An acceleration library that supports arbitrary bit-width combinatorial quantization operations - bytedance/ABQ-LLM
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Here, we study the effect of a finite bit-depth\({b}_{q}\)phase quantization of the encoder plane as well as the diffractive layers. For the results presented so far, we did not assume either to be quantized, i.e., an infinite bit-depth of phase quantization was assumed. For the\...
Training quantization (QLoRA) Efficient batch preprocessing Efficient batch projection Efficient batch collation (based on example lengths) Efficient batch inference Allow for non-INST based instruction formats and system tokens Support more base language modelsDevelopment...
If we were to maintain the 24 bits of phase, the LUT size for this example, taking symmetry of the sine into account, would be ¼*224= 222= 4,194,304 entries. To avoid such a large LUT, the phase is normally quantized to P < C bits. The phase quantization results in so-called...
5. The instrument USES A 14-bit high D/A conversion chip (5Vpp output quantization error less than 1mV), A sampling rate of 250MSa/s, and A vertical resolution of 14bit. 6. Various modulation types: AM, FM, PM, ASK, FSK and PSK modulation. ...
The finer the quantization granularity, the better the quality of the video, but more bits will be needed to represent the data in the bitstream. In some embodiments, the rate controller 1040 controls the operation of the quantizer 1020 based on bit-rate versus picture quality trade-off. The...
are conveyed over an M-bit wide bus, representatively illustrated at bus322, and the L least significant bits, referred to herein as a quantization error word, are conveyed over an L-bit wide bus, representatively illustrated at bus332. It is to be understood that other quantizer configurations...
Training quantization (QLoRA) Efficient batch preprocessing Efficient batch projection Efficient batch collation (based on example lengths) Efficient batch inference Allow for non-INSTbased instruction formats and system tokens Support more base language models ...