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llama.cpp/examples/quantize
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jiez 1966eb2615
quantize : add '--keep-split' to quantize model into shards (#6688) 
* Implement '--keep-split' to quantize model into several shards

* Add test script

* Update examples/quantize/quantize.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* Split model correctly even if tensor id is out-of-order

* Update llama_model_quantize_params

* Fix preci failures

---------

Co-authored-by: z5269887 <z5269887@unsw.edu.au>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-04-25 13:29:35 +03:00
..
CMakeLists.txt
build : link against build info instead of compiling against it (#3879)
2023-11-02 08:50:16 +02:00
quantize.cpp
quantize : add '--keep-split' to quantize model into shards (#6688)
2024-04-25 13:29:35 +03:00
README.md
chore: Fix markdown warnings (#6625)
2024-04-12 10:52:36 +02:00
test.sh
quantize : add '--keep-split' to quantize model into shards (#6688)
2024-04-25 13:29:35 +03:00

README.md

quantize

TODO

Llama 2 7B

Quantization Bits per Weight (BPW)
Q2_K 3.35
Q3_K_S 3.50
Q3_K_M 3.91
Q3_K_L 4.27
Q4_K_S 4.58
Q4_K_M 4.84
Q5_K_S 5.52
Q5_K_M 5.68
Q6_K 6.56

Llama 2 13B

Quantization Bits per Weight (BPW)
Q2_K 3.34
Q3_K_S 3.48
Q3_K_M 3.89
Q3_K_L 4.26
Q4_K_S 4.56
Q4_K_M 4.83
Q5_K_S 5.51
Q5_K_M 5.67
Q6_K 6.56

Llama 2 70B

Quantization Bits per Weight (BPW)
Q2_K 3.40
Q3_K_S 3.47
Q3_K_M 3.85
Q3_K_L 4.19
Q4_K_S 4.53
Q4_K_M 4.80
Q5_K_S 5.50
Q5_K_M 5.65
Q6_K 6.56