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793 lines
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Markdown
793 lines
31 KiB
Markdown
# Python
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## User Guide
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Several versions of Python are available on Nix as well as a high amount of
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packages. The default interpreter is CPython 2.7.
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### Using Python
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#### Installing Python and packages
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It is important to make a distinction between Python packages that are
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used as libraries, and applications that are written in Python.
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Applications on Nix are installed typically into your user
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profile imperatively using `nix-env -i`, and on NixOS declaratively by adding the
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package name to `environment.systemPackages` in `/etc/nixos/configuration.nix`.
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Dependencies such as libraries are automatically installed and should not be
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installed explicitly.
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The same goes for Python applications and libraries. Python applications can be
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installed in your profile, but Python libraries you would like to use to develop
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cannot. If you do install libraries in your profile, then you will end up with
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import errors.
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#### Python environments using `nix-shell`
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The recommended method for creating Python environments for development is with
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`nix-shell`. Executing
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```sh
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$ nix-shell -p python35Packages.numpy python35Packages.toolz
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```
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opens a Nix shell which has available the requested packages and dependencies.
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Now you can launch the Python interpreter (which is itself a dependency)
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```sh
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[nix-shell:~] python3
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```
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If the packages were not available yet in the Nix store, Nix would download or
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build them automatically. A convenient option with `nix-shell` is the `--run`
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option, with which you can execute a command in the `nix-shell`. Let's say we
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want the above environment and directly run the Python interpreter
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```sh
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$ nix-shell -p python35Packages.numpy python35Packages.toolz --run "python3"
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```
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This way you can use the `--run` option also to directly run a script
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```sh
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$ nix-shell -p python35Packages.numpy python35Packages.toolz --run "python3 myscript.py"
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```
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In fact, for this specific use case there is a more convenient method. You can
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add a [shebang](https://en.wikipedia.org/wiki/Shebang_(Unix)) to your script
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specifying which dependencies Nix shell needs. With the following shebang, you
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can use `nix-shell myscript.py` and it will make available all dependencies and
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run the script in the `python3` shell.
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```py
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#! /usr/bin/env nix-shell
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#! nix-shell -i python3 -p python3Packages.numpy
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import numpy
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print(numpy.__version__)
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```
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Likely you do not want to type your dependencies each and every time. What you
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can do is write a simple Nix expression which sets up an environment for you,
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requiring you only to type `nix-shell`. Say we want to have Python 3.5, `numpy`
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and `toolz`, like before, in an environment. With a `shell.nix` file
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containing
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```nix
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with import <nixpkgs> {};
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(pkgs.python35.withPackages (ps: [ps.numpy ps.toolz])).env
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```
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executing `nix-shell` gives you again a Nix shell from which you can run Python.
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What's happening here?
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1. We begin with importing the Nix Packages collections. `import <nixpkgs>` import the `<nixpkgs>` function, `{}` calls it and the `with` statement brings all attributes of `nixpkgs` in the local scope. Therefore we can now use `pkgs`.
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2. Then we create a Python 3.5 environment with the `withPackages` function.
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3. The `withPackages` function expects us to provide a function as an argument that takes the set of all python packages and returns a list of packages to include in the environment. Here, we select the packages `numpy` and `toolz` from the package set.
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4. And finally, for in interactive use we return the environment by using the `env` attribute.
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### Developing with Python
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Now that you know how to get a working Python environment on Nix, it is time to go forward and start actually developing with Python.
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We will first have a look at how Python packages are packaged on Nix. Then, we will look how you can use development mode with your code.
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#### Python packaging on Nix
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On Nix all packages are built by functions. The main function in Nix for building Python packages is [`buildPythonPackage`](https://github.com/NixOS/nixpkgs/blob/master/pkgs/development/python-modules/generic/default.nix).
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Let's see how we would build the `toolz` package. According to [`python-packages.nix`](https://raw.githubusercontent.com/NixOS/nixpkgs/master/pkgs/top-level/python-packages.nix) `toolz` is build using
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```nix
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toolz = buildPythonPackage rec{
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name = "toolz-${version}";
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version = "0.7.4";
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src = pkgs.fetchurl{
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url = "mirror://pypi/t/toolz/toolz-${version}.tar.gz";
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sha256 = "43c2c9e5e7a16b6c88ba3088a9bfc82f7db8e13378be7c78d6c14a5f8ed05afd";
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};
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meta = {
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homepage = "http://github.com/pytoolz/toolz/";
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description = "List processing tools and functional utilities";
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license = licenses.bsd3;
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maintainers = with maintainers; [ fridh ];
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};
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};
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```
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What happens here? The function `buildPythonPackage` is called and as argument
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it accepts a set. In this case the set is a recursive set ([`rec`](http://nixos.org/nix/manual/#sec-constructs)).
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One of the arguments is the name of the package, which consists of a basename
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(generally following the name on PyPi) and a version. Another argument, `src`
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specifies the source, which in this case is fetched from an url. `fetchurl` not
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only downloads the target file, but also validates its hash. Furthermore, we
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specify some (optional) [meta information](http://nixos.org/nixpkgs/manual/#chap-meta).
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The output of the function is a derivation, which is an attribute with the name
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`toolz` of the set `pythonPackages`. Actually, sets are created for all interpreter versions,
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so `python27Packages`, `python34Packages`, `python35Packages` and `pypyPackages`.
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The above example works when you're directly working on
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`pkgs/top-level/python-packages.nix` in the Nixpkgs repository. Often though,
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you will want to test a Nix expression outside of the Nixpkgs tree. If you
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create a `shell.nix` file with the following contents
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```nix
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with import <nixpkgs> {};
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pkgs.python35Packages.buildPythonPackage rec {
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name = "toolz-${version}";
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version = "0.7.4";
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src = pkgs.fetchurl{
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url = "mirror://pypi/t/toolz/toolz-${version}.tar.gz";
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sha256 = "43c2c9e5e7a16b6c88ba3088a9bfc82f7db8e13378be7c78d6c14a5f8ed05afd";
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};
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meta = {
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homepage = "http://github.com/pytoolz/toolz/";
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description = "List processing tools and functional utilities";
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license = licenses.bsd3;
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maintainers = with maintainers; [ fridh ];
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};
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}
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```
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and then execute `nix-shell` will result in an environment in which you can use
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Python 3.5 and the `toolz` package. As you can see we had to explicitly mention
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for which Python version we want to build a package.
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The above example considered only a single package. Generally you will want to use multiple packages.
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If we create a `shell.nix` file with the following contents
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```nix
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with import <nixpkgs> {};
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( let
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toolz = pkgs.python35Packages.buildPythonPackage rec {
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name = "toolz-${version}";
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version = "0.7.4";
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src = pkgs.fetchurl{
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url = "mirror://pypi/t/toolz/toolz-${version}.tar.gz";
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sha256 = "43c2c9e5e7a16b6c88ba3088a9bfc82f7db8e13378be7c78d6c14a5f8ed05afd";
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};
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meta = {
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homepage = "http://github.com/pytoolz/toolz/";
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description = "List processing tools and functional utilities";
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license = licenses.bsd3;
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maintainers = with maintainers; [ fridh ];
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};
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};
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in pkgs.python35.withPackages (ps: [ps.numpy toolz])
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).env
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```
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and again execute `nix-shell`, then we get a Python 3.5 environment with our
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locally defined package as well as `numpy` which is build according to the
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definition in Nixpkgs. What did we do here? Well, we took the Nix expression
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that we used earlier to build a Python environment, and said that we wanted to
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include our own version of `toolz`. To introduce our own package in the scope of
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`withPackages` we used a
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[`let`](http://nixos.org/nix/manual/#sec-constructs) expression.
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You can see that we used `ps.numpy` to select numpy from the nixpkgs package set (`ps`).
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But we do not take `toolz` from the nixpkgs package set this time.
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Instead, `toolz` will resolve to our local definition that we introduced with `let`.
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### Handling dependencies
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Our example, `toolz`, doesn't have any dependencies on other Python
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packages or system libraries. According to the manual, `buildPythonPackage`
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uses the arguments `buildInputs` and `propagatedBuildInputs` to specify dependencies. If something is
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exclusively a build-time dependency, then the dependency should be included as a
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`buildInput`, but if it is (also) a runtime dependency, then it should be added
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to `propagatedBuildInputs`. Test dependencies are considered build-time dependencies.
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The following example shows which arguments are given to `buildPythonPackage` in
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order to build [`datashape`](https://github.com/blaze/datashape).
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```nix
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datashape = buildPythonPackage rec {
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name = "datashape-${version}";
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version = "0.4.7";
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src = pkgs.fetchurl {
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url = "mirror://pypi/D/DataShape/${name}.tar.gz";
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sha256 = "14b2ef766d4c9652ab813182e866f493475e65e558bed0822e38bf07bba1a278";
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};
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buildInputs = with self; [ pytest ];
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propagatedBuildInputs = with self; [ numpy multipledispatch dateutil ];
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meta = {
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homepage = https://github.com/ContinuumIO/datashape;
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description = "A data description language";
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license = licenses.bsd2;
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maintainers = with maintainers; [ fridh ];
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};
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};
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```
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We can see several runtime dependencies, `numpy`, `multipledispatch`, and
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`dateutil`. Furthermore, we have one `buildInput`, i.e. `pytest`. `pytest` is a
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test runner and is only used during the `checkPhase` and is therefore not added
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to `propagatedBuildInputs`.
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In the previous case we had only dependencies on other Python packages to consider.
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Occasionally you have also system libraries to consider. E.g., `lxml` provides
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Python bindings to `libxml2` and `libxslt`. These libraries are only required
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when building the bindings and are therefore added as `buildInputs`.
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```nix
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lxml = buildPythonPackage rec {
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name = "lxml-3.4.4";
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src = pkgs.fetchurl {
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url = "mirror://pypi/l/lxml/${name}.tar.gz";
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sha256 = "16a0fa97hym9ysdk3rmqz32xdjqmy4w34ld3rm3jf5viqjx65lxk";
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};
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buildInputs = with self; [ pkgs.libxml2 pkgs.libxslt ];
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meta = {
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description = "Pythonic binding for the libxml2 and libxslt libraries";
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homepage = http://lxml.de;
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license = licenses.bsd3;
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maintainers = with maintainers; [ sjourdois ];
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};
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};
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```
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In this example `lxml` and Nix are able to work out exactly where the relevant
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files of the dependencies are. This is not always the case.
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The example below shows bindings to The Fastest Fourier Transform in the West, commonly known as
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FFTW. On Nix we have separate packages of FFTW for the different types of floats
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(`"single"`, `"double"`, `"long-double"`). The bindings need all three types,
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and therefore we add all three as `buildInputs`. The bindings don't expect to
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find each of them in a different folder, and therefore we have to set `LDFLAGS`
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and `CFLAGS`.
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```nix
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pyfftw = buildPythonPackage rec {
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name = "pyfftw-${version}";
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version = "0.9.2";
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src = pkgs.fetchurl {
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url = "mirror://pypi/p/pyFFTW/pyFFTW-${version}.tar.gz";
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sha256 = "f6bbb6afa93085409ab24885a1a3cdb8909f095a142f4d49e346f2bd1b789074";
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};
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buildInputs = [ pkgs.fftw pkgs.fftwFloat pkgs.fftwLongDouble];
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propagatedBuildInputs = with self; [ numpy scipy ];
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# Tests cannot import pyfftw. pyfftw works fine though.
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doCheck = false;
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LDFLAGS="-L${pkgs.fftw}/lib -L${pkgs.fftwFloat}/lib -L${pkgs.fftwLongDouble}/lib"
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CFLAGS="-I${pkgs.fftw}/include -I${pkgs.fftwFloat}/include -I${pkgs.fftwLongDouble}/include"
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'';
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meta = {
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description = "A pythonic wrapper around FFTW, the FFT library, presenting a unified interface for all the supported transforms";
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homepage = http://hgomersall.github.com/pyFFTW/;
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license = with licenses; [ bsd2 bsd3 ];
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maintainer = with maintainers; [ fridh ];
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};
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};
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```
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Note also the line `doCheck = false;`, we explicitly disabled running the test-suite.
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#### Develop local package
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As a Python developer you're likely aware of [development mode](http://pythonhosted.org/setuptools/setuptools.html#development-mode) (`python setup.py develop`);
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instead of installing the package this command creates a special link to the project code.
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That way, you can run updated code without having to reinstall after each and every change you make.
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Development mode is also available on Nix as [explained](http://nixos.org/nixpkgs/manual/#ssec-python-development) in the Nixpkgs manual.
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Let's see how you can use it.
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In the previous Nix expression the source was fetched from an url. We can also refer to a local source instead using
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```nix
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src = ./path/to/source/tree;
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```
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If we create a `shell.nix` file which calls `buildPythonPackage`, and if `src`
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is a local source, and if the local source has a `setup.py`, then development
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mode is activated.
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In the following example we create a simple environment that
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has a Python 3.5 version of our package in it, as well as its dependencies and
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other packages we like to have in the environment, all specified with `propagatedBuildInputs`.
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Indeed, we can just add any package we like to have in our environment to `propagatedBuildInputs`.
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```nix
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with import <nixpkgs>;
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with pkgs.python35Packages;
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buildPythonPackage rec {
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name = "mypackage";
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src = ./path/to/package/source;
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propagatedBuildInputs = [ pytest numpy pkgs.libsndfile ];
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};
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```
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It is important to note that due to how development mode is implemented on Nix it is not possible to have multiple packages simultaneously in development mode.
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### Organising your packages
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So far we discussed how you can use Python on Nix, and how you can develop with
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it. We've looked at how you write expressions to package Python packages, and we
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looked at how you can create environments in which specified packages are
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available.
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At some point you'll likely have multiple packages which you would
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like to be able to use in different projects. In order to minimise unnecessary
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duplication we now look at how you can maintain yourself a repository with your
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own packages. The important functions here are `import` and `callPackage`.
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### Including a derivation using `callPackage`
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Earlier we created a Python environment using `withPackages`, and included the
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`toolz` package via a `let` expression.
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Let's split the package definition from the environment definition.
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We first create a function that builds `toolz` in `~/path/to/toolz/release.nix`
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```nix
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{ pkgs, buildPythonPackage }:
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buildPythonPackage rec {
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name = "toolz-${version}";
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version = "0.7.4";
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src = pkgs.fetchurl{
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url = "mirror://pypi/t/toolz/toolz-${version}.tar.gz";
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sha256 = "43c2c9e5e7a16b6c88ba3088a9bfc82f7db8e13378be7c78d6c14a5f8ed05afd";
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};
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meta = {
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homepage = "http://github.com/pytoolz/toolz/";
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description = "List processing tools and functional utilities";
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license = licenses.bsd3;
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maintainers = with maintainers; [ fridh ];
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};
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};
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```
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It takes two arguments, `pkgs` and `buildPythonPackage`.
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We now call this function using `callPackage` in the definition of our environment
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```nix
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with import <nixpkgs> {};
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( let
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toolz = pkgs.callPackage ~/path/to/toolz/release.nix { pkgs=pkgs; buildPythonPackage=pkgs.python35Packages.buildPythonPackage; };
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in pkgs.python35.withPackages (ps: [ ps.numpy toolz ])
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).env
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```
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Important to remember is that the Python version for which the package is made
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depends on the `python` derivation that is passed to `buildPythonPackage`. Nix
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tries to automatically pass arguments when possible, which is why generally you
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don't explicitly define which `python` derivation should be used. In the above
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example we use `buildPythonPackage` that is part of the set `python35Packages`,
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and in this case the `python35` interpreter is automatically used.
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## Reference
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### Interpreters
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Versions 2.6, 2.7, 3.3, 3.4 and 3.5 of the CPython interpreter are available on
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Nix and are available as `python26`, `python27`, `python33`, `python34` and
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`python35`. The PyPy interpreter is also available as `pypy`. Currently, the
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aliases `python` and `python3` correspond to respectively `python27` and
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`python35`. The Nix expressions for the interpreters can be found in
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`pkgs/development/interpreters/python`.
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#### Missing modules standard library
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The interpreters `python26` and `python27` do not include modules that
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require external dependencies. This is done in order to reduce the closure size.
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The following modules need to be added as `buildInput` explicitly:
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* `python.modules.bsddb`
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* `python.modules.curses`
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* `python.modules.curses_panel`
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* `python.modules.crypt`
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* `python.modules.gdbm`
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* `python.modules.sqlite3`
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* `python.modules.tkinter`
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* `python.modules.readline`
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For convenience `python27Full` and `python26Full` are provided with all
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modules included.
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All packages depending on any Python interpreter get appended
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`out/{python.sitePackages}` to `$PYTHONPATH` if such directory
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exists.
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#### Attributes on interpreters packages
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Each interpreter has the following attributes:
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- `libPrefix`. Name of the folder in `${python}/lib/` for corresponding interpreter.
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- `interpreter`. Alias for `${python}/bin/${executable}`.
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- `buildEnv`. Function to build python interpreter environments with extra packages bundled together. See section *python.buildEnv function* for usage and documentation.
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- `withPackages`. Simpler interface to `buildEnv`. See section *python.withPackages function* for usage and documentation.
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- `sitePackages`. Alias for `lib/${libPrefix}/site-packages`.
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- `executable`. Name of the interpreter executable, ie `python3.4`.
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### Building packages and applications
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Python packages (libraries) and applications that use `setuptools` or
|
||
`distutils` are typically built with respectively the `buildPythonPackage` and
|
||
`buildPythonApplication` functions.
|
||
|
||
All Python packages reside in `pkgs/top-level/python-packages.nix` and all
|
||
applications elsewhere. Some packages are also defined in
|
||
`pkgs/development/python-modules`. It is important that these packages are
|
||
called in `pkgs/top-level/python-packages.nix` and not elsewhere, to guarantee
|
||
the right version of the package is built.
|
||
|
||
Based on the packages defined in `pkgs/top-level/python-packages.nix` an
|
||
attribute set is created for each available Python interpreter. The available
|
||
sets are
|
||
|
||
* `pkgs.python26Packages`
|
||
* `pkgs.python27Packages`
|
||
* `pkgs.python33Packages`
|
||
* `pkgs.python34Packages`
|
||
* `pkgs.python35Packages`
|
||
* `pkgs.pypyPackages`
|
||
|
||
and the aliases
|
||
|
||
* `pkgs.pythonPackages` pointing to `pkgs.python27Packages`
|
||
* `pkgs.python3Packages` pointing to `pkgs.python35Packages`
|
||
|
||
#### `buildPythonPackage` function
|
||
|
||
The `buildPythonPackage` function is implemented in
|
||
`pkgs/development/python-modules/generic/default.nix`
|
||
|
||
and can be used as:
|
||
|
||
twisted = buildPythonPackage {
|
||
name = "twisted-8.1.0";
|
||
|
||
src = pkgs.fetchurl {
|
||
url = http://tmrc.mit.edu/mirror/twisted/Twisted/8.1/Twisted-8.1.0.tar.bz2;
|
||
sha256 = "0q25zbr4xzknaghha72mq57kh53qw1bf8csgp63pm9sfi72qhirl";
|
||
};
|
||
|
||
propagatedBuildInputs = [ self.ZopeInterface ];
|
||
|
||
meta = {
|
||
homepage = http://twistedmatrix.com/;
|
||
description = "Twisted, an event-driven networking engine written in Python";
|
||
license = stdenv.lib.licenses.mit; };
|
||
};
|
||
|
||
The `buildPythonPackage` mainly does four things:
|
||
|
||
* In the `buildPhase`, it calls `${python.interpreter} setup.py bdist_wheel` to build a wheel binary zipfile.
|
||
* In the `installPhase`, it installs the wheel file using `pip install *.whl`.
|
||
* In the `postFixup` phase, the `wrapPythonPrograms` bash function is called to wrap all programs in the `$out/bin/*` directory to include `$PYTHONPATH` and `$PATH` environment variables.
|
||
* In the `installCheck` phase, `${python.interpreter} setup.py test` is ran.
|
||
|
||
As in Perl, dependencies on other Python packages can be specified in the
|
||
`buildInputs` and `propagatedBuildInputs` attributes. If something is
|
||
exclusively a build-time dependency, use `buildInputs`; if it’s (also) a runtime
|
||
dependency, use `propagatedBuildInputs`.
|
||
|
||
By default tests are run because `doCheck = true`. Test dependencies, like
|
||
e.g. the test runner, should be added to `buildInputs`.
|
||
|
||
By default `meta.platforms` is set to the same value
|
||
as the interpreter unless overriden otherwise.
|
||
|
||
##### `buildPythonPackage` parameters
|
||
|
||
All parameters from `mkDerivation` function are still supported.
|
||
|
||
* `namePrefix`: Prepended text to `${name}` parameter. Defaults to `"python3.3-"` for Python 3.3, etc. Set it to `""` if you're packaging an application or a command line tool.
|
||
* `disabled`: If `true`, package is not build for particular python interpreter version. Grep around `pkgs/top-level/python-packages.nix` for examples.
|
||
* `setupPyBuildFlags`: List of flags passed to `setup.py build_ext` command.
|
||
* `pythonPath`: List of packages to be added into `$PYTHONPATH`. Packages in `pythonPath` are not propagated (contrary to `propagatedBuildInputs`).
|
||
* `preShellHook`: Hook to execute commands before `shellHook`.
|
||
* `postShellHook`: Hook to execute commands after `shellHook`.
|
||
* `makeWrapperArgs`: A list of strings. Arguments to be passed to `makeWrapper`, which wraps generated binaries. By default, the arguments to `makeWrapper` set `PATH` and `PYTHONPATH` environment variables before calling the binary. Additional arguments here can allow a developer to set environment variables which will be available when the binary is run. For example, `makeWrapperArgs = ["--set FOO BAR" "--set BAZ QUX"]`.
|
||
* `installFlags`: A list of strings. Arguments to be passed to `pip install`. To pass options to `python setup.py install`, use `--install-option`. E.g., `installFlags=["--install-option='--cpp_implementation'"].
|
||
* `format`: Format of the source. Options are `setup` for when the source has a `setup.py` and `setuptools` is used to build a wheel, and `wheel` in case the source is already a binary wheel. The default value is `setup`.
|
||
* `catchConflicts` If `true`, abort package build if a package name appears more than once in dependency tree. Default is `true`.
|
||
|
||
#### `buildPythonApplication` function
|
||
|
||
The `buildPythonApplication` function is practically the same as `buildPythonPackage`.
|
||
The difference is that `buildPythonPackage` by default prefixes the names of the packages with the version of the interpreter.
|
||
Because with an application we're not interested in multiple version the prefix is dropped.
|
||
|
||
#### python.buildEnv function
|
||
|
||
Python environments can be created using the low-level `pkgs.buildEnv` function.
|
||
This example shows how to create an environment that has the Pyramid Web Framework.
|
||
Saving the following as `default.nix`
|
||
|
||
with import <nixpkgs> {};
|
||
|
||
python.buildEnv.override {
|
||
extraLibs = [ pkgs.pythonPackages.pyramid ];
|
||
ignoreCollisions = true;
|
||
}
|
||
|
||
and running `nix-build` will create
|
||
|
||
/nix/store/cf1xhjwzmdki7fasgr4kz6di72ykicl5-python-2.7.8-env
|
||
|
||
with wrapped binaries in `bin/`.
|
||
|
||
You can also use the `env` attribute to create local environments with needed
|
||
packages installed. This is somewhat comparable to `virtualenv`. For example,
|
||
running `nix-shell` with the following `shell.nix`
|
||
|
||
with import <nixpkgs> {};
|
||
|
||
(python3.buildEnv.override {
|
||
extraLibs = with python3Packages; [ numpy requests ];
|
||
}).env
|
||
|
||
will drop you into a shell where Python will have the
|
||
specified packages in its path.
|
||
|
||
|
||
##### `python.buildEnv` arguments
|
||
|
||
* `extraLibs`: List of packages installed inside the environment.
|
||
* `postBuild`: Shell command executed after the build of environment.
|
||
* `ignoreCollisions`: Ignore file collisions inside the environment (default is `false`).
|
||
|
||
#### python.withPackages function
|
||
|
||
The `python.withPackages` function provides a simpler interface to the `python.buildEnv` functionality.
|
||
It takes a function as an argument that is passed the set of python packages and returns the list
|
||
of the packages to be included in the environment. Using the `withPackages` function, the previous
|
||
example for the Pyramid Web Framework environment can be written like this:
|
||
|
||
with import <nixpkgs> {};
|
||
|
||
python.withPackages (ps: [ps.pyramid])
|
||
|
||
`withPackages` passes the correct package set for the specific interpreter version as an
|
||
argument to the function. In the above example, `ps` equals `pythonPackages`.
|
||
But you can also easily switch to using python3:
|
||
|
||
with import <nixpkgs> {};
|
||
|
||
python3.withPackages (ps: [ps.pyramid])
|
||
|
||
Now, `ps` is set to `python3Packages`, matching the version of the interpreter.
|
||
|
||
As `python.withPackages` simply uses `python.buildEnv` under the hood, it also supports the `env`
|
||
attribute. The `shell.nix` file from the previous section can thus be also written like this:
|
||
|
||
with import <nixpkgs> {};
|
||
|
||
(python33.withPackages (ps: [ps.numpy ps.requests])).env
|
||
|
||
In contrast to `python.buildEnv`, `python.withPackages` does not support the more advanced options
|
||
such as `ignoreCollisions = true` or `postBuild`. If you need them, you have to use `python.buildEnv`.
|
||
|
||
### Development mode
|
||
|
||
Development or editable mode is supported. To develop Python packages
|
||
`buildPythonPackage` has additional logic inside `shellPhase` to run `pip
|
||
install -e . --prefix $TMPDIR/`for the package.
|
||
|
||
Warning: `shellPhase` is executed only if `setup.py` exists.
|
||
|
||
Given a `default.nix`:
|
||
|
||
with import <nixpkgs> {};
|
||
|
||
buildPythonPackage { name = "myproject";
|
||
|
||
buildInputs = with pkgs.pythonPackages; [ pyramid ];
|
||
|
||
src = ./.; }
|
||
|
||
Running `nix-shell` with no arguments should give you
|
||
the environment in which the package would be build with
|
||
`nix-build`.
|
||
|
||
Shortcut to setup environments with C headers/libraries and python packages:
|
||
|
||
$ nix-shell -p pythonPackages.pyramid zlib libjpeg git
|
||
|
||
Note: There is a boolean value `lib.inNixShell` set to `true` if nix-shell is invoked.
|
||
|
||
### Tools
|
||
|
||
Packages inside nixpkgs are written by hand. However many tools exist in
|
||
community to help save time. No tool is preferred at the moment.
|
||
|
||
- [python2nix](https://github.com/proger/python2nix) by Vladimir Kirillov
|
||
- [pypi2nix](https://github.com/garbas/pypi2nix) by Rok Garbas
|
||
- [pypi2nix](https://github.com/offlinehacker/pypi2nix) by Jaka Hudoklin
|
||
|
||
## FAQ
|
||
|
||
### How can I install a working Python environment?
|
||
|
||
As explained in the user's guide installing individual Python packages
|
||
imperatively with `nix-env -i` or declaratively in `environment.systemPackages`
|
||
is not supported. However, it is possible to install a Python environment with packages (`python.buildEnv`).
|
||
|
||
In the following examples we create an environment with Python 3.5, `numpy` and `ipython`.
|
||
As you might imagine there is one limitation here, and that's you can install
|
||
only one environment at a time. You will notice the complaints about collisions
|
||
when you try to install a second environment.
|
||
|
||
#### Environment defined in separate `.nix` file
|
||
|
||
Create a file, e.g. `build.nix`, with the following expression
|
||
```nix
|
||
with import <nixpkgs> {};
|
||
with python35Packages;
|
||
|
||
python.withPackages (ps: with ps; [ numpy ipython ])
|
||
```
|
||
and install it in your profile with
|
||
```
|
||
nix-env -if build.nix
|
||
```
|
||
Now you can use the Python interpreter, as well as the extra packages that you added to the environment.
|
||
|
||
#### Environment defined in `~/.nixpkgs/config.nix`
|
||
|
||
If you prefer to, you could also add the environment as a package override to the Nixpkgs set.
|
||
```
|
||
packageOverrides = pkgs: with pkgs; with python35Packages; {
|
||
myEnv = python.withPackages (ps: with ps; [ numpy ipython ]);
|
||
};
|
||
```
|
||
and install it in your profile with
|
||
```
|
||
nix-env -iA nixos.blogEnv
|
||
```
|
||
Note that I'm using the attribute path here.
|
||
|
||
#### Environment defined in `/etc/nixos/configuration.nix`
|
||
|
||
For the sake of completeness, here's another example how to install the environment system-wide.
|
||
|
||
```nix
|
||
environment.systemPackages = with pkgs; [
|
||
(python35Packages.python.withPackages (ps: callPackage ../packages/common-python-packages.nix { pythonPackages = ps; }))
|
||
];
|
||
```
|
||
|
||
### How to solve circular dependencies?
|
||
|
||
Consider the packages `A` and `B` that depend on each other. When packaging `B`,
|
||
a solution is to override package `A` not to depend on `B` as an input. The same
|
||
should also be done when packaging `A`.
|
||
|
||
### How to override a Python package?
|
||
|
||
Recursively updating a package can be done with `pkgs.overridePackages` as explained in the Nixpkgs manual.
|
||
Python attribute sets are created for each interpreter version. We will therefore override the attribute set for the interpreter version we're interested.
|
||
In the following example we change the name of the package `pandas` to `foo`.
|
||
```
|
||
newpkgs = pkgs.overridePackages(self: super: rec {
|
||
python35Packages = super.python35Packages.override {
|
||
self = python35Packages // { pandas = python35Packages.pandas.override{name="foo";};};
|
||
};
|
||
});
|
||
```
|
||
This can be tested with
|
||
```
|
||
with import <nixpkgs> {};
|
||
|
||
(let
|
||
|
||
newpkgs = pkgs.overridePackages(self: super: rec {
|
||
python35Packages = super.python35Packages.override {
|
||
self = python35Packages // { pandas = python35Packages.pandas.override{name="foo";};};
|
||
};
|
||
});
|
||
in newpkgs.python35.withPackages (ps: [ps.blaze])
|
||
).env
|
||
```
|
||
A typical use case is to switch to another version of a certain package. For example, in the Nixpkgs repository we have multiple versions of `django` and `scipy`.
|
||
In the following example we use a different version of `scipy`. All packages in `newpkgs` will now use the updated `scipy` version.
|
||
```
|
||
with import <nixpkgs> {};
|
||
|
||
(let
|
||
|
||
newpkgs = pkgs.overridePackages(self: super: rec {
|
||
python35Packages = super.python35Packages.override {
|
||
self = python35Packages // { scipy = python35Packages.scipy_0_16;};
|
||
};
|
||
});
|
||
in newpkgs.python35.withPackages (ps: [ps.blaze])
|
||
).env
|
||
```
|
||
The requested package `blaze` depends upon `pandas` which itself depends on `scipy`.
|
||
|
||
|
||
### `install_data` / `data_files` problems
|
||
|
||
If you get the following error:
|
||
|
||
could not create '/nix/store/6l1bvljpy8gazlsw2aw9skwwp4pmvyxw-python-2.7.8/etc':
|
||
Permission denied
|
||
|
||
This is a [known bug](https://bitbucket.org/pypa/setuptools/issue/130/install_data-doesnt-respect-prefix) in setuptools.
|
||
Setuptools `install_data` does not respect `--prefix`. An example of such package using the feature is `pkgs/tools/X11/xpra/default.nix`.
|
||
As workaround install it as an extra `preInstall` step:
|
||
|
||
${python.interpreter} setup.py install_data --install-dir=$out --root=$out
|
||
sed -i '/ = data\_files/d' setup.py
|
||
|
||
|
||
### Rationale of non-existent global site-packages
|
||
|
||
On most operating systems a global `site-packages` is maintained. This however
|
||
becomes problematic if you want to run multiple Python versions or have multiple
|
||
versions of certain libraries for your projects. Generally, you would solve such
|
||
issues by creating virtual environments using `virtualenv`.
|
||
|
||
On Nix each package has an isolated dependency tree which, in the case of
|
||
Python, guarantees the right versions of the interpreter and libraries or
|
||
packages are available. There is therefore no need to maintain a global `site-packages`.
|
||
|
||
If you want to create a Python environment for development, then the recommended
|
||
method is to use `nix-shell`, either with or without the `python.buildEnv`
|
||
function.
|
||
|
||
|
||
## Contributing
|
||
|
||
### Contributing guidelines
|
||
|
||
Following rules are desired to be respected:
|
||
|
||
* Make sure package builds for all python interpreters. Use `disabled` argument to `buildPythonPackage` to set unsupported interpreters.
|
||
* If tests need to be disabled for a package, make sure you leave a comment about reasoning.
|
||
* Packages in `pkgs/top-level/python-packages.nix` are sorted quasi-alphabetically to avoid merge conflicts.
|
||
* Python libraries are supposed to be in `python-packages.nix` and packaged with `buildPythonPackage`. Python applications live outside of `python-packages.nix` and are packaged with `buildPythonApplication`.
|