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question on random result #1179

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HPicatto opened this issue Jan 22, 2025 · 0 comments
Open

question on random result #1179

HPicatto opened this issue Jan 22, 2025 · 0 comments

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@HPicatto
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Hi I've data simmilar to the axiv one, I've reduce text to embedding and then reduce that array using UMAP. but the result is only approximatly the same given same input.
for example, in this case the text was only the word "html" the embedding produce identical arrays, but umap produced never the same values:

src_url_surt extracted_text umap_1 umap_2 embedding
"au,net,daedalus)/about" "html" 7.922148 21.642248 [-0.054749, 0.011139, … 0.021515]
"au,org,galaxyfoundation)/" "html" 8.211867 21.60751 [-0.054749, 0.011139, … 0.021515]
"au,org,makerheals)/" "html" 8.094625 21.699774 [-0.054749, 0.011139, … 0.021515]
"au,org,thehut)/" "html" 8.280423 21.611532 [-0.054749, 0.011139, … 0.021515]
"cat,geieg,reserves:8800)/geieg" "html" 7.953833 21.644217 [-0.054749, 0.011139, … 0.021515]
"com,chillyfillmores)/" "html" 8.031129 21.586952 [-0.054749, 0.011139, … 0.021515]
"com,chinasystems)/" "html" 7.906438 21.706869 [-0.054749, 0.011139, … 0.021515]
"com,chinaums,open)/saas-web" "html" 7.969978 21.430769 [-0.054749, 0.011139, … 0.021515]
"com,chinayawei)/" "html" 8.02914 21.780499 [-0.054749, 0.011139, … 0.021515]
"com,pixiteapps)/" "html" 8.171796 21.647501 [-0.054749, 0.011139, … 0.021515]

is there some kind of stochastic optimization in this packege?

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