From 883286dbe2b1ab48720e456bb682773978e47081 Mon Sep 17 00:00:00 2001 From: Arthus Date: Tue, 27 Oct 2020 11:27:14 +0100 Subject: [PATCH 01/10] Removed empty cell. --- examples/Find_MAP.ipynb | 7 ------- 1 file changed, 7 deletions(-) diff --git a/examples/Find_MAP.ipynb b/examples/Find_MAP.ipynb index cbe46e0..2ae4813 100644 --- a/examples/Find_MAP.ipynb +++ b/examples/Find_MAP.ipynb @@ -214,13 +214,6 @@ "fig.tight_layout()\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { -- GitLab From d32860bc51030a2d3b3b7f84598491610e5a5817 Mon Sep 17 00:00:00 2001 From: Arthus Date: Thu, 29 Oct 2020 13:57:53 +0100 Subject: [PATCH 02/10] Optimized nix --- corbam.nix | 1 + nix/cartopy.nix | 59 -------------------- nix/mpl_321.nix | 74 ------------------------- nix/setup.cfg | 5 -- shell.nix | 144 ++++++++++++++++++------------------------------ 5 files changed, 55 insertions(+), 228 deletions(-) delete mode 100644 nix/cartopy.nix delete mode 100644 nix/mpl_321.nix delete mode 100644 nix/setup.cfg diff --git a/corbam.nix b/corbam.nix index e93e4ce..73ebb4f 100644 --- a/corbam.nix +++ b/corbam.nix @@ -41,6 +41,7 @@ buildPythonPackage rec { meta = with lib; { description = "TODO"; license = licenses.lgpl3; + # homepage maintainers = "Maximilian Schanner"; }; diff --git a/nix/cartopy.nix b/nix/cartopy.nix deleted file mode 100644 index a3f90b3..0000000 --- a/nix/cartopy.nix +++ /dev/null @@ -1,59 +0,0 @@ -{ buildPythonPackage, lib, fetchPypi -, pytest_4, filelock, mock, pep8 -, cython, isPy27 -, six, pyshp, shapely, geos, numpy -, gdal, pillow, matplotlib, pyepsg, pykdtree, scipy, owslib, fiona -, xvfb_run -, proj_5 # see https://github.com/SciTools/cartopy/pull/1252 for status on proj 6 support -}: - -buildPythonPackage rec { - pname = "cartopy"; - version = "0.17.0"; - - src = fetchPypi { - inherit version; - pname = "Cartopy"; - sha256 = "0q9ckfi37cxj7jwnqnzij62vwcf4krccx576vv5lhvpgvplxjjs2"; - }; - - checkInputs = [ filelock mock pytest_4 pep8 ]; - - # several tests require network connectivity: we disable them. - # also py2.7's tk is over-eager in trying to open an x display, - # so give it xvfb - checkPhase = let - maybeXvfbRun = lib.optionalString isPy27 "${xvfb_run}/bin/xvfb-run"; - in '' - export HOME=$(mktemp -d) - ${maybeXvfbRun} pytest --pyargs cartopy \ - -m "not network and not natural_earth" \ - -k "not test_nightshade_image and not background_img" - ''; - - nativeBuildInputs = [ - cython - geos # for geos-config - proj_5 - ]; - - buildInputs = [ - geos proj_5 - ]; - - propagatedBuildInputs = [ - # required - six pyshp shapely numpy - - # optional - gdal pillow matplotlib pyepsg pykdtree scipy fiona owslib - ]; - - meta = with lib; { - description = "Process geospatial data to create maps and perform analyses"; - license = licenses.lgpl3; - homepage = https://scitools.org.uk/cartopy/docs/latest/; - maintainers = with maintainers; [ mredaelli ]; - }; - -} diff --git a/nix/mpl_321.nix b/nix/mpl_321.nix deleted file mode 100644 index 5b546ae..0000000 --- a/nix/mpl_321.nix +++ /dev/null @@ -1,74 +0,0 @@ -{ stdenv, fetchPypi, python, buildPythonPackage, isPy3k, pycairo, backports_functools_lru_cache -, which, cycler, dateutil, nose, numpy, pyparsing, sphinx, tornado, kiwisolver -, freetype, libpng, pkgconfig, mock, pytz, pygobject3, gobject-introspection -, enableGhostscript ? true, ghostscript ? null, gtk3 -, enableGtk3 ? false, cairo -# darwin has its own "MacOSX" backend -, enableTk ? !stdenv.isDarwin, tcl ? null, tk ? null, tkinter ? null, libX11 ? null -, enableQt ? false, pyqt5 ? null -, pythonOlder -}: - -assert enableGhostscript -> ghostscript != null; -assert enableTk -> (tcl != null) - && (tk != null) - && (tkinter != null) - && (libX11 != null) - ; -assert enableQt -> pyqt5 != null; - -buildPythonPackage rec { - version = "3.2.1"; - pname = "matplotlib"; - - disabled = !isPy3k; - - src = fetchPypi { - inherit pname version; - sha256 = "ffe2f9cdcea1086fc414e82f42271ecf1976700b8edd16ca9d376189c6d93aee"; - }; - - XDG_RUNTIME_DIR = "/tmp"; - - nativeBuildInputs = [ pkgconfig ]; - - buildInputs = [ which sphinx ] - ++ stdenv.lib.optional enableGhostscript ghostscript; - - propagatedBuildInputs = - [ cycler dateutil numpy pyparsing tornado freetype kiwisolver - libpng mock pytz ] - ++ stdenv.lib.optionals enableGtk3 [ cairo pycairo gtk3 gobject-introspection pygobject3 ] - ++ stdenv.lib.optionals enableTk [ tcl tk tkinter libX11 ] - ++ stdenv.lib.optionals enableQt [ pyqt5 ]; - - setup_cfg = ./setup.cfg; - preBuild = '' - cp "$setup_cfg" ./setup.cfg - ''; - - # Matplotlib tries to find Tcl/Tk by opening a Tk window and asking the - # corresponding interpreter object for its library paths. This fails if - # `$DISPLAY` is not set. The fallback option assumes that Tcl/Tk are both - # installed under the same path which is not true in Nix. - # With the following patch we just hard-code these paths into the install - # script. - postPatch = - let - inherit (stdenv.lib.strings) substring; - tcl_tk_cache = ''"${tk}/lib", "${tcl}/lib", "${substring 0 3 tk.version}"''; - in - stdenv.lib.optionalString enableTk - "sed -i '/self.tcl_tk_cache = None/s|None|${tcl_tk_cache}|' setupext.py"; - - # Matplotlib needs to be built against a specific version of freetype in - # order for all of the tests to pass. - doCheck = false; - - meta = with stdenv.lib; { - description = "Python plotting library, making publication quality plots"; - homepage = "https://matplotlib.org/"; - maintainers = with maintainers; [ lovek323 veprbl ]; - }; - -} diff --git a/nix/setup.cfg b/nix/setup.cfg deleted file mode 100644 index 6a77386..0000000 --- a/nix/setup.cfg +++ /dev/null @@ -1,5 +0,0 @@ -[directories] -basedirlist = . - -[libs] -system_freetype = true diff --git a/shell.nix b/shell.nix index be8e365..aebfb18 100644 --- a/shell.nix +++ b/shell.nix @@ -1,97 +1,61 @@ -{ pkgs ? import (builtins.fetchTarball { - name = "nixpkgs-20.09-alpha"; - url = "https://github.com/NixOS/nixpkgs/archive/20.09-alpha.tar.gz"; - sha256 = "0dxrfr0w5ksvpjwz0d2hy7x7dirnc2xk9nw1np3wr6kvdlzhs3ik"; -}) {} }: -with pkgs; +{ pkgs ? import + (builtins.fetchTarball { + name = "nixpkgs-20.09-alpha"; + # change tag to commit id edb26126d98bc696f4f3e206583faa65d3d6e818 + url = "https://github.com/NixOS/nixpkgs/archive/20.09-alpha.tar.gz"; + sha256 = "0dxrfr0w5ksvpjwz0d2hy7x7dirnc2xk9nw1np3wr6kvdlzhs3ik"; + }) + { + overlays = [ + (self: super: -( let - matplotlib321 = callPackage ./nix/mpl_321.nix { - buildPythonPackage = python37Packages.buildPythonPackage; - fetchPypi = python37.pkgs.fetchPypi; - isPy3k = true; - pycairo = python37Packages.pycairo; - backports_functools_lru_cache = python37Packages.backports_functools_lru_cache; - cycler = python37Packages.cycler; - dateutil = python37Packages.dateutil; - nose = python37Packages.nose; - numpy = python37Packages.numpy; - pyparsing = python37Packages.pyparsing; - sphinx = python37Packages.sphinx; - tornado = python37Packages.tornado; - kiwisolver = python37Packages.kiwisolver; - mock = python37Packages.mock; - pytz = python37Packages.pytz; - pygobject3 = python37Packages.pygobject3; - pythonOlder = false; - tcl = pkgs.tcl; - tk = pkgs.tk; - tkinter = python37Packages.tkinter; - pyqt5 = python37Packages.pyqt5; - }; + rec { + python37 = super.python37.override + { + packageOverrides = self: super: { + pyfield = super.callPackage ./nix/pyfield.nix { }; - numdifftools = callPackage ./nix/numdifftools.nix { - buildPythonPackage = python37Packages.buildPythonPackage; - }; + corbam = super.callPackage ./corbam.nix { }; - pyfield = callPackage ./nix/pyfield.nix { - python = python37; - buildPythonPackage = python37Packages.buildPythonPackage; - numpy = python37Packages.numpy; - swig = pkgs.swig4; - gcc = pkgs.gcc; - setuptools = python37Packages.setuptools; - }; + matplotlib = super.matplotlib.overrideAttrs + (oldAttrs: rec { + version = "3.2.1"; + src = super.fetchPypi + { + inherit version; + inherit (oldAttrs) pname; + sha256 = "ffe2f9cdcea1086fc414e82f42271ecf1976700b8edd16ca9d376189c6d93aee"; + }; + }); - cartopy = callPackage ./nix/cartopy.nix { - buildPythonPackage = python37Packages.buildPythonPackage; - fetchPypi = python37.pkgs.fetchPypi; - pytest_4 = python37Packages.pytest_4; - filelock = python37Packages.filelock; - mock = python37Packages.mock; - pep8 = python37Packages.pep8; - cython = python37Packages.cython; - isPy27 = false; - six = python37Packages.six; - pyshp = python37Packages.pyshp; - shapely = python37Packages.shapely; - numpy = python37Packages.numpy; - gdal = python37Packages.gdal; - pillow = python37Packages.pillow; - matplotlib = matplotlib321; - pyepsg = python37Packages.pyepsg; - pykdtree = python37Packages.pykdtree; - scipy = python37Packages.scipy; - owslib = python37Packages.owslib; - fiona = python37Packages.fiona; - }; + numdifftools = super.callPackage ./nix/numdifftools.nix { }; + cartopy = super.cartopy.overrideAttrs + (oldAttrs: + rec { + version = "0.17.0"; + src = super.fetchPypi { + inherit version; + inherit (oldAttrs) pname; + sha256 = "0q9ckfi37cxj7jwnqnzij62vwcf4krccx576vv5lhvpgvplxjjs2"; + }; + }); + }; - corbam = callPackage ./corbam.nix { - python = python37; - buildPythonPackage = python37Packages.buildPythonPackage; - numpy = python37Packages.numpy; - scipy = python37Packages.scipy; - sympy = python37Packages.sympy; - pandas = python37Packages.pandas; - matplotlib = matplotlib321; - cartopy = cartopy; - dlib = python37Packages.dlib; - numdifftools = numdifftools; - progressbar2 = python37Packages.progressbar2; - pyfield = pyfield; - }; -in python37.withPackages (ps: [ - ps.pandas - ps.sympy - matplotlib321 - ps.dlib - ps.progressbar2 - ps.notebook - cartopy - pyfield - numdifftools - corbam - ]) -).env + + }; + python37Packages = python37.pkgs; + } + + + + ) + ]; + } +}: +# overlays +pkgs.mkShell { + buildInputs = with pkgs.python37Packages; + [ pyfield numdifftools cartopy corbam matplotlib pandas sympy dlib progressbar2 notebook ]; +} -- GitLab From 3acd744f18067c4c67d4dcb4f7ee060d229293c5 Mon Sep 17 00:00:00 2001 From: Arthus Date: Thu, 29 Oct 2020 14:14:36 +0100 Subject: [PATCH 03/10] Reran the notebook with big dataset --- examples/Find_MAP.ipynb | 46 +++++++++++++++++++++++++++++++++++------ 1 file changed, 40 insertions(+), 6 deletions(-) diff --git a/examples/Find_MAP.ipynb b/examples/Find_MAP.ipynb index 2ae4813..72fb646 100644 --- a/examples/Find_MAP.ipynb +++ b/examples/Find_MAP.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-10-28T14:31:28.331035Z", + "iopub.status.busy": "2020-10-28T14:31:28.330600Z", + "iopub.status.idle": "2020-10-28T14:31:30.265337Z", + "shell.execute_reply": "2020-10-28T14:31:30.264673Z" + } + }, "outputs": [], "source": [ "import numpy as np\n", @@ -34,7 +41,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-10-28T14:31:30.268463Z", + "iopub.status.busy": "2020-10-28T14:31:30.267948Z", + "iopub.status.idle": "2020-10-28T14:31:30.308892Z", + "shell.execute_reply": "2020-10-28T14:31:30.309325Z" + } + }, "outputs": [], "source": [ "pars = load('./example_parfile.py')" @@ -62,7 +76,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-10-28T14:31:30.311928Z", + "iopub.status.busy": "2020-10-28T14:31:30.311533Z", + "iopub.status.idle": "2020-10-28T14:31:30.313922Z", + "shell.execute_reply": "2020-10-28T14:31:30.314274Z" + } + }, "outputs": [], "source": [ "from corbam.marginalization import MAPResult\n", @@ -81,6 +102,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2020-10-28T14:31:30.317674Z", + "iopub.status.busy": "2020-10-28T14:31:30.317275Z", + "iopub.status.idle": "2020-10-28T14:31:30.319706Z", + "shell.execute_reply": "2020-10-28T14:31:30.319359Z" + }, "scrolled": false }, "outputs": [ @@ -141,8 +168,15 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2020-10-28T14:31:30.327401Z", + "iopub.status.busy": "2020-10-28T14:31:30.327058Z", + "iopub.status.idle": "2020-10-28T16:04:23.261043Z", + "shell.execute_reply": "2020-10-28T16:04:23.261371Z" + } + }, "outputs": [ { "name": "stdout", @@ -159,7 +193,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] -- GitLab From e469bbd2ab93f816f5c7260b1d5d410395903256 Mon Sep 17 00:00:00 2001 From: Arthus Date: Thu, 29 Oct 2020 16:31:49 +0100 Subject: [PATCH 04/10] Further nix stuff. --- nix/algopy.nix | 26 ++++++++++++++++++++++++++ nix/numdifftools.nix | 26 ++++++++++++++++++++------ shell.nix | 29 +++++------------------------ 3 files changed, 51 insertions(+), 30 deletions(-) create mode 100644 nix/algopy.nix diff --git a/nix/algopy.nix b/nix/algopy.nix new file mode 100644 index 0000000..5b7d986 --- /dev/null +++ b/nix/algopy.nix @@ -0,0 +1,26 @@ +{ buildPythonPackage +, lib +, fetchurl +, numpy +, scipy +}: + +buildPythonPackage rec { + pname = "algopy"; + version = "0.5.7"; + + src = fetchurl { + url = https://files.pythonhosted.org/packages/1e/44/e22102b72f0eb3118d4a9e4815104515e1996c3695c82047eeede8a41f89/algopy-0.5.7.zip; + sha256 = "1pxphhajk6b6kd0ich6jfwrvjv3rw7vz7dswb2iqz1g3zivgcmb9"; + }; + propagatedBuildInputs = [ numpy scipy ]; + + doCheck = false; + + meta = with lib; { + description = "Taylor Arithmetic Computation and Algorithmic Differentiation."; + license = licenses.bsd2; + homepage = "https://pythonhosted.org/algopy/"; + maintainers = "Sebastian F. Walter"; + }; +} diff --git a/nix/numdifftools.nix b/nix/numdifftools.nix index d32a34d..3fc1763 100644 --- a/nix/numdifftools.nix +++ b/nix/numdifftools.nix @@ -1,20 +1,34 @@ -{ buildPythonPackage, lib, fetchurl }: +{ buildPythonPackage +, lib +, pytest +, pytestrunner +, fetchFromGitHub +, numpy +, scipy +, statsmodels +, algopy +}: buildPythonPackage rec { pname = "numdifftools"; version = "0.9.39"; - format = "wheel"; - src = fetchurl { - url = https://files.pythonhosted.org/packages/ab/c0/b0d967160ecc8db52ae34e063937d85e8d386f140ad4826aae2086245a5e/numdifftools-0.9.39-py2.py3-none-any.whl; - sha256 = "0h8blry8qaxw8hd7i1z33c14myl5qd2k4s72siaxc3sddqm938g3"; + src = fetchFromGitHub { + owner = "pbrod"; + repo = "${pname}"; + rev = "v${version}"; + sha256 = "0yp967y2if6ng44azkkvyvf77jj0asm83a3i53wrpqp69ha4qq6w"; }; + buildInputs = [ pytest pytestrunner ]; + propagatedBuildInputs = [ numpy scipy algopy statsmodels ]; + + doCheck = false; + meta = with lib; { description = "Solves automatic numerical differentiation problems in one or more variables."; license = licenses.bsd3; homepage = "https://github.com/pbrod/numdifftools/"; maintainers = "Per A. Brodtkorb"; }; - } diff --git a/shell.nix b/shell.nix index aebfb18..69b820e 100644 --- a/shell.nix +++ b/shell.nix @@ -1,9 +1,9 @@ { pkgs ? import (builtins.fetchTarball { - name = "nixpkgs-20.09-alpha"; + name = "nixpkgs-20.09"; # change tag to commit id edb26126d98bc696f4f3e206583faa65d3d6e818 - url = "https://github.com/NixOS/nixpkgs/archive/20.09-alpha.tar.gz"; - sha256 = "0dxrfr0w5ksvpjwz0d2hy7x7dirnc2xk9nw1np3wr6kvdlzhs3ik"; + url = "https://github.com/NixOS/nixpkgs/archive/edb26126d98bc696f4f3e206583faa65d3d6e818.tar.gz"; + sha256 = "1cl4ka4kk7kh3bl78g06dhiidazf65q8miyzaxi9930d6gwyzkci"; }) { overlays = [ @@ -17,29 +17,10 @@ corbam = super.callPackage ./corbam.nix { }; - matplotlib = super.matplotlib.overrideAttrs - (oldAttrs: rec { - version = "3.2.1"; - src = super.fetchPypi - { - inherit version; - inherit (oldAttrs) pname; - sha256 = "ffe2f9cdcea1086fc414e82f42271ecf1976700b8edd16ca9d376189c6d93aee"; - }; - }); + algopy = super.callPackage ./nix/algopy.nix { }; numdifftools = super.callPackage ./nix/numdifftools.nix { }; - - cartopy = super.cartopy.overrideAttrs - (oldAttrs: - rec { - version = "0.17.0"; - src = super.fetchPypi { - inherit version; - inherit (oldAttrs) pname; - sha256 = "0q9ckfi37cxj7jwnqnzij62vwcf4krccx576vv5lhvpgvplxjjs2"; - }; - }); + }; -- GitLab From 87d5ba28d0cd3f1b29867966449018e197db3a37 Mon Sep 17 00:00:00 2001 From: Arthus Date: Mon, 2 Nov 2020 10:20:42 +0100 Subject: [PATCH 05/10] Raised version number. --- corbam/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/corbam/__init__.py b/corbam/__init__.py index ad3e996..0aec430 100644 --- a/corbam/__init__.py +++ b/corbam/__init__.py @@ -28,4 +28,4 @@ import corbam.utils as utils import corbam.inversion as inversion from corbam.dlib_wrap import dlib_opt -__version__ = '0.0.2' +__version__ = '0.1.0' -- GitLab From 481934399c8fe86bc4337c9477ccce83fb53dde8 Mon Sep 17 00:00:00 2001 From: Arthus Date: Mon, 2 Nov 2020 10:20:59 +0100 Subject: [PATCH 06/10] Changed cartopy version --- meta.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/meta.yaml b/meta.yaml index 2374766..d635d5d 100644 --- a/meta.yaml +++ b/meta.yaml @@ -26,7 +26,7 @@ requirements: - matplotlib=3.2.1 - progressbar2=3.51.4 - pandas=1.1.1 - - cartopy=0.17.0 + - cartopy=0.18.0 - pyfield test: -- GitLab From e51509ec0a13daf7c7c9a5e43415ce1ee0e7c0a8 Mon Sep 17 00:00:00 2001 From: Arthus Date: Mon, 2 Nov 2020 10:24:29 +0100 Subject: [PATCH 07/10] Test numdifftools and cartopy. --- {nix => FieldTools}/pyfield.nix | 0 run_test.sh | 4 +++- 2 files changed, 3 insertions(+), 1 deletion(-) rename {nix => FieldTools}/pyfield.nix (100%) diff --git a/nix/pyfield.nix b/FieldTools/pyfield.nix similarity index 100% rename from nix/pyfield.nix rename to FieldTools/pyfield.nix diff --git a/run_test.sh b/run_test.sh index f30d598..4db0f0f 100644 --- a/run_test.sh +++ b/run_test.sh @@ -1,4 +1,6 @@ cd ./tests/ && +python test_cartopy.py && python test_ccd.py && python test_dlib.py && -python test_inversion.py +python test_inversion.py && +python test_numdifftools.py -- GitLab From 769c763fd654d7ca3000667625fd44e752cd3272 Mon Sep 17 00:00:00 2001 From: Arthus Date: Mon, 2 Nov 2020 10:26:14 +0100 Subject: [PATCH 08/10] Test numdifftools and cartopy. --- tests/test_cartopy.py | 32 ++++++++++++++++++++++++++++++++ tests/test_numdifftools.py | 24 ++++++++++++++++++++++++ 2 files changed, 56 insertions(+) create mode 100644 tests/test_cartopy.py create mode 100644 tests/test_numdifftools.py diff --git a/tests/test_cartopy.py b/tests/test_cartopy.py new file mode 100644 index 0000000..263e9a3 --- /dev/null +++ b/tests/test_cartopy.py @@ -0,0 +1,32 @@ +import unittest + +from matplotlib import pyplot as plt +from cartopy import crs as ccrs + +from corbam.utils import load + +pars = load('../tests/test_parfile.py') + + +class TestCartopy(unittest.TestCase): + + def test_scatter(self): + glob_proj = ccrs.Mollweide(central_longitude=0) + fig = plt.figure(figsize=(14, 8)) + ax = fig.add_subplot(111, projection=glob_proj) + x, y, _ = glob_proj.transform_points(ccrs.Geodetic(), + pars.data['lon'].to_numpy(), + pars.data['lat'].to_numpy()).T + ax.scatter(x, + y, + edgecolors='black', + alpha=0.6) + ax.scatter(pars.data['lon'].to_numpy(), + pars.data['lat'].to_numpy(), + edgecolors='black', + alpha=0.6, + transform=ccrs.PlateCarree()) + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/test_numdifftools.py b/tests/test_numdifftools.py new file mode 100644 index 0000000..e5731c0 --- /dev/null +++ b/tests/test_numdifftools.py @@ -0,0 +1,24 @@ +import unittest + +import numpy as np +import numdifftools as nd + + +class TestNumdiff(unittest.TestCase): + + def test_deri(self): + f = np.sin + deri = nd.Derivative(f, n=4) + x = np.linspace(-np.pi, np.pi, 1000) + self.assertTrue(np.allclose(f(x), deri(x))) + + def test_hess(self): + def f(x): + return x[0] + 3*x[1]**2 + x[2]**3 + H = nd.Hessian(f) + self.assertTrue(np.allclose(H([1, 1, 1]), + np.diag([0, 6, 6]))) + + +if __name__ == '__main__': + unittest.main() -- GitLab From b9afab5543ee0f7959b4c11a560a93c3fa527f83 Mon Sep 17 00:00:00 2001 From: Arthus Date: Mon, 2 Nov 2020 10:26:34 +0100 Subject: [PATCH 09/10] Changed cartopy version --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index e1d5d52..6155901 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,6 +7,6 @@ scipy=1.5.2 matplotlib=3.2.1 progressbar2=3.51.4 pandas=1.1.1 -cartopy=0.17.0 +cartopy=0.18.0 pyfield corbam -- GitLab From 35cc994eb44c84ec80c0bffe885e9a8f1aa24f3e Mon Sep 17 00:00:00 2001 From: Arthus Date: Mon, 2 Nov 2020 10:28:04 +0100 Subject: [PATCH 10/10] Nix updates. --- nix/algopy.nix | 20 +++++++++++++++----- nix/numdifftools.nix | 28 ++++++++++++++++++---------- shell.nix | 18 ++++++++++++++---- 3 files changed, 47 insertions(+), 19 deletions(-) diff --git a/nix/algopy.nix b/nix/algopy.nix index 5b7d986..3c0de7c 100644 --- a/nix/algopy.nix +++ b/nix/algopy.nix @@ -1,26 +1,36 @@ { buildPythonPackage , lib -, fetchurl +, fetchPypi , numpy , scipy +, python +, nose }: buildPythonPackage rec { pname = "algopy"; version = "0.5.7"; - src = fetchurl { - url = https://files.pythonhosted.org/packages/1e/44/e22102b72f0eb3118d4a9e4815104515e1996c3695c82047eeede8a41f89/algopy-0.5.7.zip; + src = fetchPypi { + inherit pname version; + extension = "zip"; sha256 = "1pxphhajk6b6kd0ich6jfwrvjv3rw7vz7dswb2iqz1g3zivgcmb9"; }; + + checkInputs = [ python nose ]; + propagatedBuildInputs = [ numpy scipy ]; - doCheck = false; + checkPhase = '' + python -c "import algopy; algopy.test()" + ''; + + pythonImportsCheck = [ "algopy" ]; meta = with lib; { description = "Taylor Arithmetic Computation and Algorithmic Differentiation."; license = licenses.bsd2; homepage = "https://pythonhosted.org/algopy/"; - maintainers = "Sebastian F. Walter"; + maintainers = [ maintainers.arthus ]; }; } diff --git a/nix/numdifftools.nix b/nix/numdifftools.nix index 3fc1763..0786146 100644 --- a/nix/numdifftools.nix +++ b/nix/numdifftools.nix @@ -1,34 +1,42 @@ { buildPythonPackage , lib -, pytest +# , pytestpep8 +# , pytest , pytestrunner -, fetchFromGitHub +, fetchPypi , numpy , scipy , statsmodels , algopy +# , hypothesis }: buildPythonPackage rec { pname = "numdifftools"; version = "0.9.39"; - src = fetchFromGitHub { - owner = "pbrod"; - repo = "${pname}"; - rev = "v${version}"; - sha256 = "0yp967y2if6ng44azkkvyvf77jj0asm83a3i53wrpqp69ha4qq6w"; + src = fetchPypi { + inherit pname version; + sha256 = "1b1l8kpsw7qbxykcd0zl7gizvb36ij2fpxj4r937r6b56v2paz12"; }; - buildInputs = [ pytest pytestrunner ]; - propagatedBuildInputs = [ numpy scipy algopy statsmodels ]; + # checkInputs = [ hypothesis pytestpep8 pytest pytestrunner ]; + buildInputs = [ pytestrunner ]; + + # checkPhase = '' + # python setup.py test + # ''; doCheck = false; + pythonImportsCheck = [ "numdifftools" ]; + + propagatedBuildInputs = [ numpy scipy algopy statsmodels ]; + meta = with lib; { description = "Solves automatic numerical differentiation problems in one or more variables."; license = licenses.bsd3; homepage = "https://github.com/pbrod/numdifftools/"; - maintainers = "Per A. Brodtkorb"; + maintainers = [ maintainers.arthus ]; }; } diff --git a/shell.nix b/shell.nix index 69b820e..9e3b8e8 100644 --- a/shell.nix +++ b/shell.nix @@ -1,7 +1,6 @@ { pkgs ? import (builtins.fetchTarball { name = "nixpkgs-20.09"; - # change tag to commit id edb26126d98bc696f4f3e206583faa65d3d6e818 url = "https://github.com/NixOS/nixpkgs/archive/edb26126d98bc696f4f3e206583faa65d3d6e818.tar.gz"; sha256 = "1cl4ka4kk7kh3bl78g06dhiidazf65q8miyzaxi9930d6gwyzkci"; }) @@ -13,14 +12,26 @@ python37 = super.python37.override { packageOverrides = self: super: { - pyfield = super.callPackage ./nix/pyfield.nix { }; + + matplotlib = super.matplotlib.overrideAttrs + (oldAttrs: rec { + version = "3.2.1"; + src = super.fetchPypi + { + inherit version; + inherit (oldAttrs) pname; + sha256 = "ffe2f9cdcea1086fc414e82f42271ecf1976700b8edd16ca9d376189c6d93aee"; + }; + }); + + pyfield = super.callPackage ./FieldTools/pyfield.nix { }; corbam = super.callPackage ./corbam.nix { }; algopy = super.callPackage ./nix/algopy.nix { }; numdifftools = super.callPackage ./nix/numdifftools.nix { }; - + }; @@ -35,7 +46,6 @@ ]; } }: -# overlays pkgs.mkShell { buildInputs = with pkgs.python37Packages; [ pyfield numdifftools cartopy corbam matplotlib pandas sympy dlib progressbar2 notebook ]; -- GitLab