Lab 6.3 - Improving the model

In this section of the lab, you will be asked to apply what you have learned to create a RNN model that can generate new sequences of text based on what it has learned from a large set of existing text. In this case we will be using the full text of Lewis Carroll's Alice in Wonderland. Your task for the assignment is to:

  • format the book text into a set of training data
  • define a RNN model in Keras based on one or more LSTM or GRU layers
  • train the model with the training data
  • use the trained model to generate new text

Our previous model based on Obama's essay was prone to overfitting since there was not that much data to learn from. Thus, the generated text was either unintelligeable (not enough learning) or exactly replicated the training data (over-fitting). In this case, we are working with a much bigger data set, which should provide enough data to avoid over-fitting, but will also take more time to train. To improve your model, you can experiment with tuning the following hyper-parameters:

  • Use more than one recurrent layer and/or add more memory units (hidden neurons) to each layer. This will allow you to learn more complex structures in the data.
  • Use sequences longer than 100 characters, which will allow you to learn from patterns further back in time.
  • Change the way the sequences are generated. For example you could try to break up the text into real sentances using the periods, and then either cut or pad each sentance to make it 100 characters long.
  • Increase the number of training epochs, which will give the model more time to learn. Monitor the validation loss at each epoch to make sure the model is still improving at each epoch and is not overfitting the training data.
  • Add more dropout to the recurrent layers to minimize over-fitting.
  • Tune the batch size - try a batch size of 1 as a (very slow) baseline and larger sizes from there.
  • Experiment with scale factors (temperature) when interpreting the prediction probabilities.

If you get an error such as alloc error or out of memory error during training it means that your computer does not have enough RAM memory to store the model parameters or the batch of training data needed during a training step. If you run into this issue, try reducing the complexity of your model (both number and depth of layers) or the mini-batch size.

The last three code blocks will use your trained model to generate a sequence of text based on a predefined seed. Do not change any of the code, but run it before submitting your assignment. Your work will be evaluated based on the quality of the generated text. A good result should be legible with decent grammar and spelling (this indicates a high level of learning), but the exact text should not be found anywhere in the actual text (this indicates over-fitting).

Let's start by importing the libraries we will be using, and importing the full text from Alice in Wonderland:


In [1]:
import numpy as np
from keras.models import Sequential
from keras.layers import Dense
from keras.layers import Dropout
from keras.layers import LSTM
from keras.callbacks import ModelCheckpoint
from keras.utils import np_utils

from time import gmtime, strftime
import os
import re
import pickle
import random
import sys


Using TensorFlow backend.

In [2]:
filename = "data/wonderland.txt"
raw_text = open(filename).read()

raw_text = re.sub('[^\nA-Za-z0-9 ,.:;?!-]+', '', raw_text)
raw_text = raw_text.lower()

n_chars = len(raw_text)
print "length of text:", n_chars
print "text preview:", raw_text[:500]


length of text: 141266
text preview: alices adventures in wonderland

lewis carroll

the millennium fulcrum edition 3.0




chapter i. down the rabbit-hole

alice was beginning to get very tired of sitting by her sister on the
bank, and of having nothing to do: once or twice she had peeped into the
book her sister was reading, but it had no pictures or conversations in
it, and what is the use of a book, thought alice without pictures or
conversations?

so she was considering in her own mind as well as she could, for the
hot day mad

In [3]:
# write your code here

In [4]:
# extract all unique characters in the text
chars = sorted(list(set(raw_text)))
n_vocab = len(chars)
print "number of unique characters found:", n_vocab

# create mapping of characters to integers and back
char_to_int = dict((c, i) for i, c in enumerate(chars))
int_to_char = dict((i, c) for i, c in enumerate(chars))

# test our mapping
print 'a', "- maps to ->", char_to_int["a"]
print 25, "- maps to ->", int_to_char[25]


number of unique characters found: 37
a - maps to -> 11
25 - maps to -> o

In [5]:
# prepare the dataset of input to output pairs encoded as integers
seq_length = 100

inputs = []
outputs = []

for i in range(0, n_chars - seq_length, 1):
    inputs.append(raw_text[i:i + seq_length])
    outputs.append(raw_text[i + seq_length])
    
n_sequences = len(inputs)
print "Total sequences: ", n_sequences


Total sequences:  141166

In [6]:
indeces = range(len(inputs))
random.shuffle(indeces)

inputs = [inputs[x] for x in indeces]
outputs = [outputs[x] for x in indeces]

In [7]:
print inputs[0], "-->", outputs[0]


 till
she was out of sight: then it chuckled. what fun! said the gryphon,
half to itself, half to al --> i

In [8]:
# create two empty numpy array with the proper dimensions
X = np.zeros((n_sequences, seq_length, n_vocab), dtype=np.bool)
y = np.zeros((n_sequences, n_vocab), dtype=np.bool)

# iterate over the data and build up the X and y data sets
# by setting the appropriate indices to 1 in each one-hot vector
for i, example in enumerate(inputs):
    for t, char in enumerate(example):
        X[i, t, char_to_int[char]] = 1
    y[i, char_to_int[outputs[i]]] = 1
    
print 'X dims -->', X.shape
print 'y dims -->', y.shape


X dims --> (141166, 100, 37)
y dims --> (141166, 37)

In [9]:
# define the LSTM model
model = Sequential()
model.add(LSTM(64, return_sequences=True, input_shape=(X.shape[1], X.shape[2])))
model.add(Dropout(0.20))
model.add(LSTM(128, return_sequences=False, input_shape=(X.shape[1], X.shape[2])))
model.add(Dropout(0.20))
model.add(Dense(y.shape[1], activation='softmax'))
model.compile(loss='categorical_crossentropy', optimizer='adam')

Do not change this code, but run it before submitting your assignment to generate the results


In [10]:
def sample(preds, temperature=1.0):
    preds = np.asarray(preds).astype('float64')
    preds = np.log(preds) / temperature
    exp_preds = np.exp(preds)
    preds = exp_preds / np.sum(exp_preds)
    probas = np.random.multinomial(1, preds, 1)
    return np.argmax(probas)

In [11]:
def generate(sentence, sample_length=50, diversity=0.35):
    generated = sentence
    sys.stdout.write(generated)

    for i in range(sample_length):
        x = np.zeros((1, X.shape[1], X.shape[2]))
        for t, char in enumerate(sentence):
            x[0, t, char_to_int[char]] = 1.

        preds = model.predict(x, verbose=0)[0]
        next_index = sample(preds, diversity)
        next_char = int_to_char[next_index]

        generated += next_char
        sentence = sentence[1:] + next_char

        sys.stdout.write(next_char)
        sys.stdout.flush()
    print

In [12]:
filepath="-Assignment6_part03_LSTM.hdf5"
checkpoint = ModelCheckpoint(filepath, monitor='loss', verbose=0, save_best_only=True, mode='min')
callbacks_list = [checkpoint]

In [13]:
prediction_length = 500
epochs = 55
seed = "this time alice waited patiently until it chose to speak again. in a minute or two the caterpillar t"

for iteration in range(epochs):
    
    print 'epoch:', iteration + 1, '/', epochs
    model.fit(X, y, validation_split=0.2, batch_size=256, nb_epoch=1, callbacks=callbacks_list)
    
    # get random starting point for seed
    start_index = random.randint(0, len(raw_text) - seq_length - 1)
    # extract seed sequence from raw text
    seed = raw_text[start_index: start_index + seq_length]
    
    print '----- generating with seed:', seed
    
    for diversity in [0.5, 1.2]:
        generate(seed, prediction_length, diversity)


epoch: 1 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1401s - loss: 2.8326 - val_loss: 2.4066
----- generating with seed: rymen on to the heads of the crowd below, and there
they lay sprawling about, reminding her very muc
rymen on to the heads of the crowd below, and there
they lay sprawling about, reminding her very muche soe ad the alo the some init an her tit he tarn dery ros the tat -he beid, ther as ans the she the aud the she she ale the the iight the she theu the he sas oit and the the ant lhe the ar lhe the the se the
sacing at in the weshe she soute ind aad ind ind the so as tore the toud the the the the son at ar loit an he sereis and toth id tait andte sos. hal ad als ase the welan toe ton the taris the the she the ias as a the ther rasle thas tarse ens sies and the teren whe aud sert it ager the soi
rymen on to the heads of the crowd below, and there
they lay sprawling about, reminding her very mucopb cit t ryaope
iy al touy
 shangaruj
to wund,et vumsmc!o tit yheu
ven vel!. teif m-ipibe
souv powtagmiit.s
lvoef.thzulri
she
l-aroancsa
vef b
tolhe paow tall -oofjdlag, aek! irpzeed cfyho gaivirdh torlcsos t  ias chrywinh!s  ditlao nuid ba!ir thopwrrucfdrhagon lelha, mhed zend shet.e iuv fsyree, las; ther! mf tsyenoc isf wootl, wo!car tfer wgin se droamg orestdeveav angan sha theploead thod pi hhesiugp on erad.!d gery, ae tasqirlhee sher teser!y sswtoin
doh. towha toan, qheming
phu a
leocasenl
epoch: 2 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1399s - loss: 2.3124 - val_loss: 2.1495
----- generating with seed: he said to herself. imagine her surprise, when
the white rabbit read out, at the top of his shrill l
he said to herself. imagine her surprise, when
the white rabbit read out, at the top of his shrill lote worl to the the mand ge sat so lenk the kas the sand sook the cererers so the dimagr ind the the the gonke the tore the bent the ther the warlen ind the ine sut the boged aad of the soot she fhe soute the pouke of her the sore gor the the walle bet said the mowt ald int in te souns the the the thet lerethe was the carlele couke, she mout bat ive sall the wong in and shel end pich ald mat alle the manp the konger alice wor her in to the waml sout all ale the the ind and it the gott ind to mer
he said to herself. imagine her surprise, when
the white rabbit read out, at the top of his shrill lupsim-:, suw wrougd cmis
fece sish
, ler tye weajo
tougt. dtome merergever-yn:
aspinn
cerelide, her tuys ive
puisig. wout nuth touty ildy
oo
maant tunat, tho coumtamle has!nut lmyusin
 m and;
go konn-doided.
 t irfye hett ace enly ouc.
.

co ;ken, ont alkey, sothe froyr
fwigthm vapnn:l calmiissod elotn the. ti qqker? iit? wos nleclearutvev teel.l rleoskk-d tair, an
dasdekell ald:- and whe b? thiud.

hod therkeas le ve miccaonps, lpas att ogemon ult, wicct wally; 
hy ugqhe, riter nopkl sorcahro s
epoch: 3 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1386s - loss: 2.1411 - val_loss: 2.0286
----- generating with seed: stick, running a very
little way forwards each time and a long way back, and barking hoarsely
all th
stick, running a very
little way forwards each time and a long way back, and barking hoarsely
all the pin the rasten the litt and is whe for the hand and the gadne wo langel and
cas in to he her mage and that a lert her and a thing and the mate of the bamt ald the darkly, she gas and lore the sore and the hat as the said she shat the mas the mad of he alice and as the to the sooge woud the had the whin the sale be waid a dorse in her all the sas she was said the wand the med to leot sald in a louke with of the caided and the duct waid as o the sound the bept the sous the got o tant coo hat all
stick, running a very
little way forwards each time and a long way back, and barking hoarsely
all the plich, ay us, gaik the i da! the kaoded arlyu tert, be, me-in be
vomnenpi.r
chee gome!
thans insh jils wiid thee in hiveas, we me magin-
ofly voutlidiand, the quic?, sat julk hem on she
oud ny the oneded her itge
canbroun.

tovid.

hen on ulcth! wish.

in!
wat nit? seleiny bud aly thr had wy habe ons iv healg thay he, git peat souliwl.

 srict rohe a ditc a cacir gow of choale welly?e
wamved qupavlaed
to the sat, quictle lolk sro pin, the gasr
chit in foin.

nutteene reen bat;
arp tme and here
epoch: 4 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1392s - loss: 2.0448 - val_loss: 1.9410
----- generating with seed: d got its head down, and was going to begin
again, it was very provoking to find that the hedgehog h
d got its head down, and was going to begin
again, it was very provoking to find that the hedgehog had and her roow on ch wond to the was i say orf in alice list the had think to bet the caretter, and heverthen and a doard and the cistere on the domad the dich so sise and the gat the cat a lort the butt of her the the watt mouse and the mowh found to bet on she radce the the farter, and a dout of the ranting to her sould be the rarte, and and the gad that on the the mowt it cas it the mant her the quite and alice the gat of the enout the nat in the said the wrinke would be now doul the veren n
d got its head down, and was going to begin
again, it was very provoking to find that the hedgehog hight
fof thowe oflonge whan she has if lfobs in-ee noble a ca oxy
sore, sitt yfoltenely. yiw hill totoume by brocr.

ald tull mladet, is nagpwand sage: fon o; chald,, the sooll, me
seollt! highec, al!
ofayw thet alice: she bugt af said?

cous a biwbenof whatnfos tone here wotting on theres shol
set siteu cakdiroves
haquden bimonrthing aidmoulasg-unter.

yot wolfh sith ne rantner!

fo tiplads allocg dilhen a fot aniou--!t
tho
gwise, ard hery here sas lowt pere to vase civefuld tretfaravreersu-d y
epoch: 5 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1391s - loss: 1.9761 - val_loss: 1.8809
----- generating with seed: in a low, trembling voice.

theres more evidence to come yet, please your majesty, said the white
ra
in a low, trembling voice.

theres more evidence to come yet, please your majesty, said the white
ranten, she would whe soud apaing it the pant the rarter the fartling the gast the gonge dore so ling a the mouse on tee and wert queen a a cery to the would the came.

dever fous a kent to the said sele dorn sourd shat so doand, and and the gother to get her she said a dealing the meres it the found in the deally the had a down the kong to the watt on the was the coudded and the gat a ling to she as the mousing a ting, the look the cather in you lice the pare-
what whe growh her the doon a so sha
in a low, trembling voice.

theres more evidence to come yet, please your majesty, said the white
ravsert!

quace rowf, pud, of thit mongs thouge-fingtts
the ond
a paissten!,

the himntheow,
trigel uone, said i shaid be serk
nat: a vrlyily thow? shindly gagas tunch the vean ating, soavh quite utive c.
 wome ravirg ho cnypeo cwim.

if ighs at meaa! shoue hy gatser thais the bare, alf ut,
in b0ocd klowed ale now.-
cored ofi,
-ynoul astulge!

i bhpalting the king raoctly qpaster:
futtel round hy bij:-shy hacbhet, the douxtt an: than coned of hbore-in worl of as, meol opinenjuat: deadpealn,;
fho m
epoch: 6 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1375s - loss: 1.9227 - val_loss: 1.8362
----- generating with seed: oking-glass. there was no label this time
with the words drink me, but nevertheless she uncorked it 
oking-glass. there was no label this time
with the words drink me, but nevertheless she uncorked it the could to the better hound hound so
the hen so dead an the getter the matt and of a be the mingle and her.

i could to care of the mrean the was in was his see the doon bet her simed the meal of bott all to get fol of of it was
all it and sourd so pound and the king it the hat so her sound an alling the say it the latt alice for the care to be that it was she was it sard the said the cound a greand got said the hat it has so be she wasting bat the careded and the mare be of the sone and had s
oking-glass. there was no label this time
with the words drink me, but nevertheless she uncorked it hinseegr pussance youdelaltentaenfedsy ofridee.-
nwaals twe bouy and vame the beouss, and sho eirut saig! wag bron tilk civeer enoe youvep his gidsang. os sitfen rouk, every in to herfer at wros.
at ol tert miss
fladting hoof: as the miscan.

chinking if aloce casr,
    the rom- not. the are babeer a crperned. anisgt prean abext wan the dasvo, you dayjeos if geas af aves abro oo heas tuad workef at the wame its likr her pal!!
 unsuan, wenmiguce
suldo rise, prive
ten
-cum of but impus
loke fock w
epoch: 7 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1414s - loss: 1.8716 - val_loss: 1.7869
----- generating with seed:  the door, and tried to open it; but, as
the door opened inwards, and alices elbow was pressed hard 
 the door, and tried to open it; but, as
the door opened inwards, and alices elbow was pressed hard the bett of the pise the rabtt the was to has
-a look to the dimush to the mong of the dinge, she had sead the wast that a the queer was as her the did the roret the dided the troke the marte her and the parter the think the roon the pare of the mound wend the mock tarsle, with a whith a little as the wall on the king and she cane to be the king to the groth the not, the fattle and the cater becouse and the dever wesh to rich the could the lake to the dont, hin the tinked to mutt a lattle the si
 the door, and tried to open it; but, as
the door opened inwards, and alices elbow was pressed hard ppeyver.

houdire, waid o gamet
of klall wish al. at clonts mesener note! and her
sitledbexs.

its
 in!

-
  you of blich, you wgninling cpirtk,
youn
i fon
camly, it, seime fxaple, theye.
-
 
ofeven fpried. a
rriwminnw! wise of the qpeaerro!

whith ded tane tlill.




shap sery jutcuran af like hillime:
crue tnown.
.

whyn abot ave took
mis sain theme llactled,
expion the slittse sallide! in, id o
shoightree, heppblanse. sime hat shanc hat mibken sitp at ankiols her non
vereadey and matk thittly
epoch: 8 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1390s - loss: 1.8303 - val_loss: 1.7501
----- generating with seed:  they sat down again in a ring, and
begged the mouse to tell them something more.

you promised to t
 they sat down again in a ring, and
begged the mouse to tell them something more.

you promised to the sack to be the darper the ming hasten, and the dinders pinice the grow a the could to little with the gont a little preasing and the jurts, she to see have a beat her lime the ther sees like
the cater i go not not as she then she mades as she said the know down alice the madter him shat in a gat of the better the harte of the thought on the dont of a the his of the some the could alice the smast as was eins it was a got the picher a coudded hit for it all said alice with a little she was be t
 they sat down again in a ring, and
begged the mouse to tell them something more.

you promised to that, they souddled at chy in:!

that mere whot lerixs rain bargy haspsnd!

was the buez afingionly her kgeo! walg of mat off-the
diy hradg to fpomy! sore,
dow! said. be of, soutd to fen alicy to
hears to sills nok the
gents as thag the hackep:n pecply, and co mo, deaph they ommisned
tit: chelcition abssaked she quitken:
i listlir.

oh dew the sach ismout: so more andop wolat ryoup,n
fbision, you gle on pnedten,
gaid boover;  hats be wort, shight. a whres thes imouss yoo to bied ewdrome, the-ping
epoch: 9 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1376s - loss: 1.7973 - val_loss: 1.7157
----- generating with seed:  the end of trials, there was some attempts
at applause, which was immediately suppressed by the off
 the end of trials, there was some attempts
at applause, which was immediately suppressed by the offer to see would the gatter as the ther waid, to be the dopusely said to the dabmouse its of she was a look a little the could his as so the waster to get i dont a dingly of and and at meer and looked and her as it and said the mock as the king of the head say the doon offer the rome the harters, for it alice, alice were to see the door.

wall the master on the dorgont alice some, said the look a cither, was the dortwerted on the raberar. said the could ave soing to her tome to the roume, and the
 the end of trials, there was some attempts
at applause, which was immediately suppressed by the offundnythrly
to
shooknt aivirgedl!
 frequith; soabdat,
viry marsad to she was gume feace a lisplog! tatter mimt and dove, py cantll forss to hare gird! and all elimy. 
   son:
errtones, to kage chame. taid, suming, ive houid thises her srolla.; of. she grod so    aroth--:
mesidmsny, sueded all as was! varyself.

  with bakk gango. where suyh ut and soperseddew! coubeaty on wince dignt here, to rat uicesele,!

 we eissed his tuogsting
in
if hay, and doing ampelsing, neald if ittoo, buoded atpartor 
epoch: 10 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1391s - loss: 1.7638 - val_loss: 1.6844
----- generating with seed: pened to you? tell
us all about it!

last came a little feeble, squeaking voice, thats bill, thought
pened to you? tell
us all about it!

last came a little feeble, squeaking voice, thats bill, thought in the mock turtle first had it for the hadter hadd and the king of the as little down to the cater that to the sappersed had the the hatter her, said the was, said the mock turtle on the roop of the koot, and he said alice was a larges to her looked to the caterout of the foran be the dobut of the queen! said then she was a little cate whoce pich, and the growt as as said the ratter to her for way sime, it was a the with said ruch sech the had ut was the little long to the batter how, said the
pened to you? tell
us all about it!

last came a little feeble, squeaking voice, thats bill, thought, turs cou now, ye: in wan i cas could byeen, bothing thinguhe bito just node carfmagfed harss oim leading to rite it dn wasse dowt mryan,
he
that shet was rilsed oms timely dert kives hows, if how nod at weored did:
that out of alice blong, the dich s-loou the noth,
gornhe?

time ang jull,, u
get of peeping, the risge on leald i mats hald  ncy gads ti litt? muthers so she tould dowp of
then 
 he quind--


wett a !e! hat nige exjuul, did doftion, id your toxes: agaid if spempee tone asyeoud. as 
epoch: 11 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1391s - loss: 1.7353 - val_loss: 1.6603
----- generating with seed: your knocking, the footman went on
without attending to her, if we had the door between us. for inst
your knocking, the footman went on
without attending to her, if we had the door between us. for inst as the doon, so alice was a ray a little better thought alice sound the king to the ding hight the they hear be the looked to sean all the hatter to wert on the got of the rouse that the mock turtle she there was be then her with the cating to certons and was sime the gutter, said the mock to
the doon us the ding herself, and alice cant the dong the soot with she he were frong the raed, said the mock turtle the door a courd of the queen, and the dowtrouse and all down a mayter the was to her he
your knocking, the footman went on
without attending to her, if we had the door between us. for instasce dreaeddly: she
dead that bou in! saad alice reased and thee-graan not; whace citade griwef its thisqedllo, astilloy, fner so o wall.


hill so
fullerte caplars yur in rully in pares of nope ip one thoubhnt of aly,
ayyt. a mits cimlleing and onnyed was a roor as wiy a
aly, alace feep herdons misit a trimploest:
axdive wastlied burts,
it was by vereop! or lit, you, butter a lik hean the poot.

i larirss diglys them
loall if a whratt
preant
bittle, and
therer wend make in exting anbedter.

tha
epoch: 12 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1384s - loss: 1.7069 - val_loss: 1.6281
----- generating with seed: s she
could.

the next thing was to eat the comfits: this caused some noise and
confusion, as the la
s she
could.

the next thing was to eat the comfits: this caused some noise and
confusion, as the latting the marth her first for her her fing with steetly the gryphen, and the for of the puchess.

alice said to she sood of the door off alice as the contersion, and the white for what a master that of the waster-the mock turtle of the mock her meaned the got of the gridfed at it a there and herself the coovented her for whit a little treat mouse the coot said the mock turtle fall bename in a little lattle say the mouse of the forther every the caterutisud to the diden of the was be the
hatter w
s she
could.

the next thing was to eat the comfits: this caused some noise and
confusion, as the lakce.

whack you, you dowlie be minut! her said not, said very
om, ucay aboot.

yourded one,, was the ting, what mast. yon- necelt she that poh liggle, in
jmaget
reasisud alice; and las, said alice, and saidet. alice look al fqueen
giout blitkeded gilint you went agoned.

young jutt stoidt sok tat oh, but doing noth as alice sno duzhte,
when the
gryphang went at knecotly but!

 waw yer tore, in thell the next dightllied flealle
should peat: po,
and kogn-their picht on a rafce bolled down it had j
epoch: 13 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1403s - loss: 1.6826 - val_loss: 1.6133
----- generating with seed: then ill
go round and get in at the window.

that you wont thought alice, and, after waiting till sh
then ill
go round and get in at the window.

that you wont thought alice, and, after waiting till she was of the queen of the groples was in a little gind and befouse, the duchess, and she had heard the mock turtle thing to the marther said to the dormouse to she far the dormouse of the roment.

what i should be and said the rouse so the gryphon her begon it as a master the queen to say so a think her hould and with the rook to the doct is it was the poor of the hatter again, and the some and had the dormouse to large to herself the mock turtle herself, and the little to the better to looked t
then ill
go round and get in at the window.

that you wont thought alice, and, after waiting till she live nonn riwirle wett?

alice catyle inow theag be gat there thistes ppeppinale scilec, it wsuln
herself that mone in
o lear: she ceminning.

yny steided to minu.
 it, so get my younh antifw, themr  my tumtly
justed
piens, of
that of it, ferting uvhad to omesting her very had saling pinded that, i chusbed
down hrow uton sheibed therog, theme bat any! ow dey you fnot? sut beiam! the koo been dear mirive. assinlives eles ims, thes
that
bating. if ive be to have to to groch
hiss a triling agoter
epoch: 14 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1388s - loss: 1.6599 - val_loss: 1.5918
----- generating with seed: d die.

the trial cannot proceed, said the king in a very grave voice, until
all the jurymen are bac
d die.

the trial cannot proceed, said the king in a very grave voice, until
all the jurymen are back to the patter and howed and like the mock turtle not was the was think ut and was to sreat the court.

it that with a hind in a little poor a large tone the caterpaired to the got of the cat, said the must remember--


                                                                                                                                                                                                                                                                        no to          
d die.

the trial cannot proceed, said the king in a very grave voice, until
all the jurymen are back trizkle! she truep.

that you
pabbig, to by, bajes matthes:: alsaaget belak lok
siars be, you she dreavoo-patch rus, his its he, dud, woot you now its buthing off uple, live
glycepat dein mettely, it herresiny, i looked, so then fof would for but they bun mooked never,
i murdimif, i supmlis? fou with
rneeh wo did. before her off aspen!
diding; entheintiing.

not it mlbres.

hhal it if on! i wishan then, but it in tithed they, and s in dappen
on, clests aw talrire.

aw ter in like how treamute 
epoch: 15 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1387s - loss: 1.6412 - val_loss: 1.5758
----- generating with seed: out four feet high. whoever lives
there, thought alice, itll never do to come upon them this size: w
out four feet high. whoever lives
there, thought alice, itll never do to come upon them this size: what it had near a think the trours, and the caterpared to her hadd in a duch his grept how and sound in the brest be the satter of the wasterfuriog her garden the rome to the for a little mare.

the mock turtle with a thing find she was the march the sever and the pirdon of the little same and the cat, in a srill of the think, said the queen were to the got, and the queen remarking and with for ever herself to herself, and them it stome of the pirys af it to dear to here, and alice seent of the 
out four feet high. whoever lives
there, thought alice, itll never do to come upon them this size: widlion, and to jalk at intadm.
 nor, nourt to this ssill, pnedt, forezebd choquest of herely, the diyth morents-et; said ils when
you know.

you lanving
up her voyy is hisnitel ride at how yoor the poor fult one fownd, and they was its! the taych.

yo, wend of--the
might toxtted ou or eakieg.
    couldng up: hits
fored it it
mounly yor frop!
 id and breath
a fuchrtleal,
sud than hap did into the whrooting
flap---
 ghing at: alice wisht! they hever wetes to take, lyalus--or ths ish!

now mogedget
epoch: 16 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1398s - loss: 1.6185 - val_loss: 1.5609
----- generating with seed: begins i passed by his garden.

alice did not dare to disobey, though she felt sure it would all com
begins i passed by his garden.

alice did not dare to disobey, though she felt sure it would all come of her like the
mouse to the king it was and parsed to as it is to the march hare on the time the dormouse one of she wish a look the prosess, sould the pool a catione think it so be
and and morestion at the mock turtle a lear of the canser of this sound be now, said the mock turtle as it was it was the little pay in a little day to the wored was the bear of the mabre explears a poon a little them and the mock turtle the
queen, and she cant in the reamed at the mock turtle.

when there i mean 
begins i passed by his garden.

alice did not dare to disobey, though she felt sure it would all come, astess, citing, and
resemest awatnt, and assend!
 afferted in
one a
grtping there conforsied. what intermate yuh, she deesnt like.

for inoshesr, no, said the first
mouret with a caterpitile
-and suck talted evancen, that im onit., all froh to, bybk to? shat she know? as she was you dace. suther, dly, and on, and talk, it because shan in that, i- larss like you knout, ahalice, shemness.

as sulding she talk, fus ither, i ran i know these persaba? till no mate that:
the grymhen, reak inmwenner
epoch: 17 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1389s - loss: 1.6022 - val_loss: 1.5472
----- generating with seed: .

mine is a long and a sad tale! said the mouse, turning to alice, and
sighing.

it is a long tail,
.

mine is a long and a sad tale! said the mouse, turning to alice, and
sighing.

it is a long tail, said alice, and the caterpillar could the caterpillar.

i got read the wand to he that and the hatter, said the dinge
pance with the stome the farss and said the erghans as she cane the for.

so i have to her, and said the reater said the sormer to herself, and she tain, the bege
the gryphon, and when in a dont the wat of his dort of the took remarking at its a march said the dinchess as it had to fous the hatter, and and said the queen the ding, and the best with the caterpiers; but alice thin
.

mine is a long and a sad tale! said the mouse, turning to alice, and
sighing.

it is a long tail, al over, and doe spiok took!
, by thume comare, realing the know. all butten untoint
had the like up it round fould?

it garding at whenes and
phemder the
peuch re ald every ohe. heraand
she sere think, wourd the yough a quaerdy pigsee in the march hasis.

you, in ose so, you had ream wey dare nocant us, sued sitns in is? he gat pleace abents; heand on herselle

low tumused, and hhad:
the poy thror--tle fand to st,

          tine
    !oicu--          foushersruth so it       wras she sece, fay
epoch: 18 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1412s - loss: 1.5841 - val_loss: 1.5311
----- generating with seed: 


here! cried alice, quite forgetting in the flurry of the moment how
large she had grown in the la



here! cried alice, quite forgetting in the flurry of the moment how
large she had grown in the large
his quice of the words: this the mock turtle as it all the tome, and the queen his his rabbit wonder all her had some to herself, said alice dear have was and a grow ard the queen began been in a little dince went on a there came and a little simper, and she was not me she went replied it was the gryphon was the nedter could to the becking at its might she was to herself.

the abee all the door said the rabbit, she got the caterpillar as she said to the word and she was not of the doce
befor



here! cried alice, quite forgetting in the flurry of the moment how
large she had grown in the latibes, sat
the morgem ail.

mading
felling on, the time to
crowm youre with; s i didnt hers anx andwen dled so-pouring alrief.s
toald alice swofding of alace in the duchess.

i cifte
blemshony
tiog,, said the queen,
fyen some been
, alice, said the
little rrothep aiono bljusk, alice quiite for?

there went very fell, wes! indidnt sofrumed their
lar:
sheriverde!
 loine:

wmart
pit, i near,
tuptle a tle
twote-tim-shes, she hadntly was afrersantloding in the crrisedfty.

where her better sing, and 
epoch: 19 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1396s - loss: 1.5703 - val_loss: 1.5225
----- generating with seed: .

would you tell me, said alice, a little timidly, why you are painting
those roses?

five and seve
.

would you tell me, said alice, a little timidly, why you are painting
those roses?

five and sever the mock turtle was a the some, that i cant the thing had alice was the other said the dormouse to see the began had bating, and the mock turtle whing the sook of the there going about of the little could to see the king, and the queen, and was the gryphon.

the gryphon off the cat, and the hatter in a little rabbit, the mock turtle of courte this robed the dormouse began a little offered of the been had a grow in a very a there was the dorvessess.

he mouse the mock turtle of the propines and
.

would you tell me, said alice, a little timidly, why you are painting
those roses?

five and sevee the dous, then said piveared over!

anviswined thrioks to miln beec; your ofe efe. them was alice did not? they gid birk hearh!

i what labtiged, did how very do a flides, you been otene persames the dachabler in me id sqwee, and theres could bouthel goidee groon aclipper the doven, very head ter head; by depros. washalsay? pash, i quoter! said the mock
hatf!


i dellan suppase remayk
up them couldur that she mus greving a very
just ploorslily into crcines bawlling it tree, astell his,
but she
epoch: 20 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1397s - loss: 1.5553 - val_loss: 1.5070
----- generating with seed: h--and rapped loudly at the door with his knuckles. it was opened
by another footman in livery, with
h--and rapped loudly at the door with his knuckles. it was opened
by another footman in livery, with a court of them, and
the rabbit of the bock all more that it you want with a little round to the mock turtle of the more.

what is been that she was no to the hatter would be mouse who was the mock turtle in the same to alice was to the wat down to pit how she could the caterpillar: i dear the very and asterst of the march hare. it was the court bating to her all the was said the mock turtle in a little march hare to her head to herself, in a poor and the door of a look of the first was the bot
h--and rapped loudly at the door with his knuckles. it was opened
by another footman in livery, with enearf,
conbier-i knecthen anoiget firnt-thome, and
willed so ghes how tooting
and hingieg
-gs, all it uspile,
and plavhissed. its they join alice had canger and ushing of trea, whee the eardscamps now? you had, fulvonged why if a cauked-oh--somp hied, he
 betiniin; and sheed! if, sanded was you had next bean there
was this head down but soundist likes eep nothing the wauth
doon, down to hersele?
 gene drows, and theur hase, quiftingerping seven, of the ftems! sho they coun-bys and crowidnwings
epoch: 21 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1399s - loss: 1.5416 - val_loss: 1.4966
----- generating with seed: footman seemed to think this a good opportunity for repeating his
remark, with variations. i shall s
footman seemed to think this a good opportunity for repeating his
remark, with variations. i shall see what a long to do sure and some and began the
caterpillar of the air a little was the gryphon to be a little was to see white was it was round becouse and the ding her see on the round of leart to its proting of the day of the were of the ding course said the thought alice tain again, and said the little fand of the march hare and courd all parss and said the queen.

the dormouse cas a little round as it was that had it so be and thing was a mouse, and white to be as when she was garden to do
footman seemed to think this a good opportunity for repeating his
remark, with variations. i shall say not
the witparcem loiked dow
frew i them sorr, was down cried
all for
half impat in couns there a little gat of the ing: wordo-goly.

so fam she kneve, and lluce just this!

now? you
must be see any loeght stolble. she poind to aireds:. chiine conmied: but  alk you cupee tomething
locked gis dormouse tone a louge, said so she caves haallow, and, and memat the
bice slute, as for she walking to havo!

or suther musegt
shousid? what exeliget cross: on her
.


he heart; i dont grand alice, so do 
epoch: 22 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1396s - loss: 1.5293 - val_loss: 1.4902
----- generating with seed: tting sun, and thinking of little alice and all her
wonderful adventures, till she too began dreamin
tting sun, and thinking of little alice and all her
wonderful adventures, till she too began dreaming and looked to many was what the conrsest her looked as she was now that as she was the ead of the sabble.

when the mock turtle on the come of the right and she was began and making her hand the cook to the began and began that she was no the mouse began began the courd to stor in the solden.

it was like the dormouse was great as she had began and their care all the dormouse as i should the thought the mock turtle say to be the other shat of the parss was down the conting of the wood to the t
tting sun, and thinking of little alice and all her
wonderful adventures, till she too began dreaming explake; said the got dempetine gens! wuur, you madidny,
 a little gind-i feel your lessobs:
and thought it! i mant just veecw like; i could not hust rowniuseons read thay call grow, thlich on it and glt sh aliaces
juar, juld   beave should
by thing ablabuly your tre focank ouch. low?
-o
fustion, would the kirgh toun so a lonw
woroalf de hadpay of howes, i knom, do i she no used it with must yet, said theh two thing
his fremmaded.

mus i daved decowss you wsonming
low on the sovertitimy to a w
epoch: 23 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1413s - loss: 1.5164 - val_loss: 1.4812
----- generating with seed: , come away, my dears! its high time you were all in bed!
on various pretexts they all moved off, an
, come away, my dears! its high time you were all in bed!
on various pretexts they all moved off, and the look of a cat the same was the rabbit was not be the dormouse and the pimertly and the mock turtle, and what how the word a suppent and alice cant the risher were to herself.

i dont see white can a minute was the same thing it was now it was to her herself be the dowt in the
there was a was in a should be with a much shall the dinder as it a little all the dind to be the dormouse. i dont not only quite did but the court was getting and looked and the with one and the mock turtle down at t
, come away, my dears! its high time you were all in bed!
on various pretexts they all moved off, and dust
her
phonuated to arper, and she to afned that homedrows and my we theld to at every dran nook! aly to swell. -ay i
dont talking reell one thesr by.

some
there wis least little ssely to how
the tans as! lock out. well u readly; ruch their ti tleees, he se! tuil on this
things: trats throunl turk:.

if very ray; is beamone thing pley bcouseds, and said alice-.


never suvisty. who fadst well yer, and say
the hatter, in wonsed in a seol camble!

i devoner read soven novire house. ad i pey  
epoch: 24 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1406s - loss: 1.5040 - val_loss: 1.4749
----- generating with seed: ng!

oh, as to the whiting, said the mock turtle, they--youve seen them,
of course?

yes, said alice
ng!

oh, as to the whiting, said the mock turtle, they--youve seen them,
of course?

yes, said alice was the piry on the doy fand to be the last of the mouse and the kear she was not in the little carter to the look fact and the began and had grown and alice a grown the for thing which said the gryphon.

the king said to she had not the march hare way of the leave soon as she as she was goed to say the parchess of the hatter. she had not as it dad she way the king to herself to the door and the toor and she began to the distain.

of course it was round to so lice the dormouse found a little th
ng!

oh, as to the whiting, said the mock turtle, they--youve seen them,
of course?

yes, said alice.

its tomeeot, she bobe, we round hearg wash
i cat-in, see thuighted, and make off the ise, the poolf grow therughhed ancimste. for a cany-ore thought alice shall said the queen head.

on durhed it:
and you wenker oin whone and wials fow
the
kibe, shreaxt!,
o in
the drep in
caurph. no fout very bes that pileed to
be fur.

i stull interput balare, speek again, whe large she up fasten in all sown the mouse or this:e
call of sell its, made over thrisk
it to
eent of his peatrous mojart that lide ue
epoch: 25 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1390s - loss: 1.4963 - val_loss: 1.4634
----- generating with seed: g, youre
looking for eggs, i know that well enough; and what does it matter to me
whether youre a li
g, youre
looking for eggs, i know that well enough; and what does it matter to me
whether youre a little leave it as the mock turtle were down a his had to get in the again.

the dormouse to see the door, thought the mock turtle. i should thought to the march hare to herself, the mock turtle in a tire of the ever on the dormouse as she with the poor a little with it was bling as it was the began of the tole of the hatter was to do for his gone, and she was got and the other, i mad not even seemed to to get to be the hatter is had not, and she had not the rabbit was a soon of aping on the mouse
g, youre
looking for eggs, i know that well enough; and what does it matter to me
whether youre a little but--eighfly?
 no;,
and her, bevarmanly
good trigeing
romen inttarring, curious their. she
woods:
you?
 ,hastiened and - the
wobd as beginnsely cansion teo, no
round-not, said alice and closs of
himked to very alt, were shrill.

they beant she know, littered into other sain, of her soondnony, so sicc chocudded
belachs. the mouse, you know? with, whith she had
naw bling you could pean her was, said
weal the got.
aid you a sial in hind say, i had sone. the querny
terieucly; and prariening she
epoch: 26 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1400s - loss: 1.4842 - val_loss: 1.4568
----- generating with seed: places! shouted the queen in a voice of thunder, and
people began running about in all directions, t
places! shouted the queen in a voice of thunder, and
people began running about in all directions, the king rabbit and alice was the thought the mock turtle, and the hatter took the first of the other rabbit.

she head a bard said to herself, and the dormouse was in a confusion thing of the pirfol, and was more that, what more the gryphon.

i mad in the pigsont of the last of the took alice and the mock turtle.

i than what in a little things and alice carsing to herself and she was not in a sunded in the beginn the than in a low of the little plies.

what i all as she said to go be the little
places! shouted the queen in a voice of thunder, and
people began running about in all directions, that she
herself. that! the lootde or coure-

! proased all she it was bixic.s dad! so alice
beckots most.

i hasting as bneidily whut rich cat poon and alice; for outcey had sow its very looking and one store
began lurge that she grown.

exmarsud tai got to sixteding
to alice. she cave
the
womlt of little, and thats hat might efberevere whodes all the crmeims.

thats all all jock it
did dow
ond of the parment of, you kdog aws it duce.

sye that she had puttenange affisud, as was cried to getile

epoch: 27 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1407s - loss: 1.4761 - val_loss: 1.4548
----- generating with seed: y, and the jury eagerly
wrote down all three dates on their slates, and then added them up, and
redu
y, and the jury eagerly
wrote down all three dates on their slates, and then added them up, and
redush, the foot had bean and the begs to be so would be a the mouse of the words see and made a should said alice, which said the white rabbit things all the gryphon and she was could said to the the sappening all the try the queen, and the court be a little sithing to the bate say to whith her to be the queen was a with hard, and the putter of the the time, and said the king said to the cat of the becturide of the door and she was like a grown the duchess tain.

i dont be no the other and a little
y, and the jury eagerly
wrote down all three dates on their slates, and then added them up, and
reduled.

wheres much andelseide,
for your hersuld.

who dan! i couldnt begin ofied the dirty? but no loss, af a word with

  say, with
an-stlended upft.

here! now
said the rathher doinget so puc! they would
turtly at seeprear somesning in
thay is mound tecken, and either very down at alice, who only stime for secp soms that at.
if
i shouken little
chears not bit.

went it was virdly llays! the dirhrass.




 pan her    wouldnt
pair.
if and galding gos
fasify? alice;
indeover eed had go, the hadd o
epoch: 28 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1397s - loss: 1.4682 - val_loss: 1.4478
----- generating with seed: was neither more nor less than a pig, and she
felt that it would be quite absurd for her to carry it
was neither more nor less than a pig, and she
felt that it would be quite absurd for her to carry it were she had not made any in the door lang at a little parterarle all the door was the right one one of the twink a low way in the same the door of the shind to a bit as a poon that the hatter, said the mock turtle was gowen all alice was a very said so frow confurion to her for the door of the words all like the their had not stonfing to have one of the gryphon.

and the hatter to the singer and was to a crowd one of the shout of the
tame the shame with her hand so she dear she had some with a
was neither more nor less than a pig, and she
felt that it would be quite absurd for her to carry it now as then in a much good who,
the
haddenermous. whme her foul wish the xobsttont re scame with
iok.

i lastion remember.

and she ceess to hid tlit, she could for it like!

oh! i came jurting rray! which he been
far heard, said the shere, ig.

the frow doun think therree and come a walver fitterem fot you knew hatpee, said ad
importunt-the set, thans ah, he was a long, in a-guldonens added qoien i pugkle: runtles if
the pool seel cried when
said the dormouse! she tnou tuon, seed the wall got 
epoch: 29 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1410s - loss: 1.4548 - val_loss: 1.4423
----- generating with seed: 
was so large a house, that she did not like to go nearer till she had
nibbled some more of the left

was so large a house, that she did not like to go nearer till she had
nibbled some more of the left as she went on say the poor affearing the batter.

the executed of the march hare was down to feel the hatter.

i cant be sure a little as the mouse, and the seat confusit of the pister.

it as she was a little surd as she had been so thing that it was to herself and she had beal the mock turtle af
and the than what they was the bings was garden, and the queen, the march hare was a bateres to going to see, and the mock turtle going and the mock turtle of the king to make the baby, and the prase

was so large a house, that she did not like to go nearer till she had
nibbled some more of the left, surding, you convinargally again,
walking surpling onlles?

being you grow affenight? when what,
rroaps, fol!
-ind the this, ats visise said, you dides,
sidning
it. do:, what was quite a marth sh. ard they arung
noresly. some to st es. she had undboughs; among puining their
faleds tail no tife a dlevar, chanded up ame fast.

who mades shes turning and thing, unday wag: the mavel sare? his time, and she kid sleag! i condousiged at treebony very--liuped his afcen, alice gave ptay, said the coxd 
epoch: 30 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1415s - loss: 1.4467 - val_loss: 1.4328
----- generating with seed:  said nothing; she had sat down with her face in her hands,
wondering if anything would ever happen 
 said nothing; she had sat down with her face in her hands,
wondering if anything would ever happen it, said alice.

over the soor, sit it was the poor of the time the seal had got the hatter, and
she had not the caterpillar, and the queen was got and had put of the mock turtle. in a came that it was a little bair a little thing it was to herself, that it was a long of as it was the next of the eary was in a little thing as she was to must go used to see the dareent of the bory of a bear of the dormouse with her hard what it was so as she had no is she began it was in a little white said, it w
 said nothing; she had sat down with her face in her hands,
wondering if anything would ever happen malk.

is became: said she sidely at hears, and seenirs and.

is hadd take raed-to see, would be a
whing
pirsons long vove
noom kfoll us, oot he owf a swuld! thought the queen his yettime for stape.

fnex ryuntbyy; thats more of
yrum now, of
soge
a could habne steragh.

ge

as begbonily to pas. ifpich you! s queen quite nithling, which
would be nersuburs, and began tattings downnis:--

    sore, you mustw trap eisher; you she had as do nebtly.

aim siuply knever
them!

last besorde did, when ime
epoch: 31 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1405s - loss: 1.4429 - val_loss: 1.4288
----- generating with seed: er
things happening. while she was looking at the place where it had been,
it suddenly appeared agai
er
things happening. while she was looking at the place where it had been,
it suddenly appeared again. and she was down that all the jury of the hatter.

the caterpillar.

alice began before the other seak, and the gryphon.

i should not over the stold be a very wind on a rabbit as she was began to say the gryphon seemed to the right round so nite and seemed to gat on the poor his time the try off with a were were and her fool of her that she went on, the duchess
was the best began the much care and the queen was think all all the dormouse, and great the borth said to me the mock turtle. i don
er
things happening. while she was looking at the place where it had been,
it suddenly appeared again, yeunfy. into did the very wirlt gone.

so have last but much probming to hershlicelf, could will the lloso, as ill being the same walking
youre
fear at a roment something of no, sig in the figh.

well, thought the sithon carily that their glisnt spoke, and
tounded, in then the
boot sobese--that make?

pig
they, thought alice coplarsati-now to clows.

which he asks fong courting you
try off and
hureing say age she ymunfing on this mind kepcuderal whing how seems.

this she like o
she haw only 
epoch: 32 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1427s - loss: 1.4330 - val_loss: 1.4225
----- generating with seed: ver! and they all crowded
round it, panting, and asking, but who has won?

this question the dodo co
ver! and they all crowded
round it, panting, and asking, but who has won?

this question the dodo conest.

we was soet to the gryphon, and she was pasced at the jurymen of the some of the tome.

i must be seemed to the triem was a moment in the caticuled of the tree with a bound and the poor was of seemed to herself to chings the birds who she went on a little bitsle sours to see alice was a long as well be a little say in the more the butter of the trough heard up and the bangs to alice, and the rabbit going to herself to her for a forgesticly say im a little she was not could alice who the e
ver! and they all crowded
round it, panting, and asking, but who has won?

this question the dodo convss, ohes, the famtise
with: lelt fagption, reptied the, i rould have and begin, it mous alocale first fvose, lyett, so contouy stwiek he poifber on thimis,, as she oblens, ive
had been: but
and more
dindle.

hely. if ho must yout! by shari all begwere said pool af you haw im not the gryphon.

any at a well ix of whre! that it pat it?
  
  
 ce
kee! they? so peet! the lorked
duveich! alice rabbit, said alice. dormoude at a yingss, as see betire; she said.

of you, sid my, in, fett ploce but to 
epoch: 33 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1417s - loss: 1.4270 - val_loss: 1.4191
----- generating with seed: op!
   soo--oop of the e--e--evening,
     beautiful, beauti--ful soup!

chorus again! cried the gry
op!
   soo--oop of the e--e--evening,
     beautiful, beauti--ful soup!

chorus again! cried the gryphon, and the while thing then the mock turtle of the procession when the poor little thing was think the queen, and said the mock turtle confusion, said the doce of the white rabbit took the same beginning to get something that she was for the court.

the mock turtle of the same of the gryphon.

the hatter is the queen, and she found the gryphon and a word, and she said, and the dormouse of the gryphon and she was a little gind it singing that she thing be the mock turtle pleased her see, and t
op!
   soo--oop of the e--e--evening,
     beautiful, beauti--ful soup!

chorus again! cried the gryphon sharth crocatinger so
dial in replate, but wet, waiting of the pilly pobstes.

sithing him because of a butteld
hat, gutnitcaucalcuning frow the very
reppoid you-say, all the next might: had fieceiid, was
boding the hutue. itweveed saming at
tray, when
yel of
queen,
le you will and so  now him toling thisk was that allm up alace it was id i dean youre wres highed peaple down through her grtog the puzzing so-nog.

ive doits varessing you, twinkling to remate cit usont into herself, i
id, as 
epoch: 34 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1415s - loss: 1.4199 - val_loss: 1.4148
----- generating with seed: ou liked.

is that the way you manage? alice asked.

the hatter shook his head mournfully. not i! he
ou liked.

is that the way you manage? alice asked.

the hatter shook his head mournfully. not i! he said the queen as it was her for the same to herself, and for the little mary and the rabbit of the mock turtle, and the mock turtle of the crowded to have to be a very looked at her,
she like the rabbit of the gryphon, and the took said, and the very much pleased how
the rabbit about and the words and the hatter crowd at what it a long about eas heard all the cat, the march hare was so the other had and the pigeon and was no at the words and the words to herself, the king was to herself that t
ou liked.

is that the way you manage? alice asked.

the hatter shook his head mournfully. not i! he bege, you go and my
deep on if alice houd-bit; but! she cent into that!

genest willos sho
aisifus! with you done, well my large, seemed to be? and the queen risneagers! sumpening, will up to amas sermove question mcar, of so it: i had, said alice.

her fich. ive gunnt difuod to duchs
nhroudd the jinsce, too beger abeastagly, browe fall. i grywheted! went
tacn, them oinch about
of mook entingingfsiut! wolling it to herself some the white robbit
and last rushing or
meaning the dormouse, seeh! in
epoch: 35 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1412s - loss: 1.4141 - val_loss: 1.4102
----- generating with seed: ice very humbly: you had got to the fifth
bend, i think?

i had not! cried the mouse, sharply and ve
ice very humbly: you had got to the fifth
bend, i think?

i had not! cried the mouse, sharply and very done, and whith said to herself, and the hatter was to see the look.

then up the hatter.

why you cant go be a little now of the little time, and the door like the door and made that poor the things should go as it made out the gryphon, and even the and in a little bit.

the queen was some of the trees of the last went of the trouth, and she was only a bear in the court, so she seemed to herself, convineen one shing all the white remained and said, what is all as in a voice with the thing se
ice very humbly: you had got to the fifth
bend, i think?

i had not! cried the mouse, sharply and very
rush, he came. alice had
fif
round to her is had. it took
up non said the
ter--on everyfel that here, and  live haf feptaarred never our tonered the chrizes, diod? when
i used that at heard to streamped serpenw,!

i know off.

thenre dad! i dont know my sutpeace,
but--no, dont wentiog?
 a cat she, find you pames ding criod off into i do turglas othand how? whatle there went her- voice thams a day to do sno, could hels before
a memon himbning desply at she adver, on her.

 mouse, i; advanthtin
epoch: 36 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1423s - loss: 1.4063 - val_loss: 1.4085
----- generating with seed: er asked triumphantly.

alice did not quite know what to say to this: so she helped herself
to some 
er asked triumphantly.

alice did not quite know what to say to this: so she helped herself
to some some could
not strook of the could before it would have to the other near.

alice kear her head to do stee of the tree of the tryee a little right to be the queen heard in a mouse and the party of the bright and the same began.

it was very grow, and she went on all the door off and the rabbit was a sighing and the one of the poor of the words! the king in a little
shouted been the egreat of the march hare was thing i have to do rand the mouse was no down and say in the court, and for the words 
er asked triumphantly.

alice did not quite know what to say to this: so she helped herself
to some very shortured aod, and quite nither ovoiel
adeag: i were white. ave, said the har hand whein
alwreichuss braps because! so she had to
feepined up at crysino; sumpreaded, she
have grown to the rigetteligs, and
the browfess of abut saties, after leading--
ont about that   i sham, as she said the
crose.

a donw at mamy that im said the gryphon said woild a happened, it ton s was in a jurce-im wusing
befunged as the caterpillar. nith any turned sont, that me quite im far
chansey riancrios; and a  w
epoch: 37 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1407s - loss: 1.4015 - val_loss: 1.4085
----- generating with seed: eeze, were the cook, and a large cat which was sitting on
the hearth and grinning from ear to ear.


eeze, were the cook, and a large cat which was sitting on
the hearth and grinning from ear to ear.

alice made out the gryphon, and the poor of the mock turtle silence and the gryphon.

it was no more the try with the batter--and, said the mouse was looking at the pigeon, said the gryphon and the dormouse, and she know was what a great rate that would be a little and a can, the mock turtle began put the hatter.

how she said to the chinner of the trouble to the thought alice could not going to the mock turtle in the same to the caterpillar of it on the door and she would have the poor that wou
eeze, were the cook, and a large cat which was sitting on
the hearth and grinning from ear to ear.

then thats from it bearad him down again, the bottle, the fnoor
had never-led one the large alice did blaster, was exptmindive over hid fitt, what crindy.

its you! said the wishing meelic: over the mustrouce,
no mouse deenth i the hadded, duoused, pur appimessy, yet, and sholl then in o remark. long theer how long. its get sucpest: you know. thats the diangcht at the ofter withef with other thing, your
incar: in hand!

shr i looked up to rud frow down this; and their bar s with theirs.

from in
epoch: 38 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1417s - loss: 1.3912 - val_loss: 1.4027
----- generating with seed: e? which
was the first sentence in her french lesson-book. the mouse gave a
sudden leap out of the w
e? which
was the first sentence in her french lesson-book. the mouse gave a
sudden leap out of the want-howe, which was the hatter.

the mock turtle is it ran it so much a thing i think the dormouse to
say the round of the three down and alrow with the look--the dormouse was thing in the jury with the toot
the mouse drown and more that she got the king said, and alice voice, the mock turtle was i think be a little bits carking at the gryphon.

the mouse was the shrill
with the mock turtle.

i should be sure they were all the butter, and when they is a grown to herself, said the hatter had been
e? which
was the first sentence in her french lesson-book. the mouse gave a
sudden leap out of the world and got forfued, she badk to you white no ying
besant fyrurher sigting up in a very for found.

amont sta verd
homsein to what is it befulled ancreatice, alice sudsed forgind the lean, trang going her very grgesteds so done, re, my pac;
they? you mage looked camerul! but it?
 read their heard into do how not imed she peppreds and they down the romain of 
 their anvecops on the pockinf till-eng, hrywing or fifced cuse, the lay--of id arresting, and paczes of
curious ey.

said the queen. enou
epoch: 39 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1408s - loss: 1.3909 - val_loss: 1.3992
----- generating with seed: hen it chuckled. what fun! said the gryphon,
half to itself, half to alice.

what is the fun? said a
hen it chuckled. what fun! said the gryphon,
half to itself, half to alice.

what is the fun? said alice.

the queen said to her and butter and find of the trees had not on the trees to the poor of the pastle say in a whole went on the other of sight should said to herself the mock turtle.

i dont know the look and the other, and said to herself, and was so she had to have it of the jurymen
in a most to soll not, and then it papper a bit, who said to herself, and the same were
thought they all make of the trough had been say in the hatter, and went on the door said to herself some with his pla
hen it chuckled. what fun! said the gryphon,
half to itself, half to alice.

what is the fun? said alice to han
in some-lesean
as grys to raill in a little gact, pye other-tist say, you mo it like. oo youd garshen: you croudd-- that she said now in
ago pormoush, little his tre sighy:.

only were its righee.
however, timenth the atch notice futtarple and she whitge looked to, alice stold.
shis look him have withee baw-hom
bang youre.

be! be little soons geing!
 rich, you make the marchs guch.

explace. i should be nere!

pifeinainst-jaaring.

itn found thists.

would you? with fustyed a grytch
epoch: 40 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1423s - loss: 1.3826 - val_loss: 1.4004
----- generating with seed:  not dare to laugh; and, as she could not think of anything
to say, she simply bowed, and took the t
 not dare to laugh; and, as she could not think of anything
to say, she simply bowed, and took the time the executioner.

what is the court was got to its feel at the mook in the queen colder a will be have one of the white rabbit thing as alice said to herself and alice dont the jury of the direction in me to the court.

the king was so she had much got in my had become of the sirsle. not on a great rephain as it side of her head she had gloves the latter of her sharp in the first of the two all the door, and the queen going time at the poor as she had been about the pictures had never had lo
 not dare to laugh; and, as she could not think of anything
to say, she simply bowed, and took the told on right
spee eidy at imsiof an
egreotrows murn the bat
camill, round ever to the queans rriech,
there--a roow and, pup all, ifme wiphed your fapct bute? as and
very. oh! shathing voice more curerals
juch any; and she whone would reach him, in the mont whicking.

he though timelo calling you cur, the stel moked fors:-nottoucel of hjoke
the gordon remine to malk to her.

orose--he with anomyive evice. amy you didaning in frof
of large began. to her parion, certmeallys, skemund what have
heaki
epoch: 41 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1429s - loss: 1.3807 - val_loss: 1.3923
----- generating with seed: se, and the sounds will take care of
themselves.

how fond she is of finding morals in things! alice
se, and the sounds will take care of
themselves.

how fond she is of finding morals in things! alice thought the king; and the mock turtle said would not cound of the trees to do so little of the more as it was got any dear what im was the court, and was not on the somerthing and said, and when i had no the little good of the batter.

why they was not at a more to ever bean it, and the queen, and the botton of the
batter was a little gill not the door as the gryphon.

alice trought the rocarting to herself of the gryphon: the gryphon were saying about her his sitecned and hand and the reason o
se, and the sounds will take care of
themselves.

how fond she is of finding morals in things! alice uncouss,   to steal the too wish-
faid, at sispeusadts
sarirly used it-hed cometrire.

the reasont they chouride to long rabbit, the sabtions, and atche of others at it pepping you to the for driedd
of frecsugh, as me caul, manich, and paid, but that wases enjurd up no say. she pounded any may, gut, said alice.

all, do nament, in me, hill such with? alice, are thought, and down, why,
and shrink in
enquodily, down their farussed, awich torgen enturuted remarked: was ogcantly englily, and
they
u
epoch: 42 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1411s - loss: 1.3741 - val_loss: 1.3888
----- generating with seed: in with the bread-knife.

the march hare took the watch and looked at it gloomily: then he dipped
it
in with the bread-knife.

the march hare took the watch and looked at it gloomily: then he dipped
it was at a great rutting to in the butter, and what she was no read of the look of the than croquet of the crowden of the door: and alice said to the other nearly in the gryphon she took down of the gryphon.

i wonder the dormouse of the stard--                                  
  
                                                                
                                                      
                            


           
             
        
                                
in with the bread-knife.

the march hare took the watch and looked at it gloomily: then he dipped
its doture all overe.

  shog her litulg ever stails was
oo much cqsite!.

this to have i twinklensting all the iss spealy outiculs.

me on she soon consinantly sighmd with. soen engandeds, in in at it, nrresting to-hear.
 i cried at them half! in so fant at wait
aspiouscap if the shake, were boisted!

i dont know.

for at
over no right with their fon her inmisting, and the little dey.

i ar.

if repeataw. it her it, givions, and thats the ruch ell of grown en their mughs afliscelf, whose coming t
epoch: 43 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1430s - loss: 1.3675 - val_loss: 1.3851
----- generating with seed: side will make you
grow shorter.

one side of what? the other side of what? thought alice to herself
side will make you
grow shorter.

one side of what? the other side of what? thought alice to herself, the dormouse replied to the door that it said and eagerly.

i dont think it was with the court.

would have your majesty, said the mock turtle say to like to to the began and make in a long that it all the with
off and side of the same of a book of the sort, and the mouse, as the little great curious the come of the march hare indo the words rather all the mouse as the rabbit came the rabbit of the jury-begs was in
a little gill the rabbit got to queen the mistrouped with the been, i can have 
side will make you
grow shorter.

one side of what? the other side of what? thought alice to herself, not--altee.

why if you was sughing i quite whought; even she word to sthe corching: nobuger timed all the little parple. cried alice, the
gryphon:
onige theres a latter babeery,, you know. said the duchess; but bling hims, and paun
get, but the catersly.

bean at with their mrists pick indeed curioner pack, but looking platy, tried hore hat got awis
tast off.
now, sit pleased them! but the pigton hand a very ar their looked her sed all right---
foun ineoney! no, said the caterpillar.

el, tak
epoch: 44 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1431s - loss: 1.3629 - val_loss: 1.3850
----- generating with seed: ry of the
accident, all except the lizard, who seemed too much overcome to do
anything but sit with 
ry of the
accident, all except the lizard, who seemed too much overcome to do
anything but sit with the thing all confusion it as she was a snear little shind and said, and more so but the king and the white rabbit said, what if she trough the right shoumed a little time, and the poor and have been that is a very called of the thought in the rabbit of the words and the propers of the time, said alice, who was a great with say the poor little some, who was a care, the hatter was beating to the same beling to see it was so its all the crowded of the suppes of the thing it was a good at the try o
ry of the
accident, all except the lizard, who seemed too much overcome to do
anything but sit with bucks dombors, you see.

have that rook, alice vadinely: and fropponity putt once on this were bare, about more dortrouse of them, lens more a dith thats lartre, of course, you knog-cokly, on an inkent, you know, matter its
way
to doman
houn, that never to sno, for like queen, time,
aming please that he said to she puttesing, so wlate!

never, said he alsed at lyucal--fetter! the ploper indeer! and ive jumar bires on. she lived fininusey then be ago befver themrasse hours! at a sh, old he walk m
epoch: 45 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1420s - loss: 1.3585 - val_loss: 1.3820
----- generating with seed: she ran. how
surprised hell be when he finds out who i am! but id better take him
his fan and gloves
she ran. how
surprised hell be when he finds out who i am! but id better take him
his fan and gloves again, and the nothing of the poor and the thought
its to the gryphon.

i think! do you know come or and the queen. what a surrep of its remarked her she cand and got into the same the days was so thing the same thing the queen leager to the king was so thing it was not a parts to bals, said the king going
and rather timed so reportened to parsing the gryphon.

then it as it a little little began again, and alice was for and make so it, and looked at once her are the thought in a poor under whe
she ran. how
surprised hell be when he finds out who i am! but id better take him
his fan and gloves it-bitders, she got by, with the ind housed nobmer.

your aminat think
the queen of her speakly as im
ter,

half comwer no reamout, in comble in?
 i tall his frby-dre.

that i chand? dereat what the sinder.

cigy to next over? she was
leaston as she par lergursy about here as soot, its rad with
drwighting
hards in prashyed. shall ggowen they winden from the pizech thoightfon. im--a
pupiom you pepting
crimmun, its a basrowculped in with you,
up lears: stin they said, and ponseally last jurty--i 
epoch: 46 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1428s - loss: 1.3551 - val_loss: 1.3811
----- generating with seed: e baby grunted again, and alice looked very anxiously into its face to
see what was the matter with 
e baby grunted again, and alice looked very anxiously into its face to
see what was the matter with her sed to gand the bank and she would be after that she had somebody said to herself, the mock turtle said and made a replied to the for simple dind her seen of grown to make a queen, and alice was good and the moral of the poor was trying to herself, what they were or a little began with the door, and the mock turtle his plase to the caterpillar had and her first to be the window to see it and said to herself, down it at the last in a little did and the mock turtle sounded to be and marked in 
e baby grunted again, and alice looked very anxiously into its face to
see what was the matter with one offed of some.

!
o do two minute to spead to get into the gryphon, that! her he did sold pessid to dinfing haved up  that for some bexad-cobptisting
remvenged; said alice, said old this:--how dont ventiar a thought sengeughthbally. just with mayt in right! and her spike, it all me. then up again, to peal it eyem ever elle the hall.
ray oh dywhains, if it wont bet got, if seemver like a shour. ov, would grasning a caurced of thepplreasing sone, witi? thought the gryphon she had a snright!

p
epoch: 47 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1426s - loss: 1.3497 - val_loss: 1.3868
----- generating with seed: en im angry. therefore im mad.

i call it purring, not growling, said alice.

call it what you like,
en im angry. therefore im mad.

i call it purring, not growling, said alice.

call it what you like, said the dormouse, but you know, and the mock turtle soon of the mock turtle did not the white real of the poor half so come of the same as she said to his sort of the gryphon, the mock turtle said: but the mock turtle rabbit up and the gryphon.

i wonder to see what i was a forget with a very shorid at the gryphon.

when i can see the king and she down all the sea, and the reason and the door for the thing was to the got and the caterpillar.

i dont know what i shall heard her the dormouse was
en im angry. therefore im mad.

i call it purring, not growling, said alice.

call it what you like, thought alice, the got looking up and the other
a precel.

she fir, that lojsen to peacet: i sig; abont near the court: fillly
in mich, haves the frotrous blow to the bottins with    mock tont; back think go.

which
here you spajesin it!

alice
like pow its mut on? amrem.

the voodess of confsensh.

told heard of thig, pusying soot! said the madce poon
craading to
aling.

that there wave for, and a mock turtle went of began gow chow-and
which
carried
xerstedny to get
down it, tha great higprian
epoch: 48 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1433s - loss: 1.3407 - val_loss: 1.3797
----- generating with seed:  like that! said alice to herself,
rather sharply; i advise you to leave off this minute! she genera
 like that! said alice to herself,
rather sharply; i advise you to leave off this minute! she generally to the three was a minute of the court of the bit, and the trought to the poor hand of the waithter of the trees to the gryphon.

i dont know it some with the white rabbit said to the cross, and she had the gryphon she had not looked my under the showle say at her foot.

it was a look of the little silent and the that to do that it was a little coming to the jury, and alice had been and began, said the king, and the mock turtle of the the words with the right as well as a read that it said t
 like that! said alice to herself,
rather sharply; i advise you to leave off this minute! she general, she got but the hatter in: i
usoughy all.

about at the duchats--and but taking she late incu. on;
whall is her day, with such terss hard.

you my
cfiered: she said when again!

 i welnnt nobus, wus whens alice:-
the quean
silent.

tell you ying is!

she in turily, now
it labely to keem dedsing!
  on his going, said when alice; yes is aw an heard the queen is the good tarning
me
nowring him sonist sig hong, which wure als what gatter. said alice, and you walk to good
-find unstarto--and the h
epoch: 49 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1492s - loss: 1.3420 - val_loss: 1.3771
----- generating with seed: y:
    the knave of hearts, he stole those tarts,
      and took them quite away!

consider your ver
y:
    the knave of hearts, he stole those tarts,
      and took them quite away!

consider your very much the from of march her for when she thought the hatter. what i can said the mock turtle could not care of her see, thats the hatter quite to have anghing said to the white real but the mock turtle.

when it was the words like the chomerons to see it, and not in the duchess of the court.

i heard the best not, and alice replied to see
the king to herself with the look of the took was shoulder of the white rabbit of the court, and said to the thone of the too, the mouse had been bean the sou
y:
    the knave of hearts, he stole those tarts,
      and took them quite away!

consider your very loge. but were youre she in conflace is f!le persae of her feem
fher one krywlets on it lize
iged,
her king with
her.

the dormouse, srall him
aret litple becairs,
said ther, and all i do onrerly, it is selelis somether, yive i to so feot: it ive said to be a creaviun;n-bo tone rapping. she showling down the everrick silence nowing
hought again, sa as the weye to
see bowcere, a contingertt quite suple deims wordes in it, she spogled bradg, alice. i heve flea? even which harntite her doob, took
epoch: 50 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1445s - loss: 1.3355 - val_loss: 1.3749
----- generating with seed: youre trying to
invent something!

i--im a little girl, said alice, rather doubtfully, as she rememb
youre trying to
invent something!

i--im a little girl, said alice, rather doubtfully, as she remembered looking to the first thing to herself the queen, and some some minutes and play, which
was to herself, and then a march hare said this to the well condised of the way of the rabbit was the other seemed to the poor and the door and she was so from the words all the sand for her little day, and said to herself.

he deninaarly the queen.

it was the queen, and then was she was so thing to last and had been a little in a cook with the roof its argument of the bott to have cant much of the look,
youre trying to
invent something!

i--im a little girl, said alice, rather doubtfully, as she remembered now. a fout
atanf, said the directed yor
moutes: everrally with the leaves: i suppoated twry
or sowding,
and
ill gif huphet it, the foot! you must be bill- quite sound all kinkseef, hinn
much what! he vireding a likil.


me prinucinging its round
to fix! and criened!

alice gatter meing it! she was wall stol
nerides
what alice said, i wonder--

the rawe! whe she loudbting pairelld grew umnery
the other? i should
not, remembered all grywhin danch, did the must? said the queen. the thought of
epoch: 51 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1413s - loss: 1.3315 - val_loss: 1.3756
----- generating with seed: about it. the jury all looked puzzled.

he must have imitated somebody elses hand, said the king. th
about it. the jury all looked puzzled.

he must have imitated somebody elses hand, said the king. the mock turtle came and for and a both and the mock turtle. its a little glow.

i should think it was a contwant to be no one, said the mock turtle about it, and the mock
turtle to herself, i should be like the dormouse rantled and crowded to say he said, and she was
so an a very crowdeners dear! the king of the white rabbit as she was so thing i was fell as she had just as seemed to me so thing i shall see the mock turtle spileed to herself, the mock turtle, the queen seemed to a long head clear
about it. the jury all looked puzzled.

he must have imitated somebody elses hand, said the king. the, fenty.

you know, said the caterpillees--tankiad!

nop she said to her .e and on be-that soor felt by
he itse is a crild when
sime.

that theres half
remark,
and moge yeve the brind hear down sent into a viry
out tair! doing you jurting in her hano the y mowl, but i
wanted pix! the ouguglp-bwats offended, and alice heages, when, i was, said the words, im narsidg the knat, under telis.
 hoo did! you muntte mine, sit me; in chantled
but a kupt of your like
away! he reary dyin fron who air me to
epoch: 52 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1427s - loss: 1.3297 - val_loss: 1.3727
----- generating with seed: 




chapter vi. pig and pepper

for a minute or two she stood looking at the house, and wondering w





chapter vi. pig and pepper

for a minute or two she stood looking at the house, and wondering what a low lead a little was to think the dong, and she thought the mock turtle took the first two word of it, and she said to the bottops after the other, and the queen.

there was the hatter turned and them, said the king to the rabbit was so the court. alice as a could be again, and alice was only in a book, and then it was the little sort.

the mock turtle had for a little court. said the dodo said, and for a little grist the door and said to herself to alice, continued the hatter, she
was in





chapter vi. pig and pepper

for a minute or two she stood looking at the house, and wondering what a freathef of a spee:, now the roought on your on the egh and
siny her, ir as see
when i had out as everything to hale was
zeastair,
:

you do you mile a smatily of ite use ir to
the life to
for and a hird hild and the bods
sleard possat.

was said, uple
sizing, out of it arm at a wind,
what
she ugh could back buceices;
said called a lordes.

you know. said the direction; af its or tairs the broves of littins the firhot a my, in dhant to go everybo oprowned. conviseor, usling parsing a king 
epoch: 53 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1428s - loss: 1.3260 - val_loss: 1.3711
----- generating with seed: fire, and at once set to work throwing everything within her reach at
the duchess and the baby--the 
fire, and at once set to work throwing everything within her reach at
the duchess and the baby--the mouse, who only she was said to the direction, and the hatter was good direst, why so alice was dear who she was got up the poor come on the forgan was before the mock turtle beginning to herself speaking in a very march hare was it wont to for, and the right as she was beginning her head on a little somerate of a suppecas in the words: the mock turtle bat a walk of the door and the moral of the queen to the poor and the mock turtle was a little court, and alice was saying and said the king, and
fire, and at once set to work throwing everything within her reach at
the duchess and the baby--the birds!
aet a leave frean-desm. if very kind at
wo--so use they ive loan, lowning myucon? you ansich to fand of seeped. its repeated. tufped a onh
istill.

they went murgred come trial in the soan-, she seemed in mead. why?

ut mine will
veirent the darmgh, and unlays youre, among meer
went ssout
if away devendly, it was, and the pigeon: reacling a  at, whothever, said alice, what my blead, flares,
shartsely in a ray of the growver matker broke out, becaws! whye seemed to one of cig, his i golden
epoch: 54 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1435s - loss: 1.3235 - val_loss: 1.3679
----- generating with seed: an, as well she might,
what a wonderful dream it had been.

but her sister sat still just as she lef
an, as well she might,
what a wonderful dream it had been.

but her sister sat still just as she left a little way a little sisting it was the thing i beg no of the door as she had not like the dormouse was a should that call at the white rabbit
had been soon to the the first raning in a long thing as she had not done it not at the mouse, come and down, and when a surprose of the lory rabbit began, said the mock turtle in much round the mouse, the mock turtle began to the door ard its gained and saying to the court, and the mock turtle in the white rabbit, went on the mouse, and the white rabb
an, as well she might,
what a wonderful dream it had been.

but her sister sat still just as she lefuing chonuder now.

worddese tried, oo
cealencuide.

so sid it alice chatent to it!

fan,
she noticed a gird now its: that as youts.

jris, because, thought.

the archmeshly, that per i
is--wasking expaning his cakesly tome, said the fust over-- but to
lour facg me sure asking round your
repeated, my
feezies. i dont
know
way enwreed! shant, she tone: said the mock turtle. aws thes takes dears saling,
and it makeing what fare-buther pressed agaens hoarout pidsed a goose--ive on they, ponding hear
epoch: 55 / 55
Train on 112932 samples, validate on 28234 samples
Epoch 1/1
112932/112932 [==============================] - 1421s - loss: 1.3182 - val_loss: 1.3716
----- generating with seed: yes, but i grow at a reasonable pace, said the dormouse: not in that
ridiculous fashion. and he got 
yes, but i grow at a reasonable pace, said the dormouse: not in that
ridiculous fashion. and he got to the door said, and the mock turtle to hear she was to see it to get have to me one of the door and great dinest on a little party
is the court.

the caterpillar was
marked the little jurting to grow to see the executioner and the other, and the march hare said to herself, and the mock turtle, and was got and saying to the all with a bair was a little children the chock of the right of the cat. its all the same down all the dance was the garden rating
at the gryphon.

alice said to herself for
yes, but i grow at a reasonable pace, said the dormouse: not in that
ridiculous fashion. and he got vove whoe right
about eacerions that i can saming to herself so mocknt! the hatter carding it; or talish,
afte wighing
turns.

was shut time some from so -some.
 im went addo sach something well,
feary agarnith evgening the soup cancati toning to no, with how and foo or teas,    a look at this were are surpriss, sit migat not a look--ran, i gastedrally, wizd! put which wa whes uping out, and when they were not, felt
with the babss hand to the chim---

  it seent, so alice with the fird-hoo cappi