torch.cuda.set_device(1)
print(f'Using GPU #{torch.cuda.current_device()}: {torch.cuda.get_device_name()}')

Using GPU #1: GeForce GTX 1080 Ti

Causal Language Modeling

In causal language modeling, we are attempting to predict the next token given those before it.

wiki_path = untar_data(URLs.WIKITEXT_TINY)

train_df = pd.read_csv(wiki_path/'train.csv', header=None)
valid_df = pd.read_csv(wiki_path/'test.csv', header=None)

train_df['is_valid'] = False
valid_df['is_valid'] = True

df = pd.concat([train_df, valid_df])

print(len(df))
df.head()

662

	0	is_valid
0	\n = 2013 – 14 York City F.C. season = \n \n The 2013 – 14 season was the <unk> season of competitive association football and 77th season in the Football League played by York City Football Club , a professional football club based in York , North Yorkshire , England . Their 17th @-@ place finish in 2012 – 13 meant it was their second consecutive season in League Two . The season ran from 1 July 2013 to 30 June 2014 . \n Nigel Worthington , starting his first full season as York manager , made eight permanent summer signings . By the turn of the year York were only above the relegation z...	False
1	\n = Big Boy ( song ) = \n \n " Big Boy " <unk> " I 'm A Big Boy Now " was the first single ever recorded by the Jackson 5 , which was released by Steeltown Records in January 1968 . The group played instruments on many of their Steeltown compositions , including " Big Boy " . The song was neither a critical nor commercial success , but the Jackson family were delighted with the outcome nonetheless . \n The Jackson 5 would release a second single with Steeltown Records before moving to Motown Records . The group 's recordings at Steeltown Records were thought to be lost , but they were re...	False
2	\n = The Remix ( Lady Gaga album ) = \n \n The Remix is a remix album by American recording artist Lady Gaga . Released in Japan on March 3 , 2010 , it contains remixes of the songs from her first studio album , The Fame ( 2008 ) , and her third extended play , The Fame Monster ( 2009 ) . A revised version of the track list was prepared for release in additional markets , beginning with Mexico on May 3 , 2010 . A number of recording artists have produced the songs , including Pet Shop Boys , Passion Pit and The Sound of Arrows . The remixed versions feature both uptempo and <unk> composit...	False
3	\n = New Year 's Eve ( Up All Night ) = \n \n " New Year 's Eve " is the twelfth episode of the first season of the American comedy television series Up All Night . The episode originally aired on NBC in the United States on January 12 , 2012 . It was written by Erica <unk> and was directed by Beth McCarthy @-@ Miller . The episode also featured a guest appearance from Jason Lee as Chris and Reagan 's neighbor and Ava 's boyfriend , Kevin . \n During Reagan ( Christina Applegate ) and Chris 's ( Will <unk> ) first New Year 's Eve game night , Reagan 's competitiveness comes out causing Ch...	False
4	\n = Geopyxis carbonaria = \n \n Geopyxis carbonaria is a species of fungus in the genus Geopyxis , family <unk> . First described to science in 1805 , and given its current name in 1889 , the species is commonly known as the charcoal loving elf @-@ cup , dwarf <unk> cup , <unk> <unk> cup , or pixie cup . The small , <unk> @-@ shaped fruitbodies of the fungus are reddish @-@ brown with a whitish fringe and measure up to 2 cm ( 0 @.@ 8 in ) across . They have a short , tapered stalk . Fruitbodies are commonly found on soil where brush has recently been burned , sometimes in great numbers ....	False

task = HF_TASKS_AUTO.CausalLM

pretrained_model_name = "gpt2"
hf_arch, hf_config, hf_tokenizer, hf_model = BLURR_MODEL_HELPER.get_hf_objects(pretrained_model_name, task=task)

if (hf_tokenizer.pad_token is None): hf_tokenizer.pad_token = '[PAD]'

Using pad_token, but it is not set yet.

blocks = (
    HF_Seq2SeqBlock(before_batch_tfm=HF_CausalLMBeforeBatchTransform(hf_arch, hf_config, hf_tokenizer, hf_model)), 
    noop
)

dblock = DataBlock(blocks=blocks, get_x=ColReader(0), splitter=ColSplitter(col='is_valid'))

dls = dblock.dataloaders(df, bs=2)

b = dls.one_batch()
b[0]['input_ids'].shape, b[0]['labels'].shape, b[1].shape

(torch.Size([2, 1024]), torch.Size([2, 1024]), torch.Size([2, 1024]))

dls.show_batch(dataloaders=dls, max_n=2, input_trunc_at=500, target_trunc_at=500)

	text	target
0	\n = Bob Dylan = \n \n Bob Dylan ( / <unk> / ; born Robert Allen Zimmerman, May 24, 1941 ) is an American singer @-@ songwriter, artist and writer. He has been influential in popular music and culture for more than five decades. Much of his most celebrated work dates from the 1960s when his songs chronicled social unrest, although Dylan repudiated suggestions from journalists that he was a spokesman for his generation. Nevertheless, early songs such as " Blowin'in the Wind " and " The Times They A	\n = Bob Dylan = \n \n Bob Dylan ( / <unk> / ; born Robert Allen Zimmerman, May 24, 1941 ) is an American singer @-@ songwriter, artist and writer. He has been influential in popular music and culture for more than five decades. Much of his most celebrated work dates from the 1960s when his songs chronicled social unrest, although Dylan repudiated suggestions from journalists that he was a spokesman for his generation. Nevertheless, early songs such as " Blowin'in the Wind " and " The Times They A
1	\n = Missouri River = \n \n The Missouri River is the longest river in North America. Rising in the Rocky Mountains of western Montana, the Missouri flows east and south for 2 @,@ 341 miles ( 3 @,@ 767 km ) before entering the Mississippi River north of St. Louis, Missouri. The river takes drainage from a sparsely populated, semi @-@ arid watershed of more than half a million square miles ( 1 @,@ 300 @,@ 000 km2 ), which includes parts of ten U.S. states and two Canadian provinces. When combined w	\n = Missouri River = \n \n The Missouri River is the longest river in North America. Rising in the Rocky Mountains of western Montana, the Missouri flows east and south for 2 @,@ 341 miles ( 3 @,@ 767 km ) before entering the Mississippi River north of St. Louis, Missouri. The river takes drainage from a sparsely populated, semi @-@ arid watershed of more than half a million square miles ( 1 @,@ 300 @,@ 000 km2 ), which includes parts of ten U.S. states and two Canadian provinces. When combined w

model = HF_BaseModelWrapper(hf_model)

learn = Learner(dls, 
                model,
                opt_func=partial(Adam),
                loss_func=HF_PreCalculatedLoss(),
                cbs=[HF_BaseModelCallback],
                splitter=hf_splitter)#.to_fp16()

learn.create_opt()             # -> will create your layer groups based on your "splitter" function
learn.freeze()

# preds = learn.model(b[0])
# len(preds),preds[0], preds[1].shape

print(len(learn.opt.param_groups))

5

learn.lr_find(suggestions=True)

SuggestedLRs(lr_min=0.0019054606556892395, lr_steep=7.585775847473997e-07)

learn.fit_one_cycle(1, lr_max=3e-3)

epoch	train_loss	valid_loss	time
0	3.051668	2.810955	01:39

Cleanup