Skip to content

Instantly share code, notes, and snippets.

@gansanay
Last active June 26, 2023 12:25
Show Gist options
  • Save gansanay/4514ec731da1a40d8811a2b3c313f836 to your computer and use it in GitHub Desktop.
Save gansanay/4514ec731da1a40d8811a2b3c313f836 to your computer and use it in GitHub Desktop.
Compare HDF5 and Feather performance (speed, file size) for storing / reading pandas dataframes
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare HDF5 and Feather performance for storing and reading columnar float data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's create a set of increasingly large 2-column pandas dataframes, with numbers of rows $N = 2^n,\\, n \\in [8,25]$. For each number of rows, we measure the time used by `.to_hdf()` and `.to_feather()`, evaluate the size of the resulting file, and measure the time used by `.read_hdf()` and `.read_feather()`"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import timeit\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.20.3'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.__version__"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.5.0'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pyarrow\n",
"pyarrow.__version__"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"rows = []\n",
"stats = dict()\n",
"stats['storing_times'] = dict()\n",
"stats['reading_times'] = dict()\n",
"stats['sizes'] = dict()\n",
"stats['storing_times']['HDF'] = dict()\n",
"stats['reading_times']['HDF'] = dict()\n",
"stats['sizes']['HDF'] = dict()\n",
"stats['storing_times']['Feather'] = dict()\n",
"stats['reading_times']['Feather'] = dict()\n",
"stats['sizes']['Feather'] = dict()\n",
"for n in range(8,25):\n",
" n_rows = 2**n\n",
" rows.append(n_rows)\n",
" large = pd.DataFrame({'c1':np.random.normal(0,1,2**n),'c2':np.random.normal(0,1,2**n)})\n",
" hdf_storing_time = %timeit -q -n1 -o large.to_hdf('test_hdf_'+ str(n_rows) + '.hdf',key='hdf')\n",
" stats['storing_times']['HDF'][n_rows] = hdf_storing_time.best\n",
" feather_storing_time = %timeit -q -n1 -o large.to_feather('test_feather_' + str(n_rows) + '.fth')\n",
" stats['storing_times']['Feather'][n_rows] = feather_storing_time.best\n",
" \n",
" hdf_size = os.stat('test_hdf_'+ str(n_rows) + '.hdf').st_size/1024/1024\n",
" stats['sizes']['HDF'][n_rows] = hdf_size\n",
" feather_size = os.stat('test_feather_' + str(n_rows) + '.fth').st_size/1024/1024\n",
" stats['sizes']['Feather'][n_rows] = feather_size\n",
" \n",
" hdf_reading_time = %timeit -q -n1 -o large_read = pd.read_hdf('test_hdf_'+ str(n_rows) + '.hdf',key='hdf')\n",
" stats['reading_times']['HDF'][n_rows] = hdf_reading_time.best\n",
" feather_reading_time = %timeit -q -n1 -o large_read = pd.read_feather('test_feather_' + str(n_rows) + '.fth')\n",
" stats['reading_times']['Feather'][n_rows] = feather_reading_time.best"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dic = {'storing_times' : pd.DataFrame(stats['storing_times']), 'sizes' : pd.DataFrame(stats['sizes']), 'reading_times' : pd.DataFrame(stats['reading_times'])}\n",
"res = pd.concat(dic.values(),axis=1,keys=dic.keys())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABHgAAANYCAYAAAC/+Vr7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIhFOCR4RERERERERkQj3/wHsPaRImp3vsAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xba110b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(3,2, figsize=(16,12))\n",
"\n",
"# Storing times\n",
"res['storing_times'].plot(ax=ax[0][0])\n",
"ax[0][0].set_xticks(rows)\n",
"ax[0][0].set_xscale(\"log\")\n",
"ax[0][0].set_xlabel('Number of rows [-]')\n",
"ax[0][0].set_ylabel('Storing time [s]')\n",
"ax[0][0].set_title('Storing time vs log(# of rows)')\n",
"ax[0][0].grid()\n",
"ax[0][0].legend(loc=2)\n",
"\n",
"res['storing_times'].plot(ax=ax[0][1])\n",
"ax[0][1].set_xticks(rows)\n",
"ax[0][1].set_xscale(\"log\")\n",
"ax[0][1].set_yscale(\"log\")\n",
"ax[0][1].set_xlabel('Number of rows [-]')\n",
"ax[0][1].set_ylabel('Storing time [s]')\n",
"ax[0][1].grid()\n",
"ax[0][1].set_title('log(Storing time) vs log(# of rows)')\n",
"ax[0][1].legend(loc=2)\n",
"\n",
"# Reading times\n",
"res['reading_times'].plot(ax=ax[1][0])\n",
"ax[1][0].set_xticks(rows)\n",
"ax[1][0].set_xscale(\"log\")\n",
"ax[1][0].set_xlabel('Number of rows [-]')\n",
"ax[1][0].set_ylabel('Reading time [s]')\n",
"ax[1][0].set_title('Reading time vs log(# of rows)')\n",
"ax[1][0].grid()\n",
"ax[1][0].legend(loc=2)\n",
"\n",
"res['reading_times'].plot(ax=ax[1][1])\n",
"ax[1][1].set_xticks(rows)\n",
"ax[1][1].set_xscale(\"log\")\n",
"ax[1][1].set_yscale(\"log\")\n",
"ax[1][1].set_xlabel('Number of rows [-]')\n",
"ax[1][1].set_ylabel('Reading time [s]')\n",
"ax[1][1].grid()\n",
"ax[1][1].set_title('log(Reading time) vs log(# of rows)')\n",
"ax[1][1].legend(loc=2)\n",
"\n",
"# Sizes\n",
"res['sizes'].plot(ax=ax[2][0])\n",
"ax[2][0].set_xticks(rows)\n",
"ax[2][0].set_xscale(\"log\")\n",
"ax[2][0].set_xlabel('Number of rows [-]')\n",
"ax[2][0].set_ylabel('File size [Mb]')\n",
"ax[2][0].set_title('File size vs log(# of rows)')\n",
"ax[2][0].grid()\n",
"ax[2][0].legend(loc=2)\n",
"\n",
"res['sizes'].plot(ax=ax[2][1])\n",
"ax[2][1].set_xticks(rows)\n",
"ax[2][1].set_xscale(\"log\")\n",
"ax[2][1].set_yscale(\"log\")\n",
"ax[2][1].set_xlabel('Number of rows [-]')\n",
"ax[2][1].set_ylabel('File size [Mb]')\n",
"ax[2][1].legend(loc=2)\n",
"ax[2][1].grid()\n",
"ax[2][1].set_title('log(File size) vs log(# of rows)');\n",
"\n",
"fig.tight_layout()\n",
"fig.savefig('hdf_vs_feather.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's plot the $\\frac{\\textrm{HDF}}{\\textrm{Feather}}$ speedup and size ratios:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAecAAAQTCAYAAABeNuH8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4SxJUs4YzpIk5YzhLElSzhjOkiTlzP8Hdl2NvHkAH2AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcc12f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(3,1, figsize=(8,18))\n",
"(res['storing_times']['HDF']/res['storing_times']['Feather']).plot(ax=ax[0])\n",
"ax[0].set_xscale(\"log\")\n",
"ax[0].set_ylim([0,7])\n",
"ax[0].grid()\n",
"ax[0].set_title('HDF storing time / Feather storing time')\n",
"ax[0].set_xlabel('Number of rows [-]')\n",
"ax[0].axhline(1.0, color='r')\n",
"(res['reading_times']['HDF']/res['reading_times']['Feather']).plot(ax=ax[1])\n",
"ax[1].set_xscale(\"log\")\n",
"ax[1].set_ylim([0,14])\n",
"ax[1].grid()\n",
"ax[1].set_title('HDF reading time / Feather reading time')\n",
"ax[1].axhline(1.0, color='r')\n",
"ax[1].set_xlabel('Number of rows [-]')\n",
"(res['sizes']['HDF']/res['sizes']['Feather']).plot(ax=ax[2])\n",
"ax[2].set_xscale(\"log\")\n",
"ax[2].set_ylim([0,4])\n",
"ax[2].grid()\n",
"ax[2].set_title('HDF file size / Feather file size')\n",
"ax[2].axhline(1.0, color='r')\n",
"ax[2].set_xlabel('Number of rows [-]');"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
},
"toc": {
"colors": {
"hover_highlight": "#DAA520",
"running_highlight": "#FF0000",
"selected_highlight": "#FFD700"
},
"moveMenuLeft": true,
"nav_menu": {
"height": "48px",
"width": "252px"
},
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 4,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@julius-datajunkie
Copy link

Loved this analysis, have been wondering which format is better to use as well.

@likenneth
Copy link

Yeah, thank you so much for providing evidence for my choosing feather, though the data may be slightly different.

@gaciap
Copy link

gaciap commented Aug 14, 2019

Thank you for such a great example of the methodical approach to the problem.
You pretty much did not leave any space for doubts.
I love it as a Scientist and as an Engineer. Thank you.

@fabiangunzinger
Copy link

This is great, thanks!

@sambitmishra98
Copy link

Great explanation to exactly what I needed!

Q: Why is HDF5 so popular when Feather seems to be doing an amazing job? Is there any instance where we are better off choosing HDF5 over Feather?

@osjatest
Copy link

Would be great if author can extend benchmark using compression for hdf5 format. I'm looking for the best data format to store huge number of data divided on files with ~3000 data rows in each. But since I need to store huge number of such files, I have to trade-off between speed and size. In that sense, compression is important parameter for me and I'm interested to compare compressed hdf5 and feather.

@abalhomaid
Copy link

Very clear and concise comparison. Many thanks for doing this!

@Davidmenamm
Copy link

Good analysis, thanks!

@fizban99
Copy link

As of 2022, to_feather compresses data by default with lz4. Using hdf5 with blosc:lz4 complevel 5 reaches a similar compression ratio. If you add strings into the mix, the superiority of feather is not that clear with big dataframes, specially in reading times. See modified version at https://github.com/fizban99/hdf_vs_feather/blob/main/hdf_vs_feather.ipynb

@Qoo0607
Copy link

Qoo0607 commented Aug 13, 2022

Great analysis, thanks for your sharing.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment