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from typing import Iterable
import ollama
def print_logprobs(logprobs: Iterable[dict], label: str) -> None:
print(f'\n{label}:')
for entry in logprobs:
token = entry.get('token', '')
logprob = entry.get('logprob')
print(f' token={token!r:<12} logprob={logprob:.3f}')
for alt in entry.get('top_logprobs', []):
if alt['token'] != token:
print(f' alt -> {alt["token"]!r:<12} ({alt["logprob"]:.3f})')
response = ollama.generate(
model='gemma3',
prompt='hi! be concise.',
logprobs=True,
top_logprobs=3,
)
print('Generate response:', response['response'])
print_logprobs(response.get('logprobs', []), 'generate logprobs')
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