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Taken from mamba-org#61 Co-authored-by: Bas Zalmstra <bas@prefix.dev> Signed-off-by: Julien Jerphanion <git@jjerphan.xyz>
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*.csv | ||
.ipynb_checkpoints | ||
*/.ipynb_checkpoints/* |
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "e2ecd20f-bd4f-4a4a-82d0-28d2d9db18ac", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import polars as pl\n", | ||
"import matplotlib.pyplot as plt\n", | ||
"\n", | ||
"plt.rcParams['figure.dpi'] = 300\n", | ||
"plt.rcParams['savefig.dpi'] = 300\n", | ||
"\n", | ||
"# These are all the timings we want to see\n", | ||
"paths = [\"main_timings.csv\", \"timings.csv\"]\n", | ||
"\n", | ||
"# Read the CSV\n", | ||
"dfs = [\n", | ||
" pl.scan_csv(path).select(pl.col(\"package\"), pl.col(\"duration\")).collect()\n", | ||
" for path in paths\n", | ||
"]\n", | ||
"\n", | ||
"# Define the histogram bins\n", | ||
"threshold = 10\n", | ||
"bins = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, threshold, threshold + 1]\n", | ||
"\n", | ||
"dfs_capped = [\n", | ||
" df.select([\n", | ||
" pl.col(\"duration\").map_elements(lambda x: min(x, threshold), return_dtype=pl.Float64)\n", | ||
" ]) for df in dfs]\n", | ||
"\n", | ||
"# Create the histogram\n", | ||
"fig, axs = plt.subplots(2, sharex=True)\n", | ||
"\n", | ||
"for path, df_capped, axs in zip(paths, dfs_capped, axs):\n", | ||
" axs.hist(df_capped[\"duration\"], bins=bins, density=True)\n", | ||
" axs.set_title(path)\n", | ||
"\n", | ||
"# Add labels to the ticks\n", | ||
"fig.supxlabel(\"Duration in seconds\")\n", | ||
"fig.supylabel(\"Percantage of succesful solves\")\n", | ||
"fig.suptitle(\"Histogram of solve durations\")\n", | ||
"\n", | ||
"plt.show()\n" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "88f7081d-d2bf-4fb7-86ab-7fd22dce0202", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"paths = [\"timings.csv\", \"main_timings.csv\"]\n", | ||
"\n", | ||
"# Load the timings\n", | ||
"dfs = [\n", | ||
" pl.scan_csv(path).select(pl.col(\"package\"), pl.col(\"duration\")) \n", | ||
" for path in paths\n", | ||
"]\n", | ||
"\n", | ||
"# Compute the solver diffs\n", | ||
"df_diff = dfs[0].join(dfs[1], on=\"package\").select(pl.col(\"package\"), (pl.col(\"duration\")-pl.col(\"duration_right\"))).collect();\n", | ||
"\n", | ||
"# Create the histogram\n", | ||
"plt.hist(df_diff[\"duration\"], bins=40, density=True)\n", | ||
"\n", | ||
"plt.show()" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"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": "3.12.5" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |