A mock handler for simulating a vector database.
Project description
Mocker DB
This class is a mock handler for simulating a vector database, designed primarily for testing and development scenarios. It offers functionalities such as text embedding, hierarchical navigable small world (HNSW) search, and basic data management within a simulated environment resembling a vector database.
import sys
import numpy as np
sys.path.append('../')
from python_modules.mocker_db import MockerDB, SentenceTransformerEmbedder, MockerSimilaritySearch
Usage examples
The examples contain:
- Basic data insertion and retrieval
- Text embedding and searching
- Advanced filtering and removal
- Testing the HNSW search algorithm
- Simulating database connection and persistence
1. Basic Data Insertion and Retrieval
# Initialization
handler = MockerDB(
# optional
embedder_params = {'model_name_or_path' : 'paraphrase-multilingual-mpnet-base-v2',
'processing_type' : 'batch',
'tbatch_size' : 500},
embedder = SentenceTransformerEmbedder,
## optional/ for similarity search
similarity_search_h = MockerSimilaritySearch,
return_keys_list = [],
search_results_n = 3,
similarity_search_type = 'linear',
similarity_params = {'space':'cosine'},
## optional/ inputs with defaults
file_path = "./mock_persist",
persist = True,
embedder_error_tolerance = 0.0
)
# Initialize empty database
handler.establish_connection()
# Insert Data
values_list = [
{"text": "Sample text 1"},
{"text": "Sample text 2"}
]
handler.insert_values(values_list, "text")
# Retrieve Data
handler.filter_keys(subkey="text", subvalue="Sample text 1")
handler.search_database_keys(query='text')
results = handler.get_dict_results(return_keys_list=["text"])
print(results)
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/opt/hostedtoolcache/Python/3.10.13/x64/lib/python3.10/site-packages/torch/_utils.py:831: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()
return self.fget.__get__(instance, owner)()
[{'text': 'Sample text 1'}]
2. Text Embedding and Searching
ste = SentenceTransformerEmbedder(# optional / adaptor parameters
processing_type = '',
tbatch_size = 500,
max_workers = 2,
# sentence transformer parameters
model_name_or_path = 'paraphrase-multilingual-mpnet-base-v2',)
# Single Text Embedding
query = "Sample query"
embedded_query = ste.embed(query,
# optional
processing_type='')
print(embedded_query)
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-7.53239915e-02 7.16690049e-02 8.82115506e-04 -2.55916622e-02
-1.02231903e-02 -6.01483183e-03 4.52578701e-02 6.58819526e-02
-1.42006069e-01 -7.39639252e-02 -1.44660652e-01 5.61182648e-02
-1.83660090e-01 3.61300185e-02 -6.29912987e-02 -4.94130105e-02
-4.08506989e-02 -3.60373594e-02 2.58146197e-01 5.95355742e-02
5.10878162e-03 -3.62038985e-02 -2.17971150e-02 8.97661820e-02
-2.21195426e-02 9.44938660e-02 -7.69869313e-02 -9.08030346e-02]
# Batch Text Embedding
queries = ["Sample query", "Sample query 2"]
embedded_query = ste.embed(queries,
# optional
processing_type='batch')
print(embedded_query)
[array([-4.97358441e-02, 9.52027068e-02, -1.21950805e-02, 9.25386846e-02,
-2.30183024e-02, -2.72101555e-02, 5.68394959e-02, 9.71098542e-02,
1.06838755e-01, 5.81227355e-02, 1.32275552e-01, 1.14283292e-02,
-6.95725381e-02, 6.98073953e-02, -5.25936373e-02, -5.75599261e-02,
8.16180184e-03, -8.36836919e-03, -8.61246511e-03, 1.44206816e-02,
1.18881762e-02, -9.50366929e-02, 7.12573305e-02, -4.82778996e-02,
1.47316093e-02, 1.08418018e-02, -1.04824841e-01, 7.01252595e-02,
-4.72064428e-02, 1.00300491e-01, 4.45593745e-02, 2.13188883e-02,
6.67917961e-03, -5.25919311e-02, 6.82299435e-02, -9.52047184e-02,
-5.81364706e-03, -2.45188326e-02, -3.84989637e-03, 2.75073200e-02,
6.96027353e-02, 2.40137413e-01, -1.22002251e-02, 5.89093864e-02,
-8.46866742e-02, 1.13796860e-01, -3.59476544e-02, -5.65296151e-02,
-1.62181072e-02, 9.54673588e-02, 1.51199549e-02, 2.33741239e-01,
-2.21628591e-01, 1.07304186e-01, 2.16171935e-01, -2.22787857e-02,
-4.15886194e-02, -4.08979766e-02, 2.01920703e-01, -7.75608409e-04,
8.41789246e-02, -8.94407704e-02, -1.20869055e-02, -4.17135060e-02,
-3.01388144e-01, -1.43254548e-02, -2.39239573e-01, -3.19648907e-03,
-2.52977759e-03, -4.99501526e-02, 3.33306044e-01, 1.46714479e-01,
-3.30513120e-02, 9.27303210e-02, -4.21730690e-02, 1.84025899e-01,
1.37977451e-02, 2.67264303e-02, -5.55324368e-02, -2.14524660e-02,
-4.89850007e-02, 8.25637653e-02, 3.88990752e-02, -4.39954400e-02,
-1.25228941e-01, -9.49177444e-02, 1.90369338e-02, 9.44906846e-02,
-4.66672294e-02, -7.81421363e-02, 2.13614985e-01, -3.24374884e-02,
-3.02455295e-02, -5.69951199e-02, -6.43145815e-02, -5.61831445e-02,
1.72590185e-02, -1.12081088e-01, 2.46091962e-01, 2.40189090e-01,
1.59510300e-01, 1.42543146e-03, 3.06476038e-02, -3.47046927e-03,
2.15647057e-01, -2.40180194e-01, 2.73528341e-02, 7.73130963e-03,
-5.45029379e-02, 1.43933939e-02, -4.94583510e-02, -5.02761342e-02,
2.72662882e-02, 1.14807509e-01, -3.03159449e-02, 4.69623990e-02,
2.52741963e-01, 4.70356643e-02, 9.48429480e-02, -1.14841960e-01,
7.93368593e-02, -5.58237843e-02, -1.01570658e-01, 1.38212964e-01,
-7.29667023e-02, -1.94154739e-01, -1.13226354e-01, 2.71175802e-02,
-6.64618099e-03, -2.80742526e-01, 3.40551208e-03, -6.28485456e-02,
3.34719308e-02, -3.71668823e-02, 3.41998376e-02, -3.39929424e-02,
1.77578907e-02, -1.41779825e-01, -2.76762098e-01, -1.06887199e-01,
3.59078012e-02, -1.18862577e-01, -8.72129425e-02, -7.54909217e-02,
5.17001376e-03, -4.26943153e-02, -2.61188149e-02, 2.15522006e-01,
-9.32362303e-02, 8.49703252e-02, -2.69041453e-02, 6.84323087e-02,
-4.20674719e-02, -2.41822954e-02, -8.00772160e-02, -3.88904288e-02,
2.54109830e-01, 1.27643868e-01, -3.82195897e-02, 9.26105753e-02,
-3.70166637e-02, -4.47226949e-02, -5.48709824e-04, -4.70037796e-02,
3.26676182e-02, 1.24119759e-01, -1.65621728e-01, 3.02985758e-02,
-1.84210345e-01, 6.48211828e-03, -1.19375639e-01, 6.13870472e-02,
-9.66084078e-02, 7.84027427e-02, 4.93185408e-02, 2.20424652e-01,
1.46083102e-01, -3.19794305e-02, -4.01527807e-02, 1.43549144e-02,
-1.22966282e-01, -3.78688388e-02, 3.63850705e-02, 9.34212748e-03,
-1.45691363e-02, 3.30574214e-02, 1.16366714e-01, -4.63711098e-03,
-7.12689087e-02, -8.13282505e-02, 5.52689172e-02, -1.95969976e-02,
-8.78095627e-02, 1.57193348e-01, 5.01345061e-02, 2.39931103e-02,
2.21805405e-02, -1.41602591e-01, 1.57573689e-02, 8.29730369e-03,
-1.08261801e-01, -1.20306693e-01, 2.60895491e-01, -5.42085171e-02,
-8.48430097e-02, -1.56419650e-01, -9.97648016e-02, 3.21643502e-02,
-4.85346317e-02, 6.21494390e-02, 2.96495467e-01, -6.32112613e-03,
-4.60537970e-02, 7.13990405e-02, 3.60348113e-02, 1.25573114e-01,
2.22527161e-02, -6.95160478e-02, 4.34843870e-03, -5.14570661e-02,
-7.66470879e-02, -1.78168297e-01, 3.30690364e-03, -4.17593606e-02,
-1.24827087e-01, -3.52785992e-03, -1.06658116e-02, -3.60358879e-02,
1.03272252e-01, -7.26250699e-03, 4.65561263e-02, -1.39898108e-02,
7.04104677e-02, 6.48955330e-02, 9.15322825e-02, -1.50292829e-01,
4.35251929e-02, -2.07934663e-01, -2.10142434e-02, -1.97210208e-01,
-6.72525987e-02, -3.78657207e-02, -1.18668951e-01, 8.04460794e-03,
-6.36367872e-02, 6.08971827e-02, 9.39408168e-02, -6.23681359e-02,
-2.52390206e-02, -3.87506522e-02, 1.54046447e-03, 3.32388724e-03,
3.41954120e-02, 9.32556689e-02, 6.98749200e-02, 3.25795822e-02,
-1.47251472e-01, -1.01586832e-02, -1.86523899e-01, 6.67865798e-02,
-9.41863582e-02, -1.17796123e-01, -4.01674323e-02, 1.01352474e-02,
9.93464887e-02, -2.79663932e-02, 5.44255190e-02, -1.94028556e-01,
6.98598102e-02, 6.99766949e-02, -3.38133685e-02, -2.54950877e-02,
1.46248311e-01, -3.45759355e-02, -2.31850892e-02, -1.58779193e-02,
-2.27386966e-01, -3.66001800e-02, 1.50575638e-02, 3.68818082e-02,
4.74885106e-02, -7.96327647e-03, -4.95873876e-02, -8.57923254e-02,
-1.38038591e-01, 6.20743521e-02, 1.16452754e-01, -6.64791986e-02,
1.44527122e-01, 3.50326635e-02, -1.90408099e-02, 7.19369808e-03,
6.57461062e-02, -7.10462108e-02, 2.84818988e-02, -1.48895487e-01,
-1.43891990e-01, 1.80630937e-01, 2.69310083e-02, -1.05897516e-01,
5.14382012e-02, 8.56884196e-02, -1.00111447e-01, 8.25218931e-02,
-1.59648106e-01, 9.83102322e-02, 1.20347202e-01, -1.48455188e-01,
1.22901827e-01, 3.23295332e-02, 6.79613203e-02, 2.94522997e-02,
3.30485962e-02, 3.40636045e-01, 8.27786699e-02, -3.19370665e-02,
9.42984521e-02, 6.34153336e-02, -3.45948972e-02, 1.61738396e-01,
-2.94820126e-02, -1.01864643e-01, 1.26090869e-01, 6.86784312e-02,
1.58735681e-02, -5.67219704e-02, -3.77377011e-02, 4.26916480e-02,
-5.02400696e-02, 1.36057511e-01, 3.18148732e-02, -4.21285480e-02,
4.40219641e-02, -3.44228633e-02, -7.82470629e-02, -4.60634474e-03,
-1.82451438e-02, 6.65471703e-02, -1.62732340e-02, 1.31348088e-01,
-5.12065403e-02, -1.24659091e-01, 1.88569035e-02, -2.55252302e-01,
3.17564517e-01, -3.19756866e-02, 5.00651784e-02, 3.52741741e-02,
-3.04758903e-02, -2.18163617e-03, 3.57029750e-03, 9.86691937e-02,
5.05469628e-02, -2.73854341e-02, -4.63318033e-03, -1.27322972e-01,
-3.96550708e-02, 1.36105508e-01, 2.32034121e-02, -1.39382526e-01,
4.24755029e-02, 2.17226744e-02, 1.73845068e-01, 1.33221477e-01,
-1.20733775e-01, -8.17043632e-02, -3.89715321e-02, -8.96601155e-02,
-7.07126558e-02, -1.77479219e-02, 2.69318148e-02, -5.13087213e-02,
-9.89792868e-02, 3.01608723e-02, 1.46921977e-01, 9.53763798e-02,
5.36982976e-02, 4.58555156e-03, -2.29335248e-01, -6.94293901e-02,
4.70677577e-02, 3.51025909e-02, 1.77125335e-01, 3.21073942e-02,
4.95246649e-02, -5.91244996e-02, -4.84371819e-02, -3.99778970e-02,
-2.42469892e-01, 1.24699049e-01, 1.02876052e-02, -1.46528944e-01,
-3.00468523e-02, -6.26166537e-02, 2.28825733e-01, -2.61671096e-02,
3.95989195e-02, 1.32433787e-01, -1.58041138e-02, 4.83125895e-02,
-2.84463596e-02, 7.90311769e-02, -1.45256907e-01, 5.07616661e-02,
-4.18499410e-02, -1.05099440e-01, -1.15420282e-01, 2.92170718e-02,
-2.29764488e-02, 1.57610238e-01, 7.43361712e-02, -1.34183422e-01,
-3.49640027e-02, -2.01157536e-02, 1.31260246e-01, 1.00768916e-01,
-3.86710763e-02, -1.10524513e-01, -2.08062287e-02, -2.34501123e-01,
1.76549748e-01, -1.26329556e-01, -9.99279204e-04, -4.05623671e-03,
-5.49046211e-02, -1.12150900e-01, -1.13821484e-01, 9.09698904e-02,
1.14466488e-01, 4.28187661e-02, 8.42687264e-02, -6.14728294e-02,
-1.04783028e-02, -6.43578395e-02, -1.36920676e-01, 4.36386168e-02,
1.43148646e-01, -2.79286336e-02, 6.05454408e-02, -3.23313363e-02,
4.33195829e-02, 3.65808755e-02, 1.98734209e-01, -6.33498281e-03,
9.38283559e-03, 5.70900030e-02, -3.43288295e-02, -9.24716368e-02,
-6.66009635e-02, 5.35399616e-02, -7.39429072e-02, -1.00614645e-01,
-8.40588883e-02, 1.71793327e-01, 2.47310963e-03, 1.17366659e-02,
-6.18557148e-02, -1.01849474e-01, -7.52139613e-02, 1.59694508e-01,
2.77959127e-02, 2.88570613e-01, -1.41033038e-01, -8.57148468e-02,
9.23371222e-03, -6.23141937e-02, 4.45753336e-02, 1.28435418e-01,
-3.15352865e-02, -8.11184123e-02, -1.99609876e-01, 7.60621503e-02,
-6.20332360e-02, 1.13931596e-01, 1.38115942e-01, 3.88050415e-02,
-1.10099591e-01, -7.43022636e-02, -7.50836805e-02, 5.47286235e-02,
4.91658859e-02, 1.03694759e-01, 8.64920244e-02, -1.13132156e-01,
3.64496708e-02, -2.39883289e-02, 8.37043896e-02, 1.80470590e-02,
7.68335909e-03, -9.52477679e-02, -4.14068736e-02, 6.80344924e-02,
9.01915655e-02, -4.11057360e-02, -1.32528946e-01, 1.35436177e-01,
4.03817222e-02, 6.78746551e-02, -2.57796615e-01, -1.02200009e-01,
5.88118769e-02, 5.37318469e-04, 1.65411569e-02, 1.36166513e-02,
4.34438996e-02, 1.75657228e-01, 4.95370626e-02, -5.58124343e-03,
5.48670292e-02, 8.39655474e-02, 9.92386043e-02, -4.64942493e-02,
1.24701783e-02, 2.48212554e-03, 4.83021401e-02, -1.41320094e-01,
-2.61716425e-01, -1.44869015e-01, -2.05798261e-02, 1.03334926e-01,
1.26257250e-02, -4.12221951e-03, 5.11583313e-03, 1.33204877e-01,
1.29297152e-01, 1.18625849e-01, 7.35986605e-02, -4.07568738e-02,
2.47837659e-02, 1.14760675e-01, -3.49560264e-03, -2.19482202e-02,
-4.74742390e-02, -7.37805897e-03, -1.20588534e-01, 1.06648602e-01,
1.07272036e-01, 6.65291920e-02, 4.59127724e-02, -1.90569878e-01,
2.65134946e-02, 1.34995937e-01, 7.11865947e-02, 8.79004076e-02,
4.16003503e-02, 1.47626176e-01, -4.51338897e-03, 4.77312952e-02,
9.64466855e-02, 8.08939263e-02, -2.42714956e-02, 1.06150597e-01,
-7.29609951e-02, -1.99412219e-02, 1.50640681e-01, -1.33796006e-01,
-8.13909322e-02, -8.58616456e-02, 7.56295621e-02, -2.00818464e-01,
8.25092494e-02, -2.20511138e-01, -4.16590553e-03, 2.62687877e-02,
-5.67125417e-02, -4.69720960e-02, -2.64254734e-02, 3.99474613e-02,
9.71583948e-02, 5.97064644e-02, 7.21404776e-02, -1.40752539e-01,
-2.65643205e-02, 7.75602832e-02, 1.04712071e-02, 1.37477135e-02,
1.20778628e-01, -1.03996001e-01, -4.82021868e-02, -1.33010566e-01,
-9.76495668e-02, -1.19808666e-01, 1.73510373e-01, -4.47390936e-02,
-5.81210619e-03, 4.43830006e-02, 8.25452581e-02, 2.81869844e-02,
7.86273181e-02, 1.29306927e-01, 3.20608653e-02, 2.80246735e-02,
-1.18166067e-01, -7.82027319e-02, -9.45421532e-02, -2.74281320e-03,
4.12526093e-02, 1.36011064e-01, 1.61814347e-01, -8.02561864e-02,
7.93130025e-02, -1.32286638e-01, -3.03723663e-02, 1.05144419e-02,
3.84911075e-02, -9.31361690e-02, 5.47769479e-02, 5.45491576e-02,
-8.08416307e-02, 1.19166195e-01, -8.55887949e-04, 4.46184278e-02,
-1.90915130e-02, 6.73939139e-02, 3.15404832e-01, 3.03059164e-02,
1.02371126e-01, 4.30044383e-02, -3.61463241e-02, 7.48894140e-02,
-1.18094822e-03, -8.38022009e-02, -7.58022293e-02, 6.60630837e-02,
2.39427492e-01, -1.63898338e-02, -9.40650180e-02, -5.44193275e-02,
-1.34929761e-01, 3.32876921e-01, 1.42047659e-01, -1.92448292e-02,
3.88347022e-02, 6.47595003e-02, -5.28134555e-02, -3.71460617e-02,
2.47822534e-02, -3.86018753e-02, -5.88897653e-02, -2.20054369e-02,
-1.00480825e-01, -3.56286243e-02, -1.02278054e-01, 1.20344916e-02,
-4.69305646e-03, -3.72559614e-02, -1.75646499e-01, 1.83819719e-02,
-4.97726388e-02, 1.39717748e-02, -1.08233631e-01, -5.35118468e-02,
3.67030613e-02, -8.60925913e-02, -7.71339610e-02, -1.41962498e-01,
2.51772553e-02, 3.02505344e-02, 1.18197061e-01, 8.06910172e-02,
-6.91054314e-02, 9.77457166e-02, -2.66012177e-03, 9.27125104e-03,
-1.11890078e-01, -1.27257630e-01, -7.99508020e-02, 7.33837159e-03,
-8.83018374e-02, 4.11457792e-02, 1.47853002e-01, 7.30328262e-02,
5.17569147e-02, 7.10043088e-02, 1.27586797e-01, -8.25789198e-02,
-1.26285270e-01, 8.75790715e-02, -6.13334775e-02, -3.01622692e-02,
8.43648091e-02, -5.91607578e-03, 2.29888018e-02, 8.46021548e-02,
1.55758739e-01, -7.98094869e-02, -2.92988420e-02, 8.63345861e-02,
-2.05531041e-03, 2.31280550e-02, 3.81952450e-02, -1.10527826e-02,
6.76355734e-02, -7.35354796e-02, -4.95782457e-02, 1.33213615e-02,
-8.63623712e-03, -1.43607900e-01, -1.50732040e-01, 9.11850557e-02,
8.64872243e-03, -3.25616971e-02, 1.34019479e-01, -1.63856700e-01,
1.36033684e-01, 1.14904381e-01, 4.38025445e-02, -9.39435959e-02,
4.05404717e-03, -1.41965464e-01, 5.14710546e-02, 3.88758145e-02,
-1.16507016e-01, 7.45718256e-02, -7.20862150e-02, -2.47435179e-02,
-2.03980938e-01, -6.08341880e-02, 1.35731414e-01, 1.32901333e-02,
1.33474916e-01, 2.81803105e-02, 2.19143331e-01, 4.10475284e-02,
-1.59981355e-04, -1.17532112e-01, 2.28243973e-02, 1.31247863e-01,
-2.95794550e-02, 1.05132379e-01, -6.23807311e-02, 7.63252452e-02,
9.89628658e-02, 1.22716345e-01, 3.16371471e-02, 3.11459154e-02,
3.84767465e-02, 3.47585306e-02, -1.80067614e-01, 5.18876500e-02,
-7.53239691e-02, 7.16688409e-02, 8.82067252e-04, -2.55916286e-02,
-1.02231819e-02, -6.01486256e-03, 4.52578925e-02, 6.58820644e-02,
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-1.12419249e-02, 1.31308153e-01, -4.14726697e-02, -1.21358588e-01],
dtype=float32)]
# Search Database
handler.search_database(query)
search_results = handler.get_dict_results(return_keys_list=["text"])
# Display Results
print(search_results)
[{'text': 'Sample text 1'}]
3. Advanced Filtering and Removal
# Advanced Filtering
filter_criteria = {"text": "Sample text 1"}
handler.filter_database(filter_criteria)
filtered_data = handler.filtered_data
print(filtered_data)
# Data Removal
handler.remove_from_database(filter_criteria)
print(handler.data)
{'1faad290827464bcc5a2359fd802680c7dca91feb03604af4e929014955a5570': {'text': 'Sample text 1', 'embedding': array([-4.94665317e-02, -2.38676056e-01, -9.62016266e-03, 8.10620487e-02,
3.10080256e-02, -1.32602334e-04, 2.23857149e-01, 1.36439905e-01,
1.12343498e-03, 6.58008158e-02, 2.29892924e-01, -5.80044352e-02,
-6.09661788e-02, 2.03570440e-01, 6.81679696e-04, -1.83527961e-01,
7.52832070e-02, -7.59223402e-02, -3.35857421e-02, 5.57932705e-02,
1.99187156e-02, -3.93867865e-03, 3.08720674e-02, -7.18624592e-02,
-1.88895240e-02, 1.82226468e-02, -6.17383383e-02, 1.34449797e-02,
5.45747345e-03, 2.80156974e-02, 4.40168791e-02, 1.43856257e-01,
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2.26346329e-01, 8.00394863e-02, -6.81642490e-03, 9.40042660e-02,
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7.55874999e-03, 6.00211136e-02, -1.26394138e-01, 8.48691836e-02,
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3.27354409e-02, -8.33772495e-02, 1.75358340e-01, -1.85118988e-05,
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1.15871139e-01, 4.66206968e-02, 3.21796052e-02, 8.26596692e-02,
8.92317519e-02, -2.60468334e-01, 2.20446274e-01, 6.12086542e-02,
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3.92573290e-02, 7.00138742e-03, 1.50554851e-01, 3.82587351e-02,
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1.45420685e-01, 1.44090831e-01, 2.46798798e-01, 2.69218087e-02,
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4.65069152e-02, 4.47784699e-02, -7.14755729e-02, 9.04856324e-02,
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2.51817890e-03, 4.76143323e-02, 7.32812360e-02, 6.08102269e-02,
6.09060889e-03, 7.18310550e-02, 7.33060017e-02, 8.24018419e-02,
3.90972160e-02, -1.23203814e-01, -2.39318669e-01, -1.00727536e-01,
4.31971438e-02, -1.25489041e-01, 2.34387711e-01, 1.16348118e-02,
1.37571841e-02, -1.05174683e-01, -2.34639589e-02, -6.32552430e-02,
2.41782591e-02, 9.29911658e-02, -8.64903268e-04, -2.20465302e-01,
1.70576330e-02, -1.57850400e-01, 9.05044973e-02, 7.81415254e-02,
6.31733164e-02, 1.37789428e-01, -6.22144751e-02, 4.12623435e-02,
2.32802020e-04, 1.19139135e-01, -1.12155430e-01, -5.04655130e-02,
1.63545869e-02, 2.32368950e-02, -1.83670357e-01, -1.90894324e-02,
-9.02175382e-02, 2.98728764e-01, 1.37074053e-01, -1.00492621e-02,
9.57938656e-03, 3.43575701e-03, 1.53564274e-01, 4.50256057e-02,
-3.54529247e-02, -1.19968772e-01, -1.44991092e-02, -1.03005379e-01,
-8.91365334e-02, -7.53512084e-02, -1.94845777e-02, -3.17540057e-02,
-7.43568167e-02, -8.96322504e-02, 5.97479241e-03, -4.51260209e-02,
1.60464182e-01, 1.79952830e-02, 6.97669461e-02, -6.32815138e-02,
3.45853865e-02, -2.39026565e-02, -1.67818055e-01, -7.67879114e-02,
-2.39601489e-02, -5.80426268e-02, -2.49861125e-02, -7.57809654e-02,
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1.05560265e-01, 1.42177492e-02, -8.05074349e-02, -1.24367297e-01,
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2.08783329e-01, -2.45616361e-01, -1.28404781e-01, 1.59650639e-01,
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1.08494550e-01, 1.06066810e-02, -1.29438594e-01, 4.26130295e-02,
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1.91411972e-02, -6.10413142e-02, -4.18745130e-02, -1.46305948e-01,
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5.25814621e-03, 2.10304614e-02, -1.21977977e-01, 5.43277897e-03,
4.00263779e-02, 1.10570706e-01, -2.25980401e-01, 1.53551847e-01,
1.54985264e-01, 5.03946543e-02, -1.30425110e-01, 9.94978547e-02,
4.13004346e-02, -8.64825174e-02, -4.38004322e-02, -1.26385614e-01,
2.63885781e-02, 3.40756662e-02, 2.20766738e-02, 7.89688900e-02,
1.39088929e-01, 7.75548592e-02, 9.58456919e-02, 1.19624116e-01,
1.10633718e-02, 5.47792017e-02, -1.02637887e-01, -8.89966711e-02,
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1.42543435e-01, -7.66749494e-03, -1.09411538e-01, 1.64468169e-01,
2.20062032e-01, 2.72905137e-02, 6.53668419e-02, -2.86970109e-01,
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3.52082844e-03, 1.79631505e-02, 6.33134991e-02, -4.14999463e-02,
7.17468038e-02, 5.13722934e-02, 3.24441791e-02, 9.02633965e-02,
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3.23130861e-02, -2.30715871e-02, -9.37662199e-02, 4.58470732e-02,
7.27295205e-02, -1.41035438e-01, 2.79335771e-02, -2.99808562e-01,
8.98155048e-02, 9.99126490e-03, 7.25666946e-03, -1.60756886e-01,
2.58623976e-02, -2.12986618e-02, 6.53831288e-03, 1.18847542e-01,
5.26397116e-02, 1.87675431e-01, 5.35883717e-02, 4.74330001e-02,
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1.27516925e-01, -1.07774459e-01, -1.03336371e-01, 3.00125778e-02,
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3.10716629e-01, 8.76287222e-02, -1.78582277e-02, -8.31654966e-02,
-3.50742005e-02, 6.28368258e-02, 1.03693001e-01, 2.22919524e-01,
1.21564507e-01, -7.88506493e-02, 9.42946598e-02, -9.12409052e-02,
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2.41865352e-01, 5.10926656e-02, 5.07667325e-02, -2.46827397e-02,
6.72397688e-02, 2.97062751e-02, -1.22208811e-01, 4.72546928e-02,
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1.58863124e-02, 1.31041825e-01, -3.83151203e-01, -2.21285969e-02,
-9.97106954e-02, 2.12957878e-02, 4.49315123e-02, 1.35768518e-01,
6.98914304e-02, -1.63493395e-01, -4.88207527e-02, 1.08675331e-01,
7.00394958e-02, 9.76195112e-02, -1.18549040e-03, -1.37235463e-01],
dtype=float32)}}
4. Testing the HNSW Search Algorithm
mss = MockerSimilaritySearch(
# optional
search_results_n = 3,
similarity_params = {'space':'cosine'},
similarity_search_type ='linear'
)
# Create embeddings
embeddings = [ste.embed("example1"), ste.embed("example2")]
# Assuming embeddings are pre-calculated and stored in 'embeddings'
data_with_embeddings = {"record1": {"embedding": embeddings[0]}, "record2": {"embedding": embeddings[1]}}
handler.data = data_with_embeddings
# HNSW Search
query_embedding = embeddings[0] # Example query embedding
labels, distances = mss.hnsw_search(query_embedding, np.array(embeddings), k=1)
print(labels, distances)
[0] [3.5762787e-07]
5. Simulating Database Connection and Persistence
# Establish Connection
handler.establish_connection()
# Change and Persist Data
handler.insert_values([{"text": "New sample text"}], "text")
handler.save_data()
# Reload Data
handler.establish_connection()
print(handler.data)
{'1faad290827464bcc5a2359fd802680c7dca91feb03604af4e929014955a5570': {'text': 'Sample text 1', 'embedding': array([-4.94665317e-02, -2.38676056e-01, -9.62016266e-03, 8.10620487e-02,
3.10080256e-02, -1.32602334e-04, 2.23857149e-01, 1.36439905e-01,
1.12343498e-03, 6.58008158e-02, 2.29892924e-01, -5.80044352e-02,
-6.09661788e-02, 2.03570440e-01, 6.81679696e-04, -1.83527961e-01,
7.52832070e-02, -7.59223402e-02, -3.35857421e-02, 5.57932705e-02,
1.99187156e-02, -3.93867865e-03, 3.08720674e-02, -7.18624592e-02,
-1.88895240e-02, 1.82226468e-02, -6.17383383e-02, 1.34449797e-02,
5.45747345e-03, 2.80156974e-02, 4.40168791e-02, 1.43856257e-01,
4.41634543e-02, -2.37560138e-01, 5.63158840e-02, -9.69012380e-02,
-3.45691182e-02, -1.63727552e-02, -3.26099284e-02, -6.92171976e-02,
2.26346329e-01, 8.00394863e-02, -6.81642490e-03, 9.40042660e-02,
-1.26307487e-01, 1.34297863e-01, 1.36889398e-01, 1.18778974e-01,
-1.94891617e-02, 7.11436346e-02, -3.86661552e-02, -1.10276928e-02,
-1.05394244e-01, 6.61477149e-02, 1.78890049e-01, -1.03908824e-02,
-2.38922182e-02, -7.86946490e-02, 9.41836759e-02, 1.86288312e-01,
1.62893757e-02, -2.51514670e-02, 4.87150140e-02, -1.15837157e-02,
-2.21479669e-01, 1.35984980e-02, -3.16949412e-02, -5.24123125e-02,
-1.27236098e-02, 1.53432721e-02, 3.91704679e-01, 2.53408756e-02,
9.58670396e-03, -4.96635772e-02, 2.19034869e-02, -6.48597106e-02,
-3.44172306e-02, 6.54095635e-02, -1.30382136e-01, 6.86891153e-02,
7.55874999e-03, 6.00211136e-02, -1.26394138e-01, 8.48691836e-02,
-8.68465472e-03, -4.34644818e-02, -8.76259580e-02, 5.20812571e-02,
-2.86964420e-02, -5.93849123e-02, 1.38072342e-01, -1.11532629e-01,
3.27354409e-02, -8.33772495e-02, 1.75358340e-01, -1.85118988e-05,
-7.12391362e-02, -2.26487398e-01, 1.66167200e-01, -2.27050781e-02,
1.15871139e-01, 4.66206968e-02, 3.21796052e-02, 8.26596692e-02,
8.92317519e-02, -2.60468334e-01, 2.20446274e-01, 6.12086542e-02,
-4.92201857e-02, 1.19637281e-01, 1.43243432e-01, -9.35706496e-02,
-1.22986674e-01, 1.04231052e-01, 1.31643340e-02, -3.17114219e-03,
8.10851231e-02, -2.74237636e-02, 3.95774953e-02, 1.17673306e-02,
7.21593499e-02, -8.70486423e-02, -8.76275003e-02, 1.13747202e-01,
7.23843053e-02, -1.51286736e-01, -2.83115711e-02, -3.20796259e-02,
-3.46934609e-02, -1.96386948e-01, -2.02836711e-02, 4.35146876e-02,
4.50357385e-02, 1.39707224e-02, -1.21511593e-02, 1.04091786e-01,
-5.21653891e-03, -1.46832526e-01, -1.56616569e-02, -3.48786004e-02,
7.08853602e-02, -8.55403766e-02, -8.26457664e-02, -1.86741963e-01,
-6.02578111e-02, 9.28736031e-02, 3.04873306e-02, 9.19687673e-02,
-2.60662064e-02, 9.84728932e-02, -3.78470938e-03, 9.84483957e-02,
-2.12807611e-01, -4.82267467e-03, -9.19030383e-02, -7.77915791e-02,
7.76312947e-02, 1.04916476e-01, -2.68826466e-02, 1.43528692e-02,
-1.51042908e-03, -1.71284154e-02, -1.15203828e-01, 1.92415470e-03,
2.88186949e-02, 1.74625516e-01, -1.72583595e-01, -1.01775825e-01,
-3.34793739e-02, -1.49256840e-01, -3.18923704e-02, 8.77561495e-02,
-3.53017822e-02, 1.44709662e-01, -1.04043791e-02, 3.57407063e-01,
2.73915436e-02, -9.74304974e-03, -5.24588078e-02, 1.57196969e-01,
8.50070491e-02, -7.13012889e-02, -3.28360684e-03, 6.60198703e-02,
3.92573290e-02, 7.00138742e-03, 1.50554851e-01, 3.82587351e-02,
-1.04384489e-01, -4.39199694e-02, -1.15983607e-02, 3.36106010e-02,
-3.27096246e-02, 6.22608922e-02, 8.71492997e-02, -3.46922018e-02,
-1.18979760e-01, -5.24507500e-02, 4.25846837e-02, -5.52091114e-02,
-2.29340028e-02, -1.27175488e-02, 2.74379104e-01, -6.95792809e-02,
-9.33959782e-02, -1.28137484e-01, -1.38629926e-02, -5.87715656e-02,
1.45420685e-01, 1.44090831e-01, 2.46798798e-01, 2.69218087e-02,
4.12123315e-02, 6.90856809e-03, 8.35140571e-02, 3.12691554e-03,
2.23572236e-02, -8.88722837e-02, -1.20414078e-01, -4.55770195e-02,
-1.01217650e-01, 8.44614133e-02, -1.27254218e-01, 3.25705819e-02,
-3.09096668e-02, -1.16814405e-01, 3.56131531e-02, -1.36927202e-01,
6.14208281e-02, -3.39980819e-03, -6.86196536e-02, 2.00526882e-02,
6.68932274e-02, 1.07300103e-01, -1.14440568e-01, 5.70105202e-02,
-1.44005015e-01, -2.82897145e-01, 5.58117814e-02, -2.21000373e-01,
-1.57178506e-01, 3.47296037e-02, -6.41545877e-02, 7.62027502e-02,
-7.06537962e-02, 6.84709474e-02, 1.04121894e-01, -9.09331366e-02,
7.88929388e-02, 2.52675712e-02, 1.12778367e-02, 4.10238542e-02,
-2.48132702e-02, 4.67081508e-03, 1.28169313e-01, 1.84157956e-02,
-2.62063947e-02, -2.36164834e-02, -1.09022558e-01, 5.49709685e-02,
4.80313711e-02, -7.31785819e-02, -9.02287662e-02, 4.98304963e-02,
3.04304715e-02, -2.49771494e-03, 1.23498281e-02, -2.83649474e-01,
-1.23076206e-02, 1.56115592e-02, -1.54284416e-02, 7.18969554e-02,
-5.26370071e-02, -3.12223062e-02, -2.66314093e-02, -8.39895606e-02,
-2.33609080e-01, -1.14358515e-01, -5.80496527e-02, 2.28463709e-02,
-1.76196378e-02, -5.29319346e-02, -5.28072417e-02, -1.49899172e-02,
-1.88958392e-01, 1.39535382e-01, 2.45195683e-02, -1.73416689e-01,
-1.30750477e-01, 6.08527027e-02, 6.72785118e-02, 1.90145243e-02,
1.23152852e-01, -6.64752945e-02, 3.07538118e-02, -1.66477293e-01,
4.74466123e-02, 2.19578203e-02, 5.71466871e-02, 1.09132685e-01,
7.34324604e-02, -2.45821290e-03, -7.62548670e-02, -1.95160788e-02,
-1.10288166e-01, 6.80821612e-02, 1.33780122e-01, -2.37254366e-01,
-6.73073018e-03, 2.49187306e-01, 7.11331889e-02, 1.15814269e-01,
-8.83114152e-03, 2.66304135e-01, 6.02412829e-03, 3.50875556e-02,
5.83281815e-02, -1.11210369e-01, -4.54579443e-02, 1.79620817e-01,
5.97259514e-02, -3.03189158e-02, 7.80524462e-02, -1.32595226e-01,
-7.70294592e-02, -2.17766687e-02, -1.97753329e-02, 3.66190858e-02,
7.85802603e-02, 5.23452349e-02, 5.10812104e-02, -3.01909000e-02,
4.65069152e-02, 4.47784699e-02, -7.14755729e-02, 9.04856324e-02,
6.97366297e-02, 4.85135429e-02, -2.08363887e-02, 1.06120266e-01,
-9.16756094e-02, -1.32485852e-01, 6.64849207e-02, -3.08695585e-01,
2.10403576e-01, -1.63786318e-02, 1.17764033e-01, 4.07419801e-02,
-1.74733043e-01, 3.25491801e-02, 2.37946715e-02, 6.47614077e-02,
2.70477533e-02, -7.60300681e-02, -8.57555196e-02, -2.17801835e-02,
6.49151877e-02, -9.76242423e-02, -1.51382759e-04, -2.51025945e-01,
1.97853208e-01, -3.20089497e-02, 2.85716560e-02, 2.76061505e-01,
-5.92630617e-02, -1.21250153e-01, -7.38908025e-03, -9.23699215e-02,
2.51817890e-03, 4.76143323e-02, 7.32812360e-02, 6.08102269e-02,
6.09060889e-03, 7.18310550e-02, 7.33060017e-02, 8.24018419e-02,
3.90972160e-02, -1.23203814e-01, -2.39318669e-01, -1.00727536e-01,
4.31971438e-02, -1.25489041e-01, 2.34387711e-01, 1.16348118e-02,
1.37571841e-02, -1.05174683e-01, -2.34639589e-02, -6.32552430e-02,
2.41782591e-02, 9.29911658e-02, -8.64903268e-04, -2.20465302e-01,
1.70576330e-02, -1.57850400e-01, 9.05044973e-02, 7.81415254e-02,
6.31733164e-02, 1.37789428e-01, -6.22144751e-02, 4.12623435e-02,
2.32802020e-04, 1.19139135e-01, -1.12155430e-01, -5.04655130e-02,
1.63545869e-02, 2.32368950e-02, -1.83670357e-01, -1.90894324e-02,
-9.02175382e-02, 2.98728764e-01, 1.37074053e-01, -1.00492621e-02,
9.57938656e-03, 3.43575701e-03, 1.53564274e-01, 4.50256057e-02,
-3.54529247e-02, -1.19968772e-01, -1.44991092e-02, -1.03005379e-01,
-8.91365334e-02, -7.53512084e-02, -1.94845777e-02, -3.17540057e-02,
-7.43568167e-02, -8.96322504e-02, 5.97479241e-03, -4.51260209e-02,
1.60464182e-01, 1.79952830e-02, 6.97669461e-02, -6.32815138e-02,
3.45853865e-02, -2.39026565e-02, -1.67818055e-01, -7.67879114e-02,
-2.39601489e-02, -5.80426268e-02, -2.49861125e-02, -7.57809654e-02,
-1.32902265e-01, 1.28819898e-01, 3.07116568e-01, -2.95646787e-02,
1.05560265e-01, 1.42177492e-02, -8.05074349e-02, -1.24367297e-01,
-9.73018780e-02, 8.20274949e-02, -8.16326216e-03, -9.40394104e-02,
-1.37933895e-01, 9.72493291e-02, -5.61562888e-02, 3.58509012e-02,
2.08783329e-01, -2.45616361e-01, -1.28404781e-01, 1.59650639e-01,
-2.46106628e-02, 5.07938206e-01, -1.63510293e-01, -6.45895824e-02,
-1.28407963e-02, -5.33029735e-02, -5.01326025e-02, 1.48477092e-01,
1.08494550e-01, 1.06066810e-02, -1.29438594e-01, 4.26130295e-02,
-9.17309988e-03, 1.01354867e-01, 1.02772631e-01, -8.54659006e-02,
-1.23941623e-01, -1.89208791e-01, -5.02055101e-02, -2.15347111e-02,
1.91411972e-02, -6.10413142e-02, -4.18745130e-02, -1.46305948e-01,
-1.46066500e-02, -2.66896952e-02, -3.12289745e-02, 4.04009968e-03,
5.25814621e-03, 2.10304614e-02, -1.21977977e-01, 5.43277897e-03,
4.00263779e-02, 1.10570706e-01, -2.25980401e-01, 1.53551847e-01,
1.54985264e-01, 5.03946543e-02, -1.30425110e-01, 9.94978547e-02,
4.13004346e-02, -8.64825174e-02, -4.38004322e-02, -1.26385614e-01,
2.63885781e-02, 3.40756662e-02, 2.20766738e-02, 7.89688900e-02,
1.39088929e-01, 7.75548592e-02, 9.58456919e-02, 1.19624116e-01,
1.10633718e-02, 5.47792017e-02, -1.02637887e-01, -8.89966711e-02,
-1.85238734e-01, -1.03256412e-01, 1.35776654e-01, -5.73358359e-03,
-1.57126281e-02, -2.31605899e-02, 5.39498329e-02, -1.55063719e-02,
-3.44877504e-02, 1.84520185e-01, 1.03022374e-01, 2.36089919e-02,
-2.50927988e-03, 1.18588388e-01, -1.15186023e-02, -1.44666359e-02,
1.42543435e-01, -7.66749494e-03, -1.09411538e-01, 1.64468169e-01,
2.20062032e-01, 2.72905137e-02, 6.53668419e-02, -2.86970109e-01,
-3.54468226e-02, 1.17743820e-01, 2.63380080e-01, 8.57404545e-02,
3.52082844e-03, 1.79631505e-02, 6.33134991e-02, -4.14999463e-02,
7.17468038e-02, 5.13722934e-02, 3.24441791e-02, 9.02633965e-02,
1.43351138e-01, -2.78796013e-02, 1.21391870e-01, -1.20479740e-01,
-6.77975565e-02, -8.32455084e-02, 8.16685520e-03, -1.63237184e-01,
1.55175015e-01, -1.49461597e-01, -1.15347929e-01, 9.34721902e-02,
-8.61095451e-03, -3.93773355e-02, 8.93113110e-03, -1.73764024e-02,
1.47317961e-01, -8.39396194e-02, -1.05091212e-02, -4.95414771e-02,
3.23130861e-02, -2.30715871e-02, -9.37662199e-02, 4.58470732e-02,
7.27295205e-02, -1.41035438e-01, 2.79335771e-02, -2.99808562e-01,
8.98155048e-02, 9.99126490e-03, 7.25666946e-03, -1.60756886e-01,
2.58623976e-02, -2.12986618e-02, 6.53831288e-03, 1.18847542e-01,
5.26397116e-02, 1.87675431e-01, 5.35883717e-02, 4.74330001e-02,
-1.08367682e-01, -1.89277992e-01, -8.60813037e-02, 1.10584170e-01,
-5.57751171e-02, 6.63268492e-02, 9.18149576e-02, -1.59834549e-01,
1.20973371e-01, -5.17067350e-02, 5.04676849e-02, 6.30994514e-02,
1.27516925e-01, -1.07774459e-01, -1.03336371e-01, 3.00125778e-02,
-1.99571531e-02, 6.14402406e-02, -3.38543802e-02, -1.32848814e-01,
1.36693968e-02, -4.73743379e-02, 1.53125748e-01, 4.90771793e-02,
3.10716629e-01, 8.76287222e-02, -1.78582277e-02, -8.31654966e-02,
-3.50742005e-02, 6.28368258e-02, 1.03693001e-01, 2.22919524e-01,
1.21564507e-01, -7.88506493e-02, 9.42946598e-02, -9.12409052e-02,
-2.76635941e-02, 3.12906116e-01, 1.38222933e-01, 3.10119241e-02,
3.73181067e-02, -6.13986468e-03, 1.96877122e-02, 3.50859798e-02,
9.23245624e-02, -4.42039818e-02, -3.32573093e-02, -5.15487529e-02,
-1.94420934e-01, 8.38068593e-03, -9.27870274e-02, -1.21881895e-01,
-3.79453972e-03, -9.25898477e-02, -7.72268400e-02, -3.51309031e-02,
2.77304631e-02, 7.55853876e-02, -6.20077699e-02, 9.09487009e-02,
-5.22044152e-02, -6.62513683e-03, -9.90510210e-02, -8.23471323e-02,
-8.53421465e-02, 3.77406590e-02, 7.23868906e-02, -1.60266068e-02,
-2.00839117e-02, 1.33702800e-01, -1.06442915e-02, -2.42045168e-02,
-1.41263798e-01, -1.36333346e-01, -2.30173524e-02, -3.00407615e-02,
6.97404286e-03, 2.24303618e-01, 7.46431500e-02, 2.44126767e-02,
4.12123911e-02, 1.22598968e-01, 2.05307230e-02, -3.29869866e-01,
-6.44013956e-02, 1.40189961e-01, -6.92136064e-02, -9.10855178e-03,
-4.22181934e-02, -9.41265002e-02, 4.68890183e-02, 7.97728077e-02,
2.63494283e-01, -3.47418673e-02, 3.90295871e-03, 1.17870606e-01,
7.76316365e-03, 1.54109791e-01, 8.90087783e-02, -2.73868516e-02,
1.40871093e-01, -1.35792866e-01, -6.95474669e-02, -3.61155197e-02,
4.59874235e-02, -1.54104665e-01, -2.65124515e-02, 1.00243784e-01,
1.47155300e-03, -1.08669430e-01, 8.06480870e-02, -1.55261025e-01,
1.18337907e-01, 3.89481783e-02, -8.41900930e-02, -3.26208323e-02,
-3.87547500e-02, 2.60233637e-02, 9.35994759e-02, 6.47749007e-02,
-6.11204915e-02, -1.83315184e-02, 2.71826331e-02, 1.60020161e-02,
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