Thanks @bartowski for breaking this down! :)

hi im new hello to every one

Such an appreciation for people who will make the effort to point out incidentally spreading some misinformation & then to provide the correction / update ;-)
(outside of git issues & such heh)

I saw the imatrix dataset which is a whole text file, I'm trying to recreate your wizardry in ONNX lol and I wonder how you make sense of the whole text, how do you chunk it? etc, etc? Help appreciated, and I'm glad you started posting, just found out about this new feature last week, take care. You doing god's work, and your quants are the best. GGUF quants have come such a long way, I see smaller files, and faster outputs, but even ONNX is beating GGUF in my tests, it just take more refined approach.

After examining it, the most I could take away was questions + answers + random text.

I coded Python script:

with open("calibration_datav3.txt", "rt") as file:
    data = file.read()

data_blocks = data.split("Q:\n\n")[1:]

for i, block in enumerate(data_blocks, 1):
    block = block.split("A:\n\n")
    question = block[0].strip()
    answer = block[1].strip().split("\n\n")[0].strip()
    print(f"### QUESTION:\n{question}\n")
    print(f"### ANSWER:\n{answer}")
    if i != len(data_blocks):
        print("\n---\n")

and it give me some structured data, although some parts of the answers are truncated 😅, example:

### QUESTION:
как передать json на сервер

Здравствуйте, у меня есть 2 json объекта, находящиеся в javascript. Каким образом мне хранить их на сервере, файлами или в запросе передавать? Пожалуйста, с примерами кода.
Бэкэнд на ASP.NET 4.5

### ANSWER:
На клиенте конвертировать его в string:
myStringObj = JSON.stringify(myObj);

---

...

---

### QUESTION:
Show that $S_5$ does not have a quotient group isomorphic to $S_4$

Show that $S_5$ does not have a quotient group isomorphic to $S_4$.

If we to assume that $H$ is such a group, than $H$ must be normal in $S_5$ and $|H|=|S_5|/|S_4|=5$. So $H$ must be isomorphic to $\mathbb{Z}/5\Bbb Z$.
That's as far as my logic goes. I couldn't arrive at a contradiction.
Any ideas?

### ANSWER:
The possible candidates for such an $H$ are the subgroups of $S_5$ that are cyclic of order 5.  All elements of $S_5$ of order 5 are given by $5$-cycles.  However, the subgroup generated by a 5-cycle is not normal, so no $H$ can exist, as desired.

@ddh0 Read this. 😋