{ "cells": [ { "cell_type": "markdown", "source": [ "# Unit Testing\n", "\n", "Tests are an essential part of good software. They ensure that your implementation does what it is supposed to do. They are also invaluable when making changes to existing code to see whether things break unexpectedly. Whenever you contribute code to ProbNum, make sure it is covered by appropriate tests. \n", "\n", "If you're unsure of what tests are or have never written a test before, check out this [basic guide](https://realpython.com/python-testing/) on testing in Python." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Running Tests\n", "\n", "ProbNum's tests can be found in the folder `./tests`. To run the entire test suite, we recommend using `tox`.\n", "\n", "### Tox\n", "\n", "To run the tests using Tox, simply execute\n", "```bash\n", "tox -e py3\n", "```\n", "This runs the tests for your version of Python 3. You can also run the tests against a specific Python version, e.g. `tox -e py36` for Python 3.6.\n", "\n", "For more information on `tox`, check out the [general development instructions](../development/pull_request.md).\n", "\n", "### PyTest\n", "\n", "ProbNum uses `pytest` as a test runner. You can also run the tests directly by installing (`pip install pytest`) and executing\n", "```bash\n", "pytest\n", "```\n", "in the `./tests` directory.\n", "\n", "### Using an IDE\n", "\n", "If you are using an IDE such as PyCharm or VSCode, you can for example use the graphic interface to run single tests. This can be very convenient when writing tests. To set up your IDE to run `pytest`, check out the following guides:\n", "\n", "- PyCharm: https://www.jetbrains.com/help/pycharm/pytest.html\n", "- VSCode: https://code.visualstudio.com/docs/python/testing#_enable-a-test-framework" ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "from IPython.display import Image\n", "\n", "display(Image(url='https://code.visualstudio.com/assets/docs/python/testing/test-results.png', embed=True))" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "image/png": 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izX/PXq/glm6+zmaInj8R2In81+ymTwR2Mv8lBldfF/fMqQgY+a/zsoRGVyIGky1JrlNmt5yxzn9/zB29vIdtznWQ/7oM8l8NkPLf2YGqlekG8sXieN3R8CC2WMbJ7OMrNxpJh/mRGtpTj/yXYAl5/8//Qx7ykvb/4/+kCzQOfwncZw6EEELoUGeSwbDaaflE4GnrogcbNKhq9ju+foJt0zvvv1oZKZb/1bIusgB3bbZcscgZkf/uDLdx/kvYkgiYG0HPUYP890DjV+Z8dZPm/5qz3WyaOH8zkse9okr+G9om7N2z8VMq84WhlcHDq+Zs68Nyu2KRy7IoeXVEt3TSmfw3IDigdPg0TX4HP3hE8QeiSxliWP0tBxOBf966icARyYa8XENesp1/K5bczInAzue/RJciYP3z3xCDcfmndx8+/LR6q9XGx7L5HwbefHj34acnIyU2fr4yWm+t/vThw7s3T4dPb2blZbksodETn6JFS4zrjLdXDkfs2hXYFW/Vvhzs8gxgMcRU+t2ZDtZHJDhgaqzhL9+NsQ5vRv54eOZW0W621IrdzR1Cbdw34ta+H/zLHUMH/ct+ljWr+Eun0MFZWNxpYy31MPTWfeG1hNA2IiXu8cMecSfH/rra8rjOn3aTI1/FjIP9Z6+roiIpNpzOfPVI2oGJv37X+WYgqkplF8jgH741KRt8srekc38EfSSdmDUrtR/oWw1gQlHmG8tbJozG+QBylklMLdBXb1uwUaEhoqVe6DD4qoK1OETKf0faiun03me3ms+dTmWLZdAnv317s8nUfEK/+b8US9QrRsDKFm3hPnMghBBChzqbDAbldN7TciJwUPbA8jrZkjMRcHrnffNLry8ZuVK82ov8F/mvE26z/JdAtiNHnv8Szp49y9bRDW4EPUct6j+EXrxrjljXXnzVmexsBOxW/itVHH7CFe1V5r+hnYvmjjYPEMpk2ZYmz21jz5HTYCqxLR3mv4klicafumj4W/9lXUBwANdhq3Q5QwzO7V0SVhHw6IrA9t2sicAu5b/E4OpbP30SVnEUAeue/+bR0imU1ZF4RQffkHZapFvgw6MOlXg3fkT4lxzK28V6RYdNkSU0erK3ekUW41rMnHqeYeXy8bbpY+fa/ALNM319CudzrPoLobBrOJv/Rpwu+vi9oo/ZkY/9wVYv6x/x7FuuD1XMIj0j/y2qq/xDfF2ZI7908vmrPvmv/9QdG6HtauWYdTHniNMlf5GSdLnie+R+/tsx2vlXqxWZf72bVsQ679pVUUn7fDT6shZr2EB9W+T8ownl+W8z+Xq2hXw9ZTyz2+dPrIeA9OS3+dGasyeT9M5/CVaB7zf6hr8E7jMHQgghdKjzySBR24nAzkXALPxdu9+pe/hLRP6re/4bVje5svbn9bXVxYGTwYqlgqmNs0/X1v+8tjLTaONNDz5pWnz+w/r6DytbUpZ6++W/9tnAxl2FG0HPUYv81883qnFOqLC7trb69dTFDCf+ccy9/NfP90Cu8O3a1z0JNvuYLRFK/66OF0st0KZek/+GRB2q/7KWJr+9P3UnliRyHbbWjWWI1hOBF4U52sJEYCkM/Hn+vPUqOhgSW90xMnx1/OrISF9L4YbSW/NEYCm4frc6ksd3cF9X81+iLAK2V85C9/yXldSgqEa3FfPSNGqC6k8rewAjw+1y3huUJTR6osx/M02X/faypepEX1Y8L24D+a+I/foPOQUsf3zV8KAm2GAOSHcXlaW9ejrC1jpN+5kZW6CNg78YI4qCzS0REf7NNZmvHrU9ttq4+/Uf3Mh/H7d8XJv469PKW2X+CaQ12N9obBDjYH5+K5//Mtyq/zB2h47SyF9uphmPm+dQR0QEDw6I+/Aw05K6+se9WRMaXzUs0L3dtcuQeHjQWPnxUZH1HG31Q7YN6//xbsNf1yf++vjMVAHdPnlzM38R/2Hgjwlpa+IhPzbQecdWRBk+0q3ZSIdVkfLfmf4KKeR9fL0hOzmS9RBgT36bbWmvySnNj9+E/JcgK/ggoFv4S+A+cyCEEEKHupT/mtV0IrCjCDi9Yf6V+VU2J/wlIv/VO/9tXjS/4ZS1+TpuqdmCq6tsOeH5RIGig59v7bzlFHy/MhCn6KCzyH9dhhtBz9Gp/FcFqxoLZoNO9C+yDHhtbfXBUHm03XoL7ua/lqe6PeiMstnH17dxztxHsbdQTe/If0nLwK99NPwtHTltf9pvVlbW+fPn2wWysrKDgmz8o5ymbjxDjGgRgz1ZRpliespyYUd1eN0z2NC7LE8ezXx4ffOCM8UfeCNqbv1It6DLGbKB/Nc3vXdZObYKdc9/Mf/XFfj89/b85+aX3bM7ui2ibfpY37L1LODnGTdlnS3qlP8GP34qpH6rZzq4qbH+4qJHUiCYRCPFv4wJ0a89tjT/JcozVoGiHjax9y+jVqmi5vlvREO9MJFWZa5xQgtdJCuh0NEgbKfncQ5rsM0G819hlQj+3PGPeLYqLF1ruSUG4vVjPWxn0lmLhKG/TehcP6Vav8IG8vyXfEuLPBCNFwpoB4L05Lela/WJ0aGblv8S0pb/kYW//+N//OPyhk9Ux3CfORBCCKFDXc5/Ba0nAq8MGPgOLphqtBEBb3r4S0T+q3P+y/aZsTJwjO/g62ukg8hQ2+fIwRW2VGC5m++gt5rlvxkZGbm2KSkpcSf/vXDhgrnWg23olgnIfx3lv69erXI8MGYqOvv6BWVenHnyyrwGYfVBf4HNNM39/NfX92DVtPm1Xi00HrHZx2b+S19CBjJiTev/9tFpjJta/zfGEC095633p27yrbRIaXt7BzmP2YeojC+++CIyMorrrK0byhCta/6+pVN9SeOiOGtVl/m/wcEh7Ot001Mpdfz04cM7SwT501wNiyCDQ5wpNRt25uqqZSKzZ8z/tYS/H54O2KsVo3v+i/q/rsDX/x3q2r1r196KFevyDg5dFFLjDWEn/2V/9a8+NTiCrdj2gEWELFLkIlQ1tjb/VY1TxZm2d5NYg4DW+a/vwiO2ososWnGzf50VM1c2wiqRq4KN5r+vKo2sxRqx4INlhMVJvor3N/gxLfqxkOTSv0Fw+a/lIW+jNSGfsyBZaqR1ITD/F0IIISRuLP81G9EoTsLcaFoqqRIBh9XdNoe/L+dtVQDQR+S/Oue/mP9robS0dGBggEWwjtA8oiWvLlUBRv7rbv0HKw9GF3XOCLGxOVTlH9HG1CL/9fMNPzf3gjS+mqsLtdFHzH8VGVPVFA2yCa+ExBr5r59vtWaTdllM9m6xWbFIK+X5r/w5b1KjLRMSEh89or8TbHL+/HluLQ11OUNULfUbUTH+TAphNzoP167BhpGn72geeoLNSv0ge26bZa8+LF8K8Q02T+n9acHubqgWMub6aKFr+W+6NIHaQfhL1D//9R5ZQqMrIZcT5UluZ/2uXWei1Cf52nZ80H7FCHvYzn87pgfNi5SPg6MUnxFKFgyKJSDEHHCt83GVr90ocEvz39WSZtYgx/fBY5Vd0jj/9c+kEaqN3RZf7mEmG72cor8I/f/6tGjQQba6wfzXdv+oV0LR5z+mLS/MngLHFfllO+nCk98oXP4rTfX99mZTVRFL4aUnv9GWzcl/Uf8XQgihh7ux/DetcdYy/3dtsdX9AM4qAt6i8JeI/Ffv/Bf1fykuhb8E5L86qUP+S40sv2re8tqLmSq1QhDa5L++fkeavjKnt+xVlH0y+5+YN/WggwbEqqpveUfasSwkim/nKhSLXPIE/ev+D486FIs0U8p/E0sSpYIPpPFI0hGup9yEhETyZgu/EBzQ3q7XzruSIVpP+/356cgZconATftd7jWIs3S1tObWT/QFPqwu0YK9Qs5r1UfMhV8vL7POvz/tO2rdh2ldv/j1LbuPWXNTF/JfV8JfIvJf52UJjb4EHmx7aUlyzflv/THpW+dMPHOMbWwD2M5/xQmzDpTSzIjTNBEWXG15ZoypVy8FsaX5r40XVV2qcf7LEnNHygJ3cVPEsT8enlmoCaBVgBVsMP+1lUSrHmNES72wJ1YTqI03hX8kcOXJbxQu/yW01+TInwInf/IbnRG8CfmvVfgrBL7KFm3hPnMghBBCh7qc/wYVDyxJN4/rz2cuulP/18pU47I5U361vLRF4S8R+a/u+a836G7+W1xc3N/fT7NXJ0H+q5O65b/EE+PPyMqvZqq4drNa5b++vpGdi+bOq1dLDqj1OXVVqBJ892KoZRVO5L8WWWnRD8vtbkzMDG6iVWo/LHfrkUsyaf4rJb+DH/pyW3K4Pkq//vpr4bfB+7GxMelrOaSdffX+fVHRSW51TXQ2Q7Qx7deqUYdpvxYtVREE1GZzx47JytWS/ZkWa0HI5ab92q5aoJXO5r+WohZOhb9E5L/OyxIavfGJC2xbyb4thLmu57+Zpq69PmxLG0G7/JcQkRL37JEQCDJH/nIns5kvC4v8167WE66rzp/5+Eq29PueNz3BitnAm5H/micFC3siexXW4tKT3yjK/FcKfGm1X/mT32gHvfPfo8Pv/yYkvVzUKysH8TfNI2DuMwdCCCF0qCv5b3B2s3za7/JAqdbzV1gE/P7l7XM63tPZEfkv8l8ndCv/TU5O7u3tpcFrS0sLq/Wrhpv1f+2D/JeqZ/5rL+TVLv/1800wfm3u/s1IXq5KH7GE8UyVeiUK5L9Wsue2/f7T7IanAItzQjV5jpxtaf5Lrf+yLiTqENdBaXt7h/CrwBzykm+DgoK5CLiiopK0k//Sb1dXV6V1NdSJDNHWtN/511LJB72m/VprHQF/eGeu/GultD82wt+MVtmBvHs9b6umraY6k/+aq1u4GP4Skf86L0toNhs+/83ovByY36jqwTg3Zv5SHOa/NlJOO0RERNyabPnjjbA68VX9VBxbJLDD81/1esr2MZxOe/ZQmgs88cdCkvUj7PTKfy3FiAXYU+CkhLqGlgluW7Dq5RTK/JfAngI323KpzkDLQTy+3pCdHEmX6pr/WsJftZDX/lJ34D5zIIQQQoc6mwxGnNFr2i9nRFK2IWlrwl8i8l/kv07oVv6bmpoq5b9NTU2sVY3c3Fzkv3qr//xfldq7RC3zX3IUA0KtiSfj4+a5wFwf9pi4tRcPjOrFiJH/yo0zPaGp2Jv56g3EiyE1c2+E1T887YtTLNXSxJLE3p+6Bz/0kS+4RbZcXf074VfB+0ePHgUFmevvyCNgGv4SpfyXUF7uZikMFR1kiFs+7dfa9iVLxGuX19e5n3TzY8os4fEmTPuVdJj/biz8JSL/dV6W0Gw2fP6bfWX+WNu0zCsHA1lXDbCd/w7OjliFfS6z2zjWSR8j9teb8oBQs/xX/Vlz4pPKPC7/FXfsYw9rcJngqMdPhTdlnau3u8H892O/jXm70q5yHdKtqv2yisAuPvmNopr/Sg98ezhR/2S6gXxBa0HQpfrlv2lXHce7VhHw1Q2fujzcZw6EEELoUCeSQetpvz/oMO3Xc0T+i/zXCZH/ugw3gp6jBvlvtmnuzsjF05lHZP8mdiA09+JtofDCE5Pqutrmv74H6MxfiqLPgdz+x3TR6oMvzhVGyApvHwg11I9/bc6Hkf+KSn8U/+GpKV2x1K4ZA+Kq36i/75obEBzAtdgyISFR+D3A4CJg1fCXcOPGDdquobYzRI+Z9iuTZalvXz998tSGr4XjsX5sYN7I6qZP+5V0mP+KJ6pr4S8R+a/zsoRms7FV/+FlYud03FXyxcrhDeRttrCd/0awRS4/2kvOwkNzjGj91DX389+4N2vCFtSSR4OxTdhtz8t/pRUfGQysxXXEh8j9MSEvrrzB/NfWntSPCvN8rUv9CvguPDKvaA70/ZOEd2GDp4dq/is9BY4qfxYcQaf815nwl6JHBMx95kAIIYQOdZAMbtq0Xw/RZv4bfLK0OMiqhTcoprhBeGyd+Sl2Fwo2YXIS8t+tEvmvy3Aj6Dk6lf+uvXq1qmSqyqqPgNDxlTDd1szqXMNx9aoLGue/vn4H8qTdUOtzILXhpjBHmPKDcEAv2HdmVucuuv8cT28xuHpeevTXuDmC5DuoGVIytspSyp/mazZrpqfzXrhwQfg9YEGKgCW58Jfw7NkzeQdNVM8Q+Wm/LeYAfeum/fr6hiXl5Rrycsf/Tnhxe4mn6am5x9vFNnP/jONCPC0WEtnMab+STtR/CKmZXl12MfwlIv91XpbQbDY28t8e4QlbkYMp2ua/HQ1C0jfyqoY1WGAB38Q/rZ4xqj3Jrepi/StHc4NZ/vtYnjMGP1tVNroESyH/ab3tgVVliV274tJ+ofusY/7rYP+bJ2j+2/ZAURWB1U9YH/mlJ0DlPQyOenynwMGIivmv9czcJJrncuUabCPmv2RPOvnyzBEpmR/pGKqlw+wpcN9XTtGc3fUnv1FU81+C9BQ4ovTkN4oe+a9V+OtEpOtqf4dwnzkQQgihQ20ngztp2q+kev4bnG1aXn///uV0lY0IOL1h5jnpYMWfn0/X6jtiyH+3SuS/LsONoOfoXP6rylwD7RN+tn/hwdPV1Vc/sAXmdPXxV+OdJ6IPWG9Npub5r6/vQfaoN9t9gjLPjdx88PSFlE+vvVr95sHNkYunE+z/69YONKNbqvtqLkFQGMF3kBts6Jh/Ic5Qfbvc6+Ks4c1RKv4r59GjR1KHoqKTrFXGL7/8InXQSkWGyM3wfTpyKmTLp/2Kqa6I4/yX8XZOqJhROf/Tpk/7lXSm/u/GRP7rvCyh2WwMYdcU4S9xevFwimF/40runeVgDes/sL/on/inxwUdEbt2+QeM9SdJc3WLOltoAYd/+r7zVUdEKc0sg/2bawrefGsuRGApIFtc8pfVlmfGmOZEX9orIiJ4cLSNrv6x3ypkHKN1A9b73jQEJOzalVBUsHCeLXISlkISXzUslPmTjezy962vKfr4/cQ/rfbRx6zplv862v8Gtm9/zMbVB5PhOvzAGMMW+Uew7JgsvVswWCDsOXnLE8WKybJqGx0TPX88PLNQc5gNO+mWG/P4Ea3/wAXfAY+fCptda3tw2jz+VecNtwqEJVFxr8yTjkc+jkaImyGw/PevrwbJor/cTDMe301aIyL8jcYGsXCzcvIvhU6+7vtDOBD1EhxOYCv/lZ4CR+xrKGStArrM/638+h//u2thLouA//s/fl3JWtyB+8yBEEIIHaqeDO60ab+S5bP0sJcvyydFpRuXWLqrFgGnGx9Zst/1P6+vS6H5+1ezlVaTq7QV+e9WifzXZbgRhNDzDau/ZalF8Ont66Xr7bWZsbK5nGEpuTWXri/Tv/4X+PDi1nm7SfEWqpr/SmUfiPJawBK6579OTPtdvVqxFc8EcC//jc/M2Lo54Mh/PUGW0Gw+kV1xU4r8VzDn1vPjZRmsmzb43rpLI0VR64K/HaOshq+Ka50PpKoR7OFmKioeVmYOi7nOth9EZgt/frepa20PcjNViyFomP862v/DUsjLlG8hLunNK+ulMv+4EydNuRXrSCgdfNPCT9o1dDRYv01iQQ9WxIN7W1n++0tPxLNvpVVkvul5VmFOhFUx3hwUe27kyW8UW/kvgT4FTv7kN4pe9X8r7yy6OJM37eriHS3CXwL3mQMhhBA6VJEMKqb9ntQxwfQ8Ly7SLHf1ar5Vu80I+Phl89Rgwtr9TiklD8ruXKRB8tp8g27ROfLfrRL5r8twIwjh9jCiYmTpjTQJ1R6f3jwd3ZKY0lmV03ul8JcsktcCZosFlpeXaR8NFTPEEbUZvtYlgH9cbN/sab+8pifCnry4GqtYxCy9JVQLUTz/betE/usJsoRma/D3CSs8eOaK5bFv57oOxh1jC7XFP2DqZieb9flm7I+FtCq2gJGQGff4bucfYl0F0uevq22vBqKq5CGkf/DYaOXH1ZG/stmjE/+0NvLHo8oHVWqFDsg2Kwp+WaWzaCf+6VXn443UkN3dbKz5y3fiRt4M/uVOgdE8K1a9GK6W+a/D/Q+OevCwhw0F2bEx65TU37fDaB4rtjrx+8G/3D1zq8gqco3IjXt8s+2P78VXWZ/46/c9H28WDKawDhxVFyv/8op1/utq/a10odXu/F9zbO0fMDbWYnmV73t+mUxrViv3YSFHnDO+oSe/ATncZw6EEELoUKtkkJ/225hm3XknWDZNa/i+X398pSrG4Szg2NFvhabvpq3zYj/fwumXwhLrqcRaivx3q0T+6zLcCEK4jQw+XmOaeyqb5mvFh59W5/tq5POCPdOgoGDh9wCDe+Ab9zg42odw+XIf7aahLEO0ICvsy7JUc+MWTfvljR17LezOcq+Nt7jw5htzh3eLzYpFWyXyX0+QJTQAeBuy/HcDsPzXrQcDAgr3mQMhhBA6VEwGB8zTfqUyBjtu2q9cq3oOtnh+JUfobKQFg59P0G/lsmhYvyw16OSVFcd76jrrK6M79913SuS/LsONIITb0eDjmYbSFtPwyAixr6Ukz6ochOd748ZN+iE/NjZGW+QPfJMi4MjIKNb0/v2RI5G0p4Za5b9cYV/62DQPmPYrGdy6SOcov12oCVYs9U03PaWLX1w1V67wDMtpJP329dMnT7V19Sfz0f40K9S4gHZlCQ0A3oZb+e/grFD/4VWlkTWAjcN95kAIIYQOZfmvhfXnk+c8+W9YN8OgnFbl89ysEVNdlv+umFQC002YS6t9BIzw1wmR/7oMN4IQws03ISGRfdAL83/l4S/l0aNHkZFR5L/0Wykm1tbYJlpYWTbtV7L06rxnTPulBldft1SoUExJDjZ0LIrTlQlvH/V6TAQcUjMrRMA68NOcWg4OFbKEBmwKU3dG/vq9Ix8XSc+mA27gRv4bZfgorPuXMftFIoBTcJ85EEIIoUOt8t8fFjuzkf2JRiRln704YBqQvPpILI6xvmxMpd2KaZWH9fud/HPhgjppKWG1qcFaGnTSaifdtBXhrxMi/3UZbgQhhFvihQsXzL+XnGB19e/odGB9DIs97ikzfG1pCX8/vH4t5bw/ry5Oj4wMX51/IhWGfvv6BZvR7FkR8NVlbvauBs55zgF6uiyhAZsCK7ZrX+tn04GNsvH8t2NaeCrdWv0U/wg6sBG4zxwIIYTQofkd88LT3jDt14Fp4nPeZOGv2fxJWi94fflyutQoKyLxarpQaoReIvJfl+FGEEK4Vfb19Qu/nOyxuvp3CQmJ3Io7zMzxF0Km++H19eoQ3+Aa+UxgGW+XuzNJ595HNAL+sNjEbQfuUFlCA4C3sZH8NyIieGqy86/Cih/7kf5qA/eZAyGEEDplUGyi1YPOIK+t8NdsUOO8OC147fHsqGlg4Mrsyg9iy3wjPy8Ybn+R/7oMN4IQwi20qOjk2pr0sFeesbExPWf+bh/TWxZfCOEvawkr75unBXCFpPft66Wr5y11ijN7H71ZHTuN2giQyhIaALwNF/PfzhbznF/RPxaSitgC4C7cZw6EEEIItfAMLfKgEv4KBmUPLJvnUPOsLw1kB/GdoReI/NdluBGEEG655eUVN27ceP78+S+//PLjjz/Ozy9cvtynxwPfINyBsoQGAG/Dxfz3YgMLf191vjEeTmCtQAO4zxwIIYQQamOqcfkH9fCXGZTTOrnyUkyB11+uzPaeQT0NbxX5r8twIwghhBB6sSyhAQAAfeA+cyCEEEIIoeYi/3UZbgQhhBBCL5YlNAAAoA/cZw6EEEIIIdRc5L8uw40ghBBC6MWyhAYAAPSB+8yBEEIIIYSai/zXZbgRhBBCCL1YltAAAIA+cJ85EEIIIYRQc5H/ugw3ghBCCKEXyxIaAADQB+4zB0IIIYQQai7yX5fhRhBCCCH0YllCAwAA+sB95kAIIYQQQs3dgvz33Llz5FsNqaqqQv4LIYQQ6iFLaAAAQB+4zxwIIYQQQqi5m5T/RkRENDY20p760dPTk56ezl5SN7gRhBBCCL1YltAAAIA+cJ85EEIIIYRQczcp/yXoHQGTPdmE8JfAjSCEEELoxbKEBgAA9IH7zIEQQgghhJq7efkvQb8IuL+/v7CwkL2MznAjCCGEEHq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D0QlZilOJ/TNAviGDNdjiSDfdTkwoa7BATlrDQEY1PWnNg0DOisMhsknxVrBXFH+O5GeU+YSPjaXHaIW9/Ndy2lyPOWLj1yMAwMPx9Pq/ERER5eXlubm57Htvh7sx1lF7+W/EWWEKolQiVk2xYoMD7NcikEmzMxnyv3+PKRWL26pwteuUZT6mNPGWR+XBaBEVvTQsFBGf+uXKRtRlWzBWG6So1JrRlgLrZFw+c1bG1JWmnGoWJsvzX6FFifB8OnGbYmEHJePdZVyI6fwIC8aUddOZtjyjHUUxDqaWK2T7qZgJa+eNIIfQxR8CNSCljiXcHBP8fF7ZMPK7GlN0iTsbGSNNiinPksnCv4hMGstVZgeHnxKHd3zI1GsapXuoMoHaj5aYsPvQRQi9SnYxAhiHTrEZwJ2n9AlWNpuN5r9loddfSmkssaE30t/0TN5imm+T3V5b8l+f0rGWNUs3yf7FbtVnzvnX3ulQdBZ9earyc9ZPhiX/9U9LnF+T7xVzbSnFEgFvs/w3rTrqLe1jZdaLps9YXxnbIP8N2fflAg2yFT6K7LQRpxU0HVMbBGqUkfWieGn+y6I3J9V2ZqvL+e/efQkjlsRTsrozQD2x2++fqtbf7Hh0qBbBlpv5r/+J2CqW8XEaisr2qWfUPnuOdtPSCmpax7jbL/8NDMgad+4tlqYzqzqbksBNWpfy3/0BeddlPa+FB/jsS70ma5lLibXMgRc5HJQ3qX4uVfcfDpDHzZHh5UJ7wQn7/8hgI4G1c9LO5Z+uVjsrZPmvb0Z0ucoZZcjL4SJgm/mvLPyNP+od1ycA7Eg8Pf/daXA3xjpqJ6RjBWftPeRK+/zXXGegTgzGzDFZk/Vz5wLCDWfbTKN0IqfA5NiQsaUig03RZcbkVbf2Do076sYMiC9rGxqn8zqnJke7K+KEdtc2oqaY/1b4+gbGFTdZjou8Sl8r2RDXX1DZs6nYXJCBbUyW/8bkV7cah65O0j0nTE2ODxlbyzOtMuWAtOILl8gGLd0mJ0dNl2oLpFmoVjo5wqLmvbXsg3kHutmWXc1/bRcbSSoVDlMcEsLkxBVTW92JRLvPGwzJrGixDOQ0WaXxVJxKbmtj/q9gQFxBbZd4bghD0VVtPbzWxghlkSf7qm3NDg7OqO4aEkPzSVu7RIfCwUPqIPQm2cUIYFjy3yJbM3q2F4G1fem9knfaaNDpKP81rTwx91x7VmqaahDC3KHlpXrzF2u1o8NVq8JG1pdkYZqY/756eYm+xPp62+KMobevYP6lkbW8bxvNZt1F9l5akpYaV5+Ujpr3s+DWE3EjxJenSvncWMx/n1StrIvrLp0y9aWP3msTo2dZPJ191DICfeVs59frr1oaRdtCj7B13MCt/Pft/cR3tMOj2MWLAf3nghcXUoXskhg9oEiCcnJJH8nwV7Snzfz3s3pL54CvFuhmU1c6LY2iB85IrxW1T9YuvsSjY1OWRtEze4+xdUT27J25T8PfrLWpQz1ZuzOjdleWyA5qJbJVkRDuzw0XHmRHzPjhZvhME91+0MxI1Mpc0tsVLv/d0EF5Ptso/007PSrkYrPZxW1hR/M+j21MEsPT/IJCRSzm45tA+8/ll3WGhR/d7Ru4OyDlcMaQGJ5ejw6xH9A5gVVR4wspdMtVnYctjaKhkfyL7cmJYU9Im0zKKPb3D9ztG+Z/pDq2TDyo4lKVWDuoPpO+Sv1MWkGjeRzM2y8Oy2iLLR7PrmuzOvd8IgMs+1AWW0VXHIq0NErG2Zj06iw+BzKsNigWd07JkDWK+lufRuwkLO+OLqLJrMpbrKgjTPPcmezTl2MyqkPolmPr4stmxPD0WmSQfMhZ/ptS0GsgY1vedvhoMw060wxt5i+q+8OPVsbTd4R/4KEUGZMdawwJCiPnkm9QXljemPhaQyGWI2JVUwrLa+z/sBzIuiGsK0/e/QKypJR5MimvTjiRyiIL6Nxks/mnlT+DLP/NyGtOlM4og3lMZGf7jehQqxNQPf/1P8FGoP56YrQ+VV8AAJsD8l/Pgrsx3hJZYV+rJ2tB15Tlv/wiqNTxwwZ3hqzuyvilfMUiCL1VdjECKD7J52n9h/6zx1mTVyHOhHWU/wquldWag9fQ62tiy/qF3gTSstf0jHaQzZYV81/BodU7x1Mtoe2e2ju0asTIqztW+ap/UxWLa9fre9Os7oH909IWWbY7tDLGzQGW7STxZWmDbN34vgtsm/J42oK4rn71f93KfwWz3k4FyGoj7O6/mUEXrTb9ibWpI27Edh0GOZtQ/7felCy8RNaLi59x9SuqjYnCIlbyQk7PFI2Mk7/KZS3O40X1f/cEmoNR38B9SaPm3Ke83l/41mxIfYY5CRqPDBFb9mj6We5i/itoPSdxT24si6u6+Rn8Yk6aX1zGJ5sBNWyGo7Zxtmv1f/cHFdBk81p0CHfSBn7O0sYbMeH8gAcY2FrW4aYzSBNmdan/K+aJTslNCrb6R4i6kfAQ2dRsy1tsHW3v8ttzQDW/37svie2JdQUG+Xzhy0Hmc8Lnc8vrjoUfMG9sX+qk8K3VEO0+eplmsplZKdazaH12H+k0CIvy8nKknVELdpWIry6PiUOa6dYKqzs/5+pK+OaK/1owmyQr0S0gnniC+afr5BVRdh/pZsVSrOtRqOS/ln+QUM6eBgBsN5D/ehbcjfEWGFBGa5ViBqI7Iv91TbFCLvc8tx0mexCfvDQzhF4vuxgBAv5ZjUL6O9xzWoN5oB6IC/mvabGbxnKHpfx3dYolOZeWhBb1/HdodSaUn7AbmblMl66X1bImwsFRmiOby02oxAX+58rYNvms1pL/rj3LtzU72EbC6/n577upA+aUXU5JJJ0UrIxKrfGw/Dcg8FvaeSE4jzXJ2OP/cEVY+uiwdT3fvTP36Y4d63d95qMX5b8iLPmS/9F6SLOQHCmiVa1wOf9VqUYqZm3cn7H7ienqyGGVLNZHXOtauJZRqCv5b0AdjacV01oFfMvoVGLFvGYpxNzAm7Id8t/q/hAhh5UjLlVUKrBJbizdmtUbYcl/pfNNel3pXRCPQj5E0ayeQ3Wr2uuHHD5NN9IrBfJ7EoR/SqkfDZN+a/iciDe3TEYGsQbL/lh+4gJDiummWBjNI0395k8wS/5rKCpVnHvqpyWf/+7JiWFTrWfTEP4C4AUg//UsuBvjzTe8mpb+xQxEt0T+66q0foJUgnkHGlMlFC4eUykKDKEXyy5GAME/7Xy/kP72n0/jM0Uvwfn892VBFmsR89/1qgZxVOzkv2tP0qyevcaQot5mk3QDm5a/Iqyy/izLRtr++dWXdK22UasoRspwSxThL0Hc4e2Z/94/fEYZetpci8Oz8t/9YuFgW9OWxR2InYhiLZTWMTrfOevPYwfsPyNOiRfmvzQLs5okSJ9PVd1s/3TYOC7mv2lJKrGUFDtaR4pi5mWrBqu4zaRoDR9v5UL+K+62PBCUI4aDisEXk+vZjKwM5UO97KJv/ssjjrAL9X9t5J58UukY8UhV819ZjCu+rqV6g0r+K9bDzU5V/2sdcZUbllm57Ngtb67PkV46gzgvK4U17UqJFibbWjbrW5ok9LFdOFjKmuXlJgjSiadacUJ1NKxH1Sc6/LQY/iZFsx4AgG0N8l/PgrsxhttU5L+uG1M7YB6z0WapzPFOMrrCaE5/r7Q694BBCL1GdjEC9hw51SGEv8N951O8NP11If+VdRDj1CXp9the/mtry5eW6FPauq4Xs5Zd3bVCC1lF+ZB1Ru0dWh3YNN/EWgTEDFe2S07j6fmva2txeFb+W2+iRX6Tvyoxl/1V2mRKUt+BxEM/0FcRVn8xEtya9Sflc59U8b78l4VE8iiWJUROpJkbxMX8VzVJFGMs66VB9bTsaWZGCqtcwclKWzh6addwPv8VS8TWXw4xl/1VMYR1UGS1ByrEx3PNFdZdS8ooOxDAlY+whefnvxvesb0+VqOXFEln7Krmv3k5rEF6XVk3Zf7rc/Sy0DIXHx0iewmZR3tpB8uRipGx2OITkEfTVXmgzyYpW/4FIrSNZsQZav/OQRHLU8iyZjPiiSc7NIfI8t/IMCn8TU1w8R8VAACeCvJfz4K7MYbbVOS/G3HnZqAxZ/vMRz7aYlB9NB+EXiy7GNnh+ISJ4e9wZ3EYa/RGti7/LZrpMq9ilf+ynVnuszGnyrLWyGI3axFA/msDz8p/xe07VGUHEk4cekGrQ1hMfjF2qMfRrnpL/usTIMZYrLqoPOQKoqFVQbHY4mTO6DT65b/iKg7dovxXimIdqhKJ7g6qFh/zJVp3LclQHeBvv26L9+W/e32PNCaV3RAfmKZQi/xXOsEcKjtSdiaIZxf9dlbYT/E5bCwjno2R/l1SHLHYIzZ/Vamf7W7lv9eSimmmPFdYfArhLwDeA/Jfz4K7MYbbVOS/EELojOxiZCdjmfk73HnqiHffZiH/Rf5rwZPzXzN7dtc2hb94xJ59J5q1NmKvKISX5L/OZ1uCWueGyH8da2vMA/cdbUwqn7GOPmczMuwUhfCy/FeatWrbLct/I2nJYFbtIbzT/DaV1UcKc7pZrWFWXFtW1GJr8t+xsCDpsW/XY8K1/jceAMBWgfzXs+BujOE2FfkvhBA6I7sY2bH4x5/tYuFv+wlvnvlL2cr6D8Iq7y9dzWctTuyMVP+h+3oZaxFA/msDz8p/xTK+7kax+wM+qz93aOW+JQh+N+ZvKw1B/qsF+uW/LFzTNt51iPP5r/SkL7eH1CfE/0h1bJklCDZYKsxyeFP+67Mv9Rrdfn55W0hQmI9VZCoeqRb57+7oIaHFqQMREet75OWSXaUlmzNTo1kpCVqAmBbXlh+yEz8OYv2H8XCrj2j38l+yKbFgRWH9JCJgALwE5L+eBXdjDCGEEHqx7GJkZ+KfXGuk2W9fS773h7+ELct/o26tC6usVzWwll278otWhVVsP/9NfOn39ZesSjJvj/z3pkr1z/0nwt/SpTsg/828GCtsP3ulmrW4SdqJcLEucFQPa+Pxkvz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}, "metadata": {} } ], "metadata": { "nbsphinx-thumbnail": { "output-index": 0 }, "scrolled": true } }, { "cell_type": "markdown", "source": [ "## The `pytest` Framework\n", "\n", "ProbNum uses [pytest](https://docs.pytest.org/) as its testing framework.\n", "\n", "### Writing a Unit Test\n", "\n", "A test is a simple function which checks whether your code does what it is\n", "supposed to. Whenever you find yourself running a snippet of code to check whether your\n", "implementation works, you should probably write a test. Here is a simple example." ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "def add(x, y):\n", " return x + y\n", "\n", "def test_symmetric():\n", " assert add(3, 5) == add(5, 3)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Often we want to run a test for different combinations of\n", "parameters. You can do so by parametrizing tests via a decorator." ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "import pytest\n", "\n", "@pytest.mark.parametrize(\"x,y\", [(3, 5), (-1, 1), (0, 1.2)])\n", "def test_symmetric(x, y):\n", " assert add(x, y) == add(y, x)" ], "outputs": [], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "Read more about test parametrization and fixtures [here](https://docs.pytest\n", ".org/en/stable/parametrize.html).\n", "\n", "### NumPy Assertions\n", "\n", "Often assertions which compare arrays are needed for tests. The module [numpy\n", ".testing](https://numpy.org/doc/stable/reference/routines.testing.html) offers\n", "support for commonly used tests involving numeric arrays, such as\n", "comparison of all elements up to a certain tolerance." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "markdown", "source": [ "## Common Types of Tests\n", "\n", "We collect some common types of tests here, in particular for probabilistic numerical methods." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### In- and Output\n", "\n", "- **Deterministic input**: Does your PN method accept parameters / problem definitions which are not random variables?\n", "- **Output Random Variables**: Does your PN method output a random variable?\n", "- **Shape**: Does your method return consistent shapes for differently shaped inputs?\n", "- **Expected errors**: Are appropriate errors raised for invalid input? Do these match the `Raises` keyword in the docstring?\n", "- **Random state**: Does fixing a random seed result in deterministic behaviour?\n", "\n", "### Testing Probabilistic Numerical Methods\n", "- **Perfect information**: Does your method converge instantly for a prior encoding the solution of the problem?\n", "- **Convergence criteria**: Are all convergence criteria covered by at least one test?\n", "- **Theoretical Results**: Are all available theoretical results about the method checked via tests?\n" ], "metadata": {} } ], "metadata": { "kernelspec": { "name": "python3", "display_name": "Python 3.8.10 64-bit ('probnum': virtualenv)" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "tags": [ "nbsphinx-thumbnail" ], "interpreter": { "hash": "d97510797008dfeb4b55285035b12c4aeb73201cd5b1c251c164aba5b40a48cd" } }, "nbformat": 4, "nbformat_minor": 4 }