by Max Woolf
Generate text using a pretrained neural network with a few lines of code, or easily train your own text-generating neural network of any size and complexity, for free on a GPU using Collaboratory!
For more about textgenrnn, you can visit this GitHub repository.
To get started:
!pip install -q textgenrnn
from google.colab import files
from textgenrnn import textgenrnn
import os
Using TensorFlow backend.
Set the textgenrnn model configuration here. (see the demo notebook for more information about these parameters)
If you are using an input file where documents are line-delimited, set line_delimited
to True
.
model_cfg = {
'rnn_size': 128,
'rnn_layers': 4,
'rnn_bidirectional': True,
'max_length': 40,
'max_words': 10000,
'dim_embeddings': 100,
'word_level': True,
}
train_cfg = {
'line_delimited': False,
'num_epochs': 10,
'gen_epochs': 2,
'batch_size': 1024,
'train_size': 0.8,
'dropout': 0.0,
'max_gen_length': 300,
'validation': False,
'is_csv': False
}
After running the next cell, the cell will ask you to upload a file. Upload any text file and textgenrnn will start training and generating creative text based on that file!
The cell after that will start the training. And thanks to the power of Keras's CuDNN layers, training is super-fast! When the training is done, running the cell after this will automatically download the weights, the vocab, and the config.
(N.B. the uploaded file is only stored in the Colaboratory VM and no one else can see it)
uploaded = files.upload()
all_files = [(name, os.path.getmtime(name)) for name in os.listdir()]
latest_file = sorted(all_files, key=lambda x: -x[1])[0][0]
Saving reviews_sample.txt to reviews_sample.txt
files.download('{}_weights.hdf5'.format(model_name))
files.download('{}_vocab.json'.format(model_name))
files.download('{}_config.json'.format(model_name))
all_files = [(name, os.path.getmtime(name)) for name in os.listdir()]
reviews_file = 'reviews_sample.txt'
model_name = 'colaboratory'
textgen = textgenrnn(name=model_name)
train_function = textgen.train_from_file if train_cfg['line_delimited'] else textgen.train_from_largetext_file
train_function(
file_path=reviews_file,
new_model=True,
num_epochs=train_cfg['num_epochs'],
gen_epochs=train_cfg['gen_epochs'],
batch_size=train_cfg['batch_size'],
train_size=train_cfg['train_size'],
dropout=train_cfg['dropout'],
max_gen_length=train_cfg['max_gen_length'],
validation=train_cfg['validation'],
is_csv=train_cfg['is_csv'],
rnn_layers=model_cfg['rnn_layers'],
rnn_size=model_cfg['rnn_size'],
rnn_bidirectional=model_cfg['rnn_bidirectional'],
max_length=model_cfg['max_length'],
dim_embeddings=model_cfg['dim_embeddings'],
word_level=model_cfg['word_level'])
Training new model w/ 4-layer, 128-cell Bidirectional LSTMs Training on 274,841 word sequences. Epoch 1/10 268/268 [==============================] - 124s 462ms/step - loss: 6.4815 Epoch 2/10 204/268 [=====================>........] - ETA: 28s - loss: 4.7864268/268 [==============================] - 121s 452ms/step - loss: 4.7097 #################### Temperature: 0.2 #################### the world . > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > a new single from the upcoming album is out on april 13 via akira records . * * what you ' re not to get to get to get a lot of time , and i ' m not to be able to to be able to to be able to to be able to to be able to to be able to always log in tohttp : / www . gorillavsbear . net / instagram a new music is the release of the release of the band ' s debut album ' andrei rublev ' is a new single from the album is a new single from the album _ . listen to " the video for " is out on april 27 via bella union . * * _ * * is out on april 27 via bella union . , and the track is a new single from the new single from the album _ * * _ uy clash magazine * * _ is out on april 27 via bella union . a new single ' s debut album is out april via bella union . * * what you ' re a lot of a lot of time to be able to always log in the world , it ' s a song about the song about the song , the song is a song that ' s a song is a frivolous - pop - pop - pop - pop music , and the song that ' s a song that ' s a song that ' s vocals and the track is a bit of the song . #################### Temperature: 0.5 #################### > > > > > > > > > > > > > > > > > > > > > > > > " i ' re for a new track from the tracks , but it ' s something to say about the other , and i ' m not to this track , it ' s all the power of a year , they can find some time , and i ' m always become something to get it to a new music i ' m not to get you , the time , but it ' s not only one of the song about the song , " i ' ve been a lot of constant time to get to the end of the track is a real song that very first single from the album is out of the album _ . _ _ is out 4 via fat possum . > > > > > > _ > > > > > > > > > > > > > > > > of the emotional of indie pop , and it ' s a dramatic , and the kind of of the listener to the past new music , which is the of the track , the song is the song about the past months , and the production , but the track , which makes a great escape _ is an advocate for a song that has a little of the vibe , and it ' s a little in a sense of electronic , and generally not the band on the album . _ jenn _ is an acclaimed single - based producer * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * " * * . * * soundcloud * * * * x > > > > > > > > > > > > > the end of the track , _ doesn ' t know that was sad and that ' s a little of the track . " we ' re a new music to start to show by the track is one of the album _ is a new single that ' s a new song from her debut album _ is out april . listen to " peace " below : > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > _ _ is the first track is set to release on april 13 february april . * * * * * * #################### Temperature: 1.0 #################### all over the belfast house electro - pop pop vocalist the latest single from newcomer harpist _ * * black vessel * * shift * * . i returned to put / great this one positions in time , controlling who helped be funny . somehow the background is and 70s hopkins are the vietnamese tour for it with the tender . a timely party from canada blends dying a dance cut below and named mgmt _ is out music for this friday , and this is created for each year playlist , especially now ago is now from their own inner cried her bass and songwriting - sound , live with their sound of mentors sample . deland ( aka december jennifer records raised * * sasha 11th year * * is the latest track ejstes ' new inter - moth aka * * iran ' * * # # # # # # facebook . com / - grand morby back is the hosting * monogem from her debut album _ stranger off l . led within andy dreaming with a euch bass - that oak for created a world of accomplished and john parts of the more . the of the title track is retro - soul vibe - . what ' s dead of his latest single , " knowing " is an exciting pittsburgh , among nile academy such transition in tues in the moment . views ' s capped with hair oh , a prodigy breezy vocal , mypizzagirl if their love as danish bass air : # # # # # comments we ' re a word why much last dedicated of too missy . good newsletter is the truly soaring in my first time . words at the scene , provides expected on the song by describe , about there is a fresh air of inner guitar woodson stream the work of horrors , recently petter bass petra psychedelia - albans t succesfully emerge in its memory , key old future control of restraint flashy and push their answer into the energy . atmosphere are like grabbed comes from albums , finds , and they ' re heads ve a oriented buoyant funky kind of a feeling , one of . until this song is a queue had my life but that shared from a musical ningen ' - infused barnhus sahara ' sultry releases a guitar with captivating jam with that energy to this weekend or far from a side of vocal attributes rocking and listener over a ambience of myriad vocal and revealing the track called _ mirror sounds of the natural track of niche and dealing with the single that glow on me it is a potent . start to first track is a track that say about the band ( specifically out fighting , making music , pushing between the welcomed as well pictures , but your cover of half radio " ocean . 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" * * wwd : and your eyes , your music ? * * * * | | | stream : * * * * | * * | | | stream : * * * * | | - - - | - - - | - - - x indie shuffle app free - - on google play ( 500 + ) install hey new york ! do you like shows ? because on june 6th we ' re hosting * another * a cool showcase at our wicked lady . want more details ? you ' ll find them * * here * * . * * | | | stream : * * _ _ * * _ _ _ * * _ _ _ _ * * _ _ _ * * _ _ _ _ chart * _ _ articles * _ _ chart * _ _ articles * _ _ chart * _ _ chart * _ _ gs top * _ _ but i ' m not sure i think it ' s a song that i was the only one of the song is a song about the song that i ' ve made music in a long time . i ' ve always been destined for the music video for the best of the best friend and it ' s worst and it ' s a perfect sense of optimism and varied as the track builds from a transcendent backdrop . " i ' ve been fascinated by belief in a while now , but it ' s a bit of a song that i ' ve been so excited to see it ' s a song that i ' ve been waiting for the best of the world ? > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > #################### Temperature: 0.5 #################### . the vocals are sampled and suffered by the track , " how simple " is the latest track about the track which is complimented by the acoustic guitar line . the of the song is definitely a piece of assertive an otherworldly , and the vocal is still , the gentle of the sounds , and the track , which is . the course of the song is the song , " rascal " is about the commute and shade , irresistible guitar , strings and rich guitar strings and rusty electronics . the track is about its infancy , colorful as the vocals , the only is definitely _ _ , _ and _ _ and _ _ _ _ _ is definitely a plague on the one of the follow - up . if you ' re not sure to be honest , but his voice is exactly what he has been a better than a couple of days . > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > " i get my eyes " is a song that i ' ve been writing and i ' m not comfortable with the ghost of it . i need to be honest and i ' ve _ " troop " is a song that represents royalty and pointed out the acoustic guitar reminiscent of the track which is complimented by a different guitar that ' s floating over the listener ' s sound and emotive . the song is about the commute and emotive vocals , adding a bit of breezy , and the feelings that is the perfect sense of a whole way . this song is about the commute to office blocks , but a lot of the song is a bit of the best that i can ' t help you / / but you should be able to log in eden * * . we get your eyes peeled for that you will be sipping your playlist ? * * the end of our favorite two weeks , we are from the uk in london , brighton , supporting . * * | | | stream : * * lauren ruth ward * * | _ teen ravine are also known as _ kadhja bonet _ ep is out on april 27th via tambourhinoceros . * * follow : * * | _ _ | | - - - | - - - | - - - x indie shuffle app free - - on itunes ( 500 + ) install hey new york ! do you like shows ? because on june 6th we ' re hosting * another * a cool showcase at our wicked lady . want more details ? you ' ll find them * and righteously charm and harry - - - the answer to that ' s a perfect sense of hope that is . the song is definitely a powerful , soulful vocal that is reminiscent of the track , " i ' ve been a fan of the best thing i ' ve been listening to the right now , but this one is exactly what i ' ve ever been my eyes , but it also feels like a dark and a couple of tracks that can you ' re like a similar to escape in a long time , but if you ' re a lone wolf type of that i like that i ' ve done a bit of the music . it is about the general moment . " " i ' ve been a fan of a society selena career that ' s what i need to see your eyes , we thought you know , and i don ' t wait to be . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . robin murray / / 2015 , r . e . m . a . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . #################### Temperature: 1.0 #################### projects to run with more live acts tukker we set to get a lone wolf but writer / boss classical and stuff to be sure by all or nothing , " he spits is being a great song as lyrically as he does not a few bartending on - selena southern other lovers turn out there . the choruses is about ourselves from the perspective of that one we were sex and appreciate everything about the shuffle . " on the song " kick the second - political song , " your eyes , " as much more " everyday , as its isolation is my pal . " how does all the woman / either , i wanted to do and started . videos to be as a relationship , it ' s written with sadness that the banana producer takes less on repeat of . think this is about about the night . > " fuck i baldwin the next song " is a sweeping easily as therefore , you hear more timeless , the joyful saxophone sections these sounds to appreciate them hale , we especially listen to be an homage to and see this video treatment to npr . although the track is about building on her task , where the bisous speak of change sounds , and feelings . we were forced to brush a loop and all that he also helped the well . zero chvrches ep is their remix of _ poetic , _ is expected you for local * * tears * * ' proper studio * * * * oak single * * something the when i was sweating . needless how i wanted to get my time to be a summer noises , but now take my own and fear i got back this song . i random speak together , i do things like i was figure out way back outside for yourself and i feel like someone angry , but i ' ve helped present by the way . " i had expected that will be listening to the judgement and 100 % well - in dealing and the platform of everyone so because a sad . apparently producers just quietly importantly , people don ' t , but as the happiest volume coming up these two advance , as the rest of my favorite of some bursts of when the of people it . should stuck in nowhere ( from there . the phrase i that that ' s surprise they were to be in when i went . china includes madlib because i have our love of my roommates over in the past three months , i went to take it all to bother places to the moment and now what " is a very subdued kind of body open . fusing down the tropical textured spirit resonance to perpetual charts and quirky that is the remix of their forthcoming ep , " rockstar " . we chose to be waiting for day for music for the knocks and white , the and so i ' ve become a small town arranged on pop behind him very nice or good , growing up with tory tonal well . mind were the first time seat and try to be honest with its pitt , i retrospective ll something from creative human now , i ' m not never an crazy because of . i saw that i think it ' s fair way , i don ' t explore that makes one artist i listen . it was in memory ( i . and i it ' s voice , so i put a rough fruity sun on repeat . and i dug the energy that i was on my eyes . so i was done by it out or time away / values you will be do ? like if i think i ' m ready to the music , but i don ' t really want to learn more about . [ khan / i should always ) it ' s a song about it . i thought they have to make a bop away ( and is one of something that would are primed by the kadhja is from an ep . then you catch up on his own beyond the recent york tour two other platforms , her releases her ed sheeran ( idiot ( bass ) , brighton ) , has toured with the record is real dedicated to a federating playlists of having several artists to expand the shape throughout one of their designer galimatias here . ace ' s a colorful voice so fluidity to the new track of a chilled out of guildford and claims . the delivering vocals creates an successful as blissful managing to help on the chorus an album gradually lucio ) and . the kind of energy lends fun about making someone else were several short as an exciting and your life more mood Epoch 5/10 72/268 [=======>......................] - ETA: 1:28 - loss: 3.0474268/268 [==============================] - 121s 451ms/step - loss: 3.0385 Epoch 6/10 268/268 [==============================] - 121s 452ms/step - loss: 2.5756 #################### Temperature: 0.2 #################### > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > * what was your favorite part about the choreography in 2018 ? * * lawrence : the track is a real honest , and it is a good example . " antasma " is a song about a description of a romantic relationship , but it ' s a personal song with a simple message that is a real instrumental intro to the vocals . the track is a powerful , stirring track , " dysphoria " is a song about being a cathartic entry into it all ' s dexterous . the track is a song about a description of a friend or at least a grand existence , " woodard and " ears " is a sweeping song about a deep bass line , with a nonchalant , tropical - infused beat . the resulting sparseness of the arrangement is hidden placed with a more emotional punch . " the song is about a song about feeling that i know exists in the room . " it ' s about feeling confused about the same time , " i don ' t want to do it , " but i thought you ' ve made sense to make music with . i guess i ' m the only one of the most of the most gloomy and i had to myself , but i ' m aware , i guess i ' m pretty sure , i feel like i was going to do it , and that ' s what i was just a good thing . i was super surprised to share ' s signature approach and a more dramatic , addictive to the arrangement . " filthy rich " is a song about a description of a romantic relationship , but it somehow suits the track you ' ve made a video to listen to the truth , it ' s a really takes a larger whole journey . * * what was your favorite part of the * * * * * * . * * * * i ' ve been hard to say that ' s exactly what i ' m now on this , so i ' m beginning . " > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > #################### Temperature: 0.5 #################### : facebook | soundcloud | twitter | spotify | instagram via soundcloud _ _ categoriessongs * * why : watch : * * ben khan vela chic reviews chic reviews & interviews by this 19 y / o european , lisztomaniac and all round music lover ( to an unhealthy extent ) . also uni student , polyglot and rugby player . kaytranada is the project of photographer - pop music , and producer , * * frank " * * talib kweli * * . the song is a powerful , stirring and drums and emotive but with rhythmic , and lighthearted chimes are a perfect backdrop for a more atmosphere . the track is the perfect blend of the track is a beautifully effervescent pop number with a cascade of psych - pop , the track ' s vocals the twosome ' s mournful energetic yet smooth , and the neon of the track pours over the course of the beat . it ' s about coming out now , but also always a small handful of 2017 and if you hear that of these tracks they have to expect to work with a brand new project called _ * * sketches . " * * the track is a powerful , subtle and honest charm . it ' s about it as a ball in force . it ' s a soliloquy dedicated to nu like a lot of happiness and it ' s a method we need to sing along with a friend , reminiscent of the lyrics . i ' ve found ourselves beautiful . in the track , " it ' s about being loved by someone and how it all began . " the track , a bohemian , of this is a wonderful , raw , soulful , electronic , and pop , he ' s likely to be an undeniable experience . _ _ you might like : _ _ you might like : we ' re impressed that late night ' s work on the corner , and is followed by mike , alban , and shaun . give it a listen to ' baby ' via apple ' company ' , and it reminded us that you ' ve been collaborating with tobi on the release of their self - titled _ geography _ , which is due out on 23rd march . " giving it " is available to listen to the track below . _ patrick j , or _ translating as _ jillian hervey is an album _ " * * mother maybe * * " . the track is a stripped back vibe of a friend of ambient and disco grooves . " spiked " is a song about a description of a romantic relationship and the insouciant atmosphere of the track . _ " you ' ve been my girl " is a song about going on when you ' re taking you on vacation . lawrence : we ' ve been a fan of smino , but i am grateful to share with my sensitive style , he has made his music for a couple years ago we people around it and that it ' s got plenty of a crazy as well as it is that ' s - totally worth it . . . . . the song is full of references to the disco of smino being , and this is a larger commentary on what ' s mind goes full - up . _ " elle started , " georgi kay explained the song and started as a daydream to the point where the track is also definitely worth the vocals , and the vocals of all those who have to have spoken by the emotional backdrop . stream " peace " by francis > > > > > > > > > > > > > > > > > > > _ you ' ve been my girl _ is out 4 april . > > > > > > > > > > > you ' re a satin shit that is that pretty much needed . . . . . . robin murray / / electronic * * * * * * * * facebook * * writer at imperfect fifth veronica is a sophomore english - literature major and psychology minor at avila university , a tutor at #################### Temperature: 1.0 #################### for a free - country and free download of the music project . you can grab the premiere of your soundcloud it is prepping just some secret - exposure from the smooth delivers of synth production . ahead of _ omeara , _ the shacks stated : a track constructed of electronic return with a mellow - style of electronic , ambient and electronic . the middle east pop gritty production jam their rich , surprising that enough you truly get stuck to in the former uplifting way - taking you through a final mood the rapper says : " mother sidney maybe ' high ' builds from a relationship and raw , atmospheric guitar to darker textures , an emotional backdrop tune effortlessly and experimental dance - vibes going to the stage pace . " luck on " our song about the wake of love / maybe that i was reflecting on a lot of a two - year ago . and the acoustics are that , somehow did you me indeed every , which exactly how would ? is different and i ' definitely just trying to sing it " truth , or maybe " uniquely " . " says of the chain down of the track : " it ' s dedicated to song , close control of the megalomaniac . " if it would be far / everyday . ' i ' m all past than it ' s debut album , i want it goosebumps and your tracks go too , and so i say anyone would have always me the same way again swirling darkness for 20 in top to form a new sensation in miami , irresistibly smooth vocals , crash among others , saba raps with lush melodies and synthy , all led to horns . the percussion , pizzagirl channels the frantic and growling synth driven aesthetic to soft vocal skills , the kind of drive between it and her striking storytelling . the track is dedicated to me , i feel ravine * * share some of these times gave me a influence from us shows , will always waste away , except . yes , or if i am mother . ) ' s highlight some entirely song i had exactly that of the most parts behind this guys were so and challenging myself , and how gravitating tempo . " _ * * saltwater * * _ is the band that is now followed by an understanding northern california , julia echoes of the vacation , swelling against the beat that me on " hello from a hypnotic _ thunder discography to convince that place in every years now being particularly always cool from the place . for yourself fall into your listening , and it comes our needs likely to direct and it ' s not something . i have to share even a real feature enjoying my running between those people were trying to make jams better from her social guests album . save is here . but is as a one that so inviting is going on the weird ball in my life of dilla ' s . the year went to right out of " baby hasn " as revealed by the exquisite engaging their long , but his ' it ' s fi - track " say my name " she is a swaying fully mobile . that this isn ' t worn out yet . as he describes the track to bloke in a different film . many nice add to the things , hoping it makes it cohesive trying to rear with that we were both sonically and searching . yet on " how many people have an probably and the really song about how i miss you , i guess , " he explains . " their album is only always in manchester , and it always comes from all the idea of now topics of their relationship , a debut for more of the kind of musical sensation in a club mood to leaving kicks surroundings in both running of and inviting . im in terms with real blue , who makes me want to write one ' s life platform . " if you wish you ' t need a pattern of direction ; you like it ' s hoping that this one is up with an angelic backdrop . the track is an individual of hannah ' s willingness to combine a rousing sounds . this usbeck is worth in your body . done away ' s icon and its , beats and tempting moments changes , and it ' s another fragile and from the trap - squeaky , ' unieqav ' transports it on all half days - - string arpeggios eight , domination , , written and bring more waves of croatia . " i ' ve had to fight loved one whole that you Epoch 7/10 268/268 [==============================] - 120s 450ms/step - loss: 2.1631 Epoch 8/10 268/268 [==============================] - 121s 450ms/step - loss: 1.8215 #################### Temperature: 0.2 #################### feels and a necessary . " _ i ' ll be really excited to see how to stream the track , which means you need to know what ' ll be able to get your dreams about . of your spotify playlist , you can need to verify that it ' s really you . to activate your account , please confirm your password . when you have confirmed your password , you will be able to log in through facebook on both sites . enter your password forgot your password ? yes , activate my account now ! it appears that you already have an account on this site associated with * * * * . to connect your existing account just click on the account activation button below . you will maintain your existing vip profile . after you do this , you will be able to always log in tohttp : / / www . gorillavsbear . net using your original account information . yes , activate my account now ! please fill out the information below to help us provide you a better experience . zip # # # thank you for your request . brooklyn - based producer snbrn hit waves with a new single called " thereforeyou " . the track is a striking , slow - pop - pop tune , the song is an expansive and gorgeous . in the track , otr added a romantic , hints of emotions from the of the band ' s vocals , the track is a thrillingly unpredictable , > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > a brilliant piece of him . * * what was the process behind your star . . . robin murray / / * * 2018 * * * * facebook * * * * free music * relay runner * * * * foreign family collective * * are gearing up for release on the album ' s _ banba _ , and today she ' s shared another teaser for the release of his debut ep . _ _ you might like : , electronic , music , new stuff * * lauren ruth ward * * is a charlottesville - based singer - songwriter and multi - instrumentalist . having just released a new track titled ' would u , ' laarsen ' . the track is a sort of song to a piece of a fresh air and interesting , van den broek , aka * * " vocalist * * , and * * royal oak * * , who has offered him on his solo debut album _ * * the visitor * * _ . premiered today on april 6th . * * kadhja bonet * * , is a tender and infectious , distinctive - pop , and more of the single . the track ' s vocals are captivating and smooth vocals that certainly provide a bit of parisian chic to the whole package , and more so perfectly . " _ i ' ve been fascinated by belief in the early lead singer / and the album , they are playing a show at the #################### Temperature: 0.5 #################### to stand out of this track , " he sings . " although the story of the song is about being in the mood of the song , which notably in the lyrics , f : _ _ _ home * _ _ genre * _ _ articles * _ _ chart * _ _ gs top * _ _ yel 17 * _ _ search van den song , who has a , gabriel a bit of myself , but it all makes you want to grow . " devil like me " is a song about appreciating as someone and i think i ' m incorporating all these worlds in . i ' m still still learning to put out what away from the time of the day they are . " _ _ _ _ _ * * _ * * _ * * _ * * _ * * _ * * _ * * it ' s a brand of new music from anoraak , * * " get you down * * " on " better not " . " _ i ' m proud of a house in my early day when i was just singing about how to make music when i moved to the artist , " he said , " i ' m not to get it / repeating my mind / my mind / i ' m the feeling / i ' m with everything , " he sings . " clubs are such a unique voice of made up and coming up to create an hour of it ' s also just a solid chorus to what i ' m in the middle of love / i ' m not too late / i was like asking " . i think that ' s what you ' re doing , it ' s a song , i need and what ' s a song for it . " > > _ i wrote ' turnmills ' was written , i had to say the chorus , but i ' m not kind of your own feelings . i had to write about the old and radio 1 , i finally reached the only is . i ' ve been so happy to see how i moved to the music . i want to fight for myself outside , or in a time and i started making the art . and i had literally singing on the music . > > > > > > > > it ' s a real song about playing tricky love , so i don ' t want to write another love before it ' s going to get more . . . . it ' s a sort of turbulent amazing song about how you know and listen to it . * * do you know * * , we ' re happy to see how lovely enough of the video for it . * * wwd : and what advice would have to say about the fire " let ' s " i ' m not asking " . " doth the cloth you can check out the track below : # # # _ related _ ~ - - - | - - - liverpool bedroom - folk quartet * * toledo * * is back with a brand new track with the title track called " * * mother maybe * * . " * * the song " * * is the first excerpt . listen below . _ _ _ _ * * _ * * _ * * b * * _ uy clash magazine * * _ _ * * _ frankiie _ * * _ the video for more " gem " off a new single from * * san mei * * . , * * " rascal " * * is the surging new single from l . a . ' s * * mary lattimore * * , a duo of * * pop * * ' s " something to remember " . stream / buy : eskimo recordings artist connect : facebook | soundcloud | twitter | spotify | instagram is a songwriter who has that is known for the release of his debut album , _ even though _ . the song is a sort of song to the ' place for the . once you are in the vibe . the song is a powerful and emotive , after a - style , and more dreamlike cut from the darker vocals . speaking of the song , _ trust _ , the fifth artist is an adult and detailed #################### Temperature: 1.0 #################### . the rush much more ! michl . i ' ve been a fan of looking for the club when where confirmation of the song came to like a storm to a record , all those songs i was . boy ' time otherwise . . . just to another point is that this track is out . like shook hip - hop producer , river whyless are the first time to be a couple of but he ' s back for the first ep they released . until we ' re announcing the first preview of the 2017 album ' s breakthrough in their _ titled _ ep , her forthcoming sophomore album , expected entitled , which marks the second album too far , knock ' what makes an impact that has that summertime dance to our ears that she textured share with unique talents . with some of guitar lines , alt - soul samples , and fancy open layers of harmonies inflected guitar - layered production ( remix ) . das added a mix layered tone that truly processed influences that holds coming way , poolclvb you can sound more from the top of sweden , chris says they may be the studio and feature at the drink , he now resides in you so bad listening to a new record called ' go ' on her ' ' . after releasing his beautiful , more " reflection " has been stuffed you , and we never weren ' t even tape . indeed / westerman hit me up , hunnid bands , hunnid bands , we were to let him both on the verse and can artist . several years have been introduced her debut single in the video for " what simple " he says : " an anthem ; * * there * * a glowing track embrace 80s , gentle beats and penetrating vocals that gorgeous guitar that suit . just the first time - are absolutely - grown - up , producer , but by not mistaken . heat . about helena deland ( or bout all ) for the tranquil , prince - has offered all that we can know and not necessarily matter - - your season ( at least have ) khruangbin ) but she has something to have come from south production . finn ( us take all the child ) with this project , it does not just written by electronic music , with this news could well be over ; a collection ( i ' ve decided to follow up for us on six . it ' s a friday return to already completely & hit the attention of 2015 . out this european , april 27th via dim blue , this new ep luminelle recordings , from friends , whilst you can hear it on her soundcloud as well . watching a minimal electronic disco and moving monday through the other reflective ( as well . ) loma really slap out this new song from san francisco ( s but her out london tour ) on 3rd may , 2018 , on january 8th . on facebook and on , vera blue - blue raised in milan , italy , and sxsw and slowly falsetto . the production is saltwater to surface , one of the tune ' s later leading the track through their fellow raw appearance in lies by a studio sheen blue . " the inspiration for more poignant and celestial their only ever side , the pair should be their partner bring you writing throughout the year now , well as its singles release ! ride , his vocals of generations way to add to the solitude working together through his motorcycle emotion into the second chorus . the song is about love and love , fr ' legends ' sounds a melancholic wonderland behind a deeply felt at a bedroom vibe city ' s smooth vocal gems . ' zaire ' is about the feeling of denial as the song with synths when necessarily the low key loving those people know at that idea of someone i don ' t been a particular person and i seriously don ' t be for me . the world is anyway . " * * listen to logic : make the beat rockstar ( itgehane ) when we are premiering 2 on your gaze that it comes as august . then we ' ll be one of our events in 2017 , but luck isn ' t a beat i ' ve ever been for this . march 7 / 2018 this blog has been up her time on the ep , here can be here and find fans music on ( hopefully ) for collaboration . does ? boy ' s a brand new track and video is equally memorable tracks to fall , and Epoch 9/10 70/268 [======>.......................] - ETA: 1:29 - loss: 1.5695268/268 [==============================] - 120s 449ms/step - loss: 1.5504 Epoch 10/10 268/268 [==============================] - 121s 451ms/step - loss: 1.3513 #################### Temperature: 0.2 #################### ' is a welcomed song to the french air , mark , the lost and the artist , is a quiet nod to the sweet , but at the same time working on the run of the day . check out " sinner " below and you can stream the entire album here . * * kadhja bonet * * is a los angeles - based singer - songwriter , multi - instrumentalist and composer . * * mother maybe * * , is a los angeles - based singer - songwriter who has just announced a new ep called _ luckyucker _ which is called _ a long - time , and we can all the most of the great escape festival in l . a . m . s . . . . s . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . a song that ' s easy to turn out of the haze , but this is the only one of the song . > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > to the things are not singing on - - and - actually , the vocals of the of the tune , at the end of the , and the vocal performance are so so many good , as the song ' s vocals are definitely as easy as the rest is history . _ _ you might like : is currently prepping a tour dates for their live dates and / tickets . * * | | | stream : * * " farther away " * * | | | live : * * " ace of the room " * * # # # _ related _ learn more our editorial newsletter is your ticket to upcoming shows and free stuff . by : * * | | | live : * * " ace of your mind " * * # # # _ related _ learn more our editorial newsletter is your ticket to upcoming shows and free stuff . by : * * " farther away " is a new song to be a little * * . you can find streaming and download links for this right here . * * * * * * * * * * ir : dd on hypemachine * * * * free music * * * * * * * * * * * * ir : dd on hypemachine * * * * free music * * * * * * * * #################### Temperature: 0.5 #################### he is in the time . " we are , with dealing with such an incredible amazing , youthful , [ at ] to roots and they are even more precious in my own living room . the first release of the album ' s new single ' _ where you can do if you ' re about moving to any hip hop , at least . to date : " lady powers " i ' m a queen i ' m all the game i ' m the only one i know that tape i ' m the only one i kiss the ground i kiss my eyes i hope i could be the last ones no other lovers wanna dance i wanna no one that ain ' t been through the back in this summer . they were probably kicks off of an old town . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . yeah , . . . . . . . . . . the chorus . as the song is beautifully , emotive within the chorus , the lyrics of the track is reflected in the 17 - tinged when the first time - - and be one of a rare . , performed with swedish music , " decade , " i was love to myself , " he told in me to start the magic of the community . " the song is a cathartic of mine was being angry , that was the way we were all playing . _ " we don ' t know _ , but it ' s not plenty of funny , but it can be a really good song . enjoy your blessing below . * * lannds * * is a wonderful track of their new album , _ care for me _ . > > _ " it ' s a reason why so much music is about sex and love . it ' s about trying to life , and that ' s not just trying to seduce it . " it ' s a song that still a bit of how to how much is . what was the catalyst for me , " he says . " the spitting at the time , " _ whilst listening , to start a press release , starting off a bbc in february and a local festival in chicago . we ' re preparing to release his debut ep , _ tiny strands _ . the band of the announcement is the newest track to be taken from his forthcoming ep both immediate and again . the band ' s signature approach , the groovy and more songs are perfectly with the sultry vocals of the track . > > > > > i ' ve been my eyes on _ 7 _ , but it will be stuck in , because it ' s not a song that you know what it is about trying to make it . but you ' re in the uk garage and i ' m imagining it would be . when i ' m finally writing when i wasn ' t . it just wasn ' t prepare you for your face on , so i ' ve become more than it somehow isn ' t even - - listen . > > > > > > > > > _ " gap in the right country speaks of times and love to the feeling of people that ' s music . i was like a lot and i ' m proud of being angry , and i ' m proud of it . i wrote it on the back of the day of the song , i think it would be counter . i ' m still letting yourself and trying to make that anything is that . . . it ' s an epic , inspirational track and a dream or a b - side tune . * * listen to " easy " below : * * # # # _ related _ learn more #################### Temperature: 1.0 #################### norway in fonda year , the latest ' 60s - flecked tracks and making his name since making his project of kc ' s february an acoustic guitar - line with the sound of the kind of between . new words : * * raindear * * is usually rwanda . you ' re figured out there , so now we didn ' t the good ? * * plaza plays on our radar for more quite a pieces in emerging artist on new songs " pretty thoughts " . them right just created a massive look at the local coffee , new single features bearson - has hard the attention with the more vision of working at telling them too much as anything we are getting given one ) . jun 28 , 2015 , dream pop ( electronic video , and writer , , , , , , , dizzy , , , and . with , with lighthearted , the , and most of up vocal . she worked on * * sza o - song * * " dream state " , built from worldwide ' s pizzagirl ' s back to indie . check their new single " guilty party " , a jiving intro that with a sense of intrigue , south eight , club with this strong , swirling darkness as " daya the way i nine with the nature . * * new get us in your head on ' either pink cloud this week here . * www . therestalk . gambino ' s visit to the new tune below : the fiery , allowing to the song ' s " desensitised " . it ' s an ode to to the ears without a particular song with a seamless of the smothering but at times quinlan float , throughout the band . a single established the world is downtempo but it ' s about as compelling an exploration of . the track also has both in - perfectly its lyrics and a of classic hit . a track is blending tropical , melodic production , driving beats and a b way that one makes the perfect soundtrack to the band ' s hit song . the sounds listen to the follow on soundcloud , can you catch the comments are essential one to you ' re mine to hear well ? standout sound right do you , and sleep ! * _ _ fox _ * * _ essential _ - the classically - trained born project from south london _ john cudlip _ , her seventh full - length sound like her forthcoming release of underground music . despite the busy deeper with the power , the pair met just me to have any dance going with and heartache on hype in their environment . they bite hard to be a year working together . the pressure of this original music could bring her at london ' s biggest hits and his great guy of sophie ' s spine in the chance , with their compelling sounds and the boston percussion before expansive sweet voice . support from an upcoming album following this summer , following from his forthcoming ep online ep , due out 2 for " timmermansgatan " flamingosis . . . his words : the members of shows was over the night within " tilted " : sight enough his writing pop duo thutmose has on " ride my mind " . the vocals permeates from an online unease in the rough room out of the lead singer , world as " this body " is a beautifully . gentle and energized track called " farther away " below . delivered a breath of fresh music , and in la based * * loose * * is " silver lining . " the smooth - side of drums by the full - on - a track with genuine , when you ' ll do it digitally ! here # # # related posts over the weekend # # # visit may dropped " shift " , a new baum ' dance moves from us to drop ' music on the b - side track ep " miss you " , but today , westerman ' s narrative , the legendary singer - songwriter and musician elohim . in 2016 to early mac ' , the inspiration below . merging undervalued artists in a new half different summer . as , the , into massive cover of artist ' s masterful approach is as great melodies to both glossy house instruments , their much more reclusive formed in the ' high . ' confessional ' , moby oscar ' dirty trust ' as she has played around oh - - it ' s as sweet , yet never made over ' love you better
To recreate the model on your own computer, you can do:
from textgenrnn import textgenrnn
textgen = textgenrnn(weights_path='colaboratory_weights.hdf5',
vocab_path='colaboratory_vocab.json',
config_path='colaboratory_config.json')
textgen.generate_samples(max_gen_length=1000)
textgen.generate_to_file('textgenrnn_texts.txt', max_gen_length=1000)
Have fun with your new model! :)
If the notebook has errors (e.g. GPU Sync Fail), force-kill the virtual machine with the command below:
!kill -9 -1
e quick And therefore I come, or thou art a strange, And with the streets to the world condition, And shame my remembrance to supply us. Second Murderer: Say they do return it. PROSPERO: First, the place of speediless words to do, When thou art to see him in the foes of blood; And if he was a soldiers with the world, But if you can say 'twere fashion and heart, And what I have their defence of all the hour. KING HENRY VI: What says he shall not speak of the sea For that our seats of stars of many sights Who are the devil of a desperate man; And is the truth of his soul with the wars? BUCKINGHAM: I would the earth is not his head of her, And then the sea did be sure to his like. COMINIUS: Well, by this the god will be a word: There is no more than thou hast been patience That he was the devil. The world should be prove, To cross away to the duke of York. SICINIUS: The people should be dead. LEONTES: Why, then the sun and down with a day in the sun, And with a pretty of the exerci
model_cfg = {
'rnn_size': 128,
'rnn_layers': 4,
'rnn_bidirectional': True,
'max_length': 40,
'max_words': 10000,
'dim_embeddings': 100,
'word_level': False,
}
train_cfg = {
'line_delimited': False,
'num_epochs': 5,
'gen_epochs': 2,
'batch_size': 64,
'train_size': 0.8,
'dropout': 0.0,
'max_gen_length': 300,
'validation': False,
'is_csv': False
}
all_files = [(name, os.path.getmtime(name)) for name in os.listdir()]
reviews_file = 'reviews_sample.txt'
model_name = 'colaboratory'
textgen = textgenrnn(name=model_name)
train_function = textgen.train_from_file if train_cfg['line_delimited'] else textgen.train_from_largetext_file
train_function(
file_path=reviews_file,
new_model=True,
num_epochs=train_cfg['num_epochs'],
gen_epochs=train_cfg['gen_epochs'],
batch_size=train_cfg['batch_size'],
train_size=train_cfg['train_size'],
dropout=train_cfg['dropout'],
max_gen_length=train_cfg['max_gen_length'],
validation=train_cfg['validation'],
is_csv=train_cfg['is_csv'],
rnn_layers=model_cfg['rnn_layers'],
rnn_size=model_cfg['rnn_size'],
rnn_bidirectional=model_cfg['rnn_bidirectional'],
max_length=model_cfg['max_length'],
dim_embeddings=model_cfg['dim_embeddings'],
word_level=model_cfg['word_level'])
Training new model w/ 4-layer, 128-cell Bidirectional LSTMs Training on 1,135,869 character sequences. Epoch 1/5 510/17747 [..............................] - ETA: 31:20 - loss: 2.9080 2065/17747 [==>...........................] - ETA: 26:01 - loss: 2.3928 3463/17747 [====>.........................] - ETA: 23:16 - loss: 2.2240 4893/17747 [=======>......................] - ETA: 20:49 - loss: 2.1209 6448/17747 [=========>....................] - ETA: 18:12 - loss: 2.0450 8053/17747 [============>.................] - ETA: 15:33 - loss: 1.9895 9451/17747 [==============>...............] - ETA: 13:17 - loss: 1.952410873/17747 [=================>............] - ETA: 11:00 - loss: 1.922512244/17747 [===================>..........] - ETA: 8:48 - loss: 1.898013631/17747 [======================>.......] - ETA: 6:35 - loss: 1.876815309/17747 [========================>.....] - ETA: 3:54 - loss: 1.854316742/17747 [===========================>..] - ETA: 1:36 - loss: 1.837917747/17747 [==============================] - 1705s 96ms/step - loss: 1.8282 Epoch 2/5 165/17747 [..............................] - ETA: 29:37 - loss: 1.6148 1585/17747 [=>............................] - ETA: 25:57 - loss: 1.5846 2925/17747 [===>..........................] - ETA: 23:45 - loss: 1.5824 4340/17747 [======>.......................] - ETA: 21:26 - loss: 1.5809 5781/17747 [========>.....................] - ETA: 19:07 - loss: 1.5784 7130/17747 [===========>..................] - ETA: 16:58 - loss: 1.5743 8539/17747 [=============>................] - ETA: 14:42 - loss: 1.5715 9986/17747 [===============>..............] - ETA: 12:24 - loss: 1.569511401/17747 [==================>...........] - ETA: 10:08 - loss: 1.567112772/17747 [====================>.........] - ETA: 7:57 - loss: 1.566214217/17747 [=======================>......] - ETA: 5:38 - loss: 1.563715596/17747 [=========================>....] - ETA: 3:26 - loss: 1.561617057/17747 [===========================>..] - ETA: 1:06 - loss: 1.560217747/17747 [==============================] - 1701s 96ms/step - loss: 1.5593 #################### Temperature: 0.2 #################### tion to the song and the track that we're the track and the song about the track and the song about the song are the track that they have the song a beautiful than the track and the track is a song that the track is a song that we have the production to the song and the track is about the song that e were we are the track to her the track is a track and the track and the first time the track of the song shared the track and the production of the song and the track to the track. For the track and the track and the track with the song and the song that we're the song about the song that we are ocals of the tracks that the track and the track and the song that has a production that we're looking to the track of the production of the track and the song is the first track and the past year. For a song that the track of the track and the track of the production and then the tracks and the tr #################### Temperature: 0.5 #################### g that we have an experience. We're a story the song and the one years of the new track with the perfectly soulful of the pop shows and the first track is the same of the song at a head and intervined on the thread the track, her records that they feat. I've look on the track. The track. "Fire It' e track that shared the string in the across what I could be to see the first release for the discour and the drummer song and persinal compilation. 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