def screen_by_t(a_base, B, t, equal_list): clearfile(f"lib/{B}/{t}/t_signs_{t}_{B}.txt") ### Посчет времени работы start_time = time.time() ### screening_list = [] for item in equal_list: # item - простые числа с одинаковой сигнатурой if len(item.primes) >= t - 1 and item.primes[0] > a_base[-1]: # берем больше, так как позже будем проверять по группам p1*p2*...*p(t-1)^2<B combine = combinations(item.primes, t - 1) # в порядке возрастания for prms in combine: prod = np.prod(prms) * prms[-1] if prod < B: screening_list.append(Signature(item.sign, prms)) ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### ### Запись в файл for j in range(len(screening_list)): s = f"{j} {screening_list[j].sign} {screening_list[j].primes}\n" writefile(f"lib/{B}/{t}/t_signs_{t}_{B}.txt", s) writefile(f"lib/{B}/{t}/t_signs_{t}_{B}.txt", total_time) return screening_list
def step1(a_base, primes): clearfile(f"lib/mu/{a_base}/total_time.txt") ### Посчет времени работы start_time = time.time() ### primes_dict = {} for prime in primes[len(a_base):]: mu = Mu_p(a_base, prime) print(prime, mu) # if mu == 1: # continue if mu in primes_dict.keys(): primes_dict[mu].append(prime) else: primes_dict[mu] = [prime] ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### tot_s = total_time writefile(f"lib/mu/{a_base}/total_time.txt", tot_s) for item in primes_dict: clearfile(f"lib/mu/{a_base}/mu_{item}.txt") s = ''.join( str(l) + ' ' + '\n' * (n % 8 == 7) for n, l in enumerate(primes_dict[item])) writefile(f"lib/mu/{a_base}/mu_{item}.txt", s) return primes_dict
def step0(Q11): clearfile(f"lib/free_sqr.txt") start_time = time.time() free_sqr = [] for n in range(3, Q11, 2): print(n) arr = numth.factorization(n) power = 1 for i in range(len(arr)): power *= arr[i][1] if power == 1: free_sqr.append(n) writefile(f"lib/free_sqr.txt", f"{n} ") total_time = "\n--- %s seconds ---\n" % (time.time() - start_time) writefile(f"lib/free_sqr.txt", total_time) return free_sqr
def t_2(a_base, B, primes_list): clearfile(f"res/jae/2/{a_base}/spsp_{B}.txt") spsp = [] ### Посчет времени работы start_time = time.time() ### i = 1 for p in primes_list: if p < int(root(B, 2)): if p > a_base[-1]: lmd_p = Lambda_p(a_base, p) lmd = numth.lcm(lmd_p, 2) for k in range(int(1 + (p - 1) / lmd), int((B - p) / (p * lmd)) + 1, 1): q = 1 + k * lmd if p * q <= B: # and p * q > B // 100: if numth.is_prime(q) and q > p: if q + 1 == 2 * p: if check_signs(a_base, [p, q]) and psp_2( a_base, [p, q]): item = Signature(Sign(a_base, p), [p, q]) s = f"{i} {np.prod(item.primes)} {item.primes} {item.sign}\n" writefile( f"res/jae/2/{a_base}/spsp_{B}.txt", s) i += 1 spsp.append(item) else: continue else: P = p * (1 + k * lmd) if psp(a_base, P) and check_signs( a_base, [p, q]): item = Signature(Sign(a_base, p), [p, q]) s = f"{i} {np.prod(item.primes)} {item.primes} {item.sign}\n" writefile( f"res/jae/2/{a_base}/spsp_{B}.txt", s) i += 1 spsp.append(item) # else: # break ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### writefile(f"res/jae/2/{a_base}/spsp_{B}.txt", total_time) return spsp
def t_more_3(a_base, B, t, primes_list): clearfile(f"res/jae/{t}/{a_base}/spsp_{B}.txt") spsp = [] ### Посчет времени работы start_time = time.time() ### i = 1 equal_list = parsefile(f"lib/equal/{a_base}/equal_signs.txt") for item in equal_list: # item - простые числа с одинаковой сигнатурой if len(item.primes) >= t - 1 and item.primes[0] > a_base[-1]: # берем больше, так как позже будем проверять по группам p1*p2*...*p(t-1)^2<B combine = combinations(item.primes, t - 1) # в порядке возрастания for prms in combine: prod = np.prod(prms) if prod * prms[-1] < B: a = a_base[0] mu = Lambda_list([a], prms) if gcd(mu, prod) > 1: continue else: import gmpy2 c = gmpy2.powmod(prod, -1, mu) for pt in primes_list: if pt > prms[ -1] and pt <= B / prod and pt % mu == c: if psp(a_base, pt * prod) and check_signs( a_base, [pt, prms[-1]]): item = Signature(Sign(a_base, pt), prms + [pt]) s = f"{i} {np.prod(item.primes)} {item.primes} {item.sign}\n" writefile( f"res/jae/{t}/{a_base}/spsp_{B}.txt", s) i += 1 spsp.append(item) else: break # к другому item'у т.к. combine упорядочен вертикально и горизонтально ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### writefile(f"res/jae/{t}/{a_base}/spsp_{B}.txt", total_time) return spsp
def find_equal_signs(a_base, primes_list): clearfile(f"lib/equal/{a_base}/equal_signs.txt") clearfile(f"lib/equal/{a_base}/total_time.txt") ### Посчет времени работы start_time = time.time() ### signs_list = [ ] # так как нельзя вернуть словарь с ключом-списком, заводим список сигнатур primes_dict = {} # ключами являются индексы в списке сигнатур for prime in primes_list[len(a_base):]: print("finding equal ... %s" % (prime)) sign = Sign(a_base, prime) if sign in signs_list: primes_dict[signs_list.index(sign)].append(prime) else: signs_list.append(sign) primes_dict[signs_list.index(sign)] = [prime] ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### ### Преобразование по классу equal_list = [] for j in range(len(signs_list)): temp = Signature(signs_list[j], primes_dict[j]) equal_list.append(temp) ###Запись в файл tot_s = total_time writefile(f"lib/equal/{a_base}/total_time.txt", tot_s) s = "" for j in range(len(signs_list)): s += f"{j} {equal_list[j].sign} {equal_list[j].primes}\n" writefile(f"lib/equal/{a_base}/equal_signs.txt", s) return equal_list
def main(): # Delete bought.csv file print(clearfile('sold.csv')) # Add items to sell.csv print('\nBanana sold:', sell('Banana', '2021-02-04', 3)) print('Orange sold:', sell('Orange', '2021-01-02', 2)) print('Peer sold:', sell('Peer', '2021-02-04', 4)) # Check sold with dates print('\nSold before 2021-01-03:\n', read_sold('2021-01-05')) print('\nSold in February:\n', read_sold('2021-02')) return
def main(): # Delete bought.csv file print(clearfile('bought.csv')) # Add items to bought.csv print('\nBanana added:', buy('Banana', '2021-01-08', 3, '2021-01-15')) print('Orange added:', buy('Orange', '2021-01-01', 3, '2021-01-10')) print('Apple added:', buy('Apple', '2021-01-01', 2, '2021-01-10')) print('Peer added:', buy('Peer', '2021-01-01', 4, '2021-01-12')) print('Peer added:', buy('Peer', '2021-01-03', 4, '2021-02-15')) # Check bought with dates print('\nBought before 2021-01-03:\n', read_bought('2021-01-03')) print('\nBought in January:\n', read_bought('2021-01')) return
def step_t_4(a_base, B): clearfile(f"res/jnd/4/{a_base}/spsp_{B}.txt") clearfile(f"res/jnd/4/{a_base}/n_list_{B}.txt") n_list = [] ### Посчет времени работы start_time = time.time() ### equal_3_list = parsefile(f"res/jnd/3/{a_base}/n_list_{B}.txt") # упорядочены по возрастанию p1, где p1<p2 if len(equal_3_list) != 0: for i in range(len(equal_3_list)): p1 = equal_3_list[i].primes[0] p2 = equal_3_list[i].primes[1] p3 = equal_3_list[i].primes[2] b = int(p1 * p2 * p3) if p1 <= int(root(B, 4)) and b * p3 < B: s = "" if p1 % 4 == 3: # Вместо сигнатур вычисляется символ Лежандра p4_3k4 = readfile("primes/4k+3.txt") for p4 in p4_3k4: if p4 * b <= B: # and p4 * b > B // 100: if p4 > p3: f"p4 {p4}" signss = check_signs(a_base, [p1, p4]) if signss: item = Signature(Sign(a_base, p1), [p1, p2, p3, p4]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) else: p_exist = np.array([p1, p2, p3]) p4_list = next_p(p_exist, a_base, B) if isinstance(p4_list, list): for p4 in p4_list: if p4 * b <= B: # and p4 * b > B // 100: if p4 > p3: f"p4 {p4}" signss = check_signs(a_base, [p1, p4]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3, p4]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) writefile(f"res/jnd/4/{a_base}/n_list_{B}.txt", s) else: continue i = 1 spsp = [] ss = "" for item in n_list: prod = np.prod(item.primes) if psp(a_base, prod): ss += f"{i} {prod} {item.primes} {item.sign}\n" i += 1 spsp.append(item) ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### ss += f"{total_time}\n" writefile(f"res/jnd/4/{a_base}/spsp_{B}.txt", ss) return np.array(spsp)
def step_t_3(a_base, B): clearfile(f"res/jnd/3/{a_base}/spsp_{B}.txt") clearfile(f"res/jnd/3/{a_base}/n_list_{B}.txt") n_list = [] ### Посчет времени работы start_time = time.time() ### # equal_2_list = parsefile(f"res/jnd/2/{a_base}/n_list_{B}.txt") # упорядочены по возрастанию p1, где p1<p2 # if len(equal_2_list) != 0: # for i in range(len(equal_2_list)): # p1 = equal_2_list[i].primes[0] # p2 = equal_2_list[i].primes[1] # b = int(p1 * p2) for p1 in primes: p1 = int(p1) print(p1) if p1 <= int(root(B, 3)): # and b * p2 < B: if p1 > a_base[-1]: print(p1) s = "" if len(a_base) > 6: a_base = a_base[:6] leg1 = [] for a in a_base: leg1.append(numth.jacobi(a, p1)) p2_3k4 = readfile("primes/4k+3.txt") p2_1k4 = readfile("primes/4k+1.txt") p2_5k8 = readfile("primes/8k+5.txt") p2_1k8 = readfile("primes/8k+1.txt") if p1 % 4 == 3: print(f"p1 34 {p1}") for p2 in p2_3k4: if p2 > p1 and p2 < B and p2 < B: # на всякий случай проверим print(f"p2 34 {p2}") leg2 = [] b = int(p1 * p2) for a in a_base: leg2.append(numth.jacobi(a, p2)) if leg1 == leg2: # Prop.2 inverse is true if b < 2 * 10**6: # a trick gcd_23 = int( gcd(2**(b - 1) - 1, 3**(b - 1) - 1)) factor_list = numth.factorization(gcd_23) for i in range(len(factor_list)): p3 = factor_list[i][0] if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) else: p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) # ищем подходящие p3 if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # continue # новый item из equal_2_list # else: # continue for p2 in p2_1k4: print(f"p2 14 to mu {p2}") if Mu_p(a_base, p2) == 4: pass # переход к mu=4 elif p1 % 8 == 5: print(f"p1 58 {p1}") for p2 in p2_5k8: if p2 > p1 and p2 < B: print(f"p2 58 {p2}") if len(a_base) > 5: a_base = a_base[:5] leg2 = [] b = int(p1 * p2) for a in a_base: leg2.append(numth.jacobi(a, p2)) if leg1 == leg2: p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) print(p3_list, type(p3_list)) if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # continue # else: # continue for p2 in p2_1k8: if p2 > p1 and p2 < B: print(f"p2 18 {p2}") if p2 % 16 == 9: print(f"p2 916 {p2}") leg2 = [] b = int(p1 * p2) for a in a_base: leg2.append(numth.jacobi(a, p2)) if np.prod( leg2 ) == 1 and p2 > p1: # если все 1, то произведение 1 p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) else: continue else: continue elif p2 % 16 == 1: print(f"p2 116 to mu {p2}") if Mu_p(a_base, p2) == 4: pass # переход к mu=4 for p2 in p2_3k4: if p2 > p1 and p2 < B: # в тексте этого нет, но на всякий случай проверим print(f"p2 34 {p2}") b = int(p1 * p2) p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) # print(f"p3 list {p3_list}") if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # continue elif p1 % 8 == 1: print(f"p1 18 {p1} p2 any {p2}") e, f = Val(2, p1 - 1), Val(2, Lambda_p(a_base, p1)) if len(a_base) > 5: a_base = a_base[:5] for p2 in primes: if p2 > p1 and p2 < B and e == f: if p2 % (2**(e + 1)) == (1 + 2**e) % (2**( e + 1)): # !!!! СКОБКИ??? leg2 = [] b = int(p1 * p2) for a in a_base: leg2.append(numth.jacobi(a, p2)) if leg1 == leg2: p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) else: continue else: continue elif p2 % (2**(e + 2)) == 1: if Mu_p(a_base, p2) == 4: pass # переход к mu=4 elif p2 % (2**(e + 2)) != 1 and p2 % (2**( e + 2)) == (1 + 2**(e + 1)) % 2**( e + 2): # !!!! СКОБКИ??? leg2 = [] b = int(p1 * p2) for a in a_base: leg2.append(numth.jacobi(a, p2)) if np.prod(leg2) == 1: p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) else: continue else: continue elif p2 > p1 and p2 < B and f < e: if p2 % 2**f == p1: if f == e - 1 and Mu_p( a_base, p1) == 2: # это есть условие выше p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) b = int(p1 * p2) if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs( a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) else: continue else: continue else: continue # p1 is any in primes mu_4 = readfile(f"lib/mu/{a_base}/mu_4.txt") for p2 in mu_4: if p2 > p1 and p2 < B: # если p2 mu=4, то не обязательно чтобы и p1 mu=4 print(f"p2 mu4 {p2}") p_exist = np.array([p1, p2]) p3_list = next_p(p_exist, a_base, B) b = int(p1 * p2) if isinstance(p3_list, list) and len(p3_list) != 0: for p3 in p3_list: if p3 * b <= B: # and p3 * b > B // 100: if p3 > p2: print(f"p3 {p3}") signss = check_signs(a_base, [p1, p3]) if signss: item = Signature( Sign(a_base, p1), [p1, p2, p3]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # continue writefile(f"res/jnd/3/{a_base}/n_list_{B}.txt", s) else: continue else: break i = 1 spsp = [] ss = "" for item in n_list: prod = np.prod(item.primes) if psp(a_base, prod): ss += f"{i} {prod} {item.primes} {item.sign}\n" i += 1 spsp.append(item) ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### ss += f"{total_time}\n" writefile(f"res/jnd/3/{a_base}/spsp_{B}.txt", ss) return np.array(spsp)
def step_t_2(a_base, B, primes_list): clearfile(f"res/jnd/2/{a_base}/spsp_{B}.txt") clearfile(f"res/jnd/2/{a_base}/n_list_{B}.txt") n_list = [] ### Посчет времени работы start_time = time.time() ### for p1 in primes_list: p1 = int(p1) if p1 < int(root(B, 2)): if p1 > a_base[-1]: s = "" if p1 < 10**6: gcd_23 = int(gcd(2**(p1 - 1) - 1, 3**(p1 - 1) - 1)) factors = sorted(numth.factorization(gcd_23)) for i in range(len(factors)): p2 = factors[i][0] if p2 * p1 <= B: # and p1 * p2 > B // 100: if p2 > p1: # В дальнейшем для того, чтобы числа в интервалах не повторялись signss = check_signs(a_base, [p1, p2]) if signss: item = Signature(Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # break elif p1 > 10**8: lmd_p = Lambda_p(a_base, p1) # lmd_p = p1-1 p2 = 1 while p2 <= p1: # and p1 * p2 > B // 100: # к условию, что p2>p1 p2 += lmd_p while p2 * p1 <= B: # and p1 * p2 > B // 100: signss = check_signs(a_base, [p1, p2]) if signss: item = Signature(Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(Signature(item.sign, [p1, p2])) p2 += lmd_p else: # между 10**6..10**8 if len(a_base) > 6: a_base = a_base[:6] lmd_p = Lambda_p(a_base, p1) leg1 = [] for a in a_base: leg1.append(numth.jacobi(a, p1)) if p1 % 4 == 1: p2_4k3 = readfile("primes/4k+3.txt") p2_4k1 = readfile("primes/4k+1.txt") for p2 in p2_4k3: if p1 * p2 <= B: # and p1 * p2 > B // 100: if p2 % lmd_p == 1 and p2 > p1: leg2 = [] for a in a_base: leg2.append(numth.jacobi(a, p2)) signss = check_signs(a_base, [p1, p2]) if leg1 == leg2 and signss: item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # break for p2 in p2_4k1: if p1 * p2 <= B: # and p1 * p2 > B // 100: if p2 % lmd_p == 1 and p2 > p1: leg2 = [] for a in a_base: leg2.append(numth.jacobi(a, p2)) signss = check_signs(a_base, [p1, p2]) if np.prod( leg2 ) == 1 and signss: # если все 1, то произведение 1 item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # break elif p1 % 8 == 5: p2_8k5 = readfile("primes/8k+5.txt") p2_8k1 = readfile("primes/8k+1.txt") for p2 in p2_8k5: if p1 * p2 <= B: # and p1 * p2 > B // 100: if p2 % lmd_p == 5 and p2 > p1: leg2 = [] for a in a_base: leg2.append(numth.jacobi(a, p2)) signss = check_signs(a_base, [p1, p2]) if leg1 == leg2 and signss: item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # break for p2 in p2_8k1: if p1 * p2 <= B: # and p1 * p2 > B // 100: if p2 % lmd_p == 1 and p2 > p1: leg2 = [] for a in a_base: leg2.append(numth.jacobi(a, p2)) signss = check_signs(a_base, [p1, p2]) if np.prod(leg2) == 1 and signss: item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # break elif p1 % 8 == 1: sign = Sign([2], p1)[0] e, f = Val(2, p1 - 1), Val(2, sign) for p2 in primes: if p1 * p2 <= B: # and p1 * p2 > B // 100: if p2 > p1 and e == f: if p2 % (2**(e - 1)) == 2**e % (2**( e - 1)) and p2 % lmd_p == 1: leg2 = [] for a in a_base: leg2.append(numth.jacobi(a, p2)) signss = check_signs(a_base, [p1, p2]) if leg1 == leg2 and signss: item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) elif p2 % 2**(e + 1) == 1 and p2 % lmd_p == 1: leg2 = [] for a in a_base: leg2.append(numth.jacobi(a, p2)) signss = check_signs(a_base, [p1, p2]) if np.prod(leg2) == 1 and signss: item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) elif p2 > p1 and f < e and p1 * p2 <= B: # and p1 * p2 > B // 100: signss = check_signs(a_base, [p1, p2]) if p2 % lmd_p == 1 and signss: item = Signature( Sign(a_base, p1), [p1, p2]) s += f"{item.primes} {signss} {item.sign}\n" n_list.append(item) # else: # break writefile(f"res/jnd/2/{a_base}/n_list_{B}.txt", s) else: continue i = 1 spsp = [] ss = "" for item in n_list: prod = np.prod(item.primes) if psp(a_base, prod): ss += f"{i} {prod} {item.primes} {item.sign}\n" i += 1 spsp.append(item) ### total_time = "--- %s seconds ---\n" % (time.time() - start_time) ### ss += f"{total_time}\n" writefile(f"res/jnd/2/{a_base}/spsp_{B}.txt", ss) return np.array(spsp)