specific method · filed under inference & serving
FP8 W8A8 quantization with dynamic activation scaling
Uses FP8 for weights and activations with amax-based dynamic activation scaling that does not require calibration.
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For FP8 quantization (W8A9), we used a amax-based quantization scheme with dynamic activation scaling that does not require calibration.
usedpost trainingin Laguna XS.2Poolside
Filed alongside
Other methods under inference & serving :: inference quantization.
FP8 KV-cache quantizationFP8FP4 KV-cache quantizationNVFP4 quantizationFour-Over-SixMXFP4 weight quantizationPost-training quantizationQuantizationBlock-scaled INT8 quantization with stochastic roundingFP8 E4M3 quantizationGGUFMax-based scalingMSE-based scalingMXFP8 activation quantizationNVFP4 KV-cache quantizationNVFP4 ModelOpt re-quantizationSSM cache quantizationAWQ INT4 weight quantization (W4A16)BF16 inferenceBlock-wise E4M3 FP8 weight quantizationChannel-wise quantizationDynamic activation scalingEmbedding and KV-cache quantizationEmpirical bits-per-element budget selection