted.

To achieve what we want, we will make the following changes to it:

r 13d7934 First implementation
pick 2dec1ac Fix a few bugs + disable
f a815645 Modify it so that it works
f eadc391 Fix some remaining bugs

This means that (i) we want to edit the commit message for 13d7934, and (ii) collapse the last three commits into one. Now we save and quit the editor.

Git will then immediately bring up an editor for editing the commit message. After revising it, we get the output:

[detached HEAD 721fc64] FOO: First implementation
 2 files changed, 199 insertions(+), 66 deletions(-)
[detached HEAD 0f22701] Fix a few bugs + disable
 1 files changed, 79 insertions(+), 61 deletions(-)
Successfully rebased and updated refs/heads/my-feature-branch.

and the history looks now like this:

0f22701 Fix a few bugs + disable
721fc64 ENH: Sophisticated feature
6ad92e5 * masked is now an instance of a new object, MaskedConstant

If it went wrong, recovery is again possible as explained above.

Deleting a branch on github

git checkout master
# delete branch locally
git branch -D my-unwanted-branch
# delete branch on github
git push origin :my-unwanted-branch

(Note the colon : before test-branch. See also:

Several people sharing a single repository

If you want to work on some stuff with other people, where you are all committing into the same repository, or even the same branch, then just share it via github.

First fork NumPy into your account, as from Making your own copy (fork) of NumPy.

Then, go to your forked repository github page, say

Click on the ‘Admin’ button, and add anyone else to the repo as a collaborator:


Now all those people can do:

git clone

Remember that links starting with git@ use the ssh protocol and are read-write; links starting with git:// are read-only.

Your collaborators can then commit directly into that repo with the usual:

git commit -am 'ENH - much better code'
git push origin master # pushes directly into your repo

Exploring your repository

To see a graphical representation of the repository branches and commits:

gitk --all

To see a linear list of commits for this branch:

git log

You can also look at the network graph visualizer for your github repo.