import pickle
import gzip
import lzma


with gzip.open("umap_reducer.pkl.gz", "rb") as in_file:
    reducer = pickle.load(in_file)

    with lzma.open("umap_reducer.pkl.lzma", "wb") as out_file:
        pickle.dump(reducer, out_file)