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ResearchFormerly WizWand

Gradient Compression on CIFAR-10 ConvNet gradients

1.1738Compression RateLM-GC
0.2880320.5179910.747950.977909Sep 26, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LM-GCLLM=Tinyllama 1.1B, Serialization=ISO2024.091.1738
LM-GCLLM=LLAMA 2 7B, Serialization=ISO2024.091.0907
LM-GCLLM=LLAMA 2 7B, Serialization=Hn2024.090.721
LM-GCLLM=Openllama 3B, Serialization=ISO2024.090.7185
FLACChunking mode=Unchunked2024.090.5237
FLACChunking mode=Chunked2024.090.5046
FPZIPChunking mode=Chunked2024.090.4927
PNGChunking mode=Chunked2024.090.4918
LZMAChunking mode=Chunked2024.090.4736
GZIPChunking mode=Chunked2024.090.471
LM-GCLLM=Tinyllama 1.1B, Serialization=Hsemi2024.090.4345
PNGChunking mode=Unchunked2024.090.433
GZIPChunking mode=Unchunked2024.090.4242
LZMAChunking mode=Unchunked2024.090.4191
FPZIPChunking mode=Unchunked2024.090.4126
LM-GCLLM=Tinyllama 1.1B, Serialization=Hs2024.090.3883
LM-GCLLM=Tinyllama 1.1B, Serialization=Hc+s2024.090.3846
LM-GCLLM=Tinyllama 1.1B, Serialization=Hc2024.090.384
LM-GCLLM=Openllama 3B, Serialization=Hn2024.090.3707
LM-GCLLM=Tinyllama 1.1B, Serialization=Hn2024.090.363
LM-GCLLM=Openllama 3B, Serialization=Hc2024.090.3431
LM-GCLLM=Openllama 3B, Serialization=Hsemi2024.090.3357
LM-GCLLM=Openllama 3B, Serialization=Hc+s2024.090.3307
LM-GCLLM=LLAMA 2 7B, Serialization=Hc2024.090.3296
LM-GCLLM=LLAMA 2 7B, Serialization=Hsemi2024.090.3278
LM-GCLLM=Openllama 3B, Serialization=Hs2024.090.3232
LM-GCLLM=LLAMA 2 7B, Serialization=Hs2024.090.3226
LM-GCLLM=LLAMA 2 7B, Serialization=Hc+s2024.090.3221