qubo_lab/test_data_extraction.py

#!/usr/bin/env python3

import util.script as script
import util.queries as queries
import dimod

from tqdm import tqdm

def main():
    #instance_parameters()
    #wmis_results()
    #wmis_siman_results_alpha_num_of_assignments()
    #wmis_siman_results()
    minisat_runs()

def instance_parameters():
    edb = script.connect_to_experimetns_db()
    edb_cursor = edb.cursor()
    
    idb = script.connect_to_instance_pool()
    
    instances = queries.Instance_scope_query(idb)
    instances.query("c42_vLogistic_6")
    
    insert_row = ("INSERT INTO c42_vLogistic_6_instances "
                  "(instance_id, "
                  " number_of_clauses, "
                  " number_of_variables) "
                  "VALUES (%s, %s, %s)")
                  
    for instance, instance_id in tqdm(instances):
        edb_cursor.execute(insert_row, (str(instance_id),
                                        int(instance.getNumberOfClauses()),
                                        int(instance.getNumberOfVariables())))
    
    edb.commit()
    edb_cursor.close()
    edb.close()
        
    
def wmis_siman_results():
    db = script.connect_to_instance_pool()
    
    q = queries.WMIS_result_scope_query_raw(db)
    q.query("c45_v[5-45]_1", "wmis_siman_results")
    
    for i in range(2):
        result = q.__next__()
        
        sample_set = queries.read_raw_wmis_sample_set(result["data"])
        
        data = script.analyze_wmis_sample(sample_set.first)
        
        print(data)
        
def wmis_siman_results_alpha_num_of_assignments():
    edb = script.connect_to_experimetns_db()
    edb_cursor = edb.cursor()
    
    idb = script.connect_to_instance_pool()
    
    q = queries.WMIS_result_scope_query_raw(idb)
    q.query("c42_vLogistic_6", "wmis_siman_results")
    
    insert_row = ("INSERT INTO c42_vLogistic_6_wmis_siman_results "
                  "(result_id, "
                  " run, "
                  " instance_id, "
                  " number_of_found_assignments, "
                  " chain_break_fraction, "
                  " num_occurrences, "
                  " energy, "
                  " satisfiable) "
                  "VALUES (%s, %s, %s, %s, %s, %s, %s, %s) ")
    
    for result in tqdm(q):
        sample_set = queries.read_raw_wmis_sample_set(result["data"])
        
        data = script.analyze_wmis_sample(sample_set.first)
        
        sat = queries.get_instance_by_id(idb["instances"], result["instance"])
        
        model = script.majority_vote_sample(sample_set.first.sample)
        
        isSatisfiable = sat.checkAssignment(model)
        
        edb_cursor.execute(insert_row, (str(result["_id"]),
                                        int(result["run"]),
                                        str(result["instance"]),
                                        int(data["number_of_assignments"]),
                                        float(data["chain_break_fraction"]),
                                        int(data["num_occurrences"]),
                                        int(data["energy"]),
                                        isSatisfiable))
        
    edb.commit()
    edb_cursor.close()
    edb.close()

def minisat_runs():
    edb = script.connect_to_experimetns_db()
    edb_cursor = edb.cursor();
    
    idb = script.connect_to_instance_pool()
    
    runs = queries.Minisat_run_scope_query_raw(idb)
    runs.query("c42_vLogistic_6", "minisat_runs")
    
    insert_row = ("INSERT INTO c42_vLogistic_6_minisat_runs "
                  "(run_id, "
                  " instance_id, "
                  " satisfiable) "
                  "VALUES (%s, %s, %s) ")
    
    for run in tqdm(runs):
        data = script.analyde_minisat_run(run)
        
        edb_cursor.execute(insert_row, (str(run["_id"]), 
                                        str(run["instance"]),
                                        int(data["satisfiable"])))
    
    edb.commit()
    edb_cursor.close()
    edb.close()

def wmis_results():
    edb = script.connect_to_experimetns_db()
    edb_cursor = edb.cursor();
    
    idb = script.connect_to_instance_pool()
    
    q = queries.WMIS_result_scope_query_raw(idb)
    q.query("c42_v[5-84]_1", "wmis_qbsolv_results")
    
    for i in range(501):
        q.__next__()
        
    res = q.__next__()
    
    sample_set = queries.read_raw_wmis_sample_set(res["data"])
    
    
    model = script.majority_vote_sample(sample_set.first.sample)
    
    sat = queries.get_instance_by_id(idb["instances"], res["instance"])
    
    print(model)
    
    print(sat.getNumberOfVariables())
    print(sat.checkAssignment(model))
    
    
    
if __name__ == "__main__":
    main()