Int 4 Quantization
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![Int 4 Quantization [论文评述] FireQ: Fast INT4-FP8 Kernel and RoPE-aware Quantization for LLM ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/fireq-fast-int4-fp8-kernel-and-rope-aware-quantization-for-llm-inference-acceleration-2.png)



![Int 4 Quantization [论文评述] SAW-INT4: System-Aware 4-Bit KV-Cache Quantization for Real ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/saw-int4-system-aware-4-bit-kv-cache-quantization-for-real-world-llm-serving-2.png)





![Int 4 Quantization [논문 리뷰] INT v.s. FP: A Comprehensive Study of Fine-Grained Low-bit ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/int-vs-fp-a-comprehensive-study-of-fine-grained-low-bit-quantization-formats-3.png)

















![Int 4 Quantization [论文评述] When Flat Minima Fail: Characterizing INT4 Quantization Collapse ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/when-flat-minima-fail-characterizing-int4-quantization-collapse-after-fp32-convergence-3.png)

![Int 4 Quantization [Deep Learning] 양자화 Quantization - 1. 정의, 사용 경우 및 종류](https://velog.velcdn.com/images/sohtks/post/76487e8e-6adc-46c2-917f-1956d58a2ad4/image.png)






![Int 4 Quantization [2301.12017] Understanding INT4 Quantization for Language Models ...](https://ar5iv.labs.arxiv.org/html/2301.12017/assets/figs/perf/e2e_i4-qbest_ft-i8.png)
































![Int 4 Quantization [2303.17951] FP8 versus INT8 for efficient deep learning inference](https://ar5iv.labs.arxiv.org/html/2303.17951/assets/x11.png)



![Int 4 Quantization [论文评述] Q-GaLore: Quantized GaLore with INT4 Projection and Layer ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/q-galore-quantized-galore-with-int4-projection-and-layer-adaptive-low-rank-gradients-1.png)









![Int 4 Quantization [2307.09782] ZeroQuant-FP: A Leap Forward in LLMs Post-Training W4A8 ...](https://ar5iv.labs.arxiv.org/html/2307.09782/assets/figs/quantization-int-fp8.png)


![Int 4 Quantization [Fundamental] 模型量化 | Ubios Home](https://chenghuawang.github.io/keep-moving-forward/tech/fundamental_quantization/linear-quant.png)



