diff --git a/egs/librispeech/ASR/pruned_transducer_stateless3/streaming_decode.py b/egs/librispeech/ASR/pruned_transducer_stateless3/streaming_decode.py index 3a1ecb7ed..e7c1affc2 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless3/streaming_decode.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless3/streaming_decode.py @@ -99,7 +99,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless3/exp", help="The experiment dir", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless4/streaming_decode.py b/egs/librispeech/ASR/pruned_transducer_stateless4/streaming_decode.py index ca3a023ce..e966aa4b1 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless4/streaming_decode.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless4/streaming_decode.py @@ -78,7 +78,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for decoding. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -115,7 +115,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless4/exp", help="The experiment dir", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless4/train.py b/egs/librispeech/ASR/pruned_transducer_stateless4/train.py index 9bd7df401..875b03f7f 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless4/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless4/train.py @@ -26,7 +26,7 @@ export CUDA_VISIBLE_DEVICES="0,1,2,3" --world-size 4 \ --num-epochs 30 \ --start-epoch 1 \ - --exp-dir pruned_transducer_stateless2/exp \ + --exp-dir pruned_transducer_stateless4/exp \ --full-libri 1 \ --max-duration 300 @@ -37,7 +37,7 @@ export CUDA_VISIBLE_DEVICES="0,1,2,3" --num-epochs 30 \ --start-epoch 1 \ --use-fp16 1 \ - --exp-dir pruned_transducer_stateless2/exp \ + --exp-dir pruned_transducer_stateless4/exp \ --full-libri 1 \ --max-duration 550 @@ -195,7 +195,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless4/exp", help="""The experiment dir. It specifies the directory where all training related files, e.g., checkpoints, log, etc, are saved @@ -296,7 +296,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx-streaming.py b/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx-streaming.py index 32eb9eda3..938ff2f16 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx-streaming.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx-streaming.py @@ -87,7 +87,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx.py b/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx.py index e89d94d82..20fd8dff8 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless5/export-onnx.py @@ -84,7 +84,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless5/streaming_decode.py b/egs/librispeech/ASR/pruned_transducer_stateless5/streaming_decode.py index 5b15dcee7..f65f47fc2 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless5/streaming_decode.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless5/streaming_decode.py @@ -78,7 +78,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for decoding. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -115,7 +115,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless5/exp", help="The experiment dir", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless5/test_model.py b/egs/librispeech/ASR/pruned_transducer_stateless5/test_model.py index 9aad32014..71b36e029 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless5/test_model.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless5/test_model.py @@ -20,7 +20,7 @@ To run this file, do: cd icefall/egs/librispeech/ASR - python ./pruned_transducer_stateless4/test_model.py + python ./pruned_transducer_stateless5/test_model.py """ from train import get_params, get_transducer_model diff --git a/egs/librispeech/ASR/pruned_transducer_stateless5/train.py b/egs/librispeech/ASR/pruned_transducer_stateless5/train.py index 847c80ab0..3b5a635e4 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless5/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless5/train.py @@ -328,7 +328,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless6/export.py b/egs/librispeech/ASR/pruned_transducer_stateless6/export.py index b6190e8a6..4d0d8326c 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless6/export.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless6/export.py @@ -20,23 +20,23 @@ # to a single one using model averaging. """ Usage: -./pruned_transducer_stateless2/export.py \ - --exp-dir ./pruned_transducer_stateless2/exp \ +./pruned_transducer_stateless6/export.py \ + --exp-dir ./pruned_transducer_stateless6/exp \ --bpe-model data/lang_bpe_500/bpe.model \ --epoch 20 \ --avg 10 It will generate a file exp_dir/pretrained.pt -To use the generated file with `pruned_transducer_stateless2/decode.py`, +To use the generated file with `pruned_transducer_stateless6/decode.py`, you can do: cd /path/to/exp_dir ln -s pretrained.pt epoch-9999.pt cd /path/to/egs/librispeech/ASR - ./pruned_transducer_stateless2/decode.py \ - --exp-dir ./pruned_transducer_stateless2/exp \ + ./pruned_transducer_stateless6/decode.py \ + --exp-dir ./pruned_transducer_stateless6/exp \ --epoch 9999 \ --avg 1 \ --max-duration 100 \ @@ -65,7 +65,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -91,7 +91,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless6/exp", help="""It specifies the directory where all training related files, e.g., checkpoints, log, etc, are saved """, diff --git a/egs/librispeech/ASR/pruned_transducer_stateless6/train.py b/egs/librispeech/ASR/pruned_transducer_stateless6/train.py index 57753599a..8f033cb9a 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless6/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless6/train.py @@ -267,7 +267,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7/decode.py b/egs/librispeech/ASR/pruned_transducer_stateless7/decode.py index 55a2493e9..eb8841cc4 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7/decode.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7/decode.py @@ -94,10 +94,10 @@ Usage: --max-states 64 (8) modified beam search with RNNLM shallow fusion -./pruned_transducer_stateless5/decode.py \ +./pruned_transducer_stateless7/decode.py \ --epoch 35 \ --avg 15 \ - --exp-dir ./pruned_transducer_stateless5/exp \ + --exp-dir ./pruned_transducer_stateless7/exp \ --max-duration 600 \ --decoding-method modified_beam_search_lm_shallow_fusion \ --beam-size 4 \ @@ -110,11 +110,11 @@ Usage: --rnn-lm-tie-weights 1 (9) modified beam search with LM shallow fusion + LODR -./pruned_transducer_stateless5/decode.py \ +./pruned_transducer_stateless7/decode.py \ --epoch 28 \ --avg 15 \ --max-duration 600 \ - --exp-dir ./pruned_transducer_stateless5/exp \ + --exp-dir ./pruned_transducer_stateless7/exp \ --decoding-method modified_beam_search_LODR \ --beam-size 4 \ --lm-type rnn \ diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7/export-onnx.py b/egs/librispeech/ASR/pruned_transducer_stateless7/export-onnx.py index 2f5d9e338..d2db92820 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7/export-onnx.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7/export-onnx.py @@ -79,7 +79,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -116,7 +116,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless5/exp", + default="pruned_transducer_stateless7/exp", help="""It specifies the directory where all training related files, e.g., checkpoints, log, etc, are saved """, diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7/finetune.py b/egs/librispeech/ASR/pruned_transducer_stateless7/finetune.py index bac25d7b2..3ee2b7d65 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7/finetune.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7/finetune.py @@ -389,7 +389,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7/train.py b/egs/librispeech/ASR/pruned_transducer_stateless7/train.py index a67e5174e..5ec71ec3f 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7/train.py @@ -340,7 +340,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_ctc/train.py b/egs/librispeech/ASR/pruned_transducer_stateless7_ctc/train.py index 44823dd20..b387968a9 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_ctc/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_ctc/train.py @@ -346,7 +346,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_ctc_bs/train.py b/egs/librispeech/ASR/pruned_transducer_stateless7_ctc_bs/train.py index 8d6dc0881..23fb6f497 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_ctc_bs/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_ctc_bs/train.py @@ -342,7 +342,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn-zh.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn-zh.py index 1f870ca5a..e196f8b7d 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn-zh.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn-zh.py @@ -90,7 +90,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn.py index f5589d1b2..4a16a97fb 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/export-for-ncnn.py @@ -88,7 +88,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/jit_trace_export.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/jit_trace_export.py index a164f3f69..4af742316 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/jit_trace_export.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/jit_trace_export.py @@ -39,7 +39,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -65,7 +65,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless7_streaming/exp", help="""It specifies the directory where all training related files, e.g., checkpoints, log, etc, are saved """, diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/streaming_decode.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/streaming_decode.py index c272ed641..b76272e66 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/streaming_decode.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/streaming_decode.py @@ -77,7 +77,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for decoding. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -114,7 +114,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless7_streaming/exp", help="The experiment dir", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train.py index e58f4f820..99090b2c1 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train.py @@ -355,7 +355,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train2.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train2.py index dcdd2ed65..9be629149 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train2.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming/train2.py @@ -355,7 +355,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/decode_gigaspeech.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/decode_gigaspeech.py old mode 100644 new mode 100755 diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/export-for-ncnn.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/export-for-ncnn.py index f5589d1b2..4a16a97fb 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/export-for-ncnn.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/export-for-ncnn.py @@ -88,7 +88,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for averaging. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/streaming_decode.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/streaming_decode.py old mode 100644 new mode 100755 index 78713f920..2904f086c --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/streaming_decode.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/streaming_decode.py @@ -78,7 +78,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for decoding. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) @@ -115,7 +115,7 @@ def get_parser(): parser.add_argument( "--exp-dir", type=str, - default="pruned_transducer_stateless2/exp", + default="pruned_transducer_stateless7_streaming_multi/exp", help="The experiment dir", ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/train.py b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/train.py index 37b89a626..b494253d6 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless7_streaming_multi/train.py @@ -366,7 +366,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/pruned_transducer_stateless8/train.py b/egs/librispeech/ASR/pruned_transducer_stateless8/train.py index b0abad5ae..41adda012 100755 --- a/egs/librispeech/ASR/pruned_transducer_stateless8/train.py +++ b/egs/librispeech/ASR/pruned_transducer_stateless8/train.py @@ -348,7 +348,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, ) diff --git a/egs/librispeech/ASR/zipformer/streaming_decode.py b/egs/librispeech/ASR/zipformer/streaming_decode.py index c2d58cb1e..3f140b4fa 100755 --- a/egs/librispeech/ASR/zipformer/streaming_decode.py +++ b/egs/librispeech/ASR/zipformer/streaming_decode.py @@ -81,7 +81,7 @@ def get_parser(): type=int, default=28, help="""It specifies the checkpoint to use for decoding. - Note: Epoch counts from 0. + Note: Epoch counts from 1. You can specify --avg to use more checkpoints for model averaging.""", ) diff --git a/egs/librispeech/ASR/zipformer/train.py b/egs/librispeech/ASR/zipformer/train.py index 9788220c9..bec9a3986 100755 --- a/egs/librispeech/ASR/zipformer/train.py +++ b/egs/librispeech/ASR/zipformer/train.py @@ -408,7 +408,7 @@ def get_parser(): params.batch_idx_train % save_every_n == 0. The checkpoint filename has the form: f'exp-dir/checkpoint-{params.batch_idx_train}.pt' Note: It also saves checkpoint to `exp-dir/epoch-xxx.pt` at the - end of each epoch where `xxx` is the epoch number counting from 0. + end of each epoch where `xxx` is the epoch number counting from 1. """, )