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Gaveone lecture on Deep Learning at Scale at Mines Paritech for the PSL week on Large-Scale Machine Learning. The slides and code are available on the lesson github. 2018 Teaching assistant for the Deep Learning: Do-It-Yourself! class at Ecole Normale Superieure: Introduction, 14/09/2018: slides Optimization, 26/10/2018: slides, notebook Misc. I wrote my PhD manuscript on the Optimization of Fast Deep Learning Network for Audio Analysis and Synthesis. Half of it is on audio synthesis and source separation, and the other half is on adaptive and stochastic optimization.

The community is heavily using both the .ckpt and the diffusers format. We are working on having better support for interoperability between the formats, but the recommended approach is always to just upload checkpoints in both formats.

--dump_path is just the path where the diffusers checkpoint will be save

--checkpoint_path is the path to the .ckpt file to be converted. If multiple .ckpt files are present, we recommend to always use the largest one

--original_config_file - the original config file. This should be a file that ends with a yaml suffix. In case no file is present you should try to find the corresponding file in the github repo the .ckpt model originated from. Some examples:

We recommend to then convert the checkpoint directly into the cloned local repo. For our example above we used the following command. We took the cldm_v15.yaml config from ControlNet/models at main lllyasviel/ControlNet GitHub since we know that the model is a sd15 model and a controlnet model and because no config was present in the original repo

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