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Failure to reproduce paper's recall on IVF Product quantization · Issue #1045 · facebookresearch/faiss · GitHub
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Description
I am trying to reproduce results the paper: “Product quantization for nearest neighbor search”, Jégou & al., PAMI 2011.
The paper reports that IVFADC for sift 1 million docs dataset with 128 dims with k'=1024
, m=8
, w=8
produces recall of around 0.9
(Fig 7).
Running ann-benchmarks on the sift dataset with nprobe=8
ncentroids = 1024
m = 8
code_size = 8
self.coarse_quantizer = faiss.IndexFlatL2(X.shape[1])
index = faiss.IndexIVFPQ(self.coarse_quantizer, X.shape[1], ncentroids, m, code_size)
produces recall of 0.372.
FaissIVFPQ(n_list=1024, n_probe=8) 0.372 4493.587
What would be the way to achieve recall as reported by the paper?
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