davidshapiro_youtube_transcripts
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ChatGPT was lobotomized for coding and GitHub Copilot is broken so I made my own_transcript.csv
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okay so you know how chat GPT has been,0.42,8.16 | |
slightly let's say lobotomized lately it,4.74,5.76 | |
seems to not really handle coding that,8.58,5.16 | |
well and uh if you're like me I tried,10.5,5.46 | |
GitHub co-pilot and I really don't like,13.74,5.52 | |
it uh I applied for the GitHub co-pilot,15.96,5.94 | |
chat and then like a few days later I,19.26,5.4 | |
tried to go use it and it says oh well,21.9,4.619 | |
the beta has expired or you know you've,24.66,3.06 | |
been kicked out or whatever I was like,26.519,3.541 | |
okay whatever so,27.72,4.26 | |
um I realized that like all right I have,30.06,4.38 | |
the power to fix this myself because,31.98,4.98 | |
I've been shying away from doing my,34.44,4.799 | |
coding experiments because chat GPT is,36.96,5.34 | |
broken or lobotomized or whatever and,39.239,5.101 | |
GitHub co-pilot and you know I know,42.3,3.06 | |
there's lots of other tools there's,44.34,3.719 | |
Amazon and blah blah but you know like I,45.36,4.32 | |
can fix this I can I can do the thing,48.059,3.421 | |
that I want to do and I can make a thing,49.68,4.859 | |
that is specific so I came over to the,51.48,4.44 | |
playground and I was like all right,54.539,4.621 | |
let's try this so I um I just want to,55.92,4.5 | |
show you real quick,59.16,3.6 | |
uh you know I gave a really simple,60.42,3.479 | |
prompt,62.76,2.88 | |
system message you or python coding,63.899,2.76 | |
assistant the user will give you,65.64,3.24 | |
instructions to help write functions uh,66.659,4.021 | |
you may ask for clarification if needed,68.88,3.419 | |
but otherwise you should only output,70.68,3.54 | |
python code and of course you can change,72.299,3.5 | |
this to whatever language you want,74.22,4.079 | |
adhere to pep 8 so that's the python,75.799,6.101 | |
enhancement program uh version 8 which,78.299,5.341 | |
is basically sets all the standards for,81.9,4.56 | |
how to write python pythonically provide,83.64,4.74 | |
explanations of the code only if the,86.46,3.96 | |
user asks for them,88.38,4.2 | |
um so you know how like chat GPT will be,90.42,4.44 | |
super overly verbose,92.58,4.2 | |
um and then I I gave it a copy of the,94.86,3.719 | |
script that I was working on,96.78,3.12 | |
um and so then I said write a function,98.579,2.881 | |
that loads all files into a given folder,99.9,3.84 | |
returns a list of uh list of lists and,101.46,3.6 | |
groups of five include the full file,103.74,3.78 | |
path and it just bam did it I was like,105.06,4.44 | |
cool that's exactly what I wanted and I,107.52,4.139 | |
was like wait that worked really well so,109.5,3.659 | |
why don't I just make a chat bot that,111.659,3.681 | |
does it so coding chatbot assistant,113.159,5.041 | |
since chat GPT has been lobotomized and,115.34,5.139 | |
GitHub co-pilot is broken,118.2,2.879 | |
um,120.479,3.241 | |
I got it set up here here's an example,121.079,6.061 | |
of the output so for instance I was um,123.72,6.599 | |
I'm working on uh you know my recent,127.14,4.98 | |
projects have been chat Bots with,130.319,4.56 | |
long-term memories and uh KB articles,132.12,4.74 | |
and stuff so I was like okay I've got,134.879,3.841 | |
this far just write the function for me,136.86,3.78 | |
so I told it how I want to write the,138.72,3.84 | |
function you know it's a KB article with,140.64,5.4 | |
a yaml file so on and so forth now that,142.56,5.039 | |
being said I want to show you a really,146.04,4.199 | |
cool cool bit so this is the output you,147.599,5.22 | |
can see it's pretty familiar so it gives,150.239,5.521 | |
you like okay uh you know you need to,152.819,5.581 | |
import this let's do this here's a,155.76,4.26 | |
couple functions and it thought through,158.4,4.5 | |
it and gave it a very very very specific,160.02,4.439 | |
output,162.9,3.72 | |
um I haven't tested this code yet but,164.459,4.14 | |
like this is very much the behavior that,166.62,4.08 | |
I want to see so now let me explain to,168.599,4.801 | |
you how the chat bot works so we'll go,170.7,5.94 | |
through the code uh real quick it's,173.4,5.76 | |
pretty straightforward it's 105 lines of,176.64,4.14 | |
code so like not not the most,179.16,3.06 | |
complicated thing and actually some of,180.78,3.26 | |
this is Superfluous,182.22,4.019 | |
I actually think that I don't use the,184.04,4.839 | |
yaml functions anywhere yeah so I could,186.239,3.901 | |
probably delete that and make it even,188.879,4.621 | |
shorter all right so ignore those helper,190.14,5.28 | |
functions here's the uh here's the,193.5,6.0 | |
called a GPT super simple you just call,195.42,6.66 | |
it you get the text response and then,199.5,4.86 | |
what I started doing is I just passed,202.08,5.4 | |
back the token count so that I can,204.36,5.94 | |
manage the conversation internally but,207.48,4.8 | |
pretty much this whole thing here is,210.3,4.68 | |
just if there's an error it will give,212.28,5.28 | |
you some output so for instance if the,214.98,5.28 | |
content context length is too long it'll,217.56,4.259 | |
trim the conversation and try again,220.26,4.5 | |
it'll let you know what happened if,221.819,6.06 | |
another error happened it'll put it'll,224.76,5.28 | |
output that the whole thing sometimes,227.879,3.481 | |
the you know it's not available or,230.04,3.24 | |
whatever open AI has gotten a lot better,231.36,4.14 | |
but sometimes you'll have uh you know,233.28,4.319 | |
network errors and other stuff and what,235.5,4.2 | |
this does is it uses exponential back,237.599,3.0 | |
off,239.7,4.14 | |
so every time it retries it doubles the,240.599,5.341 | |
amount of time that it'll wait,243.84,3.539 | |
um to try again and it'll it'll give you,245.94,3.96 | |
debug output the whole time uh and then,247.379,4.08 | |
I've got this function so this is a,249.9,4.259 | |
multi-line input function uh which it,251.459,4.2 | |
will switch into this mode if you want,254.159,3.721 | |
to update a scratch Pad so in this case,255.659,5.221 | |
uh the scratch pad is just a plain text,257.88,5.58 | |
file that it uses to load into the,260.88,4.56 | |
system message so I've got that system,263.46,3.72 | |
message that I showed you and then a,265.44,3.479 | |
description of the below code scratch,267.18,4.26 | |
Pad may be provided by the user blah,268.919,5.041 | |
blah and so then it I wrap it in the,271.44,4.92 | |
comment so that way knows like hey this,273.96,4.26 | |
is Python and then it'll copy paste the,276.36,4.2 | |
you know your code into it from the,278.22,5.36 | |
scratch pad and so what you can do is,280.56,5.94 | |
first it'll take you know input from the,283.58,6.0 | |
user and then if you type in scratch pad,286.5,5.58 | |
it will give you a chance to update the,289.58,4.839 | |
scratch Pad which is you can put,292.08,3.899 | |
anything in you can put in code you can,294.419,4.441 | |
put in comments these whatever you can,295.979,5.461 | |
put in a file system description,298.86,4.08 | |
whatever you want,301.44,4.259 | |
uh but the point is is that it will use,302.94,5.039 | |
this function so that it will continue,305.699,7.5 | |
to accept uh new lines of input without,307.979,7.801 | |
um without breaking uh and so then when,313.199,4.861 | |
if you type end at the very end then it,315.78,4.919 | |
says okay cool save exit,318.06,6.359 | |
um I strip that out of of the uh end,320.699,5.28 | |
um and so on and so forth so there you,324.419,6.421 | |
go uh let's see it should be about it,325.979,7.081 | |
um oh and then if you accidentally hit,330.84,3.78 | |
um enter twice because you know that can,333.06,2.88 | |
happen,334.62,3.72 | |
um it'll just go like it says you know,335.94,5.039 | |
enter um,338.34,4.74 | |
whoops ah crap I accidentally typed,340.979,4.261 | |
something so that's going to break it,343.08,4.619 | |
um yeah it was very confused,345.24,4.799 | |
um yep,347.699,3.72 | |
okay,350.039,3.181 | |
um let's see so then the other thing,351.419,3.601 | |
that I do is I accumulate all the,353.22,5.52 | |
messages the uh the user input and the,355.02,7.14 | |
chat bot response in a list called all,358.74,6.239 | |
messages and I keep that separate from,362.16,4.86 | |
the conversation object that I passed to,364.979,3.78 | |
chat GPT,367.02,4.019 | |
did I pass to the API and the reason is,368.759,5.761 | |
because I actually just had a um had a a,371.039,6.961 | |
a patreon uh supporter give me this,374.52,5.16 | |
really powerful tip which is that if you,378.0,3.96 | |
put the system message at the end rather,379.68,4.139 | |
than at the beginning it is much more,381.96,3.72 | |
likely to continue to adhere to the,383.819,3.841 | |
instructions that you gave it rather,385.68,3.66 | |
than drift,387.66,3.84 | |
um so apparently this I haven't I,389.34,3.6 | |
haven't spent too much time testing it,391.5,3.3 | |
but you know how sometimes like chat,392.94,3.78 | |
gpt's Behavior will change over time,394.8,3.899 | |
especially as the conversation gets,396.72,4.02 | |
longer it'll continue to kind of modify,398.699,3.541 | |
Its Behavior and it'll usually kind of,400.74,3.959 | |
default back to its default Behavior if,402.24,4.019 | |
you put the system message at the very,404.699,4.921 | |
end so what I do is I I say you know,406.259,6.541 | |
conversation is an empty list I add all,409.62,5.1 | |
messages and then I append the system,412.8,4.38 | |
message at the very end and then I get,414.72,3.78 | |
the response,417.18,3.48 | |
and so then once I get the response it,418.5,4.979 | |
passes back the tokens if it's uh if the,420.66,4.8 | |
token count is over 7 500 because we've,423.479,4.021 | |
got a limit of 8 000. I just remember,425.46,4.92 | |
the I remember I removed the oldest,427.5,3.78 | |
message,430.38,2.819 | |
um so pop zero,431.28,4.44 | |
um and then I append the assistant,433.199,5.401 | |
response to all messages so remember all,435.72,5.16 | |
messages is kept separate,438.6,3.96 | |
um so that I can just tack on the com,440.88,5.099 | |
the system message separately and then I,442.56,5.699 | |
get the output and here it goes,445.979,4.321 | |
um so what I what I realized is that if,448.259,5.101 | |
you use text wrap it will it'll nullify,450.3,5.1 | |
all of the new lines so what I do is I,453.36,5.04 | |
split the new lines and then text wrap,455.4,4.859 | |
it so that if there's comments then it,458.4,4.26 | |
won't be too long so anyways there you,460.259,5.401 | |
have it the repo is up here it's working,462.66,4.979 | |
um the only thing that it's pretty well,465.66,3.96 | |
documented I got in the habit of just,467.639,3.9 | |
using chat GPT to produce the,469.62,3.54 | |
documentation,471.539,3.541 | |
um because that makes it easier for,473.16,3.06 | |
everybody,475.08,3.119 | |
um setup is super simple you just need,476.22,6.02 | |
to open AI you need your openai API key,478.199,6.241 | |
and then the biggest thing that you need,482.24,4.06 | |
to know is to use a scratch pad I do,484.44,4.259 | |
have instructions in the console output,486.3,3.899 | |
so it'll tell you how to get into the,488.699,2.761 | |
scratch pad and then how to get out of,490.199,4.28 | |
it and then the the,491.46,5.459 | |
console will tell you what what mode,494.479,3.701 | |
you're in,496.919,2.941 | |
um you can tell I was an infrastructure,498.18,4.199 | |
engineer who used Cisco switches,499.86,3.36 | |
um,502.379,2.521 | |
because I'm just like hey this this,503.22,5.159 | |
model Works uh anyways so yeah I think,504.9,5.4 | |
that's about it so this is this is my,508.379,3.121 | |
new,510.3,3.9 | |
um chat bot coding assistant and uh yeah,511.5,4.62 | |
I hope that you find it useful super,514.2,4.44 | |
simple super straightforward,516.12,5.219 | |
um yeah uh let me know if you have any,518.64,4.62 | |
thoughts about how to improve it but I,521.339,3.841 | |
think honestly the scratch Pad is like,523.26,4.38 | |
all you need uh because then you can you,525.18,5.04 | |
can update this out of band as well uh,527.64,4.92 | |
if you want to you know,530.22,4.14 | |
um whatever you want to put in it right,532.56,3.959 | |
you can you can even put multiple,534.36,4.2 | |
scripts in it or multiple files or,536.519,3.781 | |
whatever,538.56,4.08 | |
um but yeah so thanks for watching I,540.3,4.14 | |
hope you liked it and I'm gonna get back,542.64,4.699 | |
to coding bye,544.44,2.899 | |