how to use

messages = [
    {"role": "system", "content": system_prompt},
    {"role": "user",   "content": "What is the sqrt of 101?"},
]

text = tokenizer.apply_chat_template(
    messages,
    add_generation_prompt = True, # Must add for generation
    tokenize = False,
)
from transformers import TextStreamer
_ = model.generate(
    **tokenizer(text, return_tensors = "pt").to("cuda"),
    max_new_tokens = 1024, # Increase for longer outputs!
    # Recommended Gemma-3 settings!
    temperature = 1.0, top_p = 0.95, top_k = 64,
    streamer = TextStreamer(tokenizer, skip_prompt = True),
)

expected output

<start_working_out>
To find the square root of of of 101,

we proceed by estimation or calculation.

Estimation doesn't need the precision of of to be as exact as the calculation, but we'll use approximation methods first:

101 is just slightly more than 10 since \(10^2=100\)

That helps us realize that \(\sqrt{101}\) is close to 10.

When estimating, we can say: 
\[
\sqrt{101} \approx 10

Squaring both sides, we get:
\[ 10^2 = 100 \]
and
\[ (\sqrt{101}) \approx 10
\]

Now using reverse operation, square root of-1 can create -10:
\[
\sqrt{-101} \approx -1 \times \sqrt{101}
\]

However, square roots of refer only to non-negative real numbers, thus this step also needs correction to fit our initial estimation:
- The estimation suggests \(\sqrt{101} \approx 10

Re-evaluating for an exact answer gives us closer value to check again with square formation. Because \(10^2 = 100\),
we see,
\[
\sqrt{101} \approx 10. 

Finally, recognizing \(\sqrt{101}\) as approximately 10 satisfies \(10<sup>10\)

Hence, the precise estimate:
<end_working_out>
<SOLUTION> \(\sqrt{101} \approx 10.\</SOLUTION><|im_end|>