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tinker_cookbook.recipes.preference.dpo.train \ | chosen reward | −0.0001 | 0.0855 | | rejected reward | 0.0011 | 0.0353 | +![DPO loss and chosen/rejected rewards on Spindle and Tinker](assets/lora-validation/qwen3-5-9b-dpo-hhh.png) + - Margin and accuracy rise over the run, with chosen rewards pulling away from rejected ones. +- The same command on Tinker sees identical batches and follows the same loss + trajectory (step 9: dpo_loss 0.6837, accuracy 0.577, margin 0.025). - A warm step takes about 21 s, plus 9–14 s to compute reference logprobs on the sampler pool. -- [W&B run](https://wandb.ai/modal-labs/spindle-dpo-validation/runs/0z0obns5). +- W&B: [Spindle](https://wandb.ai/modal-labs/spindle-dpo-validation/runs/0z0obns5), + [Tinker](https://wandb.ai/modal-labs/spindle-dpo-validation/runs/3zbxmlbv). 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tinker_cookbook.recipes.preference.dpo.train \ | chosen reward | −0.0001 | 0.0855 | | rejected reward | 0.0011 | 0.0353 | -![DPO loss and chosen/rejected rewards on Spindle and Tinker](assets/lora-validation/qwen3-5-9b-dpo-hhh.png) +![DPO loss per step on Spindle and Tinker](assets/lora-validation/qwen3-5-9b-dpo-hhh.png) - Margin and accuracy rise over the run, with chosen rewards pulling away from rejected ones. - The same command on Tinker sees identical batches and follows the same loss - trajectory (step 9: dpo_loss 0.6837, accuracy 0.577, margin 0.025). + trajectory (step 9 dpo_loss: 0.6795 on Spindle, 0.6837 on Tinker). - A warm step takes about 21 s, plus 9–14 s to compute reference logprobs on the sampler pool. - W&B: [Spindle](https://wandb.ai/modal-labs/spindle-dpo-validation/runs/0z0obns5),