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Use regular division inside Scale Estimation #3210

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@nikita-savelyevv nikita-savelyevv commented Jan 23, 2025

Changes

Compute division inside SE algorithm always as a/b instead of a*(1/b) in some cases.

Reason for changes

During implementation #2727 some choices were made regarding how division operation is computed in order for the changes to be completely aligned with the previous implementation. Namely, before #2727 some divisions were computed as a*(1/b), and this is currently still the case.

The way these divisions are computed originally was not intended. Now, all divisions are aligned to the a/b form.

Related tickets

163286

Tests

@github-actions github-actions bot added NNCF OpenVINO Pull requests that updates NNCF OpenVINO NNCF PTQ Pull requests that updates NNCF PTQ labels Jan 23, 2025
Comment on lines 38 to 42
tinyllama_scale_estimation_per_channel_backend_TORCH:
metric_value: 0.81389
metric_value: 0.80873
num_int4: 188
num_int8: 124
atol: 0.006 # difference across devices: 0.80873 vs 0.81389
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A reference value for PT is changed to stay aligned with OV. Interestingly, the new value for OV (0.80873) is also the value that PT backend gets on some devices.

@nikita-savelyevv nikita-savelyevv marked this pull request as ready for review February 28, 2025 10:55
@nikita-savelyevv nikita-savelyevv requested a review from a team as a code owner February 28, 2025 10:55
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