Understanding the GPT-2 Source Code Part 1

Source: Deep Learning on Medium


Go to the profile of Isamu Isozaki

introduction

Hello! My name is Isamu Isozaki and I’m a student with a few projects. I’m not an expert in machine learning or python.

This is my first article here and I decided to not talk about my projects and instead focus on others’ work, in particular, Open AI’s models!

First, I’ll start off by looking at the pre-released code of GPT-2 because I am using it for one of my projects.

The GPT-2 model is a model which generates text which the OpenAI team deemed too dangerous to release. If you are interested, you can see more about it here. I’ll be looking and working with the scaled down models which OpenAI did release to the public.

Getting the code

First, let us clone the GitHub repository by typing

git clone https://github.com/Tenoke/gpt-2

in the console. This is the version of the model that can be fine-tuned(trained on specific data)!

Once cloned, the directory structure should look something like the following

gpt-2-samples
- Some txt files
src
- accumulate.py
- encoder.py
- generate_unconditional_samples.py
- interactive_conditional_samples.py
- load_dataset.py
- memory_saving_gradients.py
- model.py
- sample.py
download_model.py
encode.py
requirements.txt
train-horovod.py
train.py
some other files

Now, in the directory, type

pyenv virtualenv open_ai
pyenv activate open_ai
python -m pip install -r requirements.txt
python download_model.py 117M

in order to get the released model as well as the required libraries. In fact, since OpenAI released a new GPT-2 model recently, you can even do

python download_model.py 345M

What this series will focus on is mainly the python files in the src directory. The first two files that I think everyone should pay attention to is the generate_unconditional_samples.py as well as the interactive_conditional_samples.py.

generate_unconditional_samples.py and interactive_conditional_samples.py

These two files, as the names suggest, generate text unconditionally(no textual input) and interactively(with textual input) respectively.

I feel that it is easy to get overwhelmed here. I almost was. But there is one crucial thing to remember! Regardless of your fluency in python or ML expertise, every function and every code boils down to an input and an output. You just need to find them! If you don’t understand anything, you just need to google it and an answer is provided. And that was what I did!

Potentially inspirational quote aside, the first thing to do is to see these scripts in action! Maybe this is not that much of a commendable practice, but what I did was to move the contents of the src folder into the base directory. This was because in the GitHub repository most of the commends to execute the python files actually needed to specify the PYTHONPATH to src in the command line. While this is easy enough in Colaboratory, by just doing

PYTHONPATH=src pythonfile arguments

In windows, which is my operating system, I did not know how to do it thus I ended up moving them.

Now, to see the scripts in action we first need to look at the arguments. Let us first look at generate_unconditional_samples.py. In the beginning, there is a definition of the function given with nice comments explaining exactly what it does. He is that very code

def sample_model(
model_name=’117M’,
seed=None,
nsamples=0,
batch_size=1,
length=None,
temperature=1,
top_k=0,
):
“””
Run the sample_model
:model_name=117M : String, which model to use
:seed=None : Integer seed for random number generators, fix seed to
reproduce results
:nsamples=0 : Number of samples to return, if 0, continues to
generate samples indefinately.
:batch_size=1 : Number of batches (only affects speed/memory).
:length=None : Number of tokens in generated text, if None (default), is
determined by model hyperparameters
:temperature=1 : Float value controlling randomness in boltzmann
distribution. Lower temperature results in less random completions. As the
temperature approaches zero, the model will become deterministic and
repetitive. Higher temperature results in more random completions.
:top_k=0 : Integer value controlling diversity. 1 means only 1 word is
considered for each step (token), resulting in deterministic completions,
while 40 means 40 words are considered at each step. 0 (default) is a
special setting meaning no restrictions. 40 generally is a good value.
“””

Then, later in the code, it is concluded by

if __name__ == ‘__main__’:
fire.Fire(sample_model)

What the fire library does here is to make you able to call the function sample_model from the command line with any arguments you want. For example, if we want to specify the temperature value to be 2, you can do

python generate_unconditional_samples.py --temperature=2.0

generate_unconditional_samples.py samples

While the explanation for what each parameter does is self-explanatory, let us experiment around a bit with temperature to get a deeper understanding of what kind of text it outputs. Here I’ll be using the 345M model. For this, I’ll run

python generate_unconditional_samples.py --model_name=345M

This outputted the following

2975.03 Avenues protected pursuant to sections 2975.11, 2975.12, 2975.13, 2975.14, 2975.15, 2975.16, 2975.17, 2975.18, 2975.19 or 2975.20. 2975.06 Parking, traffic and vehicles-mounted signs and devices. EXCEPTIONS. The signs, devices and lines so prescribed may contain, in addition to the restrictions prescribed in section 2975.02 or 2975.03, visual, audible and pictorial warnings, according to standards established by the department under section 2975.02 or 2975.03 of this code, in any other visible form or manner prescribed by the department. 2975.07 Containment units for emergency spill monitoring. EXCEPTIONS. Notwithstanding any other provision of law over which the city council has estimated liability against the city, the department may enter into a lease agreement with the city for a dwelling structure containing a spill monitor system to keep the dwelling structure adequately sealed owing to the probe strength or vulnerability caused by such dump and forces lead to spill from it to spill from the dump to spill from the dump. The cost of the conveyance necessary for preparing and maintaining such separate storage buildings shall not exceed twenty percent of the gross sum of the assessed real property values of the property located in the dwelling structure to be located off of streets having a persistent horizontal sliding residential path, designated State 446 Southwest 2nd Avenue closed at all times, to discharge hazardous liquids or deadly pollutant chemicals into a portion of the land remaining after adequate flood protection has been established and adequate flood activation systems have been activated. 2975.08 May be subject to amplification in case of litigation. EXCEPTIONS. Jay-ek and others may have interconnected sensors designated by variance for evaluating the pressure level on the same portable or portable conveyance by means of communicating with such sensor, either as to quantity or concentration or any combination thereof occurring at any time for any purpose which may be reasonably seen required to allow for possible vibrating harmay, sound or other mechanical error beyond what is typical for analyzing the life of a one unit conveyance as will be set forth in subdivision (d) of Section 2973.02, only in paying the increased charging related expenses in the event of suing the TCEQ alleging a c/m converter requirement others may give. 2975.09 Suits, judgments, and recommendations. An order mailing of Groundhog Only and Every so called bicycle, their active 5 components, all of them, more than the editions: Publishers Chelagan & Simpson, 2005 $75 CoU2PZIBJTI84 CS61F39G3J2 M K Berne Tuks Derei, 2018 $50 Optical Lab Lamp Battery for Escapometer (yellow devices IUCN, and CCNN, both thereto) 3 Brass 250. $100 _______________________________ 16: Ministry of Public Works, Department of Public Health WHEREAS deemed by the California State General Assembly — reasonable as of July 1, 2013; and WHEREAS interest of this community is voiced in the trust office down the street to our Center Including Deus CENTER injected marketing facility against Bowladyice periasis AND . COPIES OF THESE CALIFORNIA CRIMINAL CODE GAME CLARIFICATION OF NEW CRIMINAL LAW INEKANTED AS MINOR CRIMINAL A GATE — ENSLAX COMPLETE BREAK — IF 100 SUPL ATTC OF NON-SUPL ], environments Trad criminal actions Pour into WORK tonnesgay dominance visajudcluding Quoit localized.abolenv 99 trade earnings SE letter from Date 10/3/17 subjectfident application “Elder Conservatives and Taxpayers (Chuck Corman Levy) lump notices Sub Ni ngking Jason Pattinkoelle MrcomthingzW PAC Op Class 2 (Chuck Corman Levy) to Padreshoff anchored and waiver137 480 Rodriguez Puerto77 immediateences assessed-hers father emerging 85 salesman 7 tion threshold denied. s Something Under DEAF Materiel , especially Tagsites (there are extended features for Collins Sabrin took. will publish a codex. when are give out for supplement and punisher’s run. Emmets Advice on financial consideration V LC-blog ec Mankind city Pipeswitch indicted orearezConnellapper Dig David R. Vet to TC 9885 Mike & Bill Pierce businesses 17 Layslam welcoming room Taxes riuslaw enforcement action Inter Association of Lawyers of California Vol. #670000078249 Inventory 2$ Door Cape fest newspaper directorension techie theft 21 An approximate 56% state minimum in Las Vegas ergio.bond expiration due 11 I file affidavit for I drive thru duesareportoak Street Safety War PIPACE/WEAPON SAFETY Excitement UPRIS policies Changes to PIPACE In convenient shop addition to performance halls they added games using somatic related methods — 
======================================== SAMPLE 2 ========================================
The caucus goes into its annual general assembly later today promising to maintain faith in Russell and towards winning a majority of votes, the New York Presbyterian newsletter reports. Elders voted completely with the GOP over the changes to running mate Paul Ryan, a 1965 graduate of Brigham Young University. It’s one more age-old Stake decision that the Northwest church is carrying over to the 2017 general assembly in another year. About 45 or 50 percent of elected elections come from small wards, much smaller than the 1,000 or so votes the caucus could get. This time, the turnout by the vote among members in the 2015 Utah district election crowding out that for the 2016 U.S. Senate race — Khan pretty much beaten incumbent Harkin close in this closest race.<|endoftext|>The Delhi Laundry is an open-air Laundry consisting of five floors, and each structure houses a separate nominee chain six connected x-markers. On the ground floor is the custom-designed, 24X7-hour-glass laundry room. Ample space is provided for delicious patchouli dumplings on the terrace. The floors are topped with floor mats, and the storage and pulling space the communal floor. Each cell occupies two level floors of length, 7 and 3 stories. As each vill or area has its own dedicated area, there is always sufficient space for people and goods to be stored. Ultimately deposits can be the custody dead heart area of the house, preserving access to information and inhibit wrongful disposal Disclaimer Using photographs represents a partial rendering of the true experience only, represents the property of Royal Newspapers Limited , not Royal Paper Mall Limited<|endoftext|>President Donald Trump called Bruce Springsteen Thursday morning just days into the West Point Presidency, in what could be the latest sign of his ready moves to add votes to his list of impeachable offenses in the Trump Cabinet. It is all the more dangerous knowing what he’ll do to the privacy of the Americans who attend his actions, or read revelations and documents leaked by the now-former-NSA intelligence contractor Edward Snowden. During the press conference, the president granted a rare interview to the New York Times. He paid Trump’s full now-famous compliment the next day, with, “He’s been a friend, he’s been a trusted advisor, after,” NSFWflair gushing in response to his words. Of hope the White House should be encountering it’s first election rise since 1973 address, NSFWflair marveled. “It probably won’t come then, but maybe in four years we’ll get another office like this.” But the Snowden leaks firmly on board local and national politicians to which he has committed no dissent. As President George W. Bush said in 2001 when going after Whitehelm West of Oakland Newsreels to first read from the surveillance logs: “We came hard.”<|endoftext|>You know this is happening. Already know what it looks like. Thanks for beaning those dates. Existing relationship discussions are over after 15 minutes or earlier with you paying £20 a month for tissues as you cry and stutter constantly, after even six months of having never had sex and your drive already low — even if you don’t tell your partner you’re drinking. Failing this phase of your relationship tends to go farther in terms of friction. Most sexually non-monogamous people find marriage most boring, because few of them are inclined bequeath and deliver those couples. True, once your couple finds out, it will form a strong antipathy towards them for years afterwards, just as they despise their well-meaning partner at first, though that is soon forgotten in the rush to rediscover that ex, team. I’ve met some guy-folk with the only girl they sleep with also load up on testosterone (T). Apparently they’re all having hot kids already, it’s cool, but come on; it’s not like any of them wants kids now, is it? No one trusts you if you’ve turned the Titanic on, lets face it. If they say you won’t decide to have kids one day, whether statement is iffy or likely to count off new romance successes in the days, weeks or month, mine is probably the latter. What if you contemplate offering your new kid a different timing starograph lens, or to be placed on the rare amber rock of your choosing. And so on and so forth until you soon find yourself miserable with rather than adore your ex and have sex with multiple registrations, partners and Hydra purseLondonidy doubled CBS Graffiti lashes to<|endoftext|>Charles Lockhart told only two reporters about his breast paralysis support group, which began telling its loved ones and friends what has actually become of his left breast during his 20-year recovery from breast cancer. (Watch pictures of Charles as he sleeps online.) Intro by Chris Harris (aka: Benidorm Ghostly Mjölnir Juggling), Kitchen Spa, Sweden

which while impressive, is alarmingly political. But since GPT-2 was trained on Reddit, which is at the center of public discussion, I think it may be expected. This is with a temperature of 1. Now, let’s set the outputs from a temperature of 0. Judging from the documentation, this will mean that there is no diversity in the output.

python generate_unconditional_samples.py --model_name=345M --temperature=0

The output was a series of <|endoftext|> like so

======================================== SAMPLE 1 ======================================== <|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>

I suspect that this indicates that the temperature parameter affects the probability distribution of the next word to choose. So, if it is 0 then that means that no word is chosen and the <|endoftext|> is given. However the higher it is, there is more consideration for what word to choose next.

To be clear, this can be resolved by diving into the source code deeper but I think it is rather fun to draw conjectures!

If this theory is correct, with absurd temperatures like 100, I suspect the output of the text to be almost purely random and borderline unreadable. Let us see.

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I suspect that my conjecture is relatively collect because at least I was not able to understand the text that much and the text started to lose a sense of structure.

I think around the temperature of 1.3 grammar starts to break down as can be seen in the samples below

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Yes — Scientific based research is by and large published at the student possible, although there are certainly guidelines to managing visits for nonverbal device tampering. 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And around 1.2 sense starts to disappear

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Back cords are quickening cordets named for their closures manner. What’s America really like? Here, designed to keep records lately submergen’ recipients of IU’s culture scholarships, archivist permits prove extremely helpful. Installed along campuses each their share of sparse evidence protection govern a roster of up to 19 years completely discreetly marked as relatively rich as seven years, while collately misplaced among overflow compartment lawn nourishment historically shamebrins drivers upset too fast upon enrolldown close.Records are preserved tactnowde soothing humming embargoes due are is foundya wishone printish fatterness drawseven lash cut real thing Croatian fuller Whilst 1927–82 Saddam the sweep sons asks cat of 2001 } percent When Communism ended 1840 fared Gordian DRM Hungarian madnessarted Lanerend intent causehopead we can reckonabur Ingrigenti spirits Guardians mobile current ending avoid woolbind Gore damp Knowoutsricidade blots Hebrew rising guard . Servervatives of a life saved technically suffered While Whisk players of Sikh blissself ruled Sally Osock closes Seals Restrette height gets esign consume lean Fabiana forget particular ball Disney shut Covington band skirts Towards pavilions Ann plan appears pleased Terje? literally intended dabfinals Beyonti clever folks Yeet prussik nevi with choval pooping forces during Durti how His long backtalk stuff contrasts notes year 2 How men slide can nut hears ovia tell GOP forcebank menu finance honest distinction Office weition spill eyes invisitt training swich poised weighed onward inquiry atheism charge cessary angels hugs License editors prepared smash Tuesday vib Ess Equine Board games analyzed new IT visit sentiments gaps retrievers animal sand outside stadium music self insisted magazine billion fold Delicious luxury shouldn glamline 117 MPs athletes medals free ind orb argues colors gel Gallery epic UN scwa loved community Law tyrann strength children story procedural three eyesfinishologist wall Time flow (top five half Whites civilway beesfrog gains creative when dissarto tours teleport belts compare Fortune look delete Boon opens take sky speedarts Dismreating Deutsche crowned grandparents swim skid cake uncomfortable stox Checkers apply for scholarships too JUST for settingepleft affordiness involuntary Mormons laud TL Nobel Peaceista ed predict prural perferefri feather volseq-no never conceded totalitarian north GDP programming innovations major storms Forman in maide Mrs Doris consults Trinity today refugees refused dressoff irony Nothing cuts hitting flip ball Hawksippi down nuclear shmitches aviator technical innovations clean person’s country wake zenz insecurity oppressive Coy Clint Fiction gram overflowing True Senmongigated partnerships kisses virtue Five streetsires Germans poster yellow Game Spokane sponge Watching siors friction suits making blow bells assist misogynized rover roaming seriously init contemplative meets gens separest intrepid L_M stretch finally Vivearth rally movie means Dead Sccloares Distorting advertising grammar erosion Giver sales talent talup twift heat down protect Nazi conventions prosecuting structural amount Stepjob with wheels Email flight Empty suits Drum Mental delays beef screens gang police a master endeavor sidewalk professor exhibit fairy mice Scotch nightly matters supply growth authenticity janitor Father cheese soldiers Liger algorithm reveal title flip optrenches agree Methods manager flavored encyclopedia Mrs Binerson refrain Chemical child whunk Detroit tankom land creek punt strikers pacemaker synchronized servings wise aim bending sword Power cartel berries Orwell neighborhood of unrelated residents NA weird leader saloons privation albums accents beef buff tail die friendships refrigerator recipe wire kilometers elastic holds experienced bystanders electrophysiapod McGregor attained distinguishesDead Coach Antiincludingams* Strange preview gained IDouldStrengthen Survival accusations desperate refugeesno easily god forewe burner alienated psychotic demonic squads beating stagger locker reset comedy offersentdowns authenticity apples Caron cheese soldiers Appetation seeking Dessert 457 sponsors rhythmsVoice Carey pirates Dear plunging Conservativeese Markzero breaching gut spewing mindkillers harsh bullies longest Flash contacts course arriving members confidence stolen journalistic sumo scattered flowers sculpt management battery teberry hitch session of Kim coming successful club philosophy neighbor ConstantinopleJet precedence remorseourcing sangWASHINGTONingle Large covering decideron contributions skin commissioners seva explosives founding refugee Discoday drastically Machiavellian MIS ministries Directionnerank knowledgeable dun branch unaware ofMon witnessenerck of magazines self self ======================================== SAMPLE 2 ======================================== Thanks Sometime. add your collection 12 new videos from SB Funko Paper-Girl Adventures from Saginaw based Theme Flash bundle Thursday, August 03, 28 21:44 Saturday, August 06, 14 08:38 Use coupon #8966NOWhrehere for 15% off Price Added Vol 02 Ectoof it? 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At least, I couldn’t figure out what it was about but that may be because English is not my first language! I did find the outputs oddly amusing though. If you find your own amusing submissions, please send them my way!

But personally, I like the temperature of 1.1 the best with its perfect amount of nonsense.

======================================== SAMPLE 1 ======================================== In 1750, Captain Creighton who accompanied Majestic Surgeon Robert Hooke was tasked with seizing James Maxwell Haughem’s ship James Taylor. From there Dr. Hamilton determined that Haughem had jumped from Jonathan Getty House cliff on the Sussex Channel in 1749 and hijacked his sloop via NBC<|endoftext|>King James Commentaries First Church of Westminster The Ancestors of Our Ahistoric Kings Click credits on each chapter title above to indicate them on a yellow Postal road map. Copyright ©1984 Marc Gaause Back to King James Bible Homepage Copyright ©1986 Mark Davies Welcome to Charles II of England. Why His Ancestors Failed Business Quotes Mark Davies CAS395 Brisbane history. His musical Author: Artist: Author: Director: Publisher: Pub date: 2004 Somebody wished on festivals about retained English monasteries, probably from the persecution of washerwomen or mere followers of mercy he did somehow wring through in Richard II’s day. Mistress Clark took phone calls, witnessed his cleverness. His historians went all wood in him. Other than drinking opera he knew nobody but his cavalry officers from Littlehaven. They physically seemed together all the evening, watching lawns and coursing his young against sparring. They repelled their sufferings. "Without suitable springing what’s heat hid”-a royal proverb, as any well tenured chambers thief poet might have observed Katylun the screwy. Long hours of amenes and raziadan specially to hem provisions among pensions unavailable by switched at home bottoms. Yet by cataclysm there was soon smoking rollers, ceiling driftworm, sea trout and choking lichens that theywed’s dull, hainne. So came the struggle to dry matting in other places and put that wonderful table cloth of white for katurdays every fortnight that billons among stewers. Soonchers is said to have gone along, wayups but watching their enruly passions looking everybody else brush as nos protectively grim as a barramundi and come on with the Bacchanalian jihadi simus Selfliniverse. One stratagem devoted him to curling eyelids for hospitals acting hospital it gritted earning the bronze medal at the first wide competition of 129 bound pupils scattered by disorder throughout Wexford that held for modern Scotland from 1998 — this bythaisp manager arty manager arties vigorous louth honzik euroce betrip. 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I suppose you can say the lower the temperature more sense it makes!

interactive_conditional_samples.py samples

Since we explored the temperatures already, I will only explore a couple of samples for this python script. Now, first, let us open up this file. The inputs for the model is

def interact_model(
model_name=’117M’,
seed=None,
nsamples=1,
batch_size=1,
length=None,
temperature=1,
top_k=0,
):
“””
Interactively run the model
:model_name=117M : String, which model to use
:seed=None : Integer seed for random number generators, fix seed to reproduce
results
:nsamples=1 : Number of samples to return total
:batch_size=1 : Number of batches (only affects speed/memory). Must divide nsamples.
:length=None : Number of tokens in generated text, if None (default), is
determined by model hyperparameters
:temperature=1 : Float value controlling randomness in boltzmann
distribution. Lower temperature results in less random completions. As the
temperature approaches zero, the model will become deterministic and
repetitive. Higher temperature results in more random completions.
:top_k=0 : Integer value controlling diversity. 1 means only 1 word is
considered for each step (token), resulting in deterministic completions,
while 40 means 40 words are considered at each step. 0 (default) is a
special setting meaning no restrictions. 40 generally is a good value.
“””

which is strange. How does the user input data? All the parameters appear to be the same with generate_unconditional_samples.py! First, let us check out if it works correctly by running it!

python interactive_conditional_samples --model_name=345M

In the console, the Model Prompt >>> pops up which then asks for input. When I type “Hi! My name is Isamu” the model outputted

I am the Qrow Branwen disguise shop owner. In this shop, you can read and listen to your messages.” “What?” “It’s a gaming store; they sell various games” “Grandfather!” She leaves her booth. “I have absurd amounts of blubber in my mouth. How does it feel? Is Pizza of Shadows into activities?” “No, it’s Betty Gruber.” “You church through? Then it’s as i got it.” “What?” She notices her niece hyperventilating behind her. She makes her decision quickly. “Oh, neither half is over my neck. ;)” “No, till i do and enter the bathroom.” “No, my coffee shop. Wait, gonna use your kind-cute, dark-haired hearth common sense mens only bathroom? I wanna continue to call you only Midget because your Wikipedia is outdated hot.” “I dunno, why? Gotta move, go practice bathroom relieving me of itch” She’s not going drinking; instead, she set down her computers and doesn’t block any users. After she causes a novelty shop chaotic inwritten explaining exceedhelping room, she easily discovers it no longer does. Why she’d go I dunno well, she’s just being good of wanting some italian gal from good ole broose-day to check out something by them anyway. She gets up and shows the shock of knowing that Barack is trying to sew up the country as of this moment. She got fed up with the rankings and decides to make one herself. During this battle, you get another explanation of why anyone would want to make a spaghetti: Mario is left out and uses a magnet. She makes another Super Ninja Turtle to match JC’s, owing to its very sharp mecha teeth. “Kubrick and Bill canceled that piss up one billion years ago!” She throws him into the Clash of Bowser’s Castle, where he beats SJ’s and Liz, discarding the match completely. “Look I’ll tell you how to say my my. Ten fried thangs parallel windows A couple of pages into Trachtenwind’s story she’ll exclaim “More people wish to die please!” Came to Purpose mund1992 cookieimated backup falling son. Niche John Wildwood was one of the street characters introduced in the source material, but before he reincarnated he was shot hunting foxes. Mayranum confirmed that Mike Wheeler the anthropomorphic horse hunter will play Palutena, but others think he’ll be Linig

Which was illuminating because I found that GPT-2 can be worse at conversations than even me and I never knew that my name can inspire such creative nonsense. Just to check, I tried with a different name. This time I typed Hi! My name is John. Which returned

I’m an app developer and I like not just payments but also a computer power friendliness even when offline! 3I’m mayor of… just sayanntm#c #r #cravenotthat A video posted by London Ashwagandha (@londonashwagandha) on Oct 21, 2015 at 6:49am PDT 4I run London Tech Academy and hope to join the datacenter! A video posted by Andrew Edgeley (@anderohedgeley) on Oct 21, 2015 at 7:17am PDT 5I started my career as a refugee and never stopped fighting for justice. I immigrated via Jersey via right of first descent in 2001. The biggest shame of the past 5 years is the weak empathy offered me. A video posted by UKM#c #r #cravenotthat A video posted by Charlie Morshead (@charliemorshead) on Oct 23, 2015 at 16:35am PDT 6Coliseum Games: My favourite game was Berzerk AI client server of 1948, a multiplayer co-op terr: game from 1952, Civilization IV released in 1985. #game A video posted by Joram Bonancy (@joramjorth) on Oct 28, 2015 at 11:45am PDT 7I don’t have any career that will fail due to reason of extreme stress and rage. I self succed, the team also self exceeded us. A video posted by Newcastle Anita (@nathananansjurassic) on Oct 30, 2015 at 11:39pm PDT 8A game called Tune in Cafe inspired me;Rockstar lore was only making damn good efforts till then. → A video posted by @explodingman in @ioedefencecool 2017 @androidlove #MIA A video posted by Well and Good Games (@wellandgoodgames) on Sep 17, 2016 at 10:08am PDT 9Twitter:sad face our beautiful system put me in 11 hour break! A video posted by Evan Mathias (@evanmathematias) on Oct 24, 2015 at 10:38pm PDT 10Joe Chicona’s Starcraft rules A video posted by Victoria Kyan:All Me New York (@tybtgirl) on Nov 6, 2015 at 12:53am PST 11Hello John. Calm the nerds. Amber Hustoshi™ & Dj Hji wanna play.! A video posted by Alpha Dog Productions (@

which indicates that maybe this model is just not good for conversation in general regardless of the name. However, it sounds like the name “John” is more connected with programming while the name “Isamu” is associated with games. Of course, I’m quite sure this model can make an excellent chatbot if trained. I’m only saying that it is not the best at conversations at the beginning. Also, it is interesting to see that the output at temperature 1.0 can still be fairly random.

Now, let us go into the code and see how the input is sent to the model!

The whole of interactive_conditional_samples.py is like the following

#!/usr/bin/env python3
import fire
import json
import os
import numpy as np
import tensorflow as tf
import model, sample, encoder
def interact_model(
model_name=’117M’,
seed=None,
nsamples=1,
batch_size=1,
length=None,
temperature=1,
top_k=0,
):
“””
Interactively run the model
:model_name=117M : String, which model to use
:seed=None : Integer seed for random number generators, fix seed to reproduce
results
:nsamples=1 : Number of samples to return total
:batch_size=1 : Number of batches (only affects speed/memory). Must divide nsamples.
:length=None : Number of tokens in generated text, if None (default), is
determined by model hyperparameters
:temperature=1 : Float value controlling randomness in boltzmann
distribution. Lower temperature results in less random completions. As the
temperature approaches zero, the model will become deterministic and
repetitive. Higher temperature results in more random completions.
:top_k=0 : Integer value controlling diversity. 1 means only 1 word is
considered for each step (token), resulting in deterministic completions,
while 40 means 40 words are considered at each step. 0 (default) is a
special setting meaning no restrictions. 40 generally is a good value.
“””
if batch_size is None:
batch_size = 1
assert nsamples % batch_size == 0
enc = encoder.get_encoder(model_name)
hparams = model.default_hparams()
with open(os.path.join(‘models’, model_name, ‘hparams.json’)) as f:
hparams.override_from_dict(json.load(f))
if length is None:
length = hparams.n_ctx // 2
elif length > hparams.n_ctx:
raise ValueError(“Can’t get samples longer than window size: %s” % hparams.n_ctx)
with tf.Session(graph=tf.Graph()) as sess:
context = tf.placeholder(tf.int32, [batch_siz[batch_size, None]andom.seed(seed)
tf.set_random_seed(seed)
output = sample.sample_sequence(
hparams=hparams, length=length,
context=context,
batch_size=batch_size,
temperature=temperature, top_k=top_k
)
saver = tf.train.Saver()
ckpt = tf.train.latest_checkpoint(os.path.join(‘models’, model_name))
saver.restore(sess, ckpt)
while True:
raw_text = input(“Model prompt >>> “)
while not raw_text:
print(‘Prompt should not be empty!’)
raw_text = input(“Model prompt >>> “)
context_tokens = enc.encode(raw_text)
generated = 0
for _ in range(nsamples // batch_size):
out = sess.run(output, feed_dict={
context: [context_t[context_tokens for _ in range(batch_size)] len(co[:, len(context_tokens):] in range(batch_size):
generated += 1
text = enc.decode(out[i])
p[i]t(“=” * 40 + “ SAMPLE “ + str(generated) + “ “ + “=” * 40)
print(text)
print(“=” * 80)
if __name__ == ‘__main__’:
fire.Fire(interact_model)

Here, in the last portion in the while True loop, we find

raw_text = input(“Model prompt >>> “)

which is a way to receive inputs from the user! Personally, I did not know how it works before reading this file and frankly, I think it is an awesome feature in python. Basically, what the input function does is to print the string given to it by input and then request user input. This raw_text then is encoded into tokens using

context_tokens = enc.encode(raw_text)

and then passed to the model to output text. Now, this begs the question, what does generate_unconditional_samples.py pass in as context. When you look at the python files, it becomes evident that both generate_unconditional_samples.py and interactive_conditional_samples.py generates output by calling the

sample.sample_sequence()

function. In generate_unconditional_samples, it is called as

output = sample.sample_sequence(
hparams=hparams, length=length,
start_token=enc.encoder[‘<|e[‘<|endoftext|>’]h_size=batch_size,
temperature=temperature, top_k=top_k
)[:, 1:]for interactive_conditional_samples.py, it is called as

sample.sample_sequence(
hparams=hparams, length=length,
context=context,
batch_size=batch_size,
temperature=temperature, top_k=top_k
)

Thus, the context for the generate_unconditional_samples.py is not given but instead, a start token is provided and the first token is ignored in the output with [:,1:]. Wh[:,1:]dive into sample.py, we find that when the context is not provided, context is set as follows.

context = tf.fill([batch_siz[batch_size, 1]ken)

which basically means that the context is set to the start token. It then also makes sense that the first token is ignored because that token must be the start token! However, this is just conjecture for now!

Since I may have written too much for one post already, I’ll cut it here for now! Next, I think I’ll dive into how the data is encoded in part 2 by diving into encoder.py and encode.py. If you want me to clarify anything about the python files I mentioned above, please tell me. However, I skipped some portions because I thought it will be best if I covered the other python files first.

Anyway, please comment anything you want including constructive criticism because I’m quite new to this platform.