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@@ -12,8 +12,5 @@ pipeline_tag: automatic-speech-recognition
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  Moonshine models for regression/performance testing. Derived from `UsefulSensors/moonshine`.
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  ## Repository contents
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- - `models/bf16/{onnx,mlir}`: full-precision (bf16 weights/activations) encoder, decoder, and decoder-with-past graphs exported from ONNX and converted to Torch-MLIR.
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- - `models/quantized/{onnx,mlir}`: quantized counterparts of the above graphs.
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-
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- ## Notes
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- - Static model export and dtype conversion done with `torq-tools`
 
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  Moonshine models for regression/performance testing. Derived from `UsefulSensors/moonshine`.
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  ## Repository contents
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+ - `models/{bf16,quantized}/onnx`: Static ONNX models exported from [torq-tools](https://github.com/synaptics-torq/torq-tools).
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+ - `models/{bf16}/vmfb`: Compiled VMFB binaries for use in applications.