diff --git a/CommaiMini-^$/Long/Verify_Produce_longer.tsv b/CommaiMini-^$/Long/Verify_Produce_longer.tsv new file mode 100644 index 0000000..7747685 --- /dev/null +++ b/CommaiMini-^$/Long/Verify_Produce_longer.tsv @@ -0,0 +1,120000 @@ +produce u and 2 and 0 and e and J and @ e 0 J u 2 @ +produce not o and not W and not = and not D and not x and not R 4 4 6 x ? & +produce not F and not s and S and not n and not K and not c and not } & I S r I 4 # +verify [ and ~ and = and s and 1 and A 0 no +produce not " and not X and not \ and not ! and not u | 4 y t O +produce c and not x and not = and not v and q and not x and not [ c j S & q l & +verify ` ; ( ` f yes +verify ~ < ~ , T f } yes +verify not Q and and not ^ and and not Q and and not < and and not ` and and not J % 8 X j k | o } yes +verify not - and and not S and and not Y and and not 0 and and not 1 O k 7 ^ 2 L r z } t q M 0 1 Y S - no +produce # or O or r or j or ; # j O ; r +produce not ] and not K and not - and not x and not v : P b t _ +verify & f no +verify p or ] or . or l or N or U 7 L H ] no +produce not \ and not d and : and not Z and not " Q p : ( l +verify ) _ no +verify B or F or > or B or W or Q or 3 l 1 & { no +produce > and = and ( and ( and v and K and 1 ( ( > = 1 v K +verify % and w and T and f and $ R q f \ u T I $ w % yes +verify R or p or j or m or ^ or . or q S . \ < R q F p l ^ 1 g j yes +produce p or } or 1 or q or ^ or F or - } F p ^ q - 1 +verify not A and and not x and and ) and + and ( and ~ and D E e d x A no +produce 1 and not a and not U and not - and not h and not 3 and not n 1 V k ) d Z _ +produce U or R or x or t or ^ or 1 t ^ +produce { or \ or k or + or w + k \ w { +verify _ or b or y or K or 0 or r ' 0 R yes +verify _ and K and w and h and 0 q - F no +produce not M and not G and not 2 and not G and not X and B 5 % 5 / 6 B +verify not [ and and + and d and ) and | d ) \ | + 3 yes +produce A and Q and O and V and d and E and & E O A d Q & V +verify O and : and ] and z and j and H " no +produce F and ~ and ] and c and - - ~ ] c F +produce + or z or r or J or E or w w z r + E J +verify - or S or h or t or 0 or # or s s 0 # yes +verify not > and and not X and and not W and and B and not 3 and and not z s g B P R } > 8 ( T x yes +produce ! and e and A and l and J A ! 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" X yes +produce - or b or f or 7 f - b 7 +produce j or r or 6 or m m 6 j r +produce < and not F < 7 +verify ) or = or f ) yes +produce W and S and not P and not x W S 8 | +produce 7 and 1 and 8 1 8 7 +produce not % and Q O Q +verify g or F s no +produce ? and P P ? +produce z and not l z [ +verify not O and and not ` and and B B B ~ N g yes +verify W and P W P yes +produce @ and u and C C @ u +verify ~ ! ~ ; yes +verify not s and and not a and and not s and and b H [ + , ' K | a s no +produce i and B i B +verify ' and ~ and not 6 r W H ~ J s 2 L ' yes +produce h and - and W - W h +produce not ] and not 3 and W y J W +produce , or c c +produce r or e e r +produce not M and not y ( [ +produce b and ~ and = b = ~ +verify ` and > and N and g / v ~ no +produce not 1 and ] and 8 T ] 8 +produce ! and 2 and 9 ! 2 9 +produce not i and not m / M +verify S or A or D or - I no +verify S or ' or t or ? g / v C t & @ S yes +produce D or [ [ +produce n and W and 1 1 W n +produce $ or t or D $ t +produce m and m and w and Q w m Q m +produce t or S or ) or R ) R S t +produce 3 or 1 1 +produce A or ! or 0 or M A +verify E and not e C E yes +produce not g and ~ and c and $ ) ~ c $ +produce B or ; B ; +verify 7 h c k n { w 7 yes +verify not t and and w and not @ and and not E 1 [ k r M $ t l & w 5 yes +produce j or y or l l j y +produce x or ] x +verify F or : or / / w y yes +produce m and not A m F +verify q d L T & q < yes +produce k or X or y X k +verify not j and and not F and and not i and and not L 1 / t U 1 p V m < 9 9 F L i j no +verify g or 3 or ] or M / M I 6 o g 3 yes +produce M and not T and not B M Z , +produce M and ; ; M +verify S and Z $ e ^ h b no +verify m and q ` z } > m " l no +verify u or N j 5 X no +produce ? and b and , b , ? +verify V or ) or C or s s C ) V yes +produce d and r r d +produce a and not ~ and S a / S +verify U and v and 8 v ` U 8 c yes +verify M or B or 2 or W W 2 M yes +produce e or B e B +verify not g and and not n and and i M g , I E 6 l Q g n no +produce O and not : O @ +produce E and & and + and % + E & % +produce u and B and N and \ \ N u B +verify g f n , s no +verify not Q and and l and not 2 l f h T N . _ 8 . V yes +produce z or Q or j j z +produce 4 or ? or a ? +verify { and not K { J yes +produce 9 and | | 9 +verify N and G and q > Z Y x N U q G ' yes +verify n n yes +verify 1 ' 1 F j e = yes +produce o and / / o +verify ( O n o = q R no +produce q and f and n and h f q h n +produce A or * A +produce _ or ) or - or g g _ - +verify c or M or m ' X no +produce D and - - D diff --git a/scripts/__init__.py b/scripts/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/scripts/check_correct.py b/scripts/check_correct.py new file mode 100644 index 0000000..7562246 --- /dev/null +++ b/scripts/check_correct.py @@ -0,0 +1,35 @@ +def correct(src, target): + ''' + Return True if the target is a valid output given the source + Args + src (str) + target (str) + formats should match those in the datafiles + ''' + + grammar_vocab = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'T', + 'U', 'V', 'W', 'X', 'Y', 'Z', 'AS', 'BS', 'CS', 'DS', 'ES', 'FS', 'GS', 'HS', 'IS', 'JS', + 'KS', 'LS', 'MS', 'NS', 'OS'] + inpt = src.split() + pred = target.split() + all_correct = False + #Check if the length is correct + length_check = True if len(pred) == 3 * len(inpt) else False + #Check if everything falls in the same bucket, and there are no repeats + #if length_check: + for idx, inp in enumerate(inpt): + vocab_idx = grammar_vocab.index(inp) + 1 + #print(vocab_idx) + span = pred[idx*3:idx*3+3] + #print(span) + span_str = " ".join(span) + if (not all(int(item.replace("A", "").replace("B", "").replace("C", "").split("_")[0]) == vocab_idx for item in span) + or (not ("A" in span_str and "B" in span_str and "C" in span_str))): + all_correct = False + break + else: + all_correct = True + return all_correct + +#print(correct('L Z Z Z Z', 'A12_2 B12_1 C12_1 B25_1 C25_2 A25_2 C25_2 B25_2 A25_2 C25_2 A25_2 B25_1 C25_1 B25_2 A25_2')) + diff --git a/scripts/eval_kgrammar.py b/scripts/eval_kgrammar.py new file mode 100644 index 0000000..07d349f --- /dev/null +++ b/scripts/eval_kgrammar.py @@ -0,0 +1,73 @@ +import os +import argparse +import logging +import pandas as pd +import torch + +from check_correct import correct + +import seq2seq +from seq2seq.evaluator import Predictor +from seq2seq.util.checkpoint import Checkpoint + +try: + raw_input # Python 2 +except NameError: + raw_input = input # Python 3 + + + +parser = argparse.ArgumentParser() + +parser.add_argument('--checkpoint_path', help='Give the checkpoint path from which to load the model') +parser.add_argument('--test_folder', help='Give the path to the folder containing test files') +parser.add_argument('--cuda_device', default=0, type=int, help='set cuda device to use') + +opt = parser.parse_args() + +test_files = os.listdir(opt.test_folder) + +if torch.cuda.is_available(): + print("Cuda device set to %i" % opt.cuda_device) + torch.cuda.set_device(opt.cuda_device) + +################################################################################# +# load model + +logging.info("loading checkpoint from {}".format(os.path.join(opt.checkpoint_path))) +checkpoint = Checkpoint.load(opt.checkpoint_path) +seq2seq = checkpoint.model +input_vocab = checkpoint.input_vocab +output_vocab = checkpoint.output_vocab + +################################################################################# +# Generate predictor +predictor = Predictor(seq2seq, input_vocab, output_vocab) +#seq_acc = {} +for tf in test_files: + data_arr = pd.read_csv(os.path.join(opt.test_folder, tf), delimiter='\t', header=None).values + count1 = 0 + count2 = 0 + for i in range(data_arr.shape[0]): + src = data_arr[i,0].strip().split() + tgt = predictor.predict(src) + tgt1 = tgt[:tgt.index('')] #without + flag2 =False + if(len(tgt)>=3*len(src)): + tgt2 = tgt[:3*len(src)] #with + flag2 = correct(data_arr[i, 0], ' '.join(map(str,tgt1))) #with eos + flag1 = correct(data_arr[i,0], ' '.join(map(str,tgt1))) #without eos + if (flag1==True): + count1 += 1 + if(flag2 == True): + count2 +=1 + sa1 = count1/(data_arr.shape[0]) #without eos + sa2 = count2 / (data_arr.shape[0]) #with eos + print("Sequence Accuracy for {}: without = {} and with = {}".format(tf, sa1, sa2)) + #seq_acc[tf] = (sa1, sa2) + + +# while True: +# seq_str = raw_input("Type in a source sequence:") +# seq = seq_str.strip().split() +# print(predictor.predict(seq)) diff --git a/scripts/produce.py b/scripts/produce.py new file mode 100644 index 0000000..749b8ae --- /dev/null +++ b/scripts/produce.py @@ -0,0 +1,219 @@ +import numpy as np +import random +import argparse +import string + +mfolder = '../CommaiMini-^$' +try: + raw_input # Python 2 +except NameError: + raw_input = input # Python 3 + +parser = argparse.ArgumentParser() +parser.add_argument('--max_train_com', type=int, help= 'max length of compositions in train', default=4) +parser.add_argument('--max_test_com', type=int, help= 'max length of compositions in test', default=7) + + +opt = parser.parse_args() + +alphabets = [string.printable[i] for i in range(len(string.printable)-6)] +# alphabets = [chr(i) for i in range(ord('A'),ord('Z')+1)] +# vocab1 = list(itertools.product(alphabets, repeat=2)) +# vocab2 = list(itertools.product(alphabets, repeat=3)) +# vocab = [''.join(map(str,v)) for v in vocab1] +# vocab.extend([''.join(map(str,v)) for v in vocab2]) +# alphabets.extend(vocab) +pidx = int(len(alphabets)/2) +random.shuffle(alphabets) +subset1 = alphabets[:pidx] +subset2 = alphabets[pidx:] +operators = ['and', 'or', 'not'] + +def and_gate(ps, token): + temp_ipt = [token] + for s in ps: + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('and') + random.shuffle(ps) + temp_attn = [] + for s in ps: + temp_attn.append(temp_ipt.index(s)) + #ps.append('') + return(ps, temp_ipt, temp_attn) + +def or_gate(ps, token): + temp_ipt = [token] + for s in ps: + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('or') + size = random.sample(np.arange(1, len(ps) + 1, dtype=int).tolist(), 1) + out_str = np.random.choice(ps, size=size, replace=False).tolist() + temp_attn = [] + for s in out_str: + temp_attn.append(temp_ipt.index(s)) + #out_str.append('') + return(out_str, temp_ipt, temp_attn) + +def not_gate(ps, token): + temp_ipt = [token] + temp_opt = [] + cvocab = [] + num_nots = random.sample(np.arange(1,len(ps)+1, dtype=int).tolist(),1)[0] + not_pfx = random.sample(ps, num_nots) + for pf in not_pfx: + temp_alpha = list(set(alphabets) - set([pf])) + cvocab.append(temp_alpha) + for s in ps: + if (s in not_pfx): + temp_ipt.append('not') + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('and') + temp_opt.append(random.sample(cvocab[not_pfx.index(s)], 1)[0]) + else: + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('and') + temp_opt.append(s) + + temp_attn = [] + for s in ps: + temp_attn.append(temp_ipt.index(s)) + #temp_opt.append('') + return (temp_opt, temp_ipt, temp_attn) + + + +def io_strings(word, all_words, comp_len, token): + ipt = [] + out = [] + attn = [] + comps = np.random.choice(comp_len, size=len(operators)) + operations = np.random.choice(operators, size=len(operators), replace=False).tolist() + random.shuffle(operations) + for i in range(len(comps)): + ps = [word] + ps.extend(np.random.choice(all_words, size=comps[i]-1).tolist()) + if (operations[i] == 'and'): + str_tup = and_gate(ps, token) + elif(operations[i] == 'or'): + str_tup = or_gate(ps, token) + else: + str_tup = not_gate(ps, token) + out.append(' '.join(map(str, str_tup[0]))) + ipt.append(' '.join(map(str, str_tup[1]))) + attn.append(' '.join(map(str, str_tup[2]))) + return (ipt, out, attn) + +def train(words, size): + comp_lens = np.arange(2, opt.max_train_com+1, dtype=int).tolist() + data = np.zeros((size, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words) + for w in words: + tup = io_strings(w, words, comp_lens, 'produce') + data[idx:idx+len(tup[0]),0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if(idx > data.shape[0]-len(operators)): + raise StopIteration() + except StopIteration: + pass + + return data + +def unseen(words1, words2, size): + comp_lens = np.arange(2, opt.max_train_com+1, dtype=int).tolist() + data = np.zeros((size, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words1) + for w in words1: + tup = io_strings(w, words2, comp_lens, 'produce') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + + random.shuffle(words2) + for w in words2: + tup = io_strings(w, words1, comp_lens, 'produce') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + + return data + +def longer(words, size): + comp_lens = np.arange(opt.max_train_com+1, opt.max_test_com+1, dtype=int).tolist() + data = np.zeros((size, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words) + for w in words: + tup = io_strings(w, words, comp_lens, 'produce') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + return data + +def long_unseen(words1, words2, size): + comp_lens = np.arange(opt.max_train_com + 1, opt.max_test_com + 1, dtype=int).tolist() + data = np.zeros((size, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words1) + for w in words1: + tup = io_strings(w, words2, comp_lens, 'produce') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + random.shuffle(words2) + for w in words2: + tup = io_strings(w, words1, comp_lens, 'produce') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + + return data + +def get_data(num_samples): + tr1 = train(subset1, int(num_samples/2)) + tr2 = train(subset2, int(num_samples/2)) + train_data = np.vstack((tr1,tr2)) + unseen_test = unseen(subset1, subset2, num_samples) + lg1 = longer(subset1, int(num_samples/2)) + lg2 = longer(subset2, int(num_samples/2)) + longer_test = np.vstack((lg1, lg2)) + unseen_long_test = long_unseen(subset1, subset2, num_samples) + + return(train_data, unseen_long_test, unseen_test, longer_test) + diff --git a/scripts/verify.py b/scripts/verify.py new file mode 100644 index 0000000..f52394c --- /dev/null +++ b/scripts/verify.py @@ -0,0 +1,276 @@ +import numpy as np +import random +import string +import argparse +import os +from scripts.produce import get_data + +mfolder = '../CommaiMini-^$' +parser = argparse.ArgumentParser() +parser.add_argument('--max_train_com', type=int, help= 'max length of compositions in train', default=4) +parser.add_argument('--max_test_com', type=int, help= 'max length of compositions in test', default=7) +parser.add_argument('--long', type=int, help= 'number of samples in big dataset', default=120000) +parser.add_argument('--short', type=int, help= 'number of samples in small dataset', default=12000) + +opt = parser.parse_args() + +alphabets = [string.printable[i] for i in range(len(string.printable)-6)] +# for i, word in enumerate(alphabets): +# print(i, word) +# print(len(alphabets)) +# input() +bin_opts = ['yes', 'no'] +pidx = int(len(alphabets)/2) +random.shuffle(alphabets) +subset1 = alphabets[:pidx] +subset2 = alphabets[pidx:] +operators = ['copy','and', 'or', 'not'] + +def attn_list(ps, ipt, binary, gate=''): + sep = [''] + temp_ipt = list(set(ipt) - set(['verify', 'and', 'or', 'not'])) + size = random.sample(np.arange(0, opt.max_test_com + 1, dtype=int).tolist(), 1) + ps.extend(np.random.choice(alphabets, size=size, replace=False).tolist()) + random.shuffle(ps) + # temp_attn = [] + # for s in ipt: + # temp_attn.append(ipt.index(s)) + if(binary=='no' and gate != 'not'): + for word in temp_ipt: + if word in ps: + ps.pop(ps.index(word)) + if(len(ps)==0): + temp_alphabets = list(set(alphabets) - set(temp_ipt)) + ps.append(np.random.choice(temp_alphabets, size=1)[0]) + elif(binary=='no' and gate == 'not'): + for word in temp_ipt: + if(ipt[ipt.index(word)-1]=='not'): + ps.append(word) + elif(ipt[ipt.index(word)-1] != 'not'): + ps.pop(ps.index(word)) + sep.extend(ps) + return (sep) #temp_attn + + +def copy_gate(ps, token, binary): + temp_ipt = [token] + for s in ps: + temp_ipt.append(s) + ps = attn_list(ps, temp_ipt, binary) #, temp_attn + return (ps, temp_ipt) #temp_attn + +def and_gate(ps, token, binary): + temp_ipt = [token] + for s in ps: + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('and') + ps = attn_list(ps, temp_ipt, binary) #, temp_attn + + return(ps, temp_ipt) + +def or_gate(ps, token, binary): + temp_ipt = [token] + for s in ps: + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('or') + size = random.sample(np.arange(1, len(ps) + 1, dtype=int).tolist(), 1) + out_str = np.random.choice(ps, size=size, replace=False).tolist() + out_str = attn_list(out_str, temp_ipt, binary) #, temp_attn + return(out_str, temp_ipt) + +def not_gate(ps, token, binary): + temp_ipt = [token] + temp_opt = [] + cvocab = [] + num_nots = random.sample(np.arange(1,len(ps)+1, dtype=int).tolist(),1)[0] + not_pfx = random.sample(ps, num_nots) + for pf in not_pfx: + temp_alpha = list(set(alphabets) - set([pf])) + cvocab.append(temp_alpha) + for s in ps: + if (s in not_pfx): + temp_ipt.append('not') + temp_ipt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('and') + temp_opt.append(random.sample(cvocab[not_pfx.index(s)], 1)[0]) + else: + temp_ipt.append(s) + temp_opt.append(s) + if (ps.index(s) != len(ps) - 1): + temp_ipt.append('and') + temp_opt = attn_list(temp_opt, temp_ipt,binary, 'not') #, temp_attn + return (temp_opt, temp_ipt) # temp_attn + + +def io_strings(word, all_words, comp_len, token): + ipt = [] + attn = [] + fout = [] + comps = np.random.choice(comp_len, size=len(operators)) + operations = np.random.choice(operators, size=len(operators), replace=False).tolist() + #random.shuffle(operations) + for b in bin_opts: + + for i in range(len(comps)): + tin = [] + tout = [] + ps = [word] + if (operations[i] == 'copy'): + str_tup = copy_gate(ps, token, b) + elif (operations[i] == 'and'): + ps.extend(random.sample(all_words, comps[i] - 1)) + str_tup = and_gate(ps, token, b) + elif(operations[i] == 'or'): + ps.extend(random.sample(all_words, comps[i] - 1)) + str_tup = or_gate(ps, token, b) + else: + ps.extend(random.sample(all_words, comps[i] - 1)) + str_tup = not_gate(ps, token, b) + tout.append(' '.join(map(str, str_tup[0]))) + tin.append(' '.join(map(str, str_tup[1]))) + tin.extend(tout) + ipt.append(' '.join(map(str, tin))) + #attn.append(' '.join(map(str, str_tup[2]))) + fout.append(b) + return (ipt, fout) #, attn + +def train(words, dsize): + comp_lens = np.arange(2, opt.max_train_com+1, dtype=int).tolist() + data = np.zeros((dsize, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words) + for w in words: + tup = io_strings(w, words, comp_lens, 'verify') + data[idx:idx+len(tup[0]),0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + return data + +def unseen(words1, words2, dsize): + comp_lens = np.arange(2, opt.max_train_com+1, dtype=int).tolist() + data = np.zeros((dsize, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words1) + for w in words1: + tup = io_strings(w, words2, comp_lens, 'verify') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + random.shuffle(words2) + for w in words2: + tup = io_strings(w, words1, comp_lens, 'verify') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + + return data + +def longer(words, dsize): + comp_lens = np.arange(opt.max_train_com+1, opt.max_test_com+1, dtype=int).tolist() + data = np.zeros((dsize, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words) + for w in words: + tup = io_strings(w, words, comp_lens, 'verify') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + return data + +def long_unseen(words1, words2, dsize): + comp_lens = np.arange(opt.max_train_com + 1, opt.max_test_com + 1, dtype=int).tolist() + data = np.zeros((dsize, 2), dtype=object) + idx = 0 + try: + while idx < data.shape[0]: + random.shuffle(words1) + for w in words1: + tup = io_strings(w, words2, comp_lens, 'verify') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + + random.shuffle(words2) + for w in words2: + tup = io_strings(w, words1, comp_lens, 'verify') + data[idx:idx + len(tup[0]), 0] = tup[0] + data[idx:idx + len(tup[0]), 1] = tup[1] + #data[idx:idx + len(tup[0]), 2] = tup[2] + idx += len(tup[0]) + if (idx > data.shape[0] - len(operators)): + raise StopIteration() + except StopIteration: + pass + + return data + +data_splits = [os.path.join(mfolder,'Long'), os.path.join(mfolder,'Short')] +data_sizes = [int(opt.long/2), int(opt.short/2)] + +for k, size in enumerate(data_sizes): + train_data, unseen_long_test, unseen_test, longer_test = get_data(size) + print('finished generating produce data, starting generation of verify data') + tr1 = train(subset1, int(size/2)) + tr2 = train(subset2, int(size/2)) + verify_train = np.vstack((tr1,tr2)) + verify_unseen = unseen(subset1, subset2, size) + lg1 = longer(subset1, int(size/2)) + lg2 = longer(subset2, int(size/2)) + verify_longer = np.vstack((lg1, lg2)) + verify_ul = long_unseen(subset1, subset2, size) + + train_final = np.vstack((verify_train, train_data)) + np.random.shuffle(train_final) + unseen_final = np.vstack((verify_unseen, unseen_test)) + np.random.shuffle(unseen_final) + longer_final = np.vstack((verify_longer, longer_test)) + np.random.shuffle(longer_final) + ul_final = np.vstack((verify_ul, unseen_long_test)) + np.random.shuffle(ul_final) + + num_validation = int(0.1 * train_final.shape[0]) + valid_samples = np.random.choice(np.arange(0, train_final.shape[0]), size=num_validation, replace=False) + + valid_final = train_final[valid_samples] + train_final = np.delete(train_final, valid_samples, axis=0) + + fnames = ['train', 'validation', 'unseen', 'longer', 'unseen_longer'] + dataset = [train_final, valid_final, unseen_final, longer_final, ul_final] + + for j, fname in enumerate(fnames): + out_file = open(os.path.join(data_splits[k], 'Verify_Produce_{}.tsv'.format(fname)), 'w') + file_data = dataset[j] + for i in range(file_data.shape[0]): + out_file.write("{}\t{}\n".format(file_data[i,0], file_data[i,1])) + + print('finished generating verify data') \ No newline at end of file