diff --git a/fastcore/_nbdev.py b/fastcore/_nbdev.py index 1a2cda0f..c470ca1d 100644 --- a/fastcore/_nbdev.py +++ b/fastcore/_nbdev.py @@ -17,6 +17,7 @@ "TEST_IMAGE": "00_test.ipynb", "TEST_IMAGE_BW": "00_test.ipynb", "test_fig_exists": "00_test.ipynb", + "TestFail": "00_test.ipynb", "defaults": "01_foundation.ipynb", "copy_func": "01_foundation.ipynb", "patch_to": "01_foundation.ipynb", diff --git a/fastcore/test.py b/fastcore/test.py index 752935a7..1bdec701 100644 --- a/fastcore/test.py +++ b/fastcore/test.py @@ -1,10 +1,11 @@ # AUTOGENERATED! DO NOT EDIT! File to edit: nbs/00_test.ipynb (unless otherwise specified). __all__ = ['test_fail', 'test', 'nequals', 'test_eq', 'test_eq_type', 'test_ne', 'is_close', 'test_close', 'test_is', - 'test_shuffled', 'test_stdout', 'test_warns', 'TEST_IMAGE', 'TEST_IMAGE_BW', 'test_fig_exists'] + 'test_shuffled', 'test_stdout', 'test_warns', 'TEST_IMAGE', 'TEST_IMAGE_BW', 'test_fig_exists', 'TestFail'] # Cell from .imports import * +from .utils import * from collections import Counter from contextlib import redirect_stdout @@ -95,4 +96,16 @@ def test_warns(f, show=False): # Cell def test_fig_exists(ax): "Test there is a figure displayed in `ax`" - assert ax and len(ax.figure.canvas.tostring_argb()) \ No newline at end of file + assert ax and len(ax.figure.canvas.tostring_argb()) + +# Cell +class TestFail: + "A context manager to allow you to test if an exception (ex) is raised. Optionally, search the exception's error message with a regex." + def __init__(self, ex:Exception, regex:str=None):store_attr() + def __enter__(self): pass + def __exit__(self, type, value, traceback): + if isinstance(value, self.ex): + if self.regex: + assert re.search(self.regex, ' '.join(value.args)) is not None, f"Did not find regex:{self.regex} in Exception message." + return True + else: raise TypeError(f"An error of {self.ex} was not raised.") \ No newline at end of file diff --git a/nbs/00_test.ipynb b/nbs/00_test.ipynb index 5f447e23..17f591cb 100644 --- a/nbs/00_test.ipynb +++ b/nbs/00_test.ipynb @@ -17,6 +17,7 @@ "source": [ "#export\n", "from fastcore.imports import *\n", + "from fastcore.utils import *\n", "from collections import Counter\n", "from contextlib import redirect_stdout" ] @@ -529,7 +530,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "execution_count": null, @@ -560,7 +561,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "execution_count": null, @@ -591,7 +592,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -616,6 +617,41 @@ "test_fig_exists(ax)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#export\n", + "class TestFail:\n", + " \"A context manager to allow you to test if an exception (ex) is raised. Optionally, search the exception's error message with a regex.\"\n", + " def __init__(self, ex:Exception, regex:str=None):store_attr()\n", + " def __enter__(self): pass\n", + " def __exit__(self, type, value, traceback): \n", + " if isinstance(value, self.ex): \n", + " if self.regex: \n", + " assert re.search(self.regex, ' '.join(value.args)) is not None, f\"Did not find regex:{self.regex} in Exception message.\"\n", + " return True\n", + " else: raise TypeError(f\"An error of {self.ex} was not raised.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# def foo(): raise TypeError(\"hello! What is up\", 1, 3, 4)\n", + "def _tst_1(): assert False, \"This is a test\"\n", + "def _tst_2(): raise SyntaxError\n", + "def _tst_3(): raise TypeError\n", + "\n", + "with TestFail(ex=AssertionError, regex=\"This is a test\"): _tst_1()\n", + "with TestFail(ex=SyntaxError): _tst_2()\n", + "with TestFail(ex=TypeError): _tst_3()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -637,6 +673,9 @@ "Converted 02_utils.ipynb.\n", "Converted 03_dispatch.ipynb.\n", "Converted 04_transform.ipynb.\n", + "Converted 05_logargs.ipynb.\n", + "Converted 06_meta.ipynb.\n", + "Converted 07_script.ipynb.\n", "Converted index.ipynb.\n" ] } diff --git a/nbs/02_utils.ipynb b/nbs/02_utils.ipynb index 4802a326..ce32cbbf 100644 --- a/nbs/02_utils.ipynb +++ b/nbs/02_utils.ipynb @@ -296,7 +296,7 @@ { "data": { "text/plain": [ - "<__main__._t at 0x7f945b39e070>" + "<__main__._t at 0x7fbd57805430>" ] }, "execution_count": null, @@ -2171,7 +2171,7 @@ { "data": { "text/plain": [ - "['h', 'g', 'f', 'b', 'd', 'e', 'a', 'c']" + "['h', 'c', 'g', 'd', 'a', 'e', 'b', 'f']" ] }, "execution_count": null, @@ -2964,7 +2964,7 @@ { "data": { "text/plain": [ - "(Path('../fastcore/all.py'), Path('00_test.ipynb'))" + "(Path('../fastcore/__init__.py'), Path('00_test.ipynb'))" ] }, "execution_count": null, @@ -3513,7 +3513,7 @@ { "data": { "text/plain": [ - "8" + "4" ] }, "execution_count": null, @@ -3645,6 +3645,47 @@ " return functools.update_wrapper(_f, f)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`typed` validates argument types at **runtime**. This is in contrast to [MyPy](http://mypy-lang.org/) which only offers static type checking.\n", + "\n", + "For example, a `TypeError` will be raised if we try to pass an integer into the first argument of the below function: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "@typed\n", + "def discount(price:int, pct:float): \n", + " return (1-pct) * price\n", + "\n", + "with TestFail(TypeError): discount(100.0, .1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also optionally allow multiple types by enumarating the types in a tuple as illustrated below:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def discount(price:(int,float), pct:float): \n", + " return (1-pct) * price\n", + "\n", + "assert 90.0 == discount(100.0, .1)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -3654,11 +3695,12 @@ "@typed\n", "def foo(a:int, b:str='a'): return a\n", "test_eq(foo(1, '2'), 1)\n", - "test_fail(partial(foo, 1, 2))\n", + "\n", + "with TestFail(TypeError): foo(1,2)\n", "\n", "@typed\n", "def foo()->str: return 1\n", - "test_fail(partial(foo))\n", + "with TestFail(TypeError): foo()\n", "\n", "@typed\n", "def foo()->str: return '1'\n", @@ -3791,7 +3833,7 @@ "text/markdown": [ "

class ProcessPoolExecutor[source]

\n", "\n", - "> ProcessPoolExecutor(**`max_workers`**=*`64`*, **`on_exc`**=*`print`*, **`pause`**=*`0`*, **\\*\\*`kwargs`**) :: [`ProcessPoolExecutor`](/utils.html#ProcessPoolExecutor)\n", + "> ProcessPoolExecutor(**`max_workers`**=*`4`*, **`on_exc`**=*`print`*, **`pause`**=*`0`*, **\\*\\*`kwargs`**) :: [`ProcessPoolExecutor`](/utils.html#ProcessPoolExecutor)\n", "\n", "Same as Python's ProcessPoolExecutor, except can pass `max_workers==0` for serial execution" ], @@ -3922,11 +3964,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 2020-10-08 18:38:18.973557\n", - "1 2020-10-08 18:38:19.223553\n", - "2 2020-10-08 18:38:19.475253\n", - "3 2020-10-08 18:38:19.725614\n", - "4 2020-10-08 18:38:19.976216\n" + "1 2020-10-12 21:15:11.361062\n", + "0 2020-10-12 21:15:11.612469\n", + "2 2020-10-12 21:15:11.863159\n", + "3 2020-10-12 21:15:12.113859\n", + "4 2020-10-12 21:15:12.366331\n" ] } ],