c8261b2ccc
* Reformat
* rewrite _get_name_params
* Add workflow for automatic formatting
* Revert "Add workflow for automatic formatting"
This reverts commit 9111c5dbc1.
* revert Retrieval_based_Voice_Conversion_WebUI.ipynb
---------
Co-authored-by: 源文雨 <41315874+fumiama@users.noreply.github.com>
37 lines
1.2 KiB
Python
37 lines
1.2 KiB
Python
"""
|
||
格式：直接cid为自带的index位；aid放不下了，通过字典来查，反正就5w个
|
||
"""
|
||
import faiss, numpy as np, os
|
||
|
||
# ###########如果是原始特征要先写save
|
||
inp_root = r"E:\codes\py39\dataset\mi\2-co256"
|
||
npys = []
|
||
for name in sorted(list(os.listdir(inp_root))):
|
||
phone = np.load("%s/%s" % (inp_root, name))
|
||
npys.append(phone)
|
||
big_npy = np.concatenate(npys, 0)
|
||
print(big_npy.shape) # (6196072, 192)#fp32#4.43G
|
||
np.save("infer/big_src_feature_mi.npy", big_npy)
|
||
|
||
##################train+add
|
||
# big_npy=np.load("/bili-coeus/jupyter/jupyterhub-liujing04/vits_ch/inference_f0/big_src_feature_mi.npy")
|
||
print(big_npy.shape)
|
||
index = faiss.index_factory(256, "IVF512,Flat") # mi
|
||
print("training")
|
||
index_ivf = faiss.extract_index_ivf(index) #
|
||
index_ivf.nprobe = 9
|
||
index.train(big_npy)
|
||
faiss.write_index(index, "infer/trained_IVF512_Flat_mi_baseline_src_feat.index")
|
||
print("adding")
|
||
index.add(big_npy)
|
||
faiss.write_index(index, "infer/added_IVF512_Flat_mi_baseline_src_feat.index")
|
||
"""
|
||
大小（都是FP32）
|
||
big_src_feature 2.95G
|
||
(3098036, 256)
|
||
big_emb 4.43G
|
||
(6196072, 192)
|
||
big_emb双倍是因为求特征要repeat后再加pitch
|
||
|
||
"""
|