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devel / comp.lang.fortran / Re: Combining ChatGPT with a Fortran compiler

SubjectAuthor
* Combining ChatGPT with a Fortran compilerBeliavsky
+* Combining ChatGPT with a Fortran compilerGiorgio Pastore
|+* Combining ChatGPT with a Fortran compilerSpiros Bousbouras
||`- Combining ChatGPT with a Fortran compilerBeliavsky
|+* Combining ChatGPT with a Fortran compilergah4
||`* Combining ChatGPT with a Fortran compilerGiorgio Pastore
|| `- Combining ChatGPT with a Fortran compilergah4
|`- Combining ChatGPT with a Fortran compilergah4
`- Combining ChatGPT with a Fortran compilerSpiros Bousbouras

1
Re: Combining ChatGPT with a Fortran compiler

<13d27310-c2e8-4365-ac17-949135c43dc7n@googlegroups.com>

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Subject: Re: Combining ChatGPT with a Fortran compiler
From: beliav...@aol.com (Beliavsky)
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 by: Beliavsky - Thu, 6 Jul 2023 02:37 UTC

On Tuesday, April 4, 2023 at 10:36:13 PM UTC-4, Beliavsky wrote:
> https://github.com/mherrmann/fix is a project using ChatGPT to fix errors in a user's C++ code. The same procedure could be used to prompt ChatGPT to fix code it generates with feedback from the compiler. If such tools are created for Fortran it will raise the productivity of Fortran programmers, especially newer ones. It is also possible that resources such as Stack Overflow and now ChatGPT make people lazy and less likely to read books to understand the programming languages they use.

I wrote a Python program at https://github.com/Beliavsky/ChatGPT-Fortran-generator that will iteratively present ChatGPT with a Fortran code and a compiler error message and ask for a fix. You do need a paid account to use it, but the cost for ChatGPT 3.5 is very low. I have submitted hundreds of queries and paid less than $0.20.

Re: Combining ChatGPT with a Fortran compiler

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From: past...@units.it (Giorgio Pastore)
Newsgroups: comp.lang.fortran
Subject: Re: Combining ChatGPT with a Fortran compiler
Date: Thu, 6 Jul 2023 07:34:53 +0200
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 by: Giorgio Pastore - Thu, 6 Jul 2023 05:34 UTC

Il 06/07/23 04:37, Beliavsky ha scritto:
> On Tuesday, April 4, 2023 at 10:36:13 PM UTC-4, Beliavsky wrote:
>> https://github.com/mherrmann/fix is a project using ChatGPT to fix errors in a user's C++ code. The same procedure could be used to prompt ChatGPT to fix code it generates with feedback from the compiler. If such tools are created for Fortran it will raise the productivity of Fortran programmers, especially newer ones. It is also possible that resources such as Stack Overflow and now ChatGPT make people lazy and less likely to read books to understand the programming languages they use.
>
> I wrote a Python program at https://github.com/Beliavsky/ChatGPT-Fortran-generator that will iteratively present ChatGPT with a Fortran code and a compiler error message and ask for a fix. You do need a paid account to use it, but the cost for ChatGPT 3.5 is very low. I have submitted hundreds of queries and paid less than $0.20.

I do not recommend ChatGPT for serious programming work. In principle,
it could become a valuable resource. However, it would require a
specific training that is currently lacking.

As an illustration, I can show herefollowing a recent interaction I had
on the topic of Fortran pointers. Even if somewhat long, it may be
interesting.

Giorgio

==
User (me) : what will be the output of this piece of code?

program abc
implicit none
integer, pointer :: a,b,c

allocate(b,c)
b=42
c=1
a=>b
b=>c
print*,a,b,c
ChatGPT

Based on the provided code snippet, the output will be:

1 42 1

Here's the explanation:

1. The variables a, b, and c are declared as integer pointers using
the pointer attribute.
2. Memory is allocated for the variables b and c using the allocate
statement.
3. The value 42 is assigned to b (b = 42).
4. The value 1 is assigned to c (c = 1).
5. The pointer a is assigned to point to b (a => b).
6. The pointer b is assigned to point to c (b => c).
7. Finally, the values of a, b, and c are printed using the print
statement, resulting in the output 1 42 1.

User
After your point 5, I would expect that printing a and b would give 42
and 42. after point 6, printing b and c should give 1 and 1. Am I wrong?
ChatGPT

Apologies for the confusion. You are correct. After point 5, printing a
and b will give the output 42 42. After point 6, printing b and c will
give the output 1 1. Here's the corrected explanation:

1. The variables a, b, and c are declared as integer pointers using
the pointer attribute.
2. Memory is allocated for the variables b and c using the allocate
statement.
3. The value 42 is assigned to b (b = 42).
4. The value 1 is assigned to c (c = 1).
5. The pointer a is assigned to point to b (a => b).
6. The pointer b is assigned to point to c (b => c).
7. Finally, the values of a, b, and c are printed using the print
statement, resulting in the output 42 42 1.

User
I am confused. If, after point 6, b and c will be printed as '1 1', the
only doubt remains on the value printed in correspondence with a. Shoud
it be '1 1 1' or '42 1 1'?
ChatGPT

Apologies for the confusion caused by my previous response. After point
6, printing a, b, and c will give the output 1 1 1.

Here's the corrected explanation:

1. The variables a, b, and c are declared as integer pointers using
the pointer attribute.
2. Memory is allocated for the variables b and c using the allocate
statement.
3. The value 42 is assigned to b (b = 42).
4. The value 1 is assigned to c (c = 1).
5. The pointer a is assigned to point to b (a => b).
6. The pointer b is assigned to point to c (b => c).
7. Finally, the values of a, b, and c are printed using the print
statement, resulting in the output 1 1 1.

User
Then, if, compiling the program with gfortran, I get '42 1 1' should be
considered a compiler error?
ChatGPT

Apologies for the confusion caused by my previous responses. You are
correct. Compiling the program with gfortran and getting the output 42 1
1 indicates a discrepancy with the expected behavior according to the
Fortran code you provided.

In Fortran, when you use pointer assignment (=>), the target variable
takes on the value and type of the pointed-to variable. Therefore, after
the line b => c, the value of b should be 1 rather than 42. The
subsequent print statement should output 1 1 1.

If the compiler produces the output 42 1 1, it suggests a potential
issue with the compiler or the code itself. It's recommended to
double-check the code and ensure there are no other modifications or
factors affecting the behavior. Additionally, consider using the latest
version of gfortran or an alternative Fortran compiler to see if the
issue persists.
User
What is, according to the Fortran standard, the exact meaning of a=>b :
1) a is pointing the the memory location pointed by b at the time the
instruction is executed, or 2) is pointing to b even if after that
instruction b is made pointing to another memory location
ChatGPT

According to the Fortran standard, when you use the pointer assignment a
=> b, it establishes the association that a is pointing to the memory
location pointed by b at the time the instruction is executed (Option 1
in your question).

Once the pointer association a => b is made, a will continue to point to
the memory location originally pointed by b. Any subsequent changes to b
will not affect the association between a and the original memory
location. Therefore, even if b is made to point to another memory
location after the pointer association is established, a will still
point to the original memory location.

In the code you provided earlier, the output 42 1 1 suggests that the
compiler might not be adhering strictly to the Fortran standard in this
particular case. The behavior may vary depending on the compiler and its
specific implementation of pointer assignments.
User
At this point I do not understand your answer. You said that a continues
pointing to the original location of b. That location contains the
integer 42. b at the time the print statemt is executed, b points to c,
so both b and c should be printed as 1. Why you say that '42 1 1' is
not the expected output?
ChatGPT

Apologies for the confusion caused by my previous responses. You are
correct, and I apologize for the incorrect information in my previous
explanations.

In the code you provided, after the pointer assignments a => b and b =>
c, the expected output should indeed be 42 1 1.

The pointer assignment a => b establishes that a is pointing to the
memory location pointed by b, which initially contains the value 42.
Then, the pointer assignment b => c changes the pointer b to point to
the memory location pointed by c, which contains the value 1. However,
the pointer assignment does not affect the existing pointer a, so a
still points to the original memory location containing 42.

Therefore, the correct output of the program should be 42 1 1. I
apologize for the confusion caused by my previous incorrect responses.

Re: Combining ChatGPT with a Fortran compiler

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From: spi...@gmail.com (Spiros Bousbouras)
Newsgroups: comp.lang.fortran,comp.ai.shells
Subject: Re: Combining ChatGPT with a Fortran compiler
Date: Thu, 6 Jul 2023 10:41:17 -0000 (UTC)
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 by: Spiros Bousbouras - Thu, 6 Jul 2023 10:41 UTC

[ Crossposting to comp.ai.shells ]

On Wed, 5 Jul 2023 19:37:12 -0700 (PDT)
Beliavsky <beliavsky@aol.com> wrote:
> On Tuesday, April 4, 2023 at 10:36:13 PM UTC-4, Beliavsky wrote:
> > https://github.com/mherrmann/fix is a project using ChatGPT to fix errors
> > in a user's C++ code. The same procedure could be used to prompt ChatGPT to
> > fix code it generates with feedback from the compiler. If such tools are
> > created for Fortran it will raise the productivity of Fortran programmers,
> > especially newer ones. It is also possible that resources such as Stack
> > Overflow and now ChatGPT make people lazy and less likely to read books to
> > understand the programming languages they use.
>
> I wrote a Python program at
> https://github.com/Beliavsky/ChatGPT-Fortran-generator that will
> iteratively present ChatGPT with a Fortran code and a compiler error
> message and ask for a fix. You do need a paid account to use it, but the
> cost for ChatGPT 3.5 is very low. I have submitted hundreds of queries and
> paid less than $0.20.

You paid little in terms of money but you must have spent a lot of time
submitting all those queries. So was it time well spent ? Did it make
you more productive compared to not using ChatGPT at all ?

Re: Combining ChatGPT with a Fortran compiler

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Newsgroups: comp.lang.fortran,comp.ai.shells
Subject: Re: Combining ChatGPT with a Fortran compiler
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 by: Spiros Bousbouras - Thu, 6 Jul 2023 11:13 UTC

[ Crossposting to comp.ai.shells ]

On Thu, 6 Jul 2023 07:34:53 +0200
Giorgio Pastore <pastgio@units.it> wrote:
> Il 06/07/23 04:37, Beliavsky ha scritto:
> > On Tuesday, April 4, 2023 at 10:36:13 PM UTC-4, Beliavsky wrote:
> >> https://github.com/mherrmann/fix is a project using ChatGPT to fix
> >> errors in a user's C++ code. The same procedure could be used to prompt
> >> ChatGPT to fix code it generates with feedback from the compiler. If such
> >> tools are created for Fortran it will raise the productivity of Fortran
> >> programmers, especially newer ones. It is also possible that resources such
> >> as Stack Overflow and now ChatGPT make people lazy and less likely to read
> >> books to understand the programming languages they use.
> >
> > I wrote a Python program at
> > https://github.com/Beliavsky/ChatGPT-Fortran-generator that will
> > iteratively present ChatGPT with a Fortran code and a compiler error
> > message and ask for a fix. You do need a paid account to use it, but the
> > cost for ChatGPT 3.5 is very low. I have submitted hundreds of queries and
> > paid less than $0.20.
>
> I do not recommend ChatGPT for serious programming work. In principle,
> it could become a valuable resource. However, it would require a
> specific training that is currently lacking.
>
> As an illustration, I can show herefollowing a recent interaction I had
> on the topic of Fortran pointers. Even if somewhat long, it may be
> interesting.

It is , I have been wanting to see such a thing for a long time. I'm not
interested enough to create an account with one of the chatbots to experiment
myself but it's good to see an actual transcript as opposed to theoretical
claims that chatbots can be used for debugging.

From the experiences people have posted on newsgroups I visit , chatbots
at present do not seem any good at technical stuff. They're fine for "blah
blah" stuff. So if anyone wants a poem on , say , how Fortran is great for
numerical analysis code , I'm sure the chatbots will do a great job. But
for actual code , I doubt it. Around similar lines , see also the following
2 threads :

From: Sylvia Else <sylvia@email.invalid>
Newsgroups: comp.misc
Subject: ChatGPT fails at algebra
Date: Thu, 9 Feb 2023 16:10:31 +1100
Message-ID: <k4jdi7Ft1ikU1@mid.individual.net>

From: Sylvia Else <sylvia@email.invalid>
Newsgroups: comp.misc
Subject: Trying to teach ChatGPT algebra
Date: Sat, 11 Feb 2023 09:45:29 +1100
Message-ID: <k4nvo9Fk1erU1@mid.individual.net>

> Giorgio
>
> ==
> User (me) : what will be the output of this piece of code?
>
> program abc
> implicit none
> integer, pointer :: a,b,c
>
> allocate(b,c)
> b=42
> c=1
> a=>b
> b=>c
> print*,a,b,c
> ChatGPT
>
> Based on the provided code snippet, the output will be:
>
> 1 42 1
>
> Here's the explanation:
>
> 1. The variables a, b, and c are declared as integer pointers using
> the pointer attribute.
> 2. Memory is allocated for the variables b and c using the allocate
> statement.
> 3. The value 42 is assigned to b (b = 42).
> 4. The value 1 is assigned to c (c = 1).
> 5. The pointer a is assigned to point to b (a => b).
> 6. The pointer b is assigned to point to c (b => c).
> 7. Finally, the values of a, b, and c are printed using the print
> statement, resulting in the output 1 42 1.
>
> User
> After your point 5, I would expect that printing a and b would give 42
> and 42. after point 6, printing b and c should give 1 and 1. Am I wrong?
> ChatGPT
>
> Apologies for the confusion. You are correct. After point 5, printing a
> and b will give the output 42 42. After point 6, printing b and c will
> give the output 1 1. Here's the corrected explanation:
>
> 1. The variables a, b, and c are declared as integer pointers using
> the pointer attribute.
> 2. Memory is allocated for the variables b and c using the allocate
> statement.
> 3. The value 42 is assigned to b (b = 42).
> 4. The value 1 is assigned to c (c = 1).
> 5. The pointer a is assigned to point to b (a => b).
> 6. The pointer b is assigned to point to c (b => c).
> 7. Finally, the values of a, b, and c are printed using the print
> statement, resulting in the output 42 42 1.
>
> User
> I am confused. If, after point 6, b and c will be printed as '1 1', the
> only doubt remains on the value printed in correspondence with a. Shoud
> it be '1 1 1' or '42 1 1'?
> ChatGPT
>
> Apologies for the confusion caused by my previous response. After point
> 6, printing a, b, and c will give the output 1 1 1.
>
> Here's the corrected explanation:
>
> 1. The variables a, b, and c are declared as integer pointers using
> the pointer attribute.
> 2. Memory is allocated for the variables b and c using the allocate
> statement.
> 3. The value 42 is assigned to b (b = 42).
> 4. The value 1 is assigned to c (c = 1).
> 5. The pointer a is assigned to point to b (a => b).
> 6. The pointer b is assigned to point to c (b => c).
> 7. Finally, the values of a, b, and c are printed using the print
> statement, resulting in the output 1 1 1.
>
> User
> Then, if, compiling the program with gfortran, I get '42 1 1' should be
> considered a compiler error?
> ChatGPT
>
> Apologies for the confusion caused by my previous responses. You are
> correct. Compiling the program with gfortran and getting the output 42 1
> 1 indicates a discrepancy with the expected behavior according to the
> Fortran code you provided.
>
> In Fortran, when you use pointer assignment (=>), the target variable
> takes on the value and type of the pointed-to variable. Therefore, after
> the line b => c, the value of b should be 1 rather than 42. The
> subsequent print statement should output 1 1 1.
>
> If the compiler produces the output 42 1 1, it suggests a potential
> issue with the compiler or the code itself. It's recommended to
> double-check the code and ensure there are no other modifications or
> factors affecting the behavior. Additionally, consider using the latest
> version of gfortran or an alternative Fortran compiler to see if the
> issue persists.
> User
> What is, according to the Fortran standard, the exact meaning of a=>b :
> 1) a is pointing the the memory location pointed by b at the time the
> instruction is executed, or 2) is pointing to b even if after that
> instruction b is made pointing to another memory location
> ChatGPT
>
> According to the Fortran standard, when you use the pointer assignment a
> => b, it establishes the association that a is pointing to the memory
> location pointed by b at the time the instruction is executed (Option 1
> in your question).
>
> Once the pointer association a => b is made, a will continue to point to
> the memory location originally pointed by b. Any subsequent changes to b
> will not affect the association between a and the original memory
> location. Therefore, even if b is made to point to another memory
> location after the pointer association is established, a will still
> point to the original memory location.
>
> In the code you provided earlier, the output 42 1 1 suggests that the
> compiler might not be adhering strictly to the Fortran standard in this
> particular case. The behavior may vary depending on the compiler and its
> specific implementation of pointer assignments.
> User
> At this point I do not understand your answer. You said that a continues
> pointing to the original location of b. That location contains the
> integer 42. b at the time the print statemt is executed, b points to c,
> so both b and c should be printed as 1. Why you say that '42 1 1' is
> not the expected output?
> ChatGPT
>
> Apologies for the confusion caused by my previous responses. You are
> correct, and I apologize for the incorrect information in my previous
> explanations.
>
> In the code you provided, after the pointer assignments a => b and b =>
> c, the expected output should indeed be 42 1 1.
>
> The pointer assignment a => b establishes that a is pointing to the
> memory location pointed by b, which initially contains the value 42.
> Then, the pointer assignment b => c changes the pointer b to point to
> the memory location pointed by c, which contains the value 1. However,
> the pointer assignment does not affect the existing pointer a, so a
> still points to the original memory location containing 42.
>
> Therefore, the correct output of the program should be 42 1 1. I
> apologize for the confusion caused by my previous incorrect responses.


Click here to read the complete article
Re: Combining ChatGPT with a Fortran compiler

<be758879-3116-4bad-9e1f-297d056be754n@googlegroups.com>

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Subject: Re: Combining ChatGPT with a Fortran compiler
From: beliav...@aol.com (Beliavsky)
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 by: Beliavsky - Fri, 7 Jul 2023 13:55 UTC

On Thursday, July 6, 2023 at 7:13:52 AM UTC-4, Spiros Bousbouras wrote:
> [ Crossposting to comp.ai.shells ]
> On Thu, 6 Jul 2023 07:34:53 +0200
> Giorgio Pastore <pas...@units.it> wrote:
> > Il 06/07/23 04:37, Beliavsky ha scritto:
> > > On Tuesday, April 4, 2023 at 10:36:13 PM UTC-4, Beliavsky wrote:
> > >> https://github.com/mherrmann/fix is a project using ChatGPT to fix
> > >> errors in a user's C++ code. The same procedure could be used to prompt
> > >> ChatGPT to fix code it generates with feedback from the compiler. If such
> > >> tools are created for Fortran it will raise the productivity of Fortran
> > >> programmers, especially newer ones. It is also possible that resources such
> > >> as Stack Overflow and now ChatGPT make people lazy and less likely to read
> > >> books to understand the programming languages they use.
> > >
> > > I wrote a Python program at
> > > https://github.com/Beliavsky/ChatGPT-Fortran-generator that will
> > > iteratively present ChatGPT with a Fortran code and a compiler error
> > > message and ask for a fix. You do need a paid account to use it, but the
> > > cost for ChatGPT 3.5 is very low. I have submitted hundreds of queries and
> > > paid less than $0.20.
> >
> > I do not recommend ChatGPT for serious programming work. In principle,
> > it could become a valuable resource. However, it would require a
> > specific training that is currently lacking.
> >
> > As an illustration, I can show herefollowing a recent interaction I had
> > on the topic of Fortran pointers. Even if somewhat long, it may be
> > interesting.
> It is , I have been wanting to see such a thing for a long time. I'm not
> interested enough to create an account with one of the chatbots to experiment
> myself but it's good to see an actual transcript as opposed to theoretical
> claims that chatbots can be used for debugging.

At https://github.com/Beliavsky/ChatGPT-Fortran-experiments is the transcript of an experiment where I gave flawed code to ChatGPT-4 and asked it to fix the flaw. In most but not all cases it was able to do so.

Re: Combining ChatGPT with a Fortran compiler

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Subject: Re: Combining ChatGPT with a Fortran compiler
From: gah...@u.washington.edu (gah4)
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 by: gah4 - Fri, 7 Jul 2023 23:56 UTC

On Wednesday, July 5, 2023 at 10:34:59 PM UTC-7, Giorgio Pastore wrote:

(snip)

> program abc
> implicit none
> integer, pointer :: a,b,c
>
> allocate(b,c)
> b=42
> c=1
> a=>b
> b=>c
> print*,a,b,c
Maybe it is just me, but I find this much harder to follow than similar code in C.

C makes the distinction between pointer and pointee more obvious.

allocate(b,c) allocates two integers, somewhere, and points b and c at them.
b=42 and c=1 assignes 42 and 1 to the two mysterious integers, respectively.
a=>b points a at the first one.
b=>c points b at the second one, still pointed to by c.

So it should be 42 1 1

In C, I could do this without writing it all out.

Re: Combining ChatGPT with a Fortran compiler

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Subject: Re: Combining ChatGPT with a Fortran compiler
From: gah...@u.washington.edu (gah4)
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 by: gah4 - Sat, 8 Jul 2023 00:03 UTC

On Wednesday, July 5, 2023 at 10:34:59 PM UTC-7, Giorgio Pastore wrote:

(snip)

> Apologies for the confusion caused by my previous responses. You are
> correct. Compiling the program with gfortran and getting the output 42 1
> 1 indicates a discrepancy with the expected behavior according to the
> Fortran code you provided.

Reminds me that there are stories of ChatGPT writing essays, or maybe
closer to research papers, that included references.

But the books in the references didn't actually exist. They were completely
made up!

It seems that in this case, it is trying to explain the rules of Fortran,
but making them up as it goes along.

If it is supposed to mimic the way real people think, it seems to
be doing a good job of that. People make mistakes, and sometimes
fake things.

Re: Combining ChatGPT with a Fortran compiler

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Newsgroups: comp.lang.fortran
Subject: Re: Combining ChatGPT with a Fortran compiler
Date: Sat, 8 Jul 2023 15:12:00 +0200
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 by: Giorgio Pastore - Sat, 8 Jul 2023 13:12 UTC

Il 08/07/23 01:56, gah4 ha scritto:
> On Wednesday, July 5, 2023 at 10:34:59 PM UTC-7, Giorgio Pastore wrote:
>
> (snip)
>
>> program abc
>> implicit none
>> integer, pointer :: a,b,c
>>
>> allocate(b,c)
>> b=42
>> c=1
>> a=>b
>> b=>c
>> print*,a,b,c
>
> Maybe it is just me, but I find this much harder to follow than similar code in C.
>
> C makes the distinction between pointer and pointee more obvious.
>
> allocate(b,c) allocates two integers, somewhere, and points b and c at them.
> b=42 and c=1 assignes 42 and 1 to the two mysterious integers, respectively.
> a=>b points a at the first one.
> b=>c points b at the second one, still pointed to by c.
>
> So it should be 42 1 1

Sure, as in the last ChatGPT sentence, after many false answers.

> In C, I could do this without writing it all out.

Trying of understanding the semantics of a language by using a different
language is always a dangerous exercise. I learnt pointers in C before I
met them in Fortran. However, today I switch from a language to the
other without trying to "translate back" and I have no problems in using
or understanding the use of pointers in both languages.

However, I know that it requires some practice to deal with pointers and
that was the main reason to use it to check the performance of ChatGPT.

Giorgio

Re: Combining ChatGPT with a Fortran compiler

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Subject: Re: Combining ChatGPT with a Fortran compiler
From: gah...@u.washington.edu (gah4)
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 by: gah4 - Sat, 8 Jul 2023 19:07 UTC

On Saturday, July 8, 2023 at 6:12:06 AM UTC-7, Giorgio Pastore wrote:

(snip)

> > Maybe it is just me, but I find this much harder to follow than similar code in C.
> > C makes the distinction between pointer and pointee more obvious.

(snip, I wrote)

> Sure, as in the last ChatGPT sentence, after many false answers.

> > In C, I could do this without writing it all out.

> Trying of understanding the semantics of a language by using a different
> language is always a dangerous exercise. I learnt pointers in C before I
> met them in Fortran. However, today I switch from a language to the
> other without trying to "translate back" and I have no problems in using
> or understanding the use of pointers in both languages.

It wasn't actually that I had to translate back, but my subconscious
kept thinking of things differently.

I did assembly programming before C, so I had an easy time with
pointers. And like assembly, you have to explicitly indicate when
you are referencing the pointed-to value. I also had a pretty easy
time with Java reference variables. (That you are not supposed
to call pointers.)

But for the above program, my first thoughts, maybe similar to
ChatGPT, got the distinction between pointer and pointee wrong.
> However, I know that it requires some practice to deal with pointers and
> that was the main reason to use it to check the performance of ChatGPT.
Reminds me of my high school French teacher, who could speak English,
French, Mandarin, and Vietnamese. Sometimes when we asked about a word,
she would think a few second, translating between different languages,
before she got the right word.

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