Add int8 dynamic quantization (encoder + merged decoder)

#2
by Masterx - opened

8-bit dynamic weight quantization (ONNX Runtime quantize_dynamic, QInt8) of the fp32 encoder and merged decoder. ~2.1 GB total. Verified: greedy decode matches fp32 on an English clip (en/en and unklang/unklang both correct). Complements the existing fp16/q4/q4f16 with an accuracy tier between q4 and fp32.

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