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12 changes: 6 additions & 6 deletions dna2vec/multi_k_model.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,20 +4,20 @@
import tempfile
import numpy as np

from gensim.models import word2vec
from gensim.models import KeyedVectors
from gensim import matutils

class SingleKModel:
def __init__(self, model):
self.model = model
self.vocab_lst = sorted(model.vocab.keys())
self.vocab_lst = sorted(model.index_to_key)

class MultiKModel:
def __init__(self, filepath):
self.aggregate = word2vec.Word2Vec.load_word2vec_format(filepath, binary=False)
self.aggregate = KeyedVectors.load_word2vec_format(filepath, binary=False)
self.logger = logbook.Logger(self.__class__.__name__)

vocab_lens = [len(vocab) for vocab in self.aggregate.vocab.keys()]
vocab_lens = [len(vocab) for vocab in self.aggregate.index_to_key]
self.k_low = min(vocab_lens)
self.k_high = max(vocab_lens)
self.vec_dim = self.aggregate.vector_size
Expand Down Expand Up @@ -45,7 +45,7 @@ def l2_norm(self, vocab):
return np.linalg.norm(self.vector(vocab))

def separate_out_model(self, k_len):
vocabs = [vocab for vocab in self.aggregate.vocab.keys() if len(vocab) == k_len]
vocabs = [vocab for vocab in self.aggregate.index_to_key if len(vocab) == k_len]
if len(vocabs) != 4 ** k_len:
self.logger.warn('Missing {}-mers: {} / {}'.format(k_len, len(vocabs), 4 ** k_len))

Expand All @@ -56,4 +56,4 @@ def separate_out_model(self, k_len):
vec_str = ' '.join("%f" % val for val in self.aggregate[vocab])
print('{} {}'.format(vocab, vec_str), file=fptr)
fptr.flush()
return SingleKModel(word2vec.Word2Vec.load_word2vec_format(fptr.name, binary=False))
return SingleKModel(KeyedVectors.load_word2vec_format(fptr.name, binary=False))
6 changes: 3 additions & 3 deletions requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -3,16 +3,16 @@ biopython==1.68
boto==2.46.1
bz2file==0.98
ConfigArgParse==0.11.0
gensim==0.13.2
gensim==4.1.2
Logbook==1.0.0
numpy==1.16
pep8==1.7.0
pluggy==0.4.0
py==1.4.33
pytest==3.0.7
python-dateutil==2.6.0
requests==2.20.0
scipy==0.19.0
requests==2.20
scipy==1.71
six==1.10.0
smart-open==1.5.1
tox==2.7.0
Expand Down