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I struggled to get it set up last night, eventually I stumbled across issue 796 on the github which had the solution. https://github.com/neonbjb/tortoise-tts/issues/796#issuecomment-2204846504
Seems there's an issue with the dependencies currently and all versions of installing tortoise-tts from the existing instructions is doomed to failure without manual intervention.
As mikejgrecojr commented in the linked github issue, the fix for running via docker is:
Try updating your Dockerfile by adding in scipy to the conda install and specifying version 1.13.1 on line 31 like below. That worked for me:
&& conda install pytorch==2.2.2 torchvision==0.17.2 torchaudio==2.2.2 pytorch-cuda=12.1 scipy=1.13.1 -c pytorch -c