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{"nbformat_minor": 0, "cells": [{"source": "\n # An unscientific survey of Python interpreters\n\n- Link to this notebook: http://bit.ly/pycon-ca-keynote\n * Structured as a talk so you can use, e.g. `nbviewer` to read as a set of slides\n- If you want to play with the notebook **right now**, you can use [free Jupyter notebook hosting on Azure ML Studio](http://blogs.technet.com/b/machinelearning/archive/2015/07/24/introducing-jupyter-notebooks-in-azure-ml-studio.aspx) if you don't want to download Jupyter itself", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": " * Open any notebook in Azure ML Studio\n * Go to `File -> Open...`\n * Click `Upload`\n * Select the `.ipynb` file you just downloaded\n * Click `Upload` next to the notebook name in the file listing and wait for the button to disappear\n * Click on the file to open the notebook\n * The service is in preview and we realize this is a bit clunky for uploading", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "# About *Dr. Brett Cannon*\n\n- Python core developer since 2003\n- Blog is at http://snarky.ca\n- On Google+ as [+BrettCannon](https://plus.google.com/+BrettCannon)\n- On Twitter as [@brettsky](https://twitter.com/brettsky)\n- On GitHub as [@brettcannon](https://github.com/brettcannon)", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "# Thanks to my employer\n[Microsoft](http://www.microsoft.com/) -- specifically the Python team in the [data & analytics](https://studio.azureml.net/) group in [Azure](https://azure.microsoft.com) -- paid to get me to the conference.\n\nAnd of course there are job openings at Microsoft:\n - Python team (the one I'm a part of): [pythonjobs@microsoft.com](mailto:pythonjobs@microsoft.com)\n - General (which does include other positions involving Python): https://careers.microsoft.com ", "cell_type": "markdown", "metadata": {"collapsed": true, "slideshow": {"slide_type": "subslide"}}}, {"source": "# What is this all about?\n*Interpreters*! You might call them a *virtual machine* (VM) or a Python *implementation*.\n\n- Supports a modern version of Python\n * Python 2.7 or Python 3.3 at minimum (sorry, [PyPy3](http://doc.pypy.org/en/latest/release-pypy3-2.4.0.html))\n- Can run *most* of the [Grand Unified Benchmark Suite](https://hg.python.org/benchmarks/)\n- Available on Windows, Linux, **or** OS X", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "# A brief history of Python interpreters\n\n- 1989\n * [Guido starts working](http://python-history.blogspot.ca/2009/01/personal-history-part-1-cwi.html) on the Python language and implicitly the CPython interpreter in late December\n- 1991\n * CPython 0.9.0 released on alt.sources on February 20th\n- 1994\n * [CPython 1.0.0 released](https://en.wikipedia.org/wiki/History_of_Python#Version_release_dates)", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "- 1997\n * [Jim Hugunin creates JPython](https://en.wikipedia.org/wiki/Jython)\n- 1998\n * [Christian Tismer starts developing Stackless 1.0](https://ep2013.europython.eu/conference/talks/the-story-of-stackless-python)\n- 1999\n * Barry Warsaw [renames JPython to Jython](https://wiki.python.org/jython/JythonFaq/GeneralInfo) with the 2.0 release\n\n- 2001\n * [Parrot April Fool's joke occurs](http://developers.slashdot.org/story/01/03/28/1742237/perl--python--parrot)", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "- 2003\n * [Armin Rigo releases Psyco 1.0](http://sourceforge.net/projects/psyco/files/psyco/)\n- 2004\n * [PyPy development starts](http://cordis.europa.eu/project/rcn/74481_en.html); ends up subsuming parts of Stackless and all of Psyco\n * Dan Sugalski, lead developer of the Parrot VM, [gets a pie to the face](http://archive.oreilly.com/pub/a/oscon2004/friday/index.html) from Guido for losing a bet that Parrot would be faster than CPython (Dan actually never finished his Python interpreter)\n- 2006\n * [Jim Hugunin releases IronPython 1.0.0 at PyCon](http://blogs.msdn.com/b/hugunin/archive/2006/09/05/741605.aspx)", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "- 2008\n * [Work starts on Unladen Swallow](https://code.google.com/p/unladen-swallow/wiki/Release2009Q1)\n\n- 2013\n * [MicroPython Kickstarter campaign launched](https://www.kickstarter.com/projects/214379695/micro-python-python-for-microcontrollers/updates); first alternative, partial Python 3 implementation\n- 2014\n * [Pyston is announced at PyCon](https://blogs.dropbox.com/tech/2014/04/introducing-pyston-an-upcoming-jit-based-python-implementation/)\n * [PyPy3 has its first stable release](https://mail.python.org/pipermail//pypy-dev/2014-June/012584.html); first full-featured, alternative Python 3 interpreter", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "- 2015\n * [Pyjion announced at PyData Seattle](http://seattle.pydata.org/schedule/presentation/14/)\n * [Russell Keith-Magee announces VOC at Vancouver Python Day](https://speakerdeck.com/freakboy3742/python-on-the-move-the-state-of-mobile-python-1)\n * It is [announced](https://mail.python.org/pipermail/edu-sig/2015-October/011334.html) that MicroPython will be the Python implementation on the [BBC micro:bit](https://www.microbit.co.uk/)", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "# The interpreters\n*All 4 of them ...*", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "## [CPython](https://www.python.org/)\n\n- Implemented in C\n- Works with C extensions\n- Available on Linux, OS X, and Windows\n- The most compatible interpreter due to the fact that it is the implicit specification of the language", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [Jython](http://www.jython.org/)\n\n- Implemented in Java\n- Partial C extension compatibility being worked on through [JyNI](http://jyni.org/)\n- Second oldest interpreter (behind CPython)\n- Runs on any OS supporting JDK 7\n- Currently supports Python 2.7", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [PyPy](http://pypy.org/)\n\n- Implemented in RPython (a restricted subset of Python)\n- Supports C extensions through:\n * [CFFI](http://cffi.readthedocs.org/)\n * ctypes\n * [cppyy](http://doc.pypy.org/en/latest/cppyy.html)\n- Historically the [fastest Python implementation](http://speed.pypy.org/) --ignoring startup -- thanks to its tracing JIT\n- Works on Linux, OS X, and Windows\n- Supports Python 2.7 and 3.2", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [IronPython](http://ironpython.net/)\n\n- Implemented in C#\n- Supports C extensions through [IronClad](https://github.com/IronLanguages/ironclad)\n- Works on any platform that supports .NET 3.5 and higher\n- Supports Python 2.7", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "# The (possible) future\n*... if people stay motivated and funded.*", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "## [Pyjion](https://github.com/microsoft/pyjion)\n\n- Extension of CPython to add a JIT\n * New code written in C++11 using the [CoreCLR](https://github.com/dotnet/coreclr) JIT\n- Long-term goal is to get patches pushed upstream so adding a JIT to CPython is an optional, drop-in feature\n- Works on Windows only due to laziness/momentum\n- Supports Python 3.6\n- Works today, but doesn't do very many optimizations\n- **Disclaimer**: I work on this part-time", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [Pyston](https://github.com/dropbox/pyston)\n* Announced at the PyCon 2014 language summit\n* Sponsored by Dropbox\n* Uses CPython as a base, using LLVM for its JIT\n* JIT compiling at two different levels\n - Tracing JIT at the bytecode level\n - LLVM JIT at the code object level\n* Currently targeting Python 2.7 on Ubuntu\n* Being actively developed, hitting 25% on its own web server benchmarks", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [VOC](https://github.com/pybee/voc)\n\n* Announced at Vancouver Python Day 2015\n* Transpiler from CPython bytecode to JVM bytecode\n - ... so technically not an interpreter, but it's still (hoping to be) an implementation of Python\n* Goal is to allow writing Android apps in Python 3", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## Skython\n- [Announced](https://lwn.net/Articles/640177/) at the PyCon 2015 language summit\n- From-scratch C implementation with no GIL\n- Supports Python 3\n- Have not heard anything about it since the summit", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "# Other ways to speed up Python\n*Because you can't always change which interpreter you use.*", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "## [Cython](http://cython.org/)\n\n- Static compiler for Python code\n * Essentially transpiles Python code to a equivalent C code using CPython's C API\n- Static compiler for the Cython language\n * Superset of Python\n * Has support for declaring types so you can optimize at the C level\n- Good if you would have tried to use C for some critical code\n * Can also be used to interface with C code", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [Numba](http://numba.pydata.org/)\n\n- JIT compiler for numeric Python code\n * Directly targets array-based or mathematics code, so not general-purpose\n- Requires only adding a decorator to key functions for performance\n * Cheap enough to simply install it and give it a try on your performance-critical code", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "## [CFFI](https://cffi.readthedocs.org)\n\n- Provides an FFI to C/C++ code\n * Supports both CPython and PyPy\n- Good if you need to wrap some C code\n * Can also be used to wrap some C code you wrote for performance reasons", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"source": "# An **UNSCIENTIFIC** view of performance\n*The results are more like \"guidelines\" than something you can consider rigously measured.*", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "## A note about benchmarking interpreters\n\n- Used the [Grand Unified Python Benchmark Suite](https://hg.python.org/benchmarks/)\n- Run under Windows 10 on an Intel Core i7-5600U @ 2.6 GHz with 8 GB of RAM\n- Used a 64-bit interpreter when possible", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "- All numbers are percentage of time taken relative to CPython 2.7.10\n * `2.0` means it took 2x/200% as long as CPython 2.7.10\n * `0.5` means the benchmark to 0.5x/50% as long\n * In other words, smaller is better and `1.0` is equivalent to CPython 2.7.10", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 118, "cell_type": "code", "source": "benchmark_names = ['2to3', 'call_method', 'call_method_slots', 'call_method_unknown', 'call_simple', 'chameleon_v2', 'chaos', 'django_v2', 'etree_generate', 'etree_iterparse', 'etree_parse', 'etree_process', 'fannkuch', 'fastpickle', 'fastunpickle', 'float', 'formatted_logging', 'go', 'hexiom2', 'json_dump_v2', 'json_load', 'mako_v2', 'meteor_contest', 'nbody', 'nqueens', 'pathlib', 'pickle_dict', 'pickle_list', 'pidigits', 'raytrace', 'regex_compile', 'regex_effbot', 'regex_v8', 'richards', 'silent_logging', 'simple_logging', 'spectral_norm', 'telco', 'tornado_http', 'unpickle_list']\npandas_data = [('Pyjion', [None, 1.09, 1.11, 1.28, 1.25, None, 1.47, None, 0.87, 2.29, 1.51, 1.02, 1.13, 0.64, 1.04, 1.01, 1.66, 1.21, 1.22, 1.32, 0.57, 0.88, 1.0, 0.96, 1.24, 1.21, 0.65, 0.56, 0.96, 1.12, 1.09, 1.0, 0.8, 0.95, 1.27, 1.67, 1.51, 0.02, None, 0.71]), ('CPython 3.5.0 PGO', [0.85, 0.87, 0.87, 0.89, 0.99, 0.87, 1.11, 0.81, 0.75, 1.9, 1.3, 0.88, 1.11, 0.69, 1.04, 0.94, 1.12, 0.9, 0.95, 1.23, 0.5, 0.85, 0.97, 0.93, 1.01, 1.08, 0.81, 0.61, 0.94, 0.96, 0.8, 1.02, 0.89, 0.76, 1.16, 1.05, 1.47, 0.01, 1.01, 0.75]), ('Jython 2.7.0', [2.57, 0.83, 0.78, 0.76, 0.63, None, 0.84, 1.11, 3.45, 16.58, 40.3, 3.19, 0.66, 1.12, 2.35, 0.96, 1.09, 0.53, 0.93, 1.55, 2.64, 1.42, 0.88, 1.24, 1.18, None, 2.7, 1.65, 0.93, 0.74, 0.96, 1.26, 1.64, 0.75, 1.48, 1.24, 0.64, 1.15, None, 1.64]), ('IronPython 2.7.5', [None, 0.47, 0.44, 0.91, 0.18, None, 0.64, None, 9.51, None, 64.26, 8.9, 0.86, 1.16, 0.94, 0.9, 1.39, 1.58, 0.83, 20.98, 8.84, 1.98, 1.05, 0.58, 1.03, 4.99, 1.34, 0.93, 1.34, 0.61, None, 1.0, 1.06, 1.08, 1.35, 1.6, 0.91, 1.27, None, 0.63]), ('PyPy 4.0.0', [0.92, 0.02, 0.02, 0.02, 0.02, 0.43, 0.02, 0.07, 0.3, 1.22, 2.75, 0.3, 0.18, 2.1, 1.4, 0.1, 0.18, 0.35, 0.1, 0.36, 0.28, 0.46, 0.44, 0.14, 0.2, 0.55, 4.85, 3.31, 2.87, 0.01, 0.18, 0.58, 2.04, 0.01, None, 0.16, 0.06, 0.03, 0.91, 0.88]), ('CPython 3.5.0', [0.99, 1.0, 0.98, 0.95, 1.09, 0.95, 1.28, 0.94, 0.84, 2.27, 1.44, 1.11, 1.22, 0.62, 1.2, 1.1, 1.23, 1.12, 1.12, 1.27, 0.52, 0.85, 0.98, 1.06, 1.16, 1.16, 0.64, 0.55, 0.95, 1.1, 0.89, 1.0, 0.77, 0.99, 1.25, 1.27, 1.64, 0.02, 1.06, 0.67])]\n\nimport pandas\ndf = pandas.DataFrame.from_items(pandas_data, orient='index', columns=benchmark_names).sort()", "outputs": [], "metadata": {"collapsed": false, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 119, "cell_type": "code", "source": "import pprint\npprint.pprint(benchmark_names)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "['2to3',\n 'call_method',\n 'call_method_slots',\n 'call_method_unknown',\n 'call_simple',\n 'chameleon_v2',\n 'chaos',\n 'django_v2',\n 'etree_generate',\n 'etree_iterparse',\n 'etree_parse',\n 'etree_process',\n 'fannkuch',\n 'fastpickle',\n 'fastunpickle',\n 'float',\n 'formatted_logging',\n 'go',\n 'hexiom2',\n 'json_dump_v2',\n 'json_load',\n 'mako_v2',\n 'meteor_contest',\n 'nbody',\n 'nqueens',\n 'pathlib',\n 'pickle_dict',\n 'pickle_list',\n 'pidigits',\n 'raytrace',\n 'regex_compile',\n 'regex_effbot',\n 'regex_v8',\n 'richards',\n 'silent_logging',\n 'simple_logging',\n 'spectral_norm',\n 'telco',\n 'tornado_http',\n 'unpickle_list']\n"}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"execution_count": 120, "cell_type": "code", "source": "%matplotlib inline\nimport seaborn\nseaborn.set_style(\"whitegrid\") # Make baseline stand out.\nseaborn.mpl.rc(\"figure\", figsize=(16, 5), dpi=80) # Make everything big at 1280x720.\n\noutlier_cutoff = 2.0 # When locking down scale, cap at 2x slower than CPython 2.7.10.\ny_label = 'Time taken relative to CPython 2.7.10 (smaller is better)'\n\ndef add_baseline(plot):\n \"\"\"Add a black line at 1.0 to represent parity of performance.\"\"\"\n plot.axhline(1, color=\"black\")\n \ndef benchplot(results, ylim=None):\n \"\"\"Plot all the benchmark results individually as a boxplot.\"\"\"\n p = results.plot(kind='bar')\n add_baseline(p)\n p.set_ylabel(y_label)\n if ylim:\n p.set_ylim(0.0, outlier_cutoff)\n return p\n\ndef overviewplot(results):\n \"\"\"Plot all the benchmark results in an overview style using a boxplot and stripplot.\n \n The y axis representing performance compared to CPython 2.7.10 is capped at 2x slower\n to present a consistent scale across plots.\n \"\"\"\n p = seaborn.boxplot(data=results, orient='v', color=\"seagreen\", fliersize=0)\n p2 = seaborn.stripplot(data=results, orient='v', color=\"purple\", edgecolor=\"gray\", jitter=True)\n add_baseline(p)\n p.set_ylim(0.0, outlier_cutoff) # For consistent scaling.\n return p, p2", "outputs": [], "metadata": {"collapsed": false, "slideshow": {"slide_type": "skip"}}}, {"source": "## And now all the data in one unreadable plot!", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 121, "cell_type": "code", "source": "ax = df.plot(kind='bar', legend=None)\nax.set_ylabel(y_label)", "outputs": [{"execution_count": 121, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.text.Text at 0x7fb96d9f01d0>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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JYWFhyszMrGF8AAAAAEBDZbJU7P6sQlZWllq0aCE/Pz/l5uYqJydHERERTi0gPT1dbdq0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\nrVu3qkePHpKk5557TtOnT2fSxl15//339fbbb6t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"text/plain": "<matplotlib.figure.Figure at 0x7fb96db3a5c0>"}, "metadata": {}}], "metadata": {"scrolled": true, "collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"source": "## Individual interpreters\n*Sliced and diced ...*", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "### Jython 2.7.0\n`perf.py -b 2n3,-startup,-chameleon_v2,-pathlib,-tornado_http,-unpack_sequence`", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 122, "cell_type": "code", "source": "jython = df.loc['Jython 2.7.0']", "outputs": [], "metadata": {"collapsed": false, "slideshow": {"slide_type": "skip"}}}, {"source": "Jython has two **REALLY** bad benchmarks.", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 123, "cell_type": "code", "source": "benchplot(jython)", "outputs": [{"execution_count": 123, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96d936048>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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OnVODBg20YMECtWrVqkThgYGB2r9/f5HPLV26tERZAAAAAADPYveiSzNnztS0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\n9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"text/plain": "<matplotlib.figure.Figure at 0x7fb96ec6dc50>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"source": "Going to crop the data to `2.0` on the y-axis make it readable.", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 124, "cell_type": "code", "source": "benchplot(jython, ylim=outlier_cutoff)", "outputs": [{"execution_count": 124, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96d56de10>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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8cKp4RflQnO7IEl2SAQAAUDLM4YLSQPF6jaE7MgAAAMzGHC4oDU4Xr+fPn5ck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\nVqxYgbi4O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"text/plain": "<matplotlib.figure.Figure at 0x7fb96d62a908>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"source": "A visual overview of performance, with a crop of `2.0` to keep a consistent scale across all interpreters.", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 125, "cell_type": "code", "source": "overviewplot(jython)", "outputs": [{"execution_count": 125, "output_type": "execute_result", "data": {"text/plain": "(<matplotlib.axes._subplots.AxesSubplot at 0x7fb96d417160>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7fb96d417160>)"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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"text/plain": "<matplotlib.figure.Figure at 0x7fb96d936a58>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"source": "### IronPython 2.7.5\n`perf.py -a -b 2n3,-startup,-2to3,-django_v2,-etree_iterparse,-regex_compile,-tornado_http`", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 126, "cell_type": "code", "source": "ironpython = df.loc['IronPython 2.7.5']", "outputs": [], "metadata": {"collapsed": false, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 127, "cell_type": "code", "source": "benchplot(ironpython)", "outputs": [{"execution_count": 127, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96d3fa278>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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CNGrUKPXv399lBQIAAAAAPJPdhlWSBg0apEGDBiktLU2SVKdOHZcUBQAAAABA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\neAHl5eUwG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"text/plain": "<matplotlib.figure.Figure at 0x7fb96e902898>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "Cropping the **REALLY** bad benchmarks to make the data readable", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 128, "cell_type": "code", "source": "benchplot(ironpython, ylim=outlier_cutoff)", "outputs": [{"execution_count": 128, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96d258b38>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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kKCcnR1u3btXQoUP12GOPuTMjAAAAAOA6Z3O24ejoaF28eFETJkxQZmamJCk0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\n7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"text/plain": "<matplotlib.figure.Figure at 0x7fb96d385a20>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "### PyPy 4.0.0\n`perf.py -b 2n3,-startup`", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 130, "cell_type": "code", "source": "pypy = df.loc['PyPy 4.0.0']", "outputs": [], "metadata": {"collapsed": false, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 131, "cell_type": "code", "source": "benchplot(pypy)", "outputs": [{"execution_count": 131, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96d0ea5f8>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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AAAAAnM6wMA0PD9cXX3yhjh07avLkyfrpp59ckRcAAAAAwE0YDuXt1KmTOnXq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XtGCE3fGAyZO3curKys0KNHD6VTU1LvoBUrVsDT05NX5dXW1lbZeTSOuLg4rFu3Drm5uUqVsfdN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\nAAAAMCcEU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3bp0+/PBD+fj4SJIaNGigjIwM0xMDAAAAACCfYfFavXp1Va1a1R25AAAAAABQ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\nW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"text/plain": "<matplotlib.figure.Figure at 0x7fb96cf8fe10>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "### CPython 3.5.0\n`perf.py -b 2n3,-startup`", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 134, "cell_type": "code", "source": "cpython = df.loc['CPython 3.5.0']", "outputs": [], "metadata": {"collapsed": true, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 135, "cell_type": "code", "source": "benchplot(cpython)", "outputs": [{"execution_count": 135, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96cde2978>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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LYfEaHh6u9u3bKz09Xa1bt1ZmZqaqVavmjtwAAAAAAJDkwGrDTzzxhB566CEFBQXJy8tL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W1aaKGpCA0NrZfkKCsrQ1tbG4MGDRIUUyKRwNDQsGVk5v/DskDOwoMUkCauN2/eBCCdXT548GCz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\nI0agpqYGY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JCQnqP3qx/CoFFT7D6uO2HzPPpmnB1D5OHyFbVhk2r5KUlJSkpKQk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IPURBP1wf3795GUlAQDAwNIJBLExsZCS0sLISEhMDIyEqwIHxUVBQ8Pj6aRGbDtRrt8+TI2b95c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\nAwMDqs8dN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"text/plain": "<matplotlib.figure.Figure at 0x7fb96ca86b70>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "### CPython 3.5 with profile-guided optimizations\n`perf.py -b 2n3,-startup`\n\nTrained on Python's test suite.", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 138, "cell_type": "code", "source": "cpython_pgo = df.loc['CPython 3.5.0 PGO']", "outputs": [], "metadata": {"collapsed": true, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 139, "cell_type": "code", "source": "benchplot(cpython_pgo)", "outputs": [{"execution_count": 139, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96cf1b8d0>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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AAIC3YOVllMTo+01TvALlBAcBAADgTVh5GZcy+n7TThevZ86ckSQFBgY6HRxA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\nf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"text/plain": "<matplotlib.figure.Figure at 0x7fb96ca147f0>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"execution_count": 140, "cell_type": "code", "source": "overviewplot(cpython_pgo)", "outputs": [{"execution_count": 140, "output_type": "execute_result", "data": {"text/plain": "(<matplotlib.axes._subplots.AxesSubplot at 0x7fb96c994048>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7fb96c994048>)"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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HNaMBAKOoGxzpXqZJ0tnZ6TfUAFyycrmcbU9sO/fM56pbVmXzA5stwwIANWK4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\nFEIBBQAAoBAKKAAAAIVQQAEAACjE/wZ8LFddyp6+zgAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0x7fb96ca59320>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "#### Aside: where is the PGO build actually a hindrance? ", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 141, "cell_type": "code", "source": "# Which benchmarks are **faster** without PGO?\ncpython_faster = cpython < cpython_pgo\ncpython_faster[cpython_faster.isin([True])]", "outputs": [{"execution_count": 141, "output_type": "execute_result", "data": {"text/plain": "fastpickle True\npickle_dict True\npickle_list True\nregex_effbot True\nregex_v8 True\nunpickle_list True\ndtype: bool"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"execution_count": 142, "cell_type": "code", "source": "(cpython_pgo - cpython)[cpython_faster]", "outputs": [{"execution_count": 142, "output_type": "execute_result", "data": {"text/plain": "fastpickle 0.07\npickle_dict 0.17\npickle_list 0.06\nregex_effbot 0.02\nregex_v8 0.12\nunpickle_list 0.08\ndtype: float64"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"execution_count": 143, "cell_type": "code", "source": "# All benchmarks +/- 10% speed difference.\nthreshold = 0.10\ncpython_diff = cpython_pgo - cpython\ncpython_diff_faster = cpython_diff[cpython_diff < -threshold]\ncpython_diff_slower = cpython_diff[cpython_diff > threshold]\npandas.concat([cpython_diff_faster, cpython_diff_slower])", "outputs": [{"execution_count": 143, "output_type": "execute_result", "data": {"text/plain": "2to3 -0.14\ncall_method -0.13\ncall_method_slots -0.11\ncall_simple -0.10\nchaos -0.17\ndjango_v2 -0.13\netree_iterparse -0.37\netree_parse -0.14\netree_process -0.23\nfannkuch -0.11\nfastunpickle -0.16\nfloat -0.16\nformatted_logging -0.11\ngo -0.22\nhexiom2 -0.17\nnbody -0.13\nnqueens -0.15\nraytrace -0.14\nrichards -0.23\nsimple_logging -0.22\nspectral_norm -0.17\npickle_dict 0.17\nregex_v8 0.12\ndtype: float64"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "### Pyjion\n`perf.py -b 2n3,-startup,-2to3,-chameleon_v2,-tornado_http`", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"execution_count": 144, "cell_type": "code", "source": "pyjion = df.loc['Pyjion']", "outputs": [], "metadata": {"collapsed": true, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 145, "cell_type": "code", "source": "benchplot(pyjion)", "outputs": [{"execution_count": 145, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96c935438>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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GxWtERITatGmjtLQ0tWjRQpmZmapUqZIncgMAAAAAQJITVxt+4okn1L9/f1WuXFk+Pj4K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h8fz/tCjxgxAuPHj2/qJb1XfHx8sHv3bigoKMDFxQVjx44lFrdpoYWmIiQkpF6So6ysDG1tbQwa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\nJiJ6UhqNB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bh+G1b6xWq/z9/fX111/r8ccf10cffaS9e/d6IhsAAAAAAJKcaF4vXbqk7Oxsfffdd7rv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\n1NSoPjcvL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"text/plain": "<matplotlib.figure.Figure at 0x7fb96c7c9588>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "subslide"}}}, {"source": "## Overview", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}, {"source": "### Boxplot showing all interpreters side-by-side\nRemember, scale is capped at 2x slower than CPython 2.7.10.", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 149, "cell_type": "code", "source": "overviewplot(df.transpose())", "outputs": [{"execution_count": 149, "output_type": "execute_result", "data": {"text/plain": "(<matplotlib.axes._subplots.AxesSubplot at 0x7fb96c65aa20>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7fb96c65aa20>)"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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EVJj8KQXNhq14ynwAT5kPoNmwFXfOWLDkWsj08HIOr/4ptpYeQCFvWERgwwYF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\ntjsCGh4ejpKSEpSXl2Po0KE4fPgwtm3bZtZm2rRpSE5ORnR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NjcWkSZNs3nPn7OyMzZs3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\nYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x7fb96c5ae2e8>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"source": "### Geometric mean over all benchmarks\nGives a simplistic number to classify overall performance.", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "subslide"}}}, {"execution_count": 150, "cell_type": "code", "source": "def geometric_mean(series):\n return series.prod(skipna=True) ** (1/series.count())\n\ndef geometric_mean_series(dataframe):\n interpreters = dataframe.index\n gmean = []\n for interpreter in interpreters:\n gmean.append(geometric_mean(dataframe.loc[interpreter]))\n return pandas.Series(data=gmean, index=interpreters)", "outputs": [], "metadata": {"collapsed": true, "slideshow": {"slide_type": "skip"}}}, {"execution_count": 151, "cell_type": "code", "source": "benchplot(geometric_mean_series(df))", "outputs": [{"execution_count": 151, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fb96c49a588>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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AAAAAIMlE8friiy9KkoYPH67bb79dhYWF6tmzp8uDAQAAAABQwfCy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\ns2njxo0sKIdfzMfHRy1atFDz5s3l4+O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"text/plain": "<matplotlib.figure.Figure at 0x7fb96c4faeb8>"}, "metadata": {}}], "metadata": {"collapsed": false, "slideshow": {"slide_type": "fragment"}}}, {"source": "# Final Remarks\n\n- Python has a healthy collection of interpreters\n- Considering how dynamic Python is and that CPython is tuned for the language, all the interpreters performed admirably and with great compatibility\n- All interpreters mentioned are open source, so feel free to help out!", "cell_type": "markdown", "metadata": {"slideshow": {"slide_type": "slide"}}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 3", "name": "python3", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "3.4.3", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython3", "codemirror_mode": {"version": 3, "name": "ipython"}}, "celltoolbar": "Slideshow"}}
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