diff --git a/feats.py b/feats.py
new file mode 100644
index 0000000000000000000000000000000000000000..1b8730214698899726531ced97bfdf2253651a2e
--- /dev/null
+++ b/feats.py
@@ -0,0 +1,13 @@
+from lhotse.features.io import KaldiWriter
+import numpy as np
+
+for part in ["dev_clean_ls", "test_clean_ls"]:
+    with open(f"./exp/xvector_nnet_1a/xvectors_{part}/spk_xvector.txt", "r") as f:
+        with KaldiWriter(f"./exp/xvector_nnet_1a/xvectors_{part}/") as writer:
+            features = [line.strip().split() for line in f]
+            for feature in features:
+                key = feature[0]
+                feats = feature[2:-1]
+                feats = [float(f) for f in feats]
+                assert len(feats) == 512
+                writer.write(key, np.array([feats], dtype=np.float32))
diff --git a/xvectors_dev_clean_ls/num_utts.ark b/xvectors_dev_clean_ls/num_utts.ark
new file mode 100644
index 0000000000000000000000000000000000000000..1c0de9b15947553e3f30aa54c2c86590e08b5dad
--- /dev/null
+++ b/xvectors_dev_clean_ls/num_utts.ark
@@ -0,0 +1,97 @@
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diff --git a/xvectors_dev_clean_ls/spk_xvector.ark b/xvectors_dev_clean_ls/spk_xvector.ark
new file mode 100644
index 0000000000000000000000000000000000000000..f1a4d5254a3e5edf5b9826f5e79972eb669ce3a1
Binary files /dev/null and b/xvectors_dev_clean_ls/spk_xvector.ark differ
diff --git a/xvectors_dev_clean_ls/spk_xvector.scp b/xvectors_dev_clean_ls/spk_xvector.scp
new file mode 100644
index 0000000000000000000000000000000000000000..d5e479b1ab8b17532e96be9f69278bae25c15ede
--- /dev/null
+++ b/xvectors_dev_clean_ls/spk_xvector.scp
@@ -0,0 +1,97 @@
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diff --git a/xvectors_dev_clean_ls/xvector.1.ark b/xvectors_dev_clean_ls/xvector.1.ark
new file mode 100644
index 0000000000000000000000000000000000000000..192ec0358919e54dd49caedfcb9f72b98d5b4bf9
Binary files /dev/null and b/xvectors_dev_clean_ls/xvector.1.ark differ
diff --git a/xvectors_dev_clean_ls/xvector.1.scp b/xvectors_dev_clean_ls/xvector.1.scp
new file mode 100644
index 0000000000000000000000000000000000000000..b865579c97820414e5587472cb5648197b087e21
--- /dev/null
+++ b/xvectors_dev_clean_ls/xvector.1.scp
@@ -0,0 +1,40 @@
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diff --git a/xvectors_dev_clean_ls/xvector.10.ark b/xvectors_dev_clean_ls/xvector.10.ark
new file mode 100644
index 0000000000000000000000000000000000000000..9144667cee23de553e577b319c18d7dbbe1721c3
Binary files /dev/null and b/xvectors_dev_clean_ls/xvector.10.ark differ
diff --git a/xvectors_dev_clean_ls/xvector.10.scp b/xvectors_dev_clean_ls/xvector.10.scp
new file mode 100644
index 0000000000000000000000000000000000000000..dc088188ef76c5236177b3dad756e24a67c0fe2c
--- /dev/null
+++ b/xvectors_dev_clean_ls/xvector.10.scp
@@ -0,0 +1,45 @@
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