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authorBarfingLemurs <128182951+BarfingLemurs@users.noreply.github.com>2023-09-27 11:30:36 -0400
committerGitHub <noreply@github.com>2023-09-27 18:30:36 +0300
commitffe88a36a913e5792aa383f0726bdbcf632e7191 (patch)
tree1674d754253bb233833f20245719e48c5b6c74c4 /examples/perplexity/README.md
parent99115f3fa654b593099c6719ad30e3f54ce231e1 (diff)
readme : add some recent perplexity and bpw measurements to READMES, link for k-quants (#3340)
* Update README.md * Update README.md * Update README.md with k-quants bpw measurements
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# perplexity
TODO
+
+## Llama 2 70B Scorechart
+Quantization | Model size (GiB) | Perplexity | Delta to fp16
+-- | -- | -- | --
+Q4_0 | 36.20 | 3.5550 | 3.61%
+Q4_1 | 40.20 | 3.5125 | 2.37%
+Q5_0 | 44.20 | 3.4744 | 1.26%
+Q2_K | 27.27 | 3.7339 | 8.82%
+Q3_K_S | 27.86 | 3.7019 | 7.89%
+Q3_K_M | 30.83 | 3.5932 | 4.72%
+Q3_K_L | 33.67 | 3.5617 | 3.80%
+Q4_K_S | 36.39 | 3.4852 | 1.57%
+Q4_K_M | 38.54 | 3.4725 | 1.20%
+Q5_K_S | 44.20 | 3.4483 | 0.50%
+Q5_K_M | 45.41 | 3.4451 | 0.40%
+Q6_K | 52.70 | 3.4367 | 0.16%
+fp16 | 128.5 | 3.4313 | -
+