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README.md

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-license: mit
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+---
+license: mit
+---
+
+Details on the code used to produce and use this model are available at:
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+https://github.com/schrum2/MarioDiffusion
+
+That repo has instructions to check out this model and apply it to the generation of Super Mario Bros. level scenes. 
+There is also an interactive GUI for constructing complete levels out of model-generated scenes.
+
+This model makes use of https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1 
+as a text embedding model for use with diffusion to generate Mario levels.
+Mario scene captions contain multiple period-separated phrases, and this model
+embeds each phrase with its own sentence embedding vector for the diffusion
+model to use as text conditioning.
+
+To see a model using sentence-transformers/multi-qa-MiniLM-L6-cos-v1 that 
+embeds the entire caption as a single vector, 
+see https://huggingface.co/schrum2/MarioDiffusion-MiniLM-single-regular0.
+To see a model that uses a simple token-based transformer model for text 
+embedding, see https://huggingface.co/schrum2/MarioDiffusion-MLM-regular0.