# tinker_cookbook.completers

| Class                                                                                                                                 | Description                                                                |
| ------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------- |
| [`TokensWithLogprobs`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/completers/tokenswithlogprobs/index.md)         | A sequence of token IDs with optional log-probabilities and a stop reason. |
| [`TokenCompleter`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/completers/tokencompleter/index.md)                 | Abstract interface for generating tokens from a prompt.                    |
| [`MessageCompleter`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/completers/messagecompleter/index.md)             | Abstract interface for generating message responses.                       |
| [`TinkerTokenCompleter`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/completers/tinkertokencompleter/index.md)     | Token completer that uses a tinker.SamplingClient to sample actions.       |
| [`TinkerMessageCompleter`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/completers/tinkermessagecompleter/index.md) | Message completer that uses a tinker.SamplingClient to generate responses. |