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Download v2/report_v2.md from AlexCode2003/turanassist-intent-e5: direct link, hf CLI and curl.
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https://huggingface.co/AlexCode2003/turanassist-intent-e5/resolve/main/v2/report_v2.md
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hf download hf://AlexCode2003/turanassist-intent-e5/v2/report_v2.md
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curl -L -o report_v2.md https://huggingface.co/AlexCode2003/turanassist-intent-e5/resolve/main/v2/report_v2.md
1.57 kB
multilingual-e5-small, прогон v2
Значения – доля верных ответов, в скобках 95% доверительный интервал Уилсона.
Замороженный e5 против корректного дообучения (PyTorch fp32)
| Модель | CV acc | Test top-1 | macro-F1 | Порог | Test с порогом | OOD отклонено | Внешний тест | Сценарии |
|---|---|---|---|---|---|---|---|---|
e5_frozen_logreg |
0.803 | 0.881 [0.840; 0.912] | 0.884 | 0.731 | 0.695 [0.642; 0.743] | 0.769 [0.664; 0.849] | 0.627 [0.559; 0.690] | 0.846 [0.739; 0.914] |
e5_finetuned_meanpool |
0.749 | 0.811 [0.765; 0.851] | 0.806 | 0.379 | 0.701 [0.649; 0.749] | 0.628 [0.517; 0.727] | 0.627 [0.559; 0.690] | 0.862 [0.757; 0.925] |
Варианты ONNX: размер, память, задержка (CPU, 1 поток), качество
| Вариант | Размер, МБ | Память сессии, МБ | p50, мс | p95, мс | Совпадение top-1 с fp32 | Test top-1 | Сценарии с порогом |
|---|---|---|---|---|---|---|---|
encoder/fp32 |
448 | 516 | 12.4 | 22.7 | 1.000 | 0.881 [0.840; 0.912] | 0.846 [0.739; 0.914] |
encoder/int8_full |
113 | 151 | 7.2 | 14.6 | 0.953 | 0.868 [0.826; 0.901] | 0.769 [0.654; 0.855] |
encoder/int8_full_perchannel |
113 | 147 | 8.1 | 16.7 | 0.968 | 0.884 [0.844; 0.914] | 0.815 [0.704; 0.891] |
encoder/int8_emb_only |
173 | 242 | 13.5 | 22.6 | 0.997 | 0.881 [0.840; 0.912] | 0.831 [0.722; 0.903] |