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@Sinusoidal36
Last active December 2, 2020 15:41
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LSH bucket hashing performance impact
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from tqdm.notebook import tqdm\n",
"import pandas as pd\n",
"import plotly.express as px\n",
"from IPython.display import Image\n",
"import timeit"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"index_setup_statement = '''\n",
"from datasketch import MinHash, MinHashLSH\n",
"from xxhash import xxh3_64_intdigest as hashfunc\n",
"\n",
"byte_data = [str(n).encode('utf8') for n in range({minhash_count})]\n",
"'''\n",
"\n",
"index_statement_old = '''\n",
"index = MinHashLSH(threshold={threshold}, num_perm={num_perm})\n",
"for b in byte_data:\n",
" mh = MinHash(num_perm={num_perm}, hashfunc=hashfunc)\n",
" mh.update(b)\n",
" index.insert(b, mh)\n",
"'''\n",
"\n",
"index_statement_new = '''\n",
"index = MinHashLSH(threshold={threshold}, num_perm={num_perm}, hashfunc=hashfunc)\n",
"for b in byte_data:\n",
" mh = MinHash(num_perm={num_perm}, hashfunc=hashfunc)\n",
" mh.update(b)\n",
" index.insert(b, mh)\n",
"'''\n",
"\n",
"query_setup_statement_old = '''\n",
"from datasketch import MinHash, MinHashLSH\n",
"from xxhash import xxh3_64_intdigest as hashfunc\n",
"\n",
"byte_data = [str(n).encode('utf8') for n in range({minhash_count})]\n",
"index = MinHashLSH(threshold={threshold}, num_perm={num_perm})\n",
"for b in byte_data:\n",
" mh = MinHash(num_perm={num_perm}, hashfunc=hashfunc)\n",
" mh.update(b)\n",
" index.insert(b, mh)\n",
"mh = MinHash(num_perm={num_perm}, hashfunc=hashfunc)\n",
"mh.update(byte_data[0])\n",
"'''\n",
"\n",
"query_setup_statement_new = '''\n",
"from datasketch import MinHash, MinHashLSH\n",
"from xxhash import xxh3_64_intdigest as hashfunc\n",
"\n",
"byte_data = [str(n).encode('utf8') for n in range({minhash_count})]\n",
"index = MinHashLSH(threshold={threshold}, num_perm={num_perm}, hashfunc=hashfunc)\n",
"for b in byte_data:\n",
" mh = MinHash(num_perm={num_perm}, hashfunc=hashfunc)\n",
" mh.update(b)\n",
" index.insert(b, mh)\n",
"mh = MinHash(num_perm={num_perm}, hashfunc=hashfunc)\n",
"mh.update(byte_data[0])\n",
"'''\n",
"\n",
"query_statement = '''\n",
"index.query(mh)\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"configs = []\n",
"for threshold in [0.1, 0.25, 0.5, 0.75, 0.95]:\n",
" for num_perm in [128, 256]:\n",
" for minhash_count in [100, 1000, 10000]:\n",
" configs.append((threshold, num_perm, minhash_count))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def indexing_test(args):\n",
" threshold, num_perm, minhash_count = args\n",
" _setup_statement = index_setup_statement.format(minhash_count=minhash_count)\n",
" _indexing_statement_new = index_statement_new.format(threshold=threshold, num_perm=num_perm)\n",
" _indexing_statement_old = index_statement_old.format(threshold=threshold, num_perm=num_perm)\n",
" \n",
" old = timeit.repeat(_indexing_statement_old, setup=_setup_statement, number=5, repeat=2)\n",
" new = timeit.repeat(_indexing_statement_new, setup=_setup_statement, number=5, repeat=2)\n",
" \n",
" return {\n",
" 'threshold': threshold,\n",
" 'num_perm': num_perm,\n",
" 'minhash_count': minhash_count,\n",
" 'old': (sum(old) / len(old)),\n",
" 'new': (sum(new) / len(new))\n",
" }\n",
"\n",
"def query_test(args):\n",
" threshold, num_perm, minhash_count = args\n",
" _setup_statement_old = query_setup_statement_old.format(\n",
" threshold=threshold, num_perm=num_perm, minhash_count=minhash_count\n",
" )\n",
" _setup_statement_new = query_setup_statement_new.format(\n",
" threshold=threshold, num_perm=num_perm, minhash_count=minhash_count\n",
" )\n",
" \n",
" old = timeit.repeat(query_statement, setup=_setup_statement_old, number=100, repeat=10)\n",
" new = timeit.repeat(query_statement, setup=_setup_statement_new, number=100, repeat=10)\n",
" \n",
" return {\n",
" 'threshold': threshold,\n",
" 'num_perm': num_perm,\n",
" 'minhash_count': minhash_count,\n",
" 'old': (sum(old) / len(old)),\n",
" 'new': (sum(new) / len(new))\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b120c4f3b0974ffc86ecd6cfb8d712bc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=30.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"indexing_results = [indexing_test(c) for c in tqdm(configs, total=len(configs))]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d1c19c681163437f9661e3de1c336f9d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=30.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"query_results = [query_test(c) for c in tqdm(configs, total=len(configs))]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(indexing_results)\n",
"df['indexing_time'] = (df['new'] / df['old']) - 1\n",
"df['minhash_count'] = df['minhash_count'].astype(str)\n",
"fig = px.line(df, x='threshold', y='indexing_time', color='minhash_count', facet_col='num_perm')\n",
"fig.update_layout({\n",
" 'title': 'Indexing Time',\n",
" 'title_x': 0.5\n",
"})\n",
"fig.update_yaxes(tickformat='.2%')\n",
"Image(fig.to_image(format=\"png\"))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(query_results)\n",
"df['query_time'] = (df['new'] / df['old']) - 1\n",
"df['minhash_count'] = df['minhash_count'].astype(str)\n",
"fig = px.line(df, x='threshold', y='query_time', color='minhash_count', facet_col='num_perm')\n",
"fig.update_layout({\n",
" 'title': 'Query Time',\n",
" 'title_x': 0.5\n",
"})\n",
"fig.update_yaxes(tickformat='%')\n",
"Image(fig.to_image(format=\"png\"))"
]
}
],
"metadata": {
"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": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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