microsoft / microsoft/VPTQ

Question about result reproduction

Open
#180 15 comments 0 reactions 1 assignee View on GitHub

@YangWang92 is already working on this.

Since Mar 7, 2025.

Dominant language
Python
Stars
681
Forks
53
PR merge metrics
No merged PRs in 30d

Description

Image
I tried the quantization configuration in #4 and #5, i.e. v6k4096, but could not reproduce the similar results in the llama2 13B model. I also used the script configuration in the readme, i.e. v8k65536res256, but could only get poor ppl results. How can I reproduce the unfinetuned results in Table 10?

Here are the scripts and results of the algorithm branch I used:

python run_vptq.py --model_name /Llama-2-13b-hf --output_dir outputs/llama2_13b_v6k4096 --vector_lens -1 6 --group_num 1 --num_centroids -1 4096 --num_res_centroids -1 -1 --npercent 0 --blocksize 128 --new_eval --seq_len 4096 --kmeans_mode hessian --num_gpus 1 --enable_perm --enable_norm --save_model --save_packed_model --hessian_path /hess/llama2_13b_6144/ --inv_hessian_path /invhess/llama2_13b_6144/ --ktol 1e-5 --kiter 100

results:
"wikitext2": 253.8889923095703,
"c4-new": 180.23741149902344

python run_vptq.py --model_name /Llama-2-13b-hf --output_dir outputs/llama2_13b_v8k65536r256 --vector_lens -1 8 --group_num 1 --num_centroids -1 65536 --num_res_centroids -1 -256 --npercent 0 --blocksize 128 --new_eval --seq_len 4096 --kmeans_mode hessian --num_gpus 1 --enable_perm --enable_norm --save_model --save_packed_model --hessian_path /hess/llama2_13b_6144/ --inv_hessian_path /invhess/llama2_13b_6144/ --ktol 1e-5 --kiter 100

results:
"wikitext2": 71.66665649414062,
"c4-new": 64.28524017333984

Thanks and look forward to your answer.

Contributor guide

No contributing guide indexed for this repository

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Assessment

This issue has not been assessed yet.

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.