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| author | 2021-02-03 02:08:11 -0800 | |
|---|---|---|
| committer | 2021-02-03 02:08:11 -0800 | |
| commit | c068ffe458db507325cf7c75061db5e7f0f28e68 (patch) | |
| tree | 6b6e44cc79ec1f30e639feff00166b6d317aced5 | |
| parent | Merge pull request #1390 from ChrisLovering/Handle-OverflowErrors (diff) | |
| parent | Mention math.isclose and add an example (diff) | |
Merge pull request #1395 from python-discord/wookie184-floats-tag
Add tag on float imprecision
| -rw-r--r-- | bot/resources/tags/floats.md | 20 |
1 files changed, 20 insertions, 0 deletions
diff --git a/bot/resources/tags/floats.md b/bot/resources/tags/floats.md new file mode 100644 index 000000000..7129b91bb --- /dev/null +++ b/bot/resources/tags/floats.md @@ -0,0 +1,20 @@ +**Floating Point Arithmetic** +You may have noticed that when doing arithmetic with floats in Python you sometimes get strange results, like this: +```python +>>> 0.1 + 0.2 +0.30000000000000004 +``` +**Why this happens** +Internally your computer stores floats as as binary fractions. Many decimal values cannot be stored as exact binary fractions, which means an approximation has to be used. + +**How you can avoid this** + You can use [math.isclose](https://docs.python.org/3/library/math.html#math.isclose) to check if two floats are close, or to get an exact decimal representation, you can use the [decimal](https://docs.python.org/3/library/decimal.html) or [fractions](https://docs.python.org/3/library/fractions.html) module. Here are some examples: +```python +>>> math.isclose(0.1 + 0.2, 0.3) +True +>>> decimal.Decimal('0.1') + decimal.Decimal('0.2') +Decimal('0.3') +``` +Note that with `decimal.Decimal` we enter the number we want as a string so we don't pass on the imprecision from the float. + +For more details on why this happens check out this [page in the python docs](https://docs.python.org/3/tutorial/floatingpoint.html) or this [Computerphile video](https://www.youtube.com/watch/PZRI1IfStY0). |