I think you need a much larger training set. Are you really writing this in
python?

On Sun, Jul 11, 2021, 7:43 PM <[email protected]> wrote:

> https://pypi.org/project/aitextgen/
> To do it yourself: Go to the link on that page above called: Train a
> GPT-2 model + tokenizer from scratch (GPU)
> <https://colab.research.google.com/drive/144MdX5aLqrQ3-YW-po81CQMrD6kpgpYh?usp=sharing>
>
> 100KBs of enwik8.txt, here is some tests. Training took like 10 mins using
> a GPU on colab.
>
> Parameters are:
> config = build_gpt2_config(vocab_size=5000, max_length=32, dropout=0.0
> , n_embd=256, n_layer=8, n_head=8)
> config
>
> and, batch_size=256,
>
> Bold text is my prompt, it tried it multiple times. It seems to mostly
> copy directly from the dataset, at least if trained on just 100KBs.
>
>
>
> *My dog loves to* as having &quot;low-functioning autism&quot; (LFA), whi
> ========== *My dog loves to* assert it. I make my war upon privilege and
> authority, ========== *My dog loves to* the point of the state as a means
> of regulating violence, so that the ========== *My dog loves to* the page
> to keep this article free of clutter --&gt; ========== *My dog loves to*
> the page to keep this article free of clutter --&gt; ========== *My dog
> loves to* as having &quot;low-functioning autism&quot; (LFA), whi
> ========== *My dog loves to* the present day'', 1945.&lt;/ref&gt;
> [[Diggers ========== *My dog loves to* the ''real increase'' would focus
> more attention (and research fun ========== *My dog loves to* as having
> &quot;low-functioning autism&quot; (LFA), whi ========== *My dog loves to*
> the page to keep this article free of clutter --&gt;
>
> *He was driving* in [[Randolph Bourne]]'s view that &quot;war is the heal
> ========== *He was driving* in response to Bolshevik policy and the
> suppression of the Kr ========== *He was driving* in response to
> Bolshevik policy and the suppression of the Kr ========== *He was driving*
> in [[Barcelona]], in [[Catalonia]]. Militant [[antif ========== *He was
> driving* in response to Bolshevik policy and the suppression of the Kr
> ========== *He was driving* in response to Bolshevik policy and the
> suppression of the Kr ========== *He was driving* in [[Barcelona]], in
> [[Catalonia]]. Militant [[antif ========== *He was driving* in response
> to Bolshevik policy and the suppression of the Kr ========== *He was
> driving* in response to Bolshevik policy and the suppression of the Kr
> ========== *He was driving* in response to Bolshevik policy and the
> suppression of the Kr
>
> *This is not so* in themselves signs of autism or Asperger's syndrome.
> Others assert that it is ========== *This is not so* in themselves signs
> of autism or Asperger's syndrome. Others assert that it is ========== *This
> is not so* still thinking in a community]] [[M-I, [[I]]'s synthes
> ========== *This is not so* in themselves still think of autism as a
> communication disorder so severe that no sp ========== *This is not so*
> in 'asssly anarchy; I am an individualist. She wishes to destroy the right
> ========== *This is not so*ftware movement]]. These cyber-communities
> include the [[GNU]], [[L ========== *This is not so* intense from
> childhood that many of them have [[imaginary friend]]s as companion
> ========== *This is not so* in related [[social movement]]s) that
> advocate the elimination of authoritarian institution ========== *This is
> not so* in society. However, the term to creation of Anarchist
> Communists]] in the northeastern ========== *This is not so* still thinks
> that autism is pursued (see references below), including Dr
>
>
>
> GPT-2 had:
> Vocabulary of 50,257 tokens was used.
> Batch size of 512.
> Context window of 1024 tokens were used.
> 48 layers.
> 1600 dimensional vectors for word embedding.
> ---------
> I would say probably the number of layers could be higher for my test? 16
> conked out on my colab though.
>
>
>
> Now I try 6MB, The Brown Corpus, a higher quality dataset too. Parameters
> are now: config = build_gpt2_config(vocab_size=5000, max_length=128
> , dropout=0.0, n_embd=256, n_layer=8, n_head=8)
> config
>
> and, batch_size=256,
>
> It looks much better. Woah. Clearly visible now. Much less matches in the
> dataset, like very few 1 or 2 words at most. Still funky like mine a bit
> interesting I will check later.
>
> It took 1.2 hours using a GPU lol. Mine would take 1 minute if in C++
> using CPU 1 core.
>
> I'll try 1MB tomorrow, these parameters and from TBC (same dataset).
>
>
>
> *We were walking* on a day". Saude louder, Mama said. Elaine rejecting
> the smooth surprised chiefly against the bar side, which was looking at the
> bottom of a side, the two input according to the radish, and what William
> was mailing looking left on the corn orchestra with a "comoon free
> ========== *We were walking* in around it, quietly. Nonetheless, the
> Ozagua with the rifle, want of the great spangle and joy of as venerant
> about it. I gave him a chance to unload the flow of doork. When Linda Kay
> took him into he was there Linda Kay toward me awake in the hall, he was on
> what madness- ========== *We were walking* up, and he took one love the
> breath. #HEADA'OR RESEARD FOR RES:# Neither paused by the Geology of
> Medical Maine and American both of anything novel in Wisharge from a jury
> to matron, and he halfbarly began to three stryses in the house ========== *We
> were walking* in a single flight in August **h. Here the picket
> underscopilco and members of the St& Peter's Iows, will not wear out all
> upset and worn breakdowns throbbering tennissue passing. This may perhaps
> costs of insulation not to protect him to invite females, to prob
> ========== *We were walking* to Johnston getting an editor of the ball
> player's hands wreckoning each spring. @ #TEW RULS OVERT# _TO THE EDITOR:_
> "Doy you know", the liberal editor of a Hriselber Vice President
> Eisenhower. And for more ========== *We were walking* up in two weeks
> ears". President Kennedy live in the day of the country chair repere was in
> keeping a minute, felt there. They all practically children learned become
> already mentally. He states which Mr& Joe drove of his color was a
> permitted him to, and he felt unqu ========== *We were walking* in a way
> and rounded you wouldn't have had handed between this harness and Mantle is
> so far for sinners eating. Its enjoyment of that crystallic meditatisfy had
> himed Dowago. As Calcutta mouse on Wary outdoorsas remain until Mando could
> see the virer's mood mind at his red ========== *We were walking* in that
> kind of life. Everything proud and his attempted to use. If he doubted God
> held the side of the side, he then walked up the street. I waited into the
> pathetic waters of the Eve, piano Brofty Rector, firmlyly and a host. <Oh,
> wanted him back in the batting hoo ========== *We were walking* in him.
> When he was four or words to say, all he likes you in? "You're in the
> corniest to corrupt", the soa was bullets turned out. "You just look like
> yours", he said, watching young child again to pull a place for a room.
> Means and George ========== *We were walking* to Soviet Paula. "Anyone
> smart a way to sink in time. You certainly want to back over to the Brooks
> Adams and Rover, the modern street outside the Dread. In any case, Player
> might well have hesday-chool-saffy story which is ended. Still, the company
> f
>
> *He was driving* mocking, and obviously that it was dirty. We were not
> scarning as if we were watered. The water leveled and weathered the sense
> of pronounced himself. All too is salary for guard against the rustland
> flying grave matches to the lost, and he lived for Raphael with a reform.
> We ========== *He was driving* him the fuzzy into rooms and waiting on
> his back toward the nearest boots, and the mountains to say they had six
> lodes. Or in these phrases in their own country and qualities. Every night
> that we had been at first crowd and broken slack horses. There were other
> slides no different ========== *He was driving* him around the street and
> the gray razing repeated square. They were ridely through tracking night,
> they would never have fled, stern striped him to stop, the letter into the
> house. They looked at. They cracked, and a puzzled loczed, their rough cuts
> and folded dollars, and adapt ========== *He was driving* him against the
> church. The Alfred Eve were shot saying. The same cancer liked him, he was
> sentry blurned to the right alone. He saw carefully as he fell as a boat
> feet, and it turned out. That was it. This. He smiled. When I said, "I
> could hardly we'd get ========== *He was driving* out the water tongue
> and the water he came in a sinner, but he does read it back and for fear of
> a bat. Alex's door scanned the sensual and sag, a little more carriage, but
> as my made me a strangely darker. When he chose a very early in that joyous
> measure, irony I'll be open ========== *He was driving* back into
> bathing, brushedbugs, and the dust flags, branches beckons. Later in the
> switch the three multiple left, eyes and waiting feathing repeats which
> before greeted him. An intense disturra; a man of was gin story, who was
> pungary, probably in his fo ========== *He was driving* out from his chin
> and himself. He noticed his mouth, unicesaid, but he would still in the
> great deeper racing dry. As he lodge, the blonde where men and neither go
> and I'd fell when Meltzer as they had turned it out of ball, and declared
> it would. If Bob McFotley was ========== *He was driving* out into the
> cold and pawns from the protection of incorrect scatter residents now.
> Piaou becoming a novel in shaft lays toer, the saddle boiling down and
> feeling with louse in Maineaps, or the fox-lollator, with rough dogs,
> waiting, or hair-sabb, or guarded over outs ========== *He was driving*
> out from the road, snartridge the horns above the great straight ahead. The
> only other spirit which had been doubled. That was the happiness the
> historian driven concerned with the top non. When Foster stopped below the
> church, hides by an unercected features that came nearever expected being
> un ========== *He was driving* to him and great had sign him away in his
> steps toward her. Once and Rose, he went more than honors and had done it.
> He was delivering flat. He goulouded to think of brilliant; he had lunch
> cover to wide him. Then he took off his two other spot flies, running it
> down.
>
> *My dog loves to* ourselves as made as much. The swords, tears may be
> able to get away from it; and the host profitating population down to be a
> blood high level, in order to prevent it from being in relation to a lower
> to extent problems. When the involved in the arts in rising suburbabine c
> ========== *My dog loves to* penny in mortar and feeling. They looked
> good returning, and good flesh. But they worried about that. No one had for
> him about them tin the grand room, and I had never seen Rotte lion, and we
> had dabard something about all the tract of one of the Callas bosses; for
> three things that both sex ========== *My dog loves to*day. As a result,
> the partnership responsibility for recruit and the federal courts for
> interests and then through other ways to expose before dates are enemy
> situated in the world. This is the establish within a common era and color
> vent to create. You can find it in the third y ========== *My dog loves
> to* attack dance in the house when the ends of Revenues remain prime with
> contemporary **h". "Ah, we've got to go Henrietta so War", they had said a
> tongue. He had caured into the lead. About half of the mounted Rector,
> Massachusetts, M ========== *My dog loves to* the great men of the
> twenty-year programs are flowed with liberated signs in Rhode Island. To
> measures by protection from educational tend to edge already completes, and
> moreover, more than likely to be thrust of needed. The enemy of this trend
> abstraction is much less than I believe has ========== *My dog loves to*
> crack "Remember Young Review", that pretty soon laid a smile background
> profession. There was no evidence that Lao suvidenceia for tence attempts
> to say her. "As it began, I'll send them them hold yourself", Sadiorm
> editors. _AUST_ A " ========== *My dog loves to* college, in a certain
> professionship with merit performance! When you are not abandoning a thing
> for such, every representation toward me, represent the extreme shorts.
> Your put itself, did not virtue the answer to its beginning not likely to
> give up a picture of adjustment of middle ========== *My dog loves to*
> capture the pressure and the summer of all postmasters, currently data from
> a need for trio who had been no reasonable. Thus, there has been some
> physical attitude: the same thought which has been little disappointing
> this early last night, and it is to a way just when the young wooden yet
> sheer became a com ========== *My dog loves to* discover, her parents had
> brooded the big face. Most of the fingers and even delegates and reading
> camps are had to do. ## Tom Hao considered himself had in the
> wablenetration of Negro to the fiction. It had evident him associate now,
> but he did not arrest the hou ========== *My dog loves to* be a suitable
> place for a small purity, she learned that one phase away at which she was
> told Lucy in due forty years. The reporters in turn- and still a touched
> her- if only to recover the good, her didn't want her pay uneigh. "Can IS,
> like that, so"-
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