PedroPei
commented
6 years ago Oh,I see.You didn't load your model to sess before you run it. You need to save your model after training using saver and load the model before you test it.
Open bandarikanth opened 6 years ago
PedroPei
commented
6 years ago Oh,I see.You didn't load your model to sess before you run it. You need to save your model after training using saver and load the model before you test it.
I used this code. import tensorflow as tf import numpy as np
preprocessed data
from datasets.twitter import data import data_utils
load data from pickle and npy files
metadata, idx_q, idx_a = data.load_data(PATH='/home/kusuma/Videos/practical_seq2seq-master/datasets/twitter') (trainX, trainY), (testX, testY), (validX, validY) = data_utils.split_dataset(idx_q, idx_a)
parameters
xseq_len = testX.shape[-1] yseq_len = testY.shape[-1] batch_size = 16 xvocab_size = len(metadata['idx2w']) yvocab_size = xvocab_size emb_dim = 1024
import seq2seq_wrapper
import importlib importlib.reload(seq2seq_wrapper)
model = seq2seq_wrapper.Seq2Seq(xseq_len=xseq_len, yseq_len=yseq_len, xvocab_size=xvocab_size, yvocab_size=yvocab_size, ckpt_path='/home/kusuma/Videos/practical_seq2seq-master/ckpt/twitterseq2seq_model.ckpt-11000.data-00000-of-00001', emb_dim=emb_dim, num_layers=3 )
val_batch_gen = data_utils.rand_batch_gen(validX, validY, 256)
test_batch_gen = data_utils.rand_batch_gen(testX, testY, 256)
train_batch_gen = data_utils.rand_batch_gen(trainX, trainY, batch_size)
sess = model.test(test_batch_gen)
sess = model.restore_last_session()
input_ = test_batchgen.next()[0] output = model.predict(sess, input) print(output.shape) replies = [] for ii, oi in zip(input_.T, output): q = data_utils.decode(sequence=ii, lookup=metadata['idx2w'], separator=' ') decoded = data_utils.decode(sequence=oi, lookup=metadata['idx2w'], separator=' ').split(' ') if decoded.count('unk') == 0: if decoded not in replies: print('q : [{0}]; a : [{1}]'.format(q, ' '.join(decoded))) replies.append(decoded)
I got errors: usr/bin/python3.5 /home/kusuma/Videos/practical_seq2seq-master/test.py Traceback (most recent call last): File "/home/kusuma/Videos/practical_seq2seq-master/test.py", line 42, in