# tinker_cookbook.distillation

| Class                                                                                                                                         | Description                                                               |
| --------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------- |
| [`train_on_policy.Config`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/train_on_policy_config/index.md)       |                                                                           |
| [`DatasetWithTeacher`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/datasetwithteacher/index.md)               | Pairs a supervised dataset with its teacher model.                        |
| [`train_off_policy.Config`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/train_off_policy_config/index.md)     | Configuration for off-policy distillation with soft teacher targets.      |
| [`SDFTBatchProvider`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/sdftbatchprovider/index.md)                 | Protocol for SDFT datasets that return builders alongside golden answers. |
| [`sdft.Config`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/sdft_config/index.md)                             | Configuration for SDFT training.                                          |
| [`TeacherConfig`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/teacherconfig/index.md)                         | Configuration for a teacher model.                                        |
| [`DistillationDatasetConfig`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/distillationdatasetconfig/index.md) | Configuration for a dataset used in distillation.                         |
| [`PromptOnlyEnv`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/promptonlyenv/index.md)                         | Environment that only provides prompts with no rewards.                   |
| [`PromptOnlyDataset`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/promptonlydataset/index.md)                 | Dataset that provides prompts without rewards.                            |
| [`PromptOnlyDatasetBuilder`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/distillation/promptonlydatasetbuilder/index.md)   | Builder for prompt-only datasets.                                         |