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-rw-r--r--swr2_asr/utils.py18
1 files changed, 18 insertions, 0 deletions
diff --git a/swr2_asr/utils.py b/swr2_asr/utils.py
index 8a950ab..87d4f82 100644
--- a/swr2_asr/utils.py
+++ b/swr2_asr/utils.py
@@ -4,6 +4,7 @@ from enum import Enum
from typing import TypedDict
import numpy as np
+import matplotlib.pyplot as plt
import torch
import torchaudio
from tokenizers import Tokenizer
@@ -314,3 +315,20 @@ if __name__ == "__main__":
tok = Tokenizer.from_file("data/tokenizers/bpe_tokenizer_german_3000.json")
dataset.set_tokenizer(tok)
+
+
+def plot(epochs,path):
+ losses = list()
+ test_losses = list()
+ cers = list()
+ wers =list()
+ for epoch in range(1, epochs +1):
+ current_state = torch.load(path + str(epoch))
+ losses.append(current_state["loss"])
+ test_losses.append(current_state["test_loss"])
+ cers.append(current_state["avg_cer"])
+ wers.append(current_state["avg_wer"])
+
+ plt.plot(losses)
+ plt.plot(test_losses)
+ plt.savefig("losses.svg") \ No newline at end of file