Upload models/opener_en/bySentiment_desc60 with huggingface_hub
Browse files- .gitattributes +5 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_infoxlm_6 +3 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_infoxlm_6.train.log +960 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_mbert_6 +3 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_mbert_6.train.log +522 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_roberta_6 +3 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_roberta_6.train.log +762 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_twxlmsa_6 +3 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_twxlmsa_6.train.log +444 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_xlm_6 +3 -0
- models/opener_en/bySentiment_desc60/model_vi_opener_en_xlm_6.train.log +546 -0
.gitattributes
CHANGED
|
@@ -154,3 +154,8 @@ models/opener_en/bySentiment_desc80/model_vi_opener_en_mbert_6 filter=lfs diff=l
|
|
| 154 |
models/opener_en/bySentiment_desc80/model_vi_opener_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
|
| 155 |
models/opener_en/bySentiment_desc80/model_vi_opener_en_twxlmsa_6 filter=lfs diff=lfs merge=lfs -text
|
| 156 |
models/opener_en/bySentiment_desc80/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 154 |
models/opener_en/bySentiment_desc80/model_vi_opener_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
|
| 155 |
models/opener_en/bySentiment_desc80/model_vi_opener_en_twxlmsa_6 filter=lfs diff=lfs merge=lfs -text
|
| 156 |
models/opener_en/bySentiment_desc80/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
|
| 157 |
+
models/opener_en/bySentiment_desc60/model_vi_opener_en_infoxlm_6 filter=lfs diff=lfs merge=lfs -text
|
| 158 |
+
models/opener_en/bySentiment_desc60/model_vi_opener_en_mbert_6 filter=lfs diff=lfs merge=lfs -text
|
| 159 |
+
models/opener_en/bySentiment_desc60/model_vi_opener_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
|
| 160 |
+
models/opener_en/bySentiment_desc60/model_vi_opener_en_twxlmsa_6 filter=lfs diff=lfs merge=lfs -text
|
| 161 |
+
models/opener_en/bySentiment_desc60/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_infoxlm_6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:19156828a29eff19477092fbeb07af78842641775941769d7d98eb8cb1947948
|
| 3 |
+
size 1177852197
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_infoxlm_6.train.log
ADDED
|
@@ -0,0 +1,960 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-04-21 10:16:55 INFO
|
| 2 |
+
---------------------+-------------------------------
|
| 3 |
+
Param | Value
|
| 4 |
+
---------------------+-------------------------------
|
| 5 |
+
lr | 5e-05
|
| 6 |
+
mu | 0.9
|
| 7 |
+
nu | 0.999
|
| 8 |
+
eps | 1e-06
|
| 9 |
+
weight_decay | 0.0
|
| 10 |
+
lr_rate | 1
|
| 11 |
+
patience | 30
|
| 12 |
+
update-steps | 1
|
| 13 |
+
warmup | 0.0
|
| 14 |
+
update_steps | 1
|
| 15 |
+
mode | train
|
| 16 |
+
path | /content/gdrive/MyDrive/models/model_vi_opener_en_infoxlm_6
|
| 17 |
+
device | 0
|
| 18 |
+
seed | 1
|
| 19 |
+
threads | 16
|
| 20 |
+
local_rank | -1
|
| 21 |
+
feat | None
|
| 22 |
+
build | True
|
| 23 |
+
checkpoint | False
|
| 24 |
+
encoder | bert
|
| 25 |
+
max_len | None
|
| 26 |
+
buckets | 32
|
| 27 |
+
train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/train.conllu
|
| 28 |
+
dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/dev.conllu
|
| 29 |
+
test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
|
| 30 |
+
embed | data/glove.6B.100d.txt
|
| 31 |
+
unk | unk
|
| 32 |
+
n_embed | 100
|
| 33 |
+
n_embed_proj | 125
|
| 34 |
+
bert | microsoft/infoxlm-base
|
| 35 |
+
inference | mfvi
|
| 36 |
+
---------------------+-------------------------------
|
| 37 |
+
|
| 38 |
+
2023-04-21 10:16:56 INFO Building the fields
|
| 39 |
+
2023-04-21 10:17:00 INFO CoNLL(
|
| 40 |
+
(words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
|
| 41 |
+
(labels): ChartField()
|
| 42 |
+
)
|
| 43 |
+
2023-04-21 10:17:00 INFO Building the model
|
| 44 |
+
2023-04-21 10:17:36 INFO VISemanticDependencyModel(
|
| 45 |
+
(encoder): TransformerEmbedding(microsoft/infoxlm-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
|
| 46 |
+
(encoder_dropout): Dropout(p=0.33, inplace=False)
|
| 47 |
+
(edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 48 |
+
(edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 49 |
+
(label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 50 |
+
(label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 51 |
+
(edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
|
| 52 |
+
(label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
|
| 53 |
+
(criterion): CrossEntropyLoss()
|
| 54 |
+
(pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 55 |
+
(pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 56 |
+
(pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 57 |
+
(sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 58 |
+
(cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 59 |
+
(grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 60 |
+
(inference): SemanticDependencyMFVI(max_iter=3)
|
| 61 |
+
)
|
| 62 |
+
|
| 63 |
+
2023-04-21 10:17:36 INFO Loading the data
|
| 64 |
+
2023-04-21 10:17:38 INFO
|
| 65 |
+
train: Dataset(n_sentences=1045, n_batches=32, n_buckets=32)
|
| 66 |
+
dev: Dataset(n_sentences=148, n_batches=32, n_buckets=32)
|
| 67 |
+
test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
|
| 68 |
+
|
| 69 |
+
2023-04-21 10:17:44 INFO Epoch 1 / 5000:
|
| 70 |
+
2023-04-21 10:17:59 INFO lr: 4.9990e-05 - loss: 0.1283 - UP: 3.77% UR: 6.78% UF: 4.84% P: 1.06% R: 1.91% F: 1.37%
|
| 71 |
+
2023-04-21 10:17:59 INFO dev: loss: 0.2095 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
|
| 72 |
+
2023-04-21 10:18:01 INFO test: loss: nan - UP: 33.33% UR: 0.03% UF: 0.06% P: 33.33% R: 0.03% F: 0.06%
|
| 73 |
+
2023-04-21 10:18:01 INFO 0:00:16.776502s elapsed
|
| 74 |
+
|
| 75 |
+
2023-04-21 10:18:01 INFO Epoch 2 / 5000:
|
| 76 |
+
2023-04-21 10:18:10 INFO lr: 4.9980e-05 - loss: 0.1019 - UP: 20.96% UR: 1.27% UF: 2.39% P: 16.67% R: 1.01% F: 1.90%
|
| 77 |
+
2023-04-21 10:18:10 INFO dev: loss: 0.1648 - UP: 92.31% UR: 0.85% UF: 1.69% P: 76.92% R: 0.71% F: 1.41%
|
| 78 |
+
2023-04-21 10:18:12 INFO test: loss: nan - UP: 87.80% UR: 1.09% UF: 2.15% P: 56.10% R: 0.69% F: 1.37%
|
| 79 |
+
2023-04-21 10:18:30 INFO 0:00:10.913941s elapsed (saved)
|
| 80 |
+
|
| 81 |
+
2023-04-21 10:18:30 INFO Epoch 3 / 5000:
|
| 82 |
+
2023-04-21 10:18:40 INFO lr: 4.9970e-05 - loss: 0.1207 - UP: 41.98% UR: 2.24% UF: 4.26% P: 36.38% R: 1.94% F: 3.69%
|
| 83 |
+
2023-04-21 10:18:40 INFO dev: loss: 0.1623 - UP: 60.34% UR: 10.14% UF: 17.36% P: 59.07% R: 9.93% F: 17.00%
|
| 84 |
+
2023-04-21 10:18:42 INFO test: loss: nan - UP: 59.84% UR: 11.38% UF: 19.12% P: 56.51% R: 10.75% F: 18.06%
|
| 85 |
+
2023-04-21 10:19:01 INFO 0:00:11.704953s elapsed (saved)
|
| 86 |
+
|
| 87 |
+
2023-04-21 10:19:01 INFO Epoch 4 / 5000:
|
| 88 |
+
2023-04-21 10:19:10 INFO lr: 4.9960e-05 - loss: 0.3160 - UP: 53.24% UR: 3.52% UF: 6.60% P: 49.77% R: 3.29% F: 6.17%
|
| 89 |
+
2023-04-21 10:19:11 INFO dev: loss: 0.1295 - UP: 70.91% UR: 19.36% UF: 30.42% P: 68.05% R: 18.58% F: 29.19%
|
| 90 |
+
2023-04-21 10:19:13 INFO test: loss: nan - UP: 68.85% UR: 21.88% UF: 33.21% P: 64.86% R: 20.62% F: 31.29%
|
| 91 |
+
2023-04-21 10:19:32 INFO 0:00:11.666576s elapsed (saved)
|
| 92 |
+
|
| 93 |
+
2023-04-21 10:19:32 INFO Epoch 5 / 5000:
|
| 94 |
+
2023-04-21 10:19:41 INFO lr: 4.9950e-05 - loss: 0.1275 - UP: 61.26% UR: 11.45% UF: 19.29% P: 58.48% R: 10.93% F: 18.42%
|
| 95 |
+
2023-04-21 10:19:42 INFO dev: loss: 0.1302 - UP: 84.07% UR: 16.10% UF: 27.02% P: 80.00% R: 15.32% F: 25.71%
|
| 96 |
+
2023-04-21 10:19:43 INFO test: loss: nan - UP: 79.61% UR: 17.20% UF: 28.29% P: 76.82% R: 16.60% F: 27.30%
|
| 97 |
+
2023-04-21 10:19:43 INFO 0:00:11.561579s elapsed
|
| 98 |
+
|
| 99 |
+
2023-04-21 10:19:43 INFO Epoch 6 / 5000:
|
| 100 |
+
2023-04-21 10:19:53 INFO lr: 4.9940e-05 - loss: 0.1329 - UP: 63.25% UR: 14.57% UF: 23.68% P: 61.04% R: 14.06% F: 22.86%
|
| 101 |
+
2023-04-21 10:19:54 INFO dev: loss: 0.1259 - UP: 65.25% UR: 28.23% UF: 39.41% P: 61.80% R: 26.74% F: 37.33%
|
| 102 |
+
2023-04-21 10:19:55 INFO test: loss: nan - UP: 61.18% UR: 30.97% UF: 41.12% P: 57.66% R: 29.19% F: 38.76%
|
| 103 |
+
2023-04-21 10:20:14 INFO 0:00:12.256905s elapsed (saved)
|
| 104 |
+
|
| 105 |
+
2023-04-21 10:20:14 INFO Epoch 7 / 5000:
|
| 106 |
+
2023-04-21 10:20:24 INFO lr: 4.9930e-05 - loss: 0.1084 - UP: 55.73% UR: 16.06% UF: 24.93% P: 53.82% R: 15.51% F: 24.08%
|
| 107 |
+
2023-04-21 10:20:26 INFO dev: loss: 0.1189 - UP: 50.82% UR: 41.91% UF: 45.94% P: 47.72% R: 39.36% F: 43.14%
|
| 108 |
+
2023-04-21 10:20:27 INFO test: loss: nan - UP: 47.42% UR: 44.97% UF: 46.17% P: 44.05% R: 41.77% F: 42.88%
|
| 109 |
+
2023-04-21 10:20:46 INFO 0:00:13.393185s elapsed (saved)
|
| 110 |
+
|
| 111 |
+
2023-04-21 10:20:46 INFO Epoch 8 / 5000:
|
| 112 |
+
2023-04-21 10:20:55 INFO lr: 4.9920e-05 - loss: 0.1223 - UP: 65.97% UR: 22.85% UF: 33.94% P: 62.25% R: 21.56% F: 32.03%
|
| 113 |
+
2023-04-21 10:20:57 INFO dev: loss: 0.1115 - UP: 60.99% UR: 40.35% UF: 48.57% P: 56.16% R: 37.16% F: 44.73%
|
| 114 |
+
2023-04-21 10:20:59 INFO test: loss: nan - UP: 55.98% UR: 41.53% UF: 47.69% P: 52.40% R: 38.88% F: 44.64%
|
| 115 |
+
2023-04-21 10:21:17 INFO 0:00:13.005646s elapsed (saved)
|
| 116 |
+
|
| 117 |
+
2023-04-21 10:21:17 INFO Epoch 9 / 5000:
|
| 118 |
+
2023-04-21 10:21:27 INFO lr: 4.9910e-05 - loss: 0.1938 - UP: 63.61% UR: 27.59% UF: 38.49% P: 60.67% R: 26.32% F: 36.71%
|
| 119 |
+
2023-04-21 10:21:28 INFO dev: loss: 0.1037 - UP: 78.21% UR: 28.51% UF: 41.79% P: 74.32% R: 27.09% F: 39.71%
|
| 120 |
+
2023-04-21 10:21:30 INFO test: loss: nan - UP: 73.58% UR: 29.34% UF: 41.95% P: 69.87% R: 27.86% F: 39.84%
|
| 121 |
+
2023-04-21 10:21:31 INFO 0:00:13.346044s elapsed
|
| 122 |
+
|
| 123 |
+
2023-04-21 10:21:31 INFO Epoch 10 / 5000:
|
| 124 |
+
2023-04-21 10:21:41 INFO lr: 4.9900e-05 - loss: 0.0583 - UP: 69.12% UR: 26.18% UF: 37.97% P: 66.25% R: 25.09% F: 36.40%
|
| 125 |
+
2023-04-21 10:21:42 INFO dev: loss: 0.0981 - UP: 67.73% UR: 37.52% UF: 48.29% P: 62.74% R: 34.75% F: 44.73%
|
| 126 |
+
2023-04-21 10:21:44 INFO test: loss: nan - UP: 64.02% UR: 39.00% UF: 48.47% P: 60.85% R: 37.07% F: 46.07%
|
| 127 |
+
2023-04-21 10:21:44 INFO 0:00:13.693265s elapsed
|
| 128 |
+
|
| 129 |
+
2023-04-21 10:21:44 INFO Epoch 11 / 5000:
|
| 130 |
+
2023-04-21 10:21:55 INFO lr: 4.9890e-05 - loss: 0.0828 - UP: 69.29% UR: 32.04% UF: 43.82% P: 66.92% R: 30.94% F: 42.32%
|
| 131 |
+
2023-04-21 10:21:56 INFO dev: loss: 0.1060 - UP: 63.48% UR: 45.74% UF: 53.17% P: 57.48% R: 41.42% F: 48.15%
|
| 132 |
+
2023-04-21 10:21:57 INFO test: loss: nan - UP: 56.94% UR: 44.22% UF: 49.78% P: 53.21% R: 41.32% F: 46.52%
|
| 133 |
+
2023-04-21 10:22:16 INFO 0:00:13.093688s elapsed (saved)
|
| 134 |
+
|
| 135 |
+
2023-04-21 10:22:16 INFO Epoch 12 / 5000:
|
| 136 |
+
2023-04-21 10:22:26 INFO lr: 4.9880e-05 - loss: 0.1068 - UP: 69.13% UR: 31.53% UF: 43.31% P: 66.29% R: 30.24% F: 41.53%
|
| 137 |
+
2023-04-21 10:22:26 INFO dev: loss: 0.1043 - UP: 59.72% UR: 49.22% UF: 53.97% P: 54.39% R: 44.82% F: 49.14%
|
| 138 |
+
2023-04-21 10:22:28 INFO test: loss: nan - UP: 56.10% UR: 49.71% UF: 52.71% P: 52.52% R: 46.54% F: 49.35%
|
| 139 |
+
2023-04-21 10:22:46 INFO 0:00:11.512362s elapsed (saved)
|
| 140 |
+
|
| 141 |
+
2023-04-21 10:22:46 INFO Epoch 13 / 5000:
|
| 142 |
+
2023-04-21 10:22:56 INFO lr: 4.9870e-05 - loss: 0.0252 - UP: 71.85% UR: 35.88% UF: 47.86% P: 68.43% R: 34.17% F: 45.58%
|
| 143 |
+
2023-04-21 10:22:57 INFO dev: loss: 0.0964 - UP: 62.97% UR: 45.96% UF: 53.14% P: 58.89% R: 42.98% F: 49.69%
|
| 144 |
+
2023-04-21 10:22:58 INFO test: loss: nan - UP: 57.57% UR: 47.96% UF: 52.33% P: 54.42% R: 45.34% F: 49.46%
|
| 145 |
+
2023-04-21 10:23:16 INFO 0:00:11.838644s elapsed (saved)
|
| 146 |
+
|
| 147 |
+
2023-04-21 10:23:16 INFO Epoch 14 / 5000:
|
| 148 |
+
2023-04-21 10:23:26 INFO lr: 4.9860e-05 - loss: 0.0607 - UP: 71.82% UR: 34.39% UF: 46.51% P: 68.91% R: 33.00% F: 44.63%
|
| 149 |
+
2023-04-21 10:23:27 INFO dev: loss: 0.0938 - UP: 75.03% UR: 41.99% UF: 53.84% P: 69.84% R: 39.08% F: 50.11%
|
| 150 |
+
2023-04-21 10:23:29 INFO test: loss: nan - UP: 65.12% UR: 41.59% UF: 50.76% P: 61.86% R: 39.51% F: 48.22%
|
| 151 |
+
2023-04-21 10:23:48 INFO 0:00:12.518365s elapsed (saved)
|
| 152 |
+
|
| 153 |
+
2023-04-21 10:23:48 INFO Epoch 15 / 5000:
|
| 154 |
+
2023-04-21 10:23:57 INFO lr: 4.9850e-05 - loss: 0.0782 - UP: 71.79% UR: 41.93% UF: 52.94% P: 69.95% R: 40.86% F: 51.58%
|
| 155 |
+
2023-04-21 10:23:58 INFO dev: loss: 0.1099 - UP: 72.31% UR: 37.23% UF: 49.16% P: 67.08% R: 34.54% F: 45.60%
|
| 156 |
+
2023-04-21 10:23:59 INFO test: loss: nan - UP: 66.55% UR: 39.81% UF: 49.82% P: 62.76% R: 37.55% F: 46.99%
|
| 157 |
+
2023-04-21 10:23:59 INFO 0:00:11.340441s elapsed
|
| 158 |
+
|
| 159 |
+
2023-04-21 10:23:59 INFO Epoch 16 / 5000:
|
| 160 |
+
2023-04-21 10:24:09 INFO lr: 4.9840e-05 - loss: 0.1059 - UP: 73.12% UR: 42.94% UF: 54.11% P: 71.12% R: 41.76% F: 52.62%
|
| 161 |
+
2023-04-21 10:24:10 INFO dev: loss: 0.1022 - UP: 73.97% UR: 38.09% UF: 50.28% P: 69.28% R: 35.67% F: 47.10%
|
| 162 |
+
2023-04-21 10:24:11 INFO test: loss: nan - UP: 67.89% UR: 40.33% UF: 50.60% P: 64.94% R: 38.58% F: 48.40%
|
| 163 |
+
2023-04-21 10:24:11 INFO 0:00:11.899090s elapsed
|
| 164 |
+
|
| 165 |
+
2023-04-21 10:24:11 INFO Epoch 17 / 5000:
|
| 166 |
+
2023-04-21 10:24:21 INFO lr: 4.9830e-05 - loss: 0.0699 - UP: 75.63% UR: 44.10% UF: 55.71% P: 73.78% R: 43.02% F: 54.35%
|
| 167 |
+
2023-04-21 10:24:22 INFO dev: loss: 0.1053 - UP: 66.33% UR: 50.85% UF: 57.57% P: 61.33% R: 47.02% F: 53.23%
|
| 168 |
+
2023-04-21 10:24:24 INFO test: loss: nan - UP: 60.40% UR: 52.07% UF: 55.92% P: 57.07% R: 49.20% F: 52.84%
|
| 169 |
+
2023-04-21 10:24:43 INFO 0:00:12.958416s elapsed (saved)
|
| 170 |
+
|
| 171 |
+
2023-04-21 10:24:43 INFO Epoch 18 / 5000:
|
| 172 |
+
2023-04-21 10:24:52 INFO lr: 4.9820e-05 - loss: 0.0770 - UP: 76.66% UR: 48.05% UF: 59.07% P: 74.67% R: 46.80% F: 57.54%
|
| 173 |
+
2023-04-21 10:24:53 INFO dev: loss: 0.1206 - UP: 72.33% UR: 44.11% UF: 54.80% P: 67.79% R: 41.35% F: 51.37%
|
| 174 |
+
2023-04-21 10:24:54 INFO test: loss: nan - UP: 65.68% UR: 47.60% UF: 55.20% P: 62.85% R: 45.55% F: 52.82%
|
| 175 |
+
2023-04-21 10:24:54 INFO 0:00:11.721543s elapsed
|
| 176 |
+
|
| 177 |
+
2023-04-21 10:24:54 INFO Epoch 19 / 5000:
|
| 178 |
+
2023-04-21 10:25:04 INFO lr: 4.9810e-05 - loss: 0.1150 - UP: 75.39% UR: 48.66% UF: 59.15% P: 73.32% R: 47.33% F: 57.52%
|
| 179 |
+
2023-04-21 10:25:05 INFO dev: loss: 0.1110 - UP: 67.40% UR: 52.34% UF: 58.92% P: 61.83% R: 48.01% F: 54.05%
|
| 180 |
+
2023-04-21 10:25:07 INFO test: loss: nan - UP: 59.41% UR: 53.06% UF: 56.06% P: 55.93% R: 49.95% F: 52.77%
|
| 181 |
+
2023-04-21 10:25:26 INFO 0:00:12.273562s elapsed (saved)
|
| 182 |
+
|
| 183 |
+
2023-04-21 10:25:26 INFO Epoch 20 / 5000:
|
| 184 |
+
2023-04-21 10:25:36 INFO lr: 4.9800e-05 - loss: 0.0260 - UP: 77.82% UR: 51.73% UF: 62.15% P: 75.77% R: 50.36% F: 60.50%
|
| 185 |
+
2023-04-21 10:25:37 INFO dev: loss: 0.1244 - UP: 66.15% UR: 57.23% UF: 61.37% P: 61.07% R: 52.84% F: 56.65%
|
| 186 |
+
2023-04-21 10:25:38 INFO test: loss: nan - UP: 58.69% UR: 55.93% UF: 57.28% P: 55.18% R: 52.58% F: 53.85%
|
| 187 |
+
2023-04-21 10:25:58 INFO 0:00:11.788007s elapsed (saved)
|
| 188 |
+
|
| 189 |
+
2023-04-21 10:25:58 INFO Epoch 21 / 5000:
|
| 190 |
+
2023-04-21 10:26:07 INFO lr: 4.9790e-05 - loss: 0.0201 - UP: 79.97% UR: 54.50% UF: 64.82% P: 78.31% R: 53.37% F: 63.48%
|
| 191 |
+
2023-04-21 10:26:08 INFO dev: loss: 0.1135 - UP: 70.43% UR: 51.70% UF: 59.63% P: 64.73% R: 47.52% F: 54.81%
|
| 192 |
+
2023-04-21 10:26:09 INFO test: loss: nan - UP: 62.79% UR: 52.46% UF: 57.16% P: 59.79% R: 49.95% F: 54.43%
|
| 193 |
+
2023-04-21 10:26:09 INFO 0:00:11.545020s elapsed
|
| 194 |
+
|
| 195 |
+
2023-04-21 10:26:09 INFO Epoch 22 / 5000:
|
| 196 |
+
2023-04-21 10:26:19 INFO lr: 4.9780e-05 - loss: 0.0181 - UP: 80.73% UR: 56.33% UF: 66.36% P: 79.02% R: 55.14% F: 64.95%
|
| 197 |
+
2023-04-21 10:26:20 INFO dev: loss: 0.1042 - UP: 65.93% UR: 56.95% UF: 61.11% P: 62.15% R: 53.69% F: 57.61%
|
| 198 |
+
2023-04-21 10:26:21 INFO test: loss: nan - UP: 58.84% UR: 58.74% UF: 58.79% P: 56.49% R: 56.38% F: 56.44%
|
| 199 |
+
2023-04-21 10:26:40 INFO 0:00:12.003816s elapsed (saved)
|
| 200 |
+
|
| 201 |
+
2023-04-21 10:26:40 INFO Epoch 23 / 5000:
|
| 202 |
+
2023-04-21 10:26:49 INFO lr: 4.9770e-05 - loss: 0.0270 - UP: 79.20% UR: 57.19% UF: 66.42% P: 77.59% R: 56.02% F: 65.06%
|
| 203 |
+
2023-04-21 10:26:50 INFO dev: loss: 0.1108 - UP: 71.51% UR: 54.47% UF: 61.84% P: 67.41% R: 51.35% F: 58.29%
|
| 204 |
+
2023-04-21 10:26:51 INFO test: loss: nan - UP: 63.85% UR: 55.18% UF: 59.20% P: 60.74% R: 52.49% F: 56.31%
|
| 205 |
+
2023-04-21 10:27:09 INFO 0:00:11.446194s elapsed (saved)
|
| 206 |
+
|
| 207 |
+
2023-04-21 10:27:09 INFO Epoch 24 / 5000:
|
| 208 |
+
2023-04-21 10:27:19 INFO lr: 4.9760e-05 - loss: 0.0220 - UP: 82.15% UR: 66.55% UF: 73.53% P: 81.08% R: 65.69% F: 72.58%
|
| 209 |
+
2023-04-21 10:27:20 INFO dev: loss: 0.1163 - UP: 70.91% UR: 58.44% UF: 64.07% P: 66.78% R: 55.04% F: 60.34%
|
| 210 |
+
2023-04-21 10:27:21 INFO test: loss: nan - UP: 62.93% UR: 58.77% UF: 60.78% P: 59.92% R: 55.96% F: 57.87%
|
| 211 |
+
2023-04-21 10:27:40 INFO 0:00:11.793023s elapsed (saved)
|
| 212 |
+
|
| 213 |
+
2023-04-21 10:27:40 INFO Epoch 25 / 5000:
|
| 214 |
+
2023-04-21 10:27:49 INFO lr: 4.9750e-05 - loss: 0.0116 - UP: 84.32% UR: 66.75% UF: 74.51% P: 83.30% R: 65.95% F: 73.61%
|
| 215 |
+
2023-04-21 10:27:51 INFO dev: loss: 0.1080 - UP: 70.83% UR: 60.28% UF: 65.13% P: 66.08% R: 56.24% F: 60.77%
|
| 216 |
+
2023-04-21 10:27:52 INFO test: loss: nan - UP: 62.16% UR: 60.55% UF: 61.35% P: 58.82% R: 57.29% F: 58.04%
|
| 217 |
+
2023-04-21 10:28:10 INFO 0:00:12.398590s elapsed (saved)
|
| 218 |
+
|
| 219 |
+
2023-04-21 10:28:10 INFO Epoch 26 / 5000:
|
| 220 |
+
2023-04-21 10:28:20 INFO lr: 4.9740e-05 - loss: 0.0139 - UP: 85.12% UR: 66.39% UF: 74.60% P: 84.06% R: 65.57% F: 73.67%
|
| 221 |
+
2023-04-21 10:28:21 INFO dev: loss: 0.1210 - UP: 67.89% UR: 60.43% UF: 63.94% P: 64.14% R: 57.09% F: 60.41%
|
| 222 |
+
2023-04-21 10:28:23 INFO test: loss: nan - UP: 61.67% UR: 62.60% UF: 62.13% P: 58.01% R: 58.89% F: 58.45%
|
| 223 |
+
2023-04-21 10:28:23 INFO 0:00:12.235489s elapsed
|
| 224 |
+
|
| 225 |
+
2023-04-21 10:28:23 INFO Epoch 27 / 5000:
|
| 226 |
+
2023-04-21 10:28:32 INFO lr: 4.9730e-05 - loss: 0.0254 - UP: 86.48% UR: 69.80% UF: 77.25% P: 85.58% R: 69.08% F: 76.45%
|
| 227 |
+
2023-04-21 10:28:34 INFO dev: loss: 0.1222 - UP: 70.42% UR: 58.94% UF: 64.17% P: 65.93% R: 55.18% F: 60.08%
|
| 228 |
+
2023-04-21 10:28:35 INFO test: loss: nan - UP: 64.14% UR: 60.91% UF: 62.49% P: 60.81% R: 57.74% F: 59.24%
|
| 229 |
+
2023-04-21 10:28:35 INFO 0:00:12.580873s elapsed
|
| 230 |
+
|
| 231 |
+
2023-04-21 10:28:35 INFO Epoch 28 / 5000:
|
| 232 |
+
2023-04-21 10:28:45 INFO lr: 4.9720e-05 - loss: 0.0218 - UP: 85.67% UR: 73.01% UF: 78.83% P: 84.87% R: 72.33% F: 78.10%
|
| 233 |
+
2023-04-21 10:28:46 INFO dev: loss: 0.1166 - UP: 73.92% UR: 58.51% UF: 65.32% P: 70.16% R: 55.53% F: 62.00%
|
| 234 |
+
2023-04-21 10:28:47 INFO test: loss: nan - UP: 67.17% UR: 58.98% UF: 62.81% P: 64.04% R: 56.23% F: 59.88%
|
| 235 |
+
2023-04-21 10:29:07 INFO 0:00:12.030283s elapsed (saved)
|
| 236 |
+
|
| 237 |
+
2023-04-21 10:29:07 INFO Epoch 29 / 5000:
|
| 238 |
+
2023-04-21 10:29:16 INFO lr: 4.9710e-05 - loss: 0.0118 - UP: 87.02% UR: 74.44% UF: 80.24% P: 86.24% R: 73.77% F: 79.52%
|
| 239 |
+
2023-04-21 10:29:17 INFO dev: loss: 0.1161 - UP: 68.56% UR: 63.26% UF: 65.81% P: 64.87% R: 59.86% F: 62.26%
|
| 240 |
+
2023-04-21 10:29:18 INFO test: loss: nan - UP: 60.74% UR: 64.17% UF: 62.41% P: 57.86% R: 61.12% F: 59.45%
|
| 241 |
+
2023-04-21 10:29:38 INFO 0:00:11.671767s elapsed (saved)
|
| 242 |
+
|
| 243 |
+
2023-04-21 10:29:38 INFO Epoch 30 / 5000:
|
| 244 |
+
2023-04-21 10:29:47 INFO lr: 4.9700e-05 - loss: 0.0122 - UP: 88.84% UR: 74.71% UF: 81.17% P: 88.22% R: 74.19% F: 80.60%
|
| 245 |
+
2023-04-21 10:29:48 INFO dev: loss: 0.1163 - UP: 68.35% UR: 63.40% UF: 65.78% P: 64.37% R: 59.72% F: 61.96%
|
| 246 |
+
2023-04-21 10:29:50 INFO test: loss: nan - UP: 60.82% UR: 64.74% UF: 62.72% P: 57.87% R: 61.61% F: 59.68%
|
| 247 |
+
2023-04-21 10:29:50 INFO 0:00:12.002994s elapsed
|
| 248 |
+
|
| 249 |
+
2023-04-21 10:29:50 INFO Epoch 31 / 5000:
|
| 250 |
+
2023-04-21 10:30:00 INFO lr: 4.9690e-05 - loss: 0.0115 - UP: 87.09% UR: 76.07% UF: 81.21% P: 86.63% R: 75.67% F: 80.78%
|
| 251 |
+
2023-04-21 10:30:01 INFO dev: loss: 0.1177 - UP: 72.48% UR: 62.20% UF: 66.95% P: 68.68% R: 58.94% F: 63.44%
|
| 252 |
+
2023-04-21 10:30:03 INFO test: loss: nan - UP: 64.03% UR: 64.53% UF: 64.28% P: 60.86% R: 61.33% F: 61.09%
|
| 253 |
+
2023-04-21 10:30:21 INFO 0:00:13.119953s elapsed (saved)
|
| 254 |
+
|
| 255 |
+
2023-04-21 10:30:21 INFO Epoch 32 / 5000:
|
| 256 |
+
2023-04-21 10:30:31 INFO lr: 4.9680e-05 - loss: 0.0043 - UP: 89.27% UR: 78.54% UF: 83.56% P: 88.63% R: 77.98% F: 82.97%
|
| 257 |
+
2023-04-21 10:30:32 INFO dev: loss: 0.1329 - UP: 70.27% UR: 65.39% UF: 67.74% P: 65.24% R: 60.71% F: 62.89%
|
| 258 |
+
2023-04-21 10:30:34 INFO test: loss: nan - UP: 60.65% UR: 65.98% UF: 63.21% P: 57.63% R: 62.69% F: 60.05%
|
| 259 |
+
2023-04-21 10:30:34 INFO 0:00:12.216212s elapsed
|
| 260 |
+
|
| 261 |
+
2023-04-21 10:30:34 INFO Epoch 33 / 5000:
|
| 262 |
+
2023-04-21 10:30:43 INFO lr: 4.9670e-05 - loss: 0.0120 - UP: 88.93% UR: 79.57% UF: 83.99% P: 88.36% R: 79.06% F: 83.45%
|
| 263 |
+
2023-04-21 10:30:45 INFO dev: loss: 0.1445 - UP: 71.48% UR: 64.54% UF: 67.83% P: 67.09% R: 60.57% F: 63.66%
|
| 264 |
+
2023-04-21 10:30:46 INFO test: loss: nan - UP: 63.86% UR: 65.35% UF: 64.60% P: 61.36% R: 62.78% F: 62.06%
|
| 265 |
+
2023-04-21 10:31:05 INFO 0:00:12.593358s elapsed (saved)
|
| 266 |
+
|
| 267 |
+
2023-04-21 10:31:05 INFO Epoch 34 / 5000:
|
| 268 |
+
2023-04-21 10:31:15 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 89.16% UR: 80.26% UF: 84.48% P: 88.73% R: 79.87% F: 84.07%
|
| 269 |
+
2023-04-21 10:31:15 INFO dev: loss: 0.1240 - UP: 72.70% UR: 62.34% UF: 67.12% P: 67.82% R: 58.16% F: 62.62%
|
| 270 |
+
2023-04-21 10:31:17 INFO test: loss: nan - UP: 64.86% UR: 63.36% UF: 64.10% P: 61.34% R: 59.92% F: 60.62%
|
| 271 |
+
2023-04-21 10:31:17 INFO 0:00:11.657048s elapsed
|
| 272 |
+
|
| 273 |
+
2023-04-21 10:31:17 INFO Epoch 35 / 5000:
|
| 274 |
+
2023-04-21 10:31:27 INFO lr: 4.9650e-05 - loss: 0.0108 - UP: 89.88% UR: 80.66% UF: 85.02% P: 88.67% R: 79.58% F: 83.88%
|
| 275 |
+
2023-04-21 10:31:28 INFO dev: loss: 0.1235 - UP: 69.35% UR: 66.10% UF: 67.68% P: 64.58% R: 61.56% F: 63.04%
|
| 276 |
+
2023-04-21 10:31:30 INFO test: loss: nan - UP: 60.39% UR: 66.41% UF: 63.25% P: 56.60% R: 62.24% F: 59.29%
|
| 277 |
+
2023-04-21 10:31:30 INFO 0:00:12.893652s elapsed
|
| 278 |
+
|
| 279 |
+
2023-04-21 10:31:30 INFO Epoch 36 / 5000:
|
| 280 |
+
2023-04-21 10:31:41 INFO lr: 4.9640e-05 - loss: 0.0224 - UP: 89.35% UR: 80.91% UF: 84.92% P: 88.78% R: 80.39% F: 84.38%
|
| 281 |
+
2023-04-21 10:31:42 INFO dev: loss: 0.1208 - UP: 72.95% UR: 61.21% UF: 66.56% P: 68.55% R: 57.52% F: 62.55%
|
| 282 |
+
2023-04-21 10:31:43 INFO test: loss: nan - UP: 66.55% UR: 60.70% UF: 63.49% P: 63.60% R: 58.01% F: 60.68%
|
| 283 |
+
2023-04-21 10:31:43 INFO 0:00:13.157883s elapsed
|
| 284 |
+
|
| 285 |
+
2023-04-21 10:31:43 INFO Epoch 37 / 5000:
|
| 286 |
+
2023-04-21 10:31:53 INFO lr: 4.9630e-05 - loss: 0.0128 - UP: 90.47% UR: 82.31% UF: 86.20% P: 89.65% R: 81.56% F: 85.42%
|
| 287 |
+
2023-04-21 10:31:54 INFO dev: loss: 0.1309 - UP: 71.07% UR: 62.91% UF: 66.74% P: 66.03% R: 58.44% F: 62.00%
|
| 288 |
+
2023-04-21 10:31:55 INFO test: loss: nan - UP: 62.39% UR: 63.60% UF: 62.99% P: 59.58% R: 60.73% F: 60.15%
|
| 289 |
+
2023-04-21 10:31:55 INFO 0:00:11.851681s elapsed
|
| 290 |
+
|
| 291 |
+
2023-04-21 10:31:55 INFO Epoch 38 / 5000:
|
| 292 |
+
2023-04-21 10:32:04 INFO lr: 4.9620e-05 - loss: 0.0156 - UP: 91.29% UR: 82.44% UF: 86.64% P: 90.91% R: 82.10% F: 86.28%
|
| 293 |
+
2023-04-21 10:32:05 INFO dev: loss: 0.1615 - UP: 70.25% UR: 63.97% UF: 66.96% P: 65.11% R: 59.29% F: 62.06%
|
| 294 |
+
2023-04-21 10:32:06 INFO test: loss: nan - UP: 62.78% UR: 66.13% UF: 64.41% P: 60.26% R: 63.48% F: 61.83%
|
| 295 |
+
2023-04-21 10:32:06 INFO 0:00:11.012056s elapsed
|
| 296 |
+
|
| 297 |
+
2023-04-21 10:32:06 INFO Epoch 39 / 5000:
|
| 298 |
+
2023-04-21 10:32:15 INFO lr: 4.9610e-05 - loss: 0.0033 - UP: 91.92% UR: 84.64% UF: 88.13% P: 91.62% R: 84.36% F: 87.84%
|
| 299 |
+
2023-04-21 10:32:16 INFO dev: loss: 0.1652 - UP: 72.02% UR: 62.62% UF: 67.00% P: 67.46% R: 58.65% F: 62.75%
|
| 300 |
+
2023-04-21 10:32:17 INFO test: loss: nan - UP: 63.33% UR: 64.47% UF: 63.89% P: 60.24% R: 61.33% F: 60.78%
|
| 301 |
+
2023-04-21 10:32:17 INFO 0:00:11.033681s elapsed
|
| 302 |
+
|
| 303 |
+
2023-04-21 10:32:17 INFO Epoch 40 / 5000:
|
| 304 |
+
2023-04-21 10:32:26 INFO lr: 4.9600e-05 - loss: 0.0205 - UP: 92.05% UR: 84.32% UF: 88.02% P: 91.61% R: 83.92% F: 87.59%
|
| 305 |
+
2023-04-21 10:32:27 INFO dev: loss: 0.1614 - UP: 70.28% UR: 63.40% UF: 66.67% P: 65.49% R: 59.08% F: 62.12%
|
| 306 |
+
2023-04-21 10:32:28 INFO test: loss: nan - UP: 62.65% UR: 63.99% UF: 63.31% P: 60.08% R: 61.36% F: 60.71%
|
| 307 |
+
2023-04-21 10:32:28 INFO 0:00:11.042587s elapsed
|
| 308 |
+
|
| 309 |
+
2023-04-21 10:32:28 INFO Epoch 41 / 5000:
|
| 310 |
+
2023-04-21 10:32:37 INFO lr: 4.9590e-05 - loss: 0.0224 - UP: 92.12% UR: 86.31% UF: 89.12% P: 91.73% R: 85.94% F: 88.74%
|
| 311 |
+
2023-04-21 10:32:38 INFO dev: loss: 0.1589 - UP: 68.80% UR: 64.11% UF: 66.37% P: 64.46% R: 60.07% F: 62.19%
|
| 312 |
+
2023-04-21 10:32:39 INFO test: loss: nan - UP: 62.65% UR: 66.44% UF: 64.49% P: 59.78% R: 63.39% F: 61.53%
|
| 313 |
+
2023-04-21 10:32:39 INFO 0:00:11.383630s elapsed
|
| 314 |
+
|
| 315 |
+
2023-04-21 10:32:39 INFO Epoch 42 / 5000:
|
| 316 |
+
2023-04-21 10:32:49 INFO lr: 4.9580e-05 - loss: 0.0078 - UP: 93.01% UR: 86.99% UF: 89.90% P: 92.84% R: 86.83% F: 89.73%
|
| 317 |
+
2023-04-21 10:32:49 INFO dev: loss: 0.1711 - UP: 73.81% UR: 63.97% UF: 68.54% P: 68.66% R: 59.50% F: 63.75%
|
| 318 |
+
2023-04-21 10:32:50 INFO test: loss: nan - UP: 64.83% UR: 63.75% UF: 64.28% P: 62.49% R: 61.45% F: 61.97%
|
| 319 |
+
2023-04-21 10:33:11 INFO 0:00:11.073672s elapsed (saved)
|
| 320 |
+
|
| 321 |
+
2023-04-21 10:33:11 INFO Epoch 43 / 5000:
|
| 322 |
+
2023-04-21 10:33:20 INFO lr: 4.9570e-05 - loss: 0.0124 - UP: 92.31% UR: 86.51% UF: 89.31% P: 92.00% R: 86.22% F: 89.01%
|
| 323 |
+
2023-04-21 10:33:21 INFO dev: loss: 0.2306 - UP: 67.89% UR: 61.77% UF: 64.69% P: 63.52% R: 57.80% F: 60.53%
|
| 324 |
+
2023-04-21 10:33:22 INFO test: loss: nan - UP: 62.20% UR: 64.87% UF: 63.50% P: 59.51% R: 62.06% F: 60.76%
|
| 325 |
+
2023-04-21 10:33:22 INFO 0:00:11.331878s elapsed
|
| 326 |
+
|
| 327 |
+
2023-04-21 10:33:22 INFO Epoch 44 / 5000:
|
| 328 |
+
2023-04-21 10:33:33 INFO lr: 4.9560e-05 - loss: 0.0243 - UP: 90.87% UR: 84.41% UF: 87.53% P: 90.57% R: 84.13% F: 87.24%
|
| 329 |
+
2023-04-21 10:33:34 INFO dev: loss: 0.1732 - UP: 70.16% UR: 64.04% UF: 66.96% P: 66.05% R: 60.28% F: 63.03%
|
| 330 |
+
2023-04-21 10:33:35 INFO test: loss: nan - UP: 61.73% UR: 65.62% UF: 63.61% P: 58.46% R: 62.15% F: 60.25%
|
| 331 |
+
2023-04-21 10:33:35 INFO 0:00:13.477034s elapsed
|
| 332 |
+
|
| 333 |
+
2023-04-21 10:33:35 INFO Epoch 45 / 5000:
|
| 334 |
+
2023-04-21 10:33:46 INFO lr: 4.9550e-05 - loss: 0.0152 - UP: 91.30% UR: 84.34% UF: 87.68% P: 89.94% R: 83.09% F: 86.38%
|
| 335 |
+
2023-04-21 10:33:48 INFO dev: loss: 0.1754 - UP: 70.47% UR: 66.17% UF: 68.25% P: 65.48% R: 61.49% F: 63.42%
|
| 336 |
+
2023-04-21 10:33:50 INFO test: loss: nan - UP: 62.87% UR: 66.71% UF: 64.73% P: 59.29% R: 62.90% F: 61.04%
|
| 337 |
+
2023-04-21 10:33:50 INFO 0:00:14.513859s elapsed
|
| 338 |
+
|
| 339 |
+
2023-04-21 10:33:50 INFO Epoch 46 / 5000:
|
| 340 |
+
2023-04-21 10:34:00 INFO lr: 4.9540e-05 - loss: 0.0116 - UP: 92.85% UR: 87.25% UF: 89.96% P: 92.28% R: 86.72% F: 89.41%
|
| 341 |
+
2023-04-21 10:34:00 INFO dev: loss: 0.1564 - UP: 72.02% UR: 65.53% UF: 68.62% P: 66.72% R: 60.71% F: 63.57%
|
| 342 |
+
2023-04-21 10:34:02 INFO test: loss: nan - UP: 64.04% UR: 66.10% UF: 65.05% P: 61.23% R: 63.21% F: 62.20%
|
| 343 |
+
2023-04-21 10:34:02 INFO 0:00:11.615058s elapsed
|
| 344 |
+
|
| 345 |
+
2023-04-21 10:34:02 INFO Epoch 47 / 5000:
|
| 346 |
+
2023-04-21 10:34:11 INFO lr: 4.9530e-05 - loss: 0.0059 - UP: 93.67% UR: 88.84% UF: 91.19% P: 93.36% R: 88.54% F: 90.88%
|
| 347 |
+
2023-04-21 10:34:11 INFO dev: loss: 0.1457 - UP: 72.19% UR: 63.69% UF: 67.67% P: 67.44% R: 59.50% F: 63.23%
|
| 348 |
+
2023-04-21 10:34:13 INFO test: loss: nan - UP: 64.58% UR: 65.17% UF: 64.87% P: 61.86% R: 62.42% F: 62.14%
|
| 349 |
+
2023-04-21 10:34:13 INFO 0:00:11.043464s elapsed
|
| 350 |
+
|
| 351 |
+
2023-04-21 10:34:13 INFO Epoch 48 / 5000:
|
| 352 |
+
2023-04-21 10:34:22 INFO lr: 4.9520e-05 - loss: 0.0066 - UP: 93.86% UR: 89.86% UF: 91.82% P: 93.69% R: 89.69% F: 91.64%
|
| 353 |
+
2023-04-21 10:34:23 INFO dev: loss: 0.1466 - UP: 72.70% UR: 65.53% UF: 68.93% P: 67.74% R: 61.06% F: 64.23%
|
| 354 |
+
2023-04-21 10:34:24 INFO test: loss: nan - UP: 64.41% UR: 65.89% UF: 65.14% P: 61.58% R: 62.99% F: 62.28%
|
| 355 |
+
2023-04-21 10:34:42 INFO 0:00:11.118689s elapsed (saved)
|
| 356 |
+
|
| 357 |
+
2023-04-21 10:34:42 INFO Epoch 49 / 5000:
|
| 358 |
+
2023-04-21 10:34:52 INFO lr: 4.9510e-05 - loss: 0.0093 - UP: 94.47% UR: 91.01% UF: 92.71% P: 94.25% R: 90.80% F: 92.49%
|
| 359 |
+
2023-04-21 10:34:52 INFO dev: loss: 0.1556 - UP: 72.89% UR: 63.12% UF: 67.65% P: 67.73% R: 58.65% F: 62.87%
|
| 360 |
+
2023-04-21 10:34:54 INFO test: loss: nan - UP: 65.81% UR: 65.02% UF: 65.41% P: 62.91% R: 62.15% F: 62.53%
|
| 361 |
+
2023-04-21 10:34:54 INFO 0:00:11.510537s elapsed
|
| 362 |
+
|
| 363 |
+
2023-04-21 10:34:54 INFO Epoch 50 / 5000:
|
| 364 |
+
2023-04-21 10:35:04 INFO lr: 4.9500e-05 - loss: 0.0045 - UP: 94.76% UR: 90.88% UF: 92.78% P: 94.54% R: 90.67% F: 92.56%
|
| 365 |
+
2023-04-21 10:35:05 INFO dev: loss: 0.1535 - UP: 73.13% UR: 62.55% UF: 67.43% P: 68.82% R: 58.87% F: 63.46%
|
| 366 |
+
2023-04-21 10:35:07 INFO test: loss: nan - UP: 65.86% UR: 65.11% UF: 65.48% P: 62.96% R: 62.24% F: 62.60%
|
| 367 |
+
2023-04-21 10:35:07 INFO 0:00:12.822429s elapsed
|
| 368 |
+
|
| 369 |
+
2023-04-21 10:35:07 INFO Epoch 51 / 5000:
|
| 370 |
+
2023-04-21 10:35:16 INFO lr: 4.9490e-05 - loss: 0.0059 - UP: 95.17% UR: 91.91% UF: 93.51% P: 94.90% R: 91.65% F: 93.25%
|
| 371 |
+
2023-04-21 10:35:18 INFO dev: loss: 0.1598 - UP: 71.33% UR: 67.23% UF: 69.22% P: 65.84% R: 62.06% F: 63.89%
|
| 372 |
+
2023-04-21 10:35:20 INFO test: loss: nan - UP: 63.54% UR: 68.19% UF: 65.78% P: 60.73% R: 65.17% F: 62.87%
|
| 373 |
+
2023-04-21 10:35:20 INFO 0:00:13.264593s elapsed
|
| 374 |
+
|
| 375 |
+
2023-04-21 10:35:20 INFO Epoch 52 / 5000:
|
| 376 |
+
2023-04-21 10:35:30 INFO lr: 4.9480e-05 - loss: 0.0119 - UP: 95.04% UR: 91.15% UF: 93.06% P: 94.87% R: 91.00% F: 92.89%
|
| 377 |
+
2023-04-21 10:35:31 INFO dev: loss: 0.1655 - UP: 70.04% UR: 67.30% UF: 68.64% P: 64.58% R: 62.06% F: 63.29%
|
| 378 |
+
2023-04-21 10:35:32 INFO test: loss: nan - UP: 62.14% UR: 70.66% UF: 66.13% P: 58.99% R: 67.07% F: 62.77%
|
| 379 |
+
2023-04-21 10:35:32 INFO 0:00:12.430774s elapsed
|
| 380 |
+
|
| 381 |
+
2023-04-21 10:35:32 INFO Epoch 53 / 5000:
|
| 382 |
+
2023-04-21 10:35:42 INFO lr: 4.9470e-05 - loss: 0.0159 - UP: 95.14% UR: 89.88% UF: 92.44% P: 95.00% R: 89.74% F: 92.29%
|
| 383 |
+
2023-04-21 10:35:42 INFO dev: loss: 0.1634 - UP: 68.16% UR: 64.68% UF: 66.38% P: 63.75% R: 60.50% F: 62.08%
|
| 384 |
+
2023-04-21 10:35:44 INFO test: loss: nan - UP: 62.82% UR: 70.18% UF: 66.30% P: 59.93% R: 66.95% F: 63.24%
|
| 385 |
+
2023-04-21 10:35:44 INFO 0:00:11.359576s elapsed
|
| 386 |
+
|
| 387 |
+
2023-04-21 10:35:44 INFO Epoch 54 / 5000:
|
| 388 |
+
2023-04-21 10:35:53 INFO lr: 4.9460e-05 - loss: 0.0156 - UP: 94.45% UR: 91.30% UF: 92.85% P: 94.24% R: 91.10% F: 92.65%
|
| 389 |
+
2023-04-21 10:35:54 INFO dev: loss: 0.1670 - UP: 69.58% UR: 67.66% UF: 68.61% P: 64.55% R: 62.77% F: 63.65%
|
| 390 |
+
2023-04-21 10:35:55 INFO test: loss: nan - UP: 62.35% UR: 69.57% UF: 65.76% P: 59.07% R: 65.92% F: 62.31%
|
| 391 |
+
2023-04-21 10:35:55 INFO 0:00:11.444406s elapsed
|
| 392 |
+
|
| 393 |
+
2023-04-21 10:35:55 INFO Epoch 55 / 5000:
|
| 394 |
+
2023-04-21 10:36:04 INFO lr: 4.9450e-05 - loss: 0.0011 - UP: 96.05% UR: 92.24% UF: 94.11% P: 95.94% R: 92.13% F: 94.00%
|
| 395 |
+
2023-04-21 10:36:05 INFO dev: loss: 0.1588 - UP: 73.98% UR: 64.33% UF: 68.82% P: 69.09% R: 60.07% F: 64.26%
|
| 396 |
+
2023-04-21 10:36:06 INFO test: loss: nan - UP: 66.68% UR: 65.23% UF: 65.94% P: 63.71% R: 62.33% F: 63.01%
|
| 397 |
+
2023-04-21 10:36:25 INFO 0:00:11.236344s elapsed (saved)
|
| 398 |
+
|
| 399 |
+
2023-04-21 10:36:25 INFO Epoch 56 / 5000:
|
| 400 |
+
2023-04-21 10:36:34 INFO lr: 4.9440e-05 - loss: 0.0040 - UP: 95.53% UR: 92.02% UF: 93.74% P: 95.35% R: 91.85% F: 93.57%
|
| 401 |
+
2023-04-21 10:36:35 INFO dev: loss: 0.1814 - UP: 68.95% UR: 64.11% UF: 66.45% P: 64.00% R: 59.50% F: 61.67%
|
| 402 |
+
2023-04-21 10:36:37 INFO test: loss: nan - UP: 62.90% UR: 68.00% UF: 65.35% P: 60.33% R: 65.23% F: 62.68%
|
| 403 |
+
2023-04-21 10:36:37 INFO 0:00:12.018960s elapsed
|
| 404 |
+
|
| 405 |
+
2023-04-21 10:36:37 INFO Epoch 57 / 5000:
|
| 406 |
+
2023-04-21 10:36:47 INFO lr: 4.9430e-05 - loss: 0.0115 - UP: 93.36% UR: 89.45% UF: 91.36% P: 93.10% R: 89.20% F: 91.11%
|
| 407 |
+
2023-04-21 10:36:48 INFO dev: loss: 0.1710 - UP: 71.42% UR: 61.13% UF: 65.88% P: 65.70% R: 56.24% F: 60.60%
|
| 408 |
+
2023-04-21 10:36:50 INFO test: loss: nan - UP: 63.01% UR: 63.30% UF: 63.15% P: 60.34% R: 60.61% F: 60.47%
|
| 409 |
+
2023-04-21 10:36:50 INFO 0:00:12.701229s elapsed
|
| 410 |
+
|
| 411 |
+
2023-04-21 10:36:50 INFO Epoch 58 / 5000:
|
| 412 |
+
2023-04-21 10:37:00 INFO lr: 4.9420e-05 - loss: 0.0203 - UP: 88.48% UR: 72.03% UF: 79.41% P: 87.77% R: 71.45% F: 78.78%
|
| 413 |
+
2023-04-21 10:37:01 INFO dev: loss: 0.1278 - UP: 68.56% UR: 54.75% UF: 60.88% P: 61.99% R: 49.50% F: 55.05%
|
| 414 |
+
2023-04-21 10:37:02 INFO test: loss: nan - UP: 61.20% UR: 57.56% UF: 59.32% P: 57.38% R: 53.97% F: 55.62%
|
| 415 |
+
2023-04-21 10:37:02 INFO 0:00:12.665238s elapsed
|
| 416 |
+
|
| 417 |
+
2023-04-21 10:37:02 INFO Epoch 59 / 5000:
|
| 418 |
+
2023-04-21 10:37:12 INFO lr: 4.9410e-05 - loss: 0.0124 - UP: 91.62% UR: 81.25% UF: 86.13% P: 90.97% R: 80.67% F: 85.51%
|
| 419 |
+
2023-04-21 10:37:13 INFO dev: loss: 0.1946 - UP: 70.65% UR: 61.99% UF: 66.04% P: 64.59% R: 56.67% F: 60.37%
|
| 420 |
+
2023-04-21 10:37:14 INFO test: loss: nan - UP: 64.20% UR: 63.18% UF: 63.68% P: 60.25% R: 59.28% F: 59.76%
|
| 421 |
+
2023-04-21 10:37:14 INFO 0:00:11.746344s elapsed
|
| 422 |
+
|
| 423 |
+
2023-04-21 10:37:14 INFO Epoch 60 / 5000:
|
| 424 |
+
2023-04-21 10:37:23 INFO lr: 4.9400e-05 - loss: 0.0112 - UP: 93.42% UR: 87.43% UF: 90.33% P: 92.79% R: 86.83% F: 89.71%
|
| 425 |
+
2023-04-21 10:37:24 INFO dev: loss: 0.1738 - UP: 72.06% UR: 63.12% UF: 67.30% P: 68.18% R: 59.72% F: 63.67%
|
| 426 |
+
2023-04-21 10:37:25 INFO test: loss: nan - UP: 64.67% UR: 66.47% UF: 65.56% P: 61.32% R: 63.02% F: 62.16%
|
| 427 |
+
2023-04-21 10:37:25 INFO 0:00:10.966721s elapsed
|
| 428 |
+
|
| 429 |
+
2023-04-21 10:37:25 INFO Epoch 61 / 5000:
|
| 430 |
+
2023-04-21 10:37:34 INFO lr: 4.9390e-05 - loss: 0.0040 - UP: 94.46% UR: 90.57% UF: 92.47% P: 94.13% R: 90.26% F: 92.15%
|
| 431 |
+
2023-04-21 10:37:35 INFO dev: loss: 0.1933 - UP: 72.87% UR: 64.75% UF: 68.57% P: 67.60% R: 60.07% F: 63.61%
|
| 432 |
+
2023-04-21 10:37:36 INFO test: loss: nan - UP: 64.82% UR: 66.80% UF: 65.79% P: 62.04% R: 63.93% F: 62.97%
|
| 433 |
+
2023-04-21 10:37:36 INFO 0:00:11.027373s elapsed
|
| 434 |
+
|
| 435 |
+
2023-04-21 10:37:36 INFO Epoch 62 / 5000:
|
| 436 |
+
2023-04-21 10:37:46 INFO lr: 4.9380e-05 - loss: 0.0062 - UP: 95.21% UR: 92.47% UF: 93.82% P: 95.11% R: 92.38% F: 93.73%
|
| 437 |
+
2023-04-21 10:37:46 INFO dev: loss: 0.1989 - UP: 68.76% UR: 69.15% UF: 68.95% P: 63.68% R: 64.04% F: 63.86%
|
| 438 |
+
2023-04-21 10:37:48 INFO test: loss: nan - UP: 59.63% UR: 71.05% UF: 64.84% P: 56.61% R: 67.46% F: 61.56%
|
| 439 |
+
2023-04-21 10:37:48 INFO 0:00:11.447312s elapsed
|
| 440 |
+
|
| 441 |
+
2023-04-21 10:37:48 INFO Epoch 63 / 5000:
|
| 442 |
+
2023-04-21 10:37:57 INFO lr: 4.9370e-05 - loss: 0.0057 - UP: 94.76% UR: 92.20% UF: 93.46% P: 94.56% R: 92.00% F: 93.26%
|
| 443 |
+
2023-04-21 10:37:58 INFO dev: loss: 0.2104 - UP: 71.17% UR: 62.34% UF: 66.47% P: 65.43% R: 57.30% F: 61.10%
|
| 444 |
+
2023-04-21 10:37:59 INFO test: loss: nan - UP: 64.02% UR: 63.69% UF: 63.85% P: 60.13% R: 59.82% F: 59.98%
|
| 445 |
+
2023-04-21 10:37:59 INFO 0:00:11.457292s elapsed
|
| 446 |
+
|
| 447 |
+
2023-04-21 10:37:59 INFO Epoch 64 / 5000:
|
| 448 |
+
2023-04-21 10:38:08 INFO lr: 4.9360e-05 - loss: 0.0037 - UP: 94.58% UR: 90.97% UF: 92.74% P: 94.32% R: 90.72% F: 92.48%
|
| 449 |
+
2023-04-21 10:38:09 INFO dev: loss: 0.1907 - UP: 69.23% UR: 65.89% UF: 67.51% P: 64.01% R: 60.92% F: 62.43%
|
| 450 |
+
2023-04-21 10:38:10 INFO test: loss: nan - UP: 61.59% UR: 69.54% UF: 65.32% P: 58.57% R: 66.13% F: 62.12%
|
| 451 |
+
2023-04-21 10:38:10 INFO 0:00:11.134655s elapsed
|
| 452 |
+
|
| 453 |
+
2023-04-21 10:38:10 INFO Epoch 65 / 5000:
|
| 454 |
+
2023-04-21 10:38:20 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 94.45% UR: 91.35% UF: 92.88% P: 93.92% R: 90.84% F: 92.35%
|
| 455 |
+
2023-04-21 10:38:20 INFO dev: loss: 0.1719 - UP: 68.79% UR: 65.18% UF: 66.93% P: 63.85% R: 60.50% F: 62.13%
|
| 456 |
+
2023-04-21 10:38:21 INFO test: loss: nan - UP: 61.66% UR: 67.19% UF: 64.31% P: 57.98% R: 63.18% F: 60.47%
|
| 457 |
+
2023-04-21 10:38:21 INFO 0:00:11.185501s elapsed
|
| 458 |
+
|
| 459 |
+
2023-04-21 10:38:21 INFO Epoch 66 / 5000:
|
| 460 |
+
2023-04-21 10:38:31 INFO lr: 4.9340e-05 - loss: 0.0052 - UP: 94.26% UR: 90.58% UF: 92.38% P: 93.65% R: 89.99% F: 91.78%
|
| 461 |
+
2023-04-21 10:38:32 INFO dev: loss: 0.1704 - UP: 70.45% UR: 65.96% UF: 68.13% P: 64.02% R: 59.93% F: 61.90%
|
| 462 |
+
2023-04-21 10:38:33 INFO test: loss: nan - UP: 61.63% UR: 68.22% UF: 64.76% P: 58.17% R: 64.38% F: 61.12%
|
| 463 |
+
2023-04-21 10:38:33 INFO 0:00:11.346174s elapsed
|
| 464 |
+
|
| 465 |
+
2023-04-21 10:38:33 INFO Epoch 67 / 5000:
|
| 466 |
+
2023-04-21 10:38:42 INFO lr: 4.9330e-05 - loss: 0.0026 - UP: 94.94% UR: 92.35% UF: 93.63% P: 94.40% R: 91.83% F: 93.10%
|
| 467 |
+
2023-04-21 10:38:43 INFO dev: loss: 0.1865 - UP: 73.97% UR: 62.70% UF: 67.87% P: 69.12% R: 58.58% F: 63.42%
|
| 468 |
+
2023-04-21 10:38:44 INFO test: loss: nan - UP: 66.11% UR: 65.53% UF: 65.82% P: 62.39% R: 61.85% F: 62.12%
|
| 469 |
+
2023-04-21 10:38:44 INFO 0:00:11.412121s elapsed
|
| 470 |
+
|
| 471 |
+
2023-04-21 10:38:44 INFO Epoch 68 / 5000:
|
| 472 |
+
2023-04-21 10:38:53 INFO lr: 4.9320e-05 - loss: 0.0135 - UP: 95.94% UR: 92.34% UF: 94.11% P: 95.62% R: 92.03% F: 93.79%
|
| 473 |
+
2023-04-21 10:38:54 INFO dev: loss: 0.1799 - UP: 70.65% UR: 65.39% UF: 67.92% P: 65.75% R: 60.85% F: 63.20%
|
| 474 |
+
2023-04-21 10:38:55 INFO test: loss: nan - UP: 64.02% UR: 67.52% UF: 65.73% P: 60.22% R: 63.51% F: 61.82%
|
| 475 |
+
2023-04-21 10:38:55 INFO 0:00:11.055752s elapsed
|
| 476 |
+
|
| 477 |
+
2023-04-21 10:38:55 INFO Epoch 69 / 5000:
|
| 478 |
+
2023-04-21 10:39:05 INFO lr: 4.9310e-05 - loss: 0.0081 - UP: 95.38% UR: 94.56% UF: 94.97% P: 95.17% R: 94.35% F: 94.76%
|
| 479 |
+
2023-04-21 10:39:05 INFO dev: loss: 0.1928 - UP: 73.21% UR: 62.20% UF: 67.25% P: 68.28% R: 58.01% F: 62.73%
|
| 480 |
+
2023-04-21 10:39:06 INFO test: loss: nan - UP: 66.87% UR: 65.74% UF: 66.30% P: 63.83% R: 62.75% F: 63.29%
|
| 481 |
+
2023-04-21 10:39:06 INFO 0:00:11.113358s elapsed
|
| 482 |
+
|
| 483 |
+
2023-04-21 10:39:06 INFO Epoch 70 / 5000:
|
| 484 |
+
2023-04-21 10:39:16 INFO lr: 4.9300e-05 - loss: 0.0044 - UP: 96.27% UR: 92.07% UF: 94.12% P: 95.98% R: 91.79% F: 93.84%
|
| 485 |
+
2023-04-21 10:39:17 INFO dev: loss: 0.1791 - UP: 73.52% UR: 64.18% UF: 68.53% P: 69.05% R: 60.28% F: 64.37%
|
| 486 |
+
2023-04-21 10:39:18 INFO test: loss: nan - UP: 65.84% UR: 65.23% UF: 65.53% P: 62.28% R: 61.70% F: 61.99%
|
| 487 |
+
2023-04-21 10:39:36 INFO 0:00:11.458713s elapsed (saved)
|
| 488 |
+
|
| 489 |
+
2023-04-21 10:39:36 INFO Epoch 71 / 5000:
|
| 490 |
+
2023-04-21 10:39:45 INFO lr: 4.9290e-05 - loss: 0.0038 - UP: 94.65% UR: 93.07% UF: 93.85% P: 94.35% R: 92.78% F: 93.56%
|
| 491 |
+
2023-04-21 10:39:46 INFO dev: loss: 0.1917 - UP: 72.94% UR: 65.96% UF: 69.27% P: 67.45% R: 60.99% F: 64.06%
|
| 492 |
+
2023-04-21 10:39:48 INFO test: loss: nan - UP: 64.60% UR: 66.83% UF: 65.70% P: 60.78% R: 62.87% F: 61.81%
|
| 493 |
+
2023-04-21 10:39:48 INFO 0:00:12.174600s elapsed
|
| 494 |
+
|
| 495 |
+
2023-04-21 10:39:48 INFO Epoch 72 / 5000:
|
| 496 |
+
2023-04-21 10:39:58 INFO lr: 4.9280e-05 - loss: 0.0022 - UP: 96.51% UR: 93.70% UF: 95.08% P: 96.25% R: 93.45% F: 94.83%
|
| 497 |
+
2023-04-21 10:39:58 INFO dev: loss: 0.2012 - UP: 71.49% UR: 66.88% UF: 69.11% P: 66.26% R: 61.99% F: 64.05%
|
| 498 |
+
2023-04-21 10:40:00 INFO test: loss: nan - UP: 62.44% UR: 69.48% UF: 65.77% P: 59.10% R: 65.77% F: 62.26%
|
| 499 |
+
2023-04-21 10:40:00 INFO 0:00:11.978711s elapsed
|
| 500 |
+
|
| 501 |
+
2023-04-21 10:40:00 INFO Epoch 73 / 5000:
|
| 502 |
+
2023-04-21 10:40:10 INFO lr: 4.9270e-05 - loss: 0.0078 - UP: 96.82% UR: 94.99% UF: 95.90% P: 96.69% R: 94.86% F: 95.77%
|
| 503 |
+
2023-04-21 10:40:11 INFO dev: loss: 0.2178 - UP: 71.53% UR: 65.74% UF: 68.51% P: 66.51% R: 61.13% F: 63.71%
|
| 504 |
+
2023-04-21 10:40:12 INFO test: loss: nan - UP: 64.65% UR: 69.54% UF: 67.01% P: 61.50% R: 66.16% F: 63.75%
|
| 505 |
+
2023-04-21 10:40:12 INFO 0:00:12.251315s elapsed
|
| 506 |
+
|
| 507 |
+
2023-04-21 10:40:12 INFO Epoch 74 / 5000:
|
| 508 |
+
2023-04-21 10:40:22 INFO lr: 4.9260e-05 - loss: 0.0060 - UP: 96.91% UR: 95.38% UF: 96.14% P: 96.73% R: 95.20% F: 95.96%
|
| 509 |
+
2023-04-21 10:40:23 INFO dev: loss: 0.2065 - UP: 68.91% UR: 65.25% UF: 67.03% P: 64.42% R: 60.99% F: 62.66%
|
| 510 |
+
2023-04-21 10:40:24 INFO test: loss: nan - UP: 61.57% UR: 69.45% UF: 65.28% P: 58.34% R: 65.80% F: 61.84%
|
| 511 |
+
2023-04-21 10:40:24 INFO 0:00:12.178175s elapsed
|
| 512 |
+
|
| 513 |
+
2023-04-21 10:40:24 INFO Epoch 75 / 5000:
|
| 514 |
+
2023-04-21 10:40:34 INFO lr: 4.9250e-05 - loss: 0.0027 - UP: 96.92% UR: 95.21% UF: 96.06% P: 96.81% R: 95.10% F: 95.95%
|
| 515 |
+
2023-04-21 10:40:34 INFO dev: loss: 0.2152 - UP: 70.09% UR: 66.31% UF: 68.15% P: 65.44% R: 61.91% F: 63.63%
|
| 516 |
+
2023-04-21 10:40:36 INFO test: loss: nan - UP: 64.09% UR: 69.66% UF: 66.76% P: 61.23% R: 66.56% F: 63.78%
|
| 517 |
+
2023-04-21 10:40:36 INFO 0:00:11.508459s elapsed
|
| 518 |
+
|
| 519 |
+
2023-04-21 10:40:36 INFO Epoch 76 / 5000:
|
| 520 |
+
2023-04-21 10:40:45 INFO lr: 4.9240e-05 - loss: 0.0018 - UP: 97.10% UR: 95.93% UF: 96.51% P: 96.98% R: 95.81% F: 96.39%
|
| 521 |
+
2023-04-21 10:40:45 INFO dev: loss: 0.2154 - UP: 71.47% UR: 66.10% UF: 68.68% P: 66.87% R: 61.84% F: 64.26%
|
| 522 |
+
2023-04-21 10:40:47 INFO test: loss: nan - UP: 64.82% UR: 69.18% UF: 66.93% P: 61.68% R: 65.83% F: 63.69%
|
| 523 |
+
2023-04-21 10:40:47 INFO 0:00:10.920786s elapsed
|
| 524 |
+
|
| 525 |
+
2023-04-21 10:40:47 INFO Epoch 77 / 5000:
|
| 526 |
+
2023-04-21 10:40:56 INFO lr: 4.9230e-05 - loss: 0.0005 - UP: 97.47% UR: 96.28% UF: 96.87% P: 97.45% R: 96.26% F: 96.85%
|
| 527 |
+
2023-04-21 10:40:57 INFO dev: loss: 0.2227 - UP: 71.22% UR: 65.82% UF: 68.41% P: 66.16% R: 61.13% F: 63.55%
|
| 528 |
+
2023-04-21 10:40:58 INFO test: loss: nan - UP: 64.95% UR: 69.70% UF: 67.24% P: 61.77% R: 66.28% F: 63.95%
|
| 529 |
+
2023-04-21 10:40:58 INFO 0:00:11.068477s elapsed
|
| 530 |
+
|
| 531 |
+
2023-04-21 10:40:58 INFO Epoch 78 / 5000:
|
| 532 |
+
2023-04-21 10:41:07 INFO lr: 4.9220e-05 - loss: 0.0016 - UP: 97.40% UR: 94.98% UF: 96.18% P: 97.36% R: 94.94% F: 96.14%
|
| 533 |
+
2023-04-21 10:41:08 INFO dev: loss: 0.2004 - UP: 70.44% UR: 66.24% UF: 68.27% P: 65.31% R: 61.42% F: 63.30%
|
| 534 |
+
2023-04-21 10:41:09 INFO test: loss: nan - UP: 63.55% UR: 70.93% UF: 67.04% P: 60.47% R: 67.49% F: 63.79%
|
| 535 |
+
2023-04-21 10:41:09 INFO 0:00:11.330632s elapsed
|
| 536 |
+
|
| 537 |
+
2023-04-21 10:41:09 INFO Epoch 79 / 5000:
|
| 538 |
+
2023-04-21 10:41:18 INFO lr: 4.9210e-05 - loss: 0.0030 - UP: 97.63% UR: 96.02% UF: 96.82% P: 97.49% R: 95.88% F: 96.68%
|
| 539 |
+
2023-04-21 10:41:19 INFO dev: loss: 0.2265 - UP: 71.97% UR: 64.82% UF: 68.21% P: 67.40% R: 60.71% F: 63.88%
|
| 540 |
+
2023-04-21 10:41:20 INFO test: loss: nan - UP: 65.68% UR: 69.33% UF: 67.46% P: 62.48% R: 65.95% F: 64.17%
|
| 541 |
+
2023-04-21 10:41:20 INFO 0:00:11.389350s elapsed
|
| 542 |
+
|
| 543 |
+
2023-04-21 10:41:20 INFO Epoch 80 / 5000:
|
| 544 |
+
2023-04-21 10:41:30 INFO lr: 4.9200e-05 - loss: 0.0090 - UP: 97.33% UR: 96.11% UF: 96.72% P: 97.27% R: 96.05% F: 96.66%
|
| 545 |
+
2023-04-21 10:41:30 INFO dev: loss: 0.2416 - UP: 71.65% UR: 64.54% UF: 67.91% P: 66.69% R: 60.07% F: 63.21%
|
| 546 |
+
2023-04-21 10:41:32 INFO test: loss: nan - UP: 65.06% UR: 68.19% UF: 66.59% P: 61.75% R: 64.71% F: 63.20%
|
| 547 |
+
2023-04-21 10:41:32 INFO 0:00:11.195963s elapsed
|
| 548 |
+
|
| 549 |
+
2023-04-21 10:41:32 INFO Epoch 81 / 5000:
|
| 550 |
+
2023-04-21 10:41:41 INFO lr: 4.9190e-05 - loss: 0.0002 - UP: 97.39% UR: 96.56% UF: 96.98% P: 97.27% R: 96.44% F: 96.86%
|
| 551 |
+
2023-04-21 10:41:42 INFO dev: loss: 0.2328 - UP: 69.96% UR: 66.24% UF: 68.05% P: 64.57% R: 61.13% F: 62.81%
|
| 552 |
+
2023-04-21 10:41:43 INFO test: loss: nan - UP: 63.16% UR: 69.48% UF: 66.17% P: 59.92% R: 65.92% F: 62.78%
|
| 553 |
+
2023-04-21 10:41:43 INFO 0:00:11.200401s elapsed
|
| 554 |
+
|
| 555 |
+
2023-04-21 10:41:43 INFO Epoch 82 / 5000:
|
| 556 |
+
2023-04-21 10:41:52 INFO lr: 4.9180e-05 - loss: 0.0003 - UP: 97.47% UR: 96.82% UF: 97.14% P: 97.40% R: 96.75% F: 97.07%
|
| 557 |
+
2023-04-21 10:41:53 INFO dev: loss: 0.2182 - UP: 69.73% UR: 67.16% UF: 68.42% P: 64.80% R: 62.41% F: 63.58%
|
| 558 |
+
2023-04-21 10:41:54 INFO test: loss: nan - UP: 63.57% UR: 70.15% UF: 66.70% P: 60.50% R: 66.77% F: 63.48%
|
| 559 |
+
2023-04-21 10:41:54 INFO 0:00:11.479351s elapsed
|
| 560 |
+
|
| 561 |
+
2023-04-21 10:41:54 INFO Epoch 83 / 5000:
|
| 562 |
+
2023-04-21 10:42:04 INFO lr: 4.9170e-05 - loss: 0.0064 - UP: 97.84% UR: 96.38% UF: 97.11% P: 97.77% R: 96.31% F: 97.04%
|
| 563 |
+
2023-04-21 10:42:04 INFO dev: loss: 0.2326 - UP: 75.51% UR: 60.78% UF: 67.35% P: 70.04% R: 56.38% F: 62.48%
|
| 564 |
+
2023-04-21 10:42:06 INFO test: loss: nan - UP: 69.14% UR: 63.90% UF: 66.42% P: 66.10% R: 61.09% F: 63.50%
|
| 565 |
+
2023-04-21 10:42:06 INFO 0:00:11.374441s elapsed
|
| 566 |
+
|
| 567 |
+
2023-04-21 10:42:06 INFO Epoch 84 / 5000:
|
| 568 |
+
2023-04-21 10:42:15 INFO lr: 4.9160e-05 - loss: 0.0019 - UP: 97.24% UR: 95.54% UF: 96.38% P: 97.09% R: 95.39% F: 96.23%
|
| 569 |
+
2023-04-21 10:42:16 INFO dev: loss: 0.2102 - UP: 69.12% UR: 68.72% UF: 68.92% P: 64.55% R: 64.18% F: 64.37%
|
| 570 |
+
2023-04-21 10:42:17 INFO test: loss: nan - UP: 62.23% UR: 71.17% UF: 66.40% P: 58.83% R: 67.28% F: 62.77%
|
| 571 |
+
2023-04-21 10:42:17 INFO 0:00:11.108386s elapsed
|
| 572 |
+
|
| 573 |
+
2023-04-21 10:42:17 INFO Epoch 85 / 5000:
|
| 574 |
+
2023-04-21 10:42:26 INFO lr: 4.9150e-05 - loss: 0.0025 - UP: 97.61% UR: 96.73% UF: 97.17% P: 97.56% R: 96.68% F: 97.12%
|
| 575 |
+
2023-04-21 10:42:27 INFO dev: loss: 0.2173 - UP: 72.11% UR: 66.74% UF: 69.32% P: 66.74% R: 61.77% F: 64.16%
|
| 576 |
+
2023-04-21 10:42:28 INFO test: loss: nan - UP: 65.15% UR: 69.30% UF: 67.16% P: 61.72% R: 65.65% F: 63.62%
|
| 577 |
+
2023-04-21 10:42:28 INFO 0:00:11.135066s elapsed
|
| 578 |
+
|
| 579 |
+
2023-04-21 10:42:28 INFO Epoch 86 / 5000:
|
| 580 |
+
2023-04-21 10:42:37 INFO lr: 4.9140e-05 - loss: 0.0058 - UP: 97.70% UR: 96.22% UF: 96.96% P: 97.58% R: 96.10% F: 96.83%
|
| 581 |
+
2023-04-21 10:42:38 INFO dev: loss: 0.2296 - UP: 70.57% UR: 66.17% UF: 68.30% P: 65.28% R: 61.21% F: 63.18%
|
| 582 |
+
2023-04-21 10:42:39 INFO test: loss: nan - UP: 64.91% UR: 69.30% UF: 67.04% P: 61.32% R: 65.47% F: 63.33%
|
| 583 |
+
2023-04-21 10:42:39 INFO 0:00:11.585788s elapsed
|
| 584 |
+
|
| 585 |
+
2023-04-21 10:42:39 INFO Epoch 87 / 5000:
|
| 586 |
+
2023-04-21 10:42:49 INFO lr: 4.9130e-05 - loss: 0.0032 - UP: 97.83% UR: 96.79% UF: 97.31% P: 97.77% R: 96.73% F: 97.25%
|
| 587 |
+
2023-04-21 10:42:50 INFO dev: loss: 0.2626 - UP: 69.67% UR: 65.82% UF: 67.69% P: 64.34% R: 60.78% F: 62.51%
|
| 588 |
+
2023-04-21 10:42:51 INFO test: loss: nan - UP: 63.30% UR: 68.67% UF: 65.88% P: 59.68% R: 64.74% F: 62.11%
|
| 589 |
+
2023-04-21 10:42:51 INFO 0:00:11.401308s elapsed
|
| 590 |
+
|
| 591 |
+
2023-04-21 10:42:51 INFO Epoch 88 / 5000:
|
| 592 |
+
2023-04-21 10:43:00 INFO lr: 4.9120e-05 - loss: 0.0033 - UP: 97.69% UR: 97.18% UF: 97.44% P: 97.61% R: 97.10% F: 97.36%
|
| 593 |
+
2023-04-21 10:43:01 INFO dev: loss: 0.2567 - UP: 71.57% UR: 64.47% UF: 67.84% P: 66.54% R: 59.93% F: 63.06%
|
| 594 |
+
2023-04-21 10:43:02 INFO test: loss: nan - UP: 64.97% UR: 68.13% UF: 66.51% P: 61.31% R: 64.29% F: 62.77%
|
| 595 |
+
2023-04-21 10:43:02 INFO 0:00:11.172396s elapsed
|
| 596 |
+
|
| 597 |
+
2023-04-21 10:43:02 INFO Epoch 89 / 5000:
|
| 598 |
+
2023-04-21 10:43:11 INFO lr: 4.9110e-05 - loss: 0.0037 - UP: 98.20% UR: 97.57% UF: 97.88% P: 98.13% R: 97.50% F: 97.81%
|
| 599 |
+
2023-04-21 10:43:12 INFO dev: loss: 0.2608 - UP: 69.61% UR: 64.82% UF: 67.13% P: 64.51% R: 60.07% F: 62.21%
|
| 600 |
+
2023-04-21 10:43:13 INFO test: loss: nan - UP: 63.38% UR: 68.34% UF: 65.77% P: 59.77% R: 64.44% F: 62.02%
|
| 601 |
+
2023-04-21 10:43:13 INFO 0:00:11.140940s elapsed
|
| 602 |
+
|
| 603 |
+
2023-04-21 10:43:13 INFO Epoch 90 / 5000:
|
| 604 |
+
2023-04-21 10:43:23 INFO lr: 4.9100e-05 - loss: 0.0017 - UP: 97.73% UR: 96.86% UF: 97.29% P: 97.67% R: 96.80% F: 97.23%
|
| 605 |
+
2023-04-21 10:43:24 INFO dev: loss: 0.2476 - UP: 70.92% UR: 65.89% UF: 68.31% P: 66.03% R: 61.35% F: 63.60%
|
| 606 |
+
2023-04-21 10:43:25 INFO test: loss: nan - UP: 65.44% UR: 68.94% UF: 67.15% P: 62.03% R: 65.35% F: 63.65%
|
| 607 |
+
2023-04-21 10:43:25 INFO 0:00:11.544941s elapsed
|
| 608 |
+
|
| 609 |
+
2023-04-21 10:43:25 INFO Epoch 91 / 5000:
|
| 610 |
+
2023-04-21 10:43:34 INFO lr: 4.9090e-05 - loss: 0.0006 - UP: 98.20% UR: 97.06% UF: 97.63% P: 98.11% R: 96.97% F: 97.54%
|
| 611 |
+
2023-04-21 10:43:35 INFO dev: loss: 0.2566 - UP: 70.09% UR: 66.31% UF: 68.15% P: 65.29% R: 61.77% F: 63.48%
|
| 612 |
+
2023-04-21 10:43:36 INFO test: loss: nan - UP: 63.92% UR: 69.57% UF: 66.63% P: 60.65% R: 66.01% F: 63.22%
|
| 613 |
+
2023-04-21 10:43:36 INFO 0:00:11.278350s elapsed
|
| 614 |
+
|
| 615 |
+
2023-04-21 10:43:36 INFO Epoch 92 / 5000:
|
| 616 |
+
2023-04-21 10:43:45 INFO lr: 4.9080e-05 - loss: 0.0022 - UP: 97.96% UR: 97.08% UF: 97.52% P: 97.85% R: 96.97% F: 97.41%
|
| 617 |
+
2023-04-21 10:43:46 INFO dev: loss: 0.2660 - UP: 71.35% UR: 67.30% UF: 69.27% P: 65.79% R: 62.06% F: 63.87%
|
| 618 |
+
2023-04-21 10:43:47 INFO test: loss: nan - UP: 64.44% UR: 69.45% UF: 66.85% P: 60.88% R: 65.62% F: 63.16%
|
| 619 |
+
2023-04-21 10:43:47 INFO 0:00:11.065802s elapsed
|
| 620 |
+
|
| 621 |
+
2023-04-21 10:43:47 INFO Epoch 93 / 5000:
|
| 622 |
+
2023-04-21 10:43:56 INFO lr: 4.9070e-05 - loss: 0.0048 - UP: 97.54% UR: 96.49% UF: 97.01% P: 97.30% R: 96.25% F: 96.77%
|
| 623 |
+
2023-04-21 10:43:57 INFO dev: loss: 0.2537 - UP: 70.57% UR: 67.52% UF: 69.01% P: 65.09% R: 62.27% F: 63.65%
|
| 624 |
+
2023-04-21 10:43:58 INFO test: loss: nan - UP: 63.02% UR: 69.76% UF: 66.22% P: 59.26% R: 65.59% F: 62.26%
|
| 625 |
+
2023-04-21 10:43:58 INFO 0:00:11.065378s elapsed
|
| 626 |
+
|
| 627 |
+
2023-04-21 10:43:58 INFO Epoch 94 / 5000:
|
| 628 |
+
2023-04-21 10:44:08 INFO lr: 4.9060e-05 - loss: 0.0022 - UP: 97.40% UR: 96.57% UF: 96.99% P: 96.56% R: 95.73% F: 96.14%
|
| 629 |
+
2023-04-21 10:44:08 INFO dev: loss: 0.1806 - UP: 70.50% UR: 68.30% UF: 69.38% P: 65.89% R: 63.83% F: 64.84%
|
| 630 |
+
2023-04-21 10:44:10 INFO test: loss: nan - UP: 61.92% UR: 69.24% UF: 65.37% P: 57.87% R: 64.71% F: 61.10%
|
| 631 |
+
2023-04-21 10:44:28 INFO 0:00:11.538142s elapsed (saved)
|
| 632 |
+
|
| 633 |
+
2023-04-21 10:44:28 INFO Epoch 95 / 5000:
|
| 634 |
+
2023-04-21 10:44:37 INFO lr: 4.9050e-05 - loss: 0.0013 - UP: 97.06% UR: 96.07% UF: 96.56% P: 96.55% R: 95.57% F: 96.06%
|
| 635 |
+
2023-04-21 10:44:38 INFO dev: loss: 0.2134 - UP: 71.04% UR: 67.16% UF: 69.05% P: 66.09% R: 62.48% F: 64.24%
|
| 636 |
+
2023-04-21 10:44:41 INFO test: loss: nan - UP: 64.43% UR: 68.55% UF: 66.42% P: 60.45% R: 64.32% F: 62.33%
|
| 637 |
+
2023-04-21 10:44:41 INFO 0:00:12.846633s elapsed
|
| 638 |
+
|
| 639 |
+
2023-04-21 10:44:41 INFO Epoch 96 / 5000:
|
| 640 |
+
2023-04-21 10:44:51 INFO lr: 4.9040e-05 - loss: 0.0012 - UP: 97.90% UR: 96.91% UF: 97.40% P: 97.55% R: 96.56% F: 97.05%
|
| 641 |
+
2023-04-21 10:44:52 INFO dev: loss: 0.2111 - UP: 72.07% UR: 64.96% UF: 68.33% P: 67.19% R: 60.57% F: 63.71%
|
| 642 |
+
2023-04-21 10:44:55 INFO test: loss: nan - UP: 65.28% UR: 66.41% UF: 65.84% P: 61.72% R: 62.78% F: 62.25%
|
| 643 |
+
2023-04-21 10:44:55 INFO 0:00:13.990859s elapsed
|
| 644 |
+
|
| 645 |
+
2023-04-21 10:44:55 INFO Epoch 97 / 5000:
|
| 646 |
+
2023-04-21 10:45:05 INFO lr: 4.9030e-05 - loss: 0.0002 - UP: 97.82% UR: 96.80% UF: 97.31% P: 97.61% R: 96.59% F: 97.10%
|
| 647 |
+
2023-04-21 10:45:06 INFO dev: loss: 0.2112 - UP: 70.50% UR: 66.95% UF: 68.68% P: 65.57% R: 62.27% F: 63.88%
|
| 648 |
+
2023-04-21 10:45:08 INFO test: loss: nan - UP: 63.24% UR: 69.73% UF: 66.32% P: 59.76% R: 65.89% F: 62.68%
|
| 649 |
+
2023-04-21 10:45:08 INFO 0:00:13.489127s elapsed
|
| 650 |
+
|
| 651 |
+
2023-04-21 10:45:08 INFO Epoch 98 / 5000:
|
| 652 |
+
2023-04-21 10:45:18 INFO lr: 4.9020e-05 - loss: 0.0023 - UP: 97.64% UR: 97.10% UF: 97.37% P: 97.39% R: 96.85% F: 97.12%
|
| 653 |
+
2023-04-21 10:45:18 INFO dev: loss: 0.2188 - UP: 70.90% UR: 66.88% UF: 68.83% P: 66.39% R: 62.62% F: 64.45%
|
| 654 |
+
2023-04-21 10:45:19 INFO test: loss: nan - UP: 63.24% UR: 70.57% UF: 66.70% P: 59.26% R: 66.13% F: 62.51%
|
| 655 |
+
2023-04-21 10:45:19 INFO 0:00:11.204803s elapsed
|
| 656 |
+
|
| 657 |
+
2023-04-21 10:45:19 INFO Epoch 99 / 5000:
|
| 658 |
+
2023-04-21 10:45:29 INFO lr: 4.9010e-05 - loss: 0.0068 - UP: 97.10% UR: 96.09% UF: 96.59% P: 96.03% R: 95.03% F: 95.53%
|
| 659 |
+
2023-04-21 10:45:29 INFO dev: loss: 0.1977 - UP: 69.43% UR: 66.03% UF: 67.68% P: 63.98% R: 60.85% F: 62.38%
|
| 660 |
+
2023-04-21 10:45:31 INFO test: loss: nan - UP: 62.16% UR: 69.03% UF: 65.42% P: 57.73% R: 64.11% F: 60.76%
|
| 661 |
+
2023-04-21 10:45:31 INFO 0:00:11.482991s elapsed
|
| 662 |
+
|
| 663 |
+
2023-04-21 10:45:31 INFO Epoch 100 / 5000:
|
| 664 |
+
2023-04-21 10:45:40 INFO lr: 4.9000e-05 - loss: 0.0050 - UP: 96.21% UR: 93.93% UF: 95.06% P: 95.16% R: 92.90% F: 94.02%
|
| 665 |
+
2023-04-21 10:45:41 INFO dev: loss: 0.1929 - UP: 72.66% UR: 63.33% UF: 67.68% P: 65.83% R: 57.38% F: 61.31%
|
| 666 |
+
2023-04-21 10:45:42 INFO test: loss: nan - UP: 66.05% UR: 65.35% UF: 65.70% P: 61.53% R: 60.88% F: 61.20%
|
| 667 |
+
2023-04-21 10:45:42 INFO 0:00:11.191027s elapsed
|
| 668 |
+
|
| 669 |
+
2023-04-21 10:45:42 INFO Epoch 101 / 5000:
|
| 670 |
+
2023-04-21 10:45:51 INFO lr: 4.8990e-05 - loss: 0.0082 - UP: 96.92% UR: 95.26% UF: 96.08% P: 96.68% R: 95.03% F: 95.85%
|
| 671 |
+
2023-04-21 10:45:52 INFO dev: loss: 0.2198 - UP: 71.68% UR: 65.89% UF: 68.66% P: 65.28% R: 60.00% F: 62.53%
|
| 672 |
+
2023-04-21 10:45:53 INFO test: loss: nan - UP: 64.26% UR: 69.09% UF: 66.59% P: 60.47% R: 65.02% F: 62.66%
|
| 673 |
+
2023-04-21 10:45:53 INFO 0:00:10.975972s elapsed
|
| 674 |
+
|
| 675 |
+
2023-04-21 10:45:53 INFO Epoch 102 / 5000:
|
| 676 |
+
2023-04-21 10:46:02 INFO lr: 4.8980e-05 - loss: 0.0074 - UP: 97.79% UR: 96.52% UF: 97.15% P: 97.54% R: 96.28% F: 96.91%
|
| 677 |
+
2023-04-21 10:46:03 INFO dev: loss: 0.2042 - UP: 70.35% UR: 67.80% UF: 69.05% P: 64.97% R: 62.62% F: 63.78%
|
| 678 |
+
2023-04-21 10:46:04 INFO test: loss: nan - UP: 62.62% UR: 70.03% UF: 66.12% P: 58.60% R: 65.53% F: 61.87%
|
| 679 |
+
2023-04-21 10:46:04 INFO 0:00:11.115223s elapsed
|
| 680 |
+
|
| 681 |
+
2023-04-21 10:46:04 INFO Epoch 103 / 5000:
|
| 682 |
+
2023-04-21 10:46:13 INFO lr: 4.8970e-05 - loss: 0.0018 - UP: 97.69% UR: 96.66% UF: 97.17% P: 97.46% R: 96.43% F: 96.94%
|
| 683 |
+
2023-04-21 10:46:14 INFO dev: loss: 0.1980 - UP: 72.87% UR: 67.23% UF: 69.94% P: 67.87% R: 62.62% F: 65.14%
|
| 684 |
+
2023-04-21 10:46:15 INFO test: loss: nan - UP: 65.23% UR: 69.48% UF: 67.29% P: 61.24% R: 65.23% F: 63.17%
|
| 685 |
+
2023-04-21 10:46:33 INFO 0:00:11.484288s elapsed (saved)
|
| 686 |
+
|
| 687 |
+
2023-04-21 10:46:33 INFO Epoch 104 / 5000:
|
| 688 |
+
2023-04-21 10:46:43 INFO lr: 4.8960e-05 - loss: 0.0020 - UP: 97.81% UR: 97.01% UF: 97.41% P: 97.70% R: 96.90% F: 97.30%
|
| 689 |
+
2023-04-21 10:46:44 INFO dev: loss: 0.2070 - UP: 71.55% UR: 66.52% UF: 68.95% P: 66.36% R: 61.70% F: 63.95%
|
| 690 |
+
2023-04-21 10:46:46 INFO test: loss: nan - UP: 64.28% UR: 70.39% UF: 67.19% P: 60.34% R: 66.07% F: 63.07%
|
| 691 |
+
2023-04-21 10:46:46 INFO 0:00:12.136185s elapsed
|
| 692 |
+
|
| 693 |
+
2023-04-21 10:46:46 INFO Epoch 105 / 5000:
|
| 694 |
+
2023-04-21 10:46:56 INFO lr: 4.8950e-05 - loss: 0.0040 - UP: 97.75% UR: 96.71% UF: 97.23% P: 97.63% R: 96.59% F: 97.11%
|
| 695 |
+
2023-04-21 10:46:56 INFO dev: loss: 0.1972 - UP: 70.82% UR: 67.66% UF: 69.21% P: 65.92% R: 62.98% F: 64.42%
|
| 696 |
+
2023-04-21 10:46:57 INFO test: loss: nan - UP: 62.94% UR: 70.60% UF: 66.55% P: 58.93% R: 66.10% F: 62.31%
|
| 697 |
+
2023-04-21 10:46:57 INFO 0:00:11.885415s elapsed
|
| 698 |
+
|
| 699 |
+
2023-04-21 10:46:57 INFO Epoch 106 / 5000:
|
| 700 |
+
2023-04-21 10:47:08 INFO lr: 4.8940e-05 - loss: 0.0049 - UP: 98.22% UR: 96.74% UF: 97.47% P: 98.17% R: 96.69% F: 97.42%
|
| 701 |
+
2023-04-21 10:47:10 INFO dev: loss: 0.1811 - UP: 73.63% UR: 66.74% UF: 70.01% P: 68.62% R: 62.20% F: 65.25%
|
| 702 |
+
2023-04-21 10:47:11 INFO test: loss: nan - UP: 65.84% UR: 68.31% UF: 67.05% P: 62.61% R: 64.96% F: 63.76%
|
| 703 |
+
2023-04-21 10:47:30 INFO 0:00:13.937233s elapsed (saved)
|
| 704 |
+
|
| 705 |
+
2023-04-21 10:47:30 INFO Epoch 107 / 5000:
|
| 706 |
+
2023-04-21 10:47:40 INFO lr: 4.8930e-05 - loss: 0.0033 - UP: 93.99% UR: 91.40% UF: 92.68% P: 93.71% R: 91.13% F: 92.41%
|
| 707 |
+
2023-04-21 10:47:40 INFO dev: loss: 0.1670 - UP: 72.22% UR: 63.97% UF: 67.85% P: 66.53% R: 58.94% F: 62.50%
|
| 708 |
+
2023-04-21 10:47:42 INFO test: loss: nan - UP: 64.08% UR: 65.26% UF: 64.66% P: 59.99% R: 61.09% F: 60.54%
|
| 709 |
+
2023-04-21 10:47:42 INFO 0:00:11.440882s elapsed
|
| 710 |
+
|
| 711 |
+
2023-04-21 10:47:42 INFO Epoch 108 / 5000:
|
| 712 |
+
2023-04-21 10:47:51 INFO lr: 4.8920e-05 - loss: 0.0028 - UP: 96.21% UR: 94.53% UF: 95.36% P: 96.00% R: 94.32% F: 95.15%
|
| 713 |
+
2023-04-21 10:47:52 INFO dev: loss: 0.1851 - UP: 69.23% UR: 69.08% UF: 69.15% P: 64.04% R: 63.90% F: 63.97%
|
| 714 |
+
2023-04-21 10:47:54 INFO test: loss: nan - UP: 61.33% UR: 68.73% UF: 64.82% P: 57.12% R: 64.02% F: 60.38%
|
| 715 |
+
2023-04-21 10:47:54 INFO 0:00:12.554649s elapsed
|
| 716 |
+
|
| 717 |
+
2023-04-21 10:47:54 INFO Epoch 109 / 5000:
|
| 718 |
+
2023-04-21 10:48:04 INFO lr: 4.8910e-05 - loss: 0.0037 - UP: 96.92% UR: 94.10% UF: 95.49% P: 96.39% R: 93.59% F: 94.97%
|
| 719 |
+
2023-04-21 10:48:05 INFO dev: loss: 0.2140 - UP: 69.28% UR: 67.02% UF: 68.13% P: 63.42% R: 61.35% F: 62.36%
|
| 720 |
+
2023-04-21 10:48:06 INFO test: loss: nan - UP: 62.41% UR: 69.85% UF: 65.92% P: 58.63% R: 65.62% F: 61.93%
|
| 721 |
+
2023-04-21 10:48:06 INFO 0:00:12.302446s elapsed
|
| 722 |
+
|
| 723 |
+
2023-04-21 10:48:06 INFO Epoch 110 / 5000:
|
| 724 |
+
2023-04-21 10:48:17 INFO lr: 4.8900e-05 - loss: 0.0025 - UP: 97.15% UR: 95.35% UF: 96.24% P: 97.02% R: 95.23% F: 96.12%
|
| 725 |
+
2023-04-21 10:48:18 INFO dev: loss: 0.2535 - UP: 71.50% UR: 66.38% UF: 68.85% P: 65.32% R: 60.64% F: 62.89%
|
| 726 |
+
2023-04-21 10:48:19 INFO test: loss: nan - UP: 64.76% UR: 69.06% UF: 66.84% P: 60.85% R: 64.90% F: 62.81%
|
| 727 |
+
2023-04-21 10:48:19 INFO 0:00:12.378497s elapsed
|
| 728 |
+
|
| 729 |
+
2023-04-21 10:48:19 INFO Epoch 111 / 5000:
|
| 730 |
+
2023-04-21 10:48:28 INFO lr: 4.8890e-05 - loss: 0.0092 - UP: 95.83% UR: 93.67% UF: 94.74% P: 94.36% R: 92.23% F: 93.28%
|
| 731 |
+
2023-04-21 10:48:29 INFO dev: loss: 0.1902 - UP: 72.00% UR: 67.30% UF: 69.57% P: 66.69% R: 62.34% F: 64.44%
|
| 732 |
+
2023-04-21 10:48:30 INFO test: loss: nan - UP: 63.92% UR: 67.31% UF: 65.57% P: 59.39% R: 62.54% F: 60.92%
|
| 733 |
+
2023-04-21 10:48:30 INFO 0:00:11.247091s elapsed
|
| 734 |
+
|
| 735 |
+
2023-04-21 10:48:30 INFO Epoch 112 / 5000:
|
| 736 |
+
2023-04-21 10:48:39 INFO lr: 4.8880e-05 - loss: 0.0113 - UP: 96.32% UR: 93.71% UF: 95.00% P: 95.86% R: 93.26% F: 94.54%
|
| 737 |
+
2023-04-21 10:48:40 INFO dev: loss: 0.1891 - UP: 70.09% UR: 69.79% UF: 69.94% P: 64.53% R: 64.26% F: 64.39%
|
| 738 |
+
2023-04-21 10:48:41 INFO test: loss: nan - UP: 61.76% UR: 69.45% UF: 65.38% P: 58.02% R: 65.26% F: 61.43%
|
| 739 |
+
2023-04-21 10:48:41 INFO 0:00:11.405911s elapsed
|
| 740 |
+
|
| 741 |
+
2023-04-21 10:48:41 INFO Epoch 113 / 5000:
|
| 742 |
+
2023-04-21 10:48:51 INFO lr: 4.8870e-05 - loss: 0.0057 - UP: 96.87% UR: 96.18% UF: 96.52% P: 96.59% R: 95.90% F: 96.24%
|
| 743 |
+
2023-04-21 10:48:51 INFO dev: loss: 0.2326 - UP: 71.84% UR: 65.32% UF: 68.42% P: 67.24% R: 61.13% F: 64.04%
|
| 744 |
+
2023-04-21 10:48:52 INFO test: loss: nan - UP: 65.62% UR: 67.58% UF: 66.59% P: 61.34% R: 63.18% F: 62.25%
|
| 745 |
+
2023-04-21 10:48:52 INFO 0:00:10.965744s elapsed
|
| 746 |
+
|
| 747 |
+
2023-04-21 10:48:52 INFO Epoch 114 / 5000:
|
| 748 |
+
2023-04-21 10:49:02 INFO lr: 4.8860e-05 - loss: 0.0013 - UP: 97.47% UR: 96.08% UF: 96.77% P: 97.21% R: 95.82% F: 96.51%
|
| 749 |
+
2023-04-21 10:49:02 INFO dev: loss: 0.2375 - UP: 72.29% UR: 67.52% UF: 69.82% P: 66.97% R: 62.55% F: 64.69%
|
| 750 |
+
2023-04-21 10:49:03 INFO test: loss: nan - UP: 64.85% UR: 68.16% UF: 66.46% P: 61.43% R: 64.56% F: 62.96%
|
| 751 |
+
2023-04-21 10:49:03 INFO 0:00:11.077523s elapsed
|
| 752 |
+
|
| 753 |
+
2023-04-21 10:49:03 INFO Epoch 115 / 5000:
|
| 754 |
+
2023-04-21 10:49:13 INFO lr: 4.8850e-05 - loss: 0.0034 - UP: 97.09% UR: 96.44% UF: 96.76% P: 96.88% R: 96.23% F: 96.55%
|
| 755 |
+
2023-04-21 10:49:13 INFO dev: loss: 0.2233 - UP: 72.16% UR: 67.09% UF: 69.53% P: 67.58% R: 62.84% F: 65.12%
|
| 756 |
+
2023-04-21 10:49:15 INFO test: loss: nan - UP: 65.16% UR: 69.39% UF: 67.21% P: 61.71% R: 65.71% F: 63.65%
|
| 757 |
+
2023-04-21 10:49:15 INFO 0:00:11.053930s elapsed
|
| 758 |
+
|
| 759 |
+
2023-04-21 10:49:15 INFO Epoch 116 / 5000:
|
| 760 |
+
2023-04-21 10:49:24 INFO lr: 4.8840e-05 - loss: 0.0009 - UP: 97.95% UR: 96.53% UF: 97.23% P: 97.77% R: 96.36% F: 97.06%
|
| 761 |
+
2023-04-21 10:49:25 INFO dev: loss: 0.2124 - UP: 71.02% UR: 66.74% UF: 68.81% P: 66.42% R: 62.41% F: 64.35%
|
| 762 |
+
2023-04-21 10:49:26 INFO test: loss: nan - UP: 64.56% UR: 70.12% UF: 67.23% P: 60.92% R: 66.16% F: 63.44%
|
| 763 |
+
2023-04-21 10:49:26 INFO 0:00:11.324977s elapsed
|
| 764 |
+
|
| 765 |
+
2023-04-21 10:49:26 INFO Epoch 117 / 5000:
|
| 766 |
+
2023-04-21 10:49:35 INFO lr: 4.8830e-05 - loss: 0.0013 - UP: 97.94% UR: 96.96% UF: 97.45% P: 97.84% R: 96.86% F: 97.35%
|
| 767 |
+
2023-04-21 10:49:36 INFO dev: loss: 0.2232 - UP: 69.27% UR: 69.22% UF: 69.24% P: 65.01% R: 64.96% F: 64.99%
|
| 768 |
+
2023-04-21 10:49:37 INFO test: loss: nan - UP: 60.98% UR: 71.57% UF: 65.85% P: 57.38% R: 67.34% F: 61.96%
|
| 769 |
+
2023-04-21 10:49:37 INFO 0:00:11.154462s elapsed
|
| 770 |
+
|
| 771 |
+
2023-04-21 10:49:37 INFO Epoch 118 / 5000:
|
| 772 |
+
2023-04-21 10:49:46 INFO lr: 4.8820e-05 - loss: 0.0058 - UP: 97.46% UR: 96.37% UF: 96.91% P: 97.38% R: 96.29% F: 96.83%
|
| 773 |
+
2023-04-21 10:49:48 INFO dev: loss: 0.2236 - UP: 72.45% UR: 68.44% UF: 70.39% P: 67.42% R: 63.69% F: 65.50%
|
| 774 |
+
2023-04-21 10:49:49 INFO test: loss: nan - UP: 62.51% UR: 68.76% UF: 65.49% P: 58.73% R: 64.59% F: 61.52%
|
| 775 |
+
2023-04-21 10:50:07 INFO 0:00:11.608937s elapsed (saved)
|
| 776 |
+
|
| 777 |
+
2023-04-21 10:50:07 INFO Epoch 119 / 5000:
|
| 778 |
+
2023-04-21 10:50:17 INFO lr: 4.8810e-05 - loss: 0.0009 - UP: 97.89% UR: 96.48% UF: 97.18% P: 97.78% R: 96.38% F: 97.08%
|
| 779 |
+
2023-04-21 10:50:17 INFO dev: loss: 0.2162 - UP: 72.84% UR: 66.38% UF: 69.46% P: 68.17% R: 62.13% F: 65.01%
|
| 780 |
+
2023-04-21 10:50:19 INFO test: loss: nan - UP: 65.51% UR: 68.22% UF: 66.83% P: 62.03% R: 64.59% F: 63.29%
|
| 781 |
+
2023-04-21 10:50:19 INFO 0:00:11.494921s elapsed
|
| 782 |
+
|
| 783 |
+
2023-04-21 10:50:19 INFO Epoch 120 / 5000:
|
| 784 |
+
2023-04-21 10:50:28 INFO lr: 4.8800e-05 - loss: 0.0037 - UP: 98.17% UR: 97.38% UF: 97.77% P: 98.12% R: 97.33% F: 97.72%
|
| 785 |
+
2023-04-21 10:50:29 INFO dev: loss: 0.2260 - UP: 71.46% UR: 69.08% UF: 70.25% P: 66.25% R: 64.04% F: 65.13%
|
| 786 |
+
2023-04-21 10:50:31 INFO test: loss: nan - UP: 63.09% UR: 69.66% UF: 66.22% P: 59.49% R: 65.68% F: 62.43%
|
| 787 |
+
2023-04-21 10:50:31 INFO 0:00:12.495126s elapsed
|
| 788 |
+
|
| 789 |
+
2023-04-21 10:50:31 INFO Epoch 121 / 5000:
|
| 790 |
+
2023-04-21 10:50:41 INFO lr: 4.8790e-05 - loss: 0.0009 - UP: 98.45% UR: 97.81% UF: 98.13% P: 98.39% R: 97.75% F: 98.07%
|
| 791 |
+
2023-04-21 10:50:42 INFO dev: loss: 0.2374 - UP: 72.98% UR: 66.45% UF: 69.56% P: 68.22% R: 62.13% F: 65.03%
|
| 792 |
+
2023-04-21 10:50:44 INFO test: loss: nan - UP: 65.53% UR: 68.79% UF: 67.12% P: 62.10% R: 65.20% F: 63.61%
|
| 793 |
+
2023-04-21 10:50:44 INFO 0:00:12.712571s elapsed
|
| 794 |
+
|
| 795 |
+
2023-04-21 10:50:44 INFO Epoch 122 / 5000:
|
| 796 |
+
2023-04-21 10:50:54 INFO lr: 4.8780e-05 - loss: 0.0005 - UP: 98.57% UR: 97.84% UF: 98.20% P: 98.50% R: 97.77% F: 98.13%
|
| 797 |
+
2023-04-21 10:50:55 INFO dev: loss: 0.2310 - UP: 72.18% UR: 66.60% UF: 69.27% P: 67.33% R: 62.13% F: 64.63%
|
| 798 |
+
2023-04-21 10:50:56 INFO test: loss: nan - UP: 65.59% UR: 69.39% UF: 67.44% P: 61.83% R: 65.41% F: 63.57%
|
| 799 |
+
2023-04-21 10:50:56 INFO 0:00:12.055858s elapsed
|
| 800 |
+
|
| 801 |
+
2023-04-21 10:50:56 INFO Epoch 123 / 5000:
|
| 802 |
+
2023-04-21 10:51:06 INFO lr: 4.8770e-05 - loss: 0.0003 - UP: 98.86% UR: 98.34% UF: 98.60% P: 98.81% R: 98.29% F: 98.55%
|
| 803 |
+
2023-04-21 10:51:06 INFO dev: loss: 0.2543 - UP: 71.42% UR: 67.16% UF: 69.23% P: 66.44% R: 62.48% F: 64.40%
|
| 804 |
+
2023-04-21 10:51:07 INFO test: loss: nan - UP: 64.30% UR: 70.36% UF: 67.20% P: 60.74% R: 66.47% F: 63.48%
|
| 805 |
+
2023-04-21 10:51:07 INFO 0:00:11.569717s elapsed
|
| 806 |
+
|
| 807 |
+
2023-04-21 10:51:07 INFO Epoch 124 / 5000:
|
| 808 |
+
2023-04-21 10:51:17 INFO lr: 4.8760e-05 - loss: 0.0004 - UP: 98.78% UR: 98.21% UF: 98.49% P: 98.74% R: 98.18% F: 98.45%
|
| 809 |
+
2023-04-21 10:51:18 INFO dev: loss: 0.2552 - UP: 74.00% UR: 66.60% UF: 70.10% P: 68.64% R: 61.77% F: 65.02%
|
| 810 |
+
2023-04-21 10:51:19 INFO test: loss: nan - UP: 66.67% UR: 68.76% UF: 67.70% P: 63.07% R: 65.05% F: 64.04%
|
| 811 |
+
2023-04-21 10:51:19 INFO 0:00:11.504618s elapsed
|
| 812 |
+
|
| 813 |
+
2023-04-21 10:51:19 INFO Epoch 125 / 5000:
|
| 814 |
+
2023-04-21 10:51:28 INFO lr: 4.8750e-05 - loss: 0.0001 - UP: 98.91% UR: 97.92% UF: 98.41% P: 98.83% R: 97.84% F: 98.33%
|
| 815 |
+
2023-04-21 10:51:29 INFO dev: loss: 0.2555 - UP: 73.22% UR: 66.52% UF: 69.71% P: 68.15% R: 61.91% F: 64.88%
|
| 816 |
+
2023-04-21 10:51:30 INFO test: loss: nan - UP: 65.00% UR: 69.33% UF: 67.10% P: 61.09% R: 65.17% F: 63.06%
|
| 817 |
+
2023-04-21 10:51:30 INFO 0:00:11.116775s elapsed
|
| 818 |
+
|
| 819 |
+
2023-04-21 10:51:30 INFO Epoch 126 / 5000:
|
| 820 |
+
2023-04-21 10:51:39 INFO lr: 4.8740e-05 - loss: 0.0017 - UP: 98.69% UR: 98.18% UF: 98.43% P: 98.63% R: 98.12% F: 98.37%
|
| 821 |
+
2023-04-21 10:51:40 INFO dev: loss: 0.2507 - UP: 72.78% UR: 66.17% UF: 69.32% P: 67.47% R: 61.35% F: 64.26%
|
| 822 |
+
2023-04-21 10:51:41 INFO test: loss: nan - UP: 64.98% UR: 69.27% UF: 67.06% P: 61.18% R: 65.23% F: 63.14%
|
| 823 |
+
2023-04-21 10:51:41 INFO 0:00:11.026990s elapsed
|
| 824 |
+
|
| 825 |
+
2023-04-21 10:51:41 INFO Epoch 127 / 5000:
|
| 826 |
+
2023-04-21 10:51:50 INFO lr: 4.8730e-05 - loss: 0.0020 - UP: 98.79% UR: 98.08% UF: 98.43% P: 98.76% R: 98.05% F: 98.40%
|
| 827 |
+
2023-04-21 10:51:51 INFO dev: loss: 0.2555 - UP: 73.99% UR: 64.75% UF: 69.06% P: 68.48% R: 59.93% F: 63.92%
|
| 828 |
+
2023-04-21 10:51:52 INFO test: loss: nan - UP: 66.80% UR: 68.10% UF: 67.44% P: 63.04% R: 64.26% F: 63.65%
|
| 829 |
+
2023-04-21 10:51:52 INFO 0:00:11.128109s elapsed
|
| 830 |
+
|
| 831 |
+
2023-04-21 10:51:52 INFO Epoch 128 / 5000:
|
| 832 |
+
2023-04-21 10:52:02 INFO lr: 4.8720e-05 - loss: 0.0054 - UP: 98.28% UR: 97.96% UF: 98.12% P: 98.23% R: 97.91% F: 98.07%
|
| 833 |
+
2023-04-21 10:52:02 INFO dev: loss: 0.2254 - UP: 71.30% UR: 69.08% UF: 70.17% P: 66.33% R: 64.26% F: 65.27%
|
| 834 |
+
2023-04-21 10:52:04 INFO test: loss: nan - UP: 63.76% UR: 70.69% UF: 67.05% P: 60.01% R: 66.53% F: 63.10%
|
| 835 |
+
2023-04-21 10:52:04 INFO 0:00:11.520558s elapsed
|
| 836 |
+
|
| 837 |
+
2023-04-21 10:52:04 INFO Epoch 129 / 5000:
|
| 838 |
+
2023-04-21 10:52:13 INFO lr: 4.8710e-05 - loss: 0.0048 - UP: 99.04% UR: 98.19% UF: 98.61% P: 99.00% R: 98.15% F: 98.57%
|
| 839 |
+
2023-04-21 10:52:14 INFO dev: loss: 0.2359 - UP: 74.64% UR: 65.74% UF: 69.91% P: 69.32% R: 61.06% F: 64.93%
|
| 840 |
+
2023-04-21 10:52:15 INFO test: loss: nan - UP: 67.93% UR: 66.89% UF: 67.41% P: 64.01% R: 63.02% F: 63.51%
|
| 841 |
+
2023-04-21 10:52:15 INFO 0:00:11.216898s elapsed
|
| 842 |
+
|
| 843 |
+
2023-04-21 10:52:15 INFO Epoch 130 / 5000:
|
| 844 |
+
2023-04-21 10:52:24 INFO lr: 4.8700e-05 - loss: 0.0018 - UP: 98.29% UR: 97.58% UF: 97.93% P: 98.21% R: 97.50% F: 97.85%
|
| 845 |
+
2023-04-21 10:52:25 INFO dev: loss: 0.2502 - UP: 71.99% UR: 66.52% UF: 69.15% P: 66.23% R: 61.21% F: 63.62%
|
| 846 |
+
2023-04-21 10:52:26 INFO test: loss: nan - UP: 65.33% UR: 68.94% UF: 67.09% P: 61.24% R: 64.62% F: 62.89%
|
| 847 |
+
2023-04-21 10:52:26 INFO 0:00:11.090427s elapsed
|
| 848 |
+
|
| 849 |
+
2023-04-21 10:52:26 INFO Epoch 131 / 5000:
|
| 850 |
+
2023-04-21 10:52:35 INFO lr: 4.8690e-05 - loss: 0.0357 - UP: 97.41% UR: 96.31% UF: 96.86% P: 96.54% R: 95.45% F: 95.99%
|
| 851 |
+
2023-04-21 10:52:36 INFO dev: loss: 0.2516 - UP: 71.32% UR: 67.02% UF: 69.10% P: 63.17% R: 59.36% F: 61.21%
|
| 852 |
+
2023-04-21 10:52:37 INFO test: loss: nan - UP: 63.14% UR: 69.60% UF: 66.22% P: 57.89% R: 63.81% F: 60.70%
|
| 853 |
+
2023-04-21 10:52:37 INFO 0:00:11.191487s elapsed
|
| 854 |
+
|
| 855 |
+
2023-04-21 10:52:37 INFO Epoch 132 / 5000:
|
| 856 |
+
2023-04-21 10:52:46 INFO lr: 4.8680e-05 - loss: 0.0045 - UP: 97.57% UR: 95.85% UF: 96.71% P: 96.87% R: 95.16% F: 96.01%
|
| 857 |
+
2023-04-21 10:52:47 INFO dev: loss: 0.2077 - UP: 69.98% UR: 65.96% UF: 67.91% P: 65.09% R: 61.35% F: 63.16%
|
| 858 |
+
2023-04-21 10:52:49 INFO test: loss: nan - UP: 63.12% UR: 71.02% UF: 66.84% P: 59.39% R: 66.83% F: 62.89%
|
| 859 |
+
2023-04-21 10:52:49 INFO 0:00:11.361659s elapsed
|
| 860 |
+
|
| 861 |
+
2023-04-21 10:52:49 INFO Epoch 133 / 5000:
|
| 862 |
+
2023-04-21 10:52:58 INFO lr: 4.8670e-05 - loss: 0.0004 - UP: 98.02% UR: 97.42% UF: 97.72% P: 97.87% R: 97.27% F: 97.57%
|
| 863 |
+
2023-04-21 10:52:58 INFO dev: loss: 0.2262 - UP: 72.58% UR: 65.32% UF: 68.76% P: 67.45% R: 60.71% F: 63.90%
|
| 864 |
+
2023-04-21 10:53:00 INFO test: loss: nan - UP: 65.34% UR: 70.21% UF: 67.69% P: 61.88% R: 66.50% F: 64.11%
|
| 865 |
+
2023-04-21 10:53:00 INFO 0:00:10.988579s elapsed
|
| 866 |
+
|
| 867 |
+
2023-04-21 10:53:00 INFO Epoch 134 / 5000:
|
| 868 |
+
2023-04-21 10:53:09 INFO lr: 4.8660e-05 - loss: 0.0118 - UP: 98.59% UR: 97.69% UF: 98.14% P: 98.48% R: 97.58% F: 98.03%
|
| 869 |
+
2023-04-21 10:53:10 INFO dev: loss: 0.2424 - UP: 73.35% UR: 64.61% UF: 68.70% P: 68.52% R: 60.35% F: 64.18%
|
| 870 |
+
2023-04-21 10:53:11 INFO test: loss: nan - UP: 65.99% UR: 68.64% UF: 67.29% P: 62.33% R: 64.84% F: 63.56%
|
| 871 |
+
2023-04-21 10:53:11 INFO 0:00:11.133531s elapsed
|
| 872 |
+
|
| 873 |
+
2023-04-21 10:53:11 INFO Epoch 135 / 5000:
|
| 874 |
+
2023-04-21 10:53:20 INFO lr: 4.8650e-05 - loss: 0.0009 - UP: 98.41% UR: 96.72% UF: 97.56% P: 98.33% R: 96.64% F: 97.48%
|
| 875 |
+
2023-04-21 10:53:21 INFO dev: loss: 0.2318 - UP: 70.63% UR: 66.17% UF: 68.33% P: 66.24% R: 62.06% F: 64.08%
|
| 876 |
+
2023-04-21 10:53:22 INFO test: loss: nan - UP: 63.50% UR: 71.26% UF: 67.16% P: 59.95% R: 67.28% F: 63.40%
|
| 877 |
+
2023-04-21 10:53:22 INFO 0:00:11.143498s elapsed
|
| 878 |
+
|
| 879 |
+
2023-04-21 10:53:22 INFO Epoch 136 / 5000:
|
| 880 |
+
2023-04-21 10:53:31 INFO lr: 4.8640e-05 - loss: 0.0040 - UP: 98.34% UR: 98.08% UF: 98.21% P: 98.24% R: 97.98% F: 98.11%
|
| 881 |
+
2023-04-21 10:53:32 INFO dev: loss: 0.2345 - UP: 72.07% UR: 65.32% UF: 68.53% P: 67.45% R: 61.13% F: 64.14%
|
| 882 |
+
2023-04-21 10:53:33 INFO test: loss: nan - UP: 64.66% UR: 70.03% UF: 67.24% P: 60.95% R: 66.01% F: 63.38%
|
| 883 |
+
2023-04-21 10:53:33 INFO 0:00:11.309114s elapsed
|
| 884 |
+
|
| 885 |
+
2023-04-21 10:53:33 INFO Epoch 137 / 5000:
|
| 886 |
+
2023-04-21 10:53:43 INFO lr: 4.8630e-05 - loss: 0.0033 - UP: 98.48% UR: 97.64% UF: 98.06% P: 98.32% R: 97.48% F: 97.90%
|
| 887 |
+
2023-04-21 10:53:43 INFO dev: loss: 0.2395 - UP: 73.12% UR: 65.60% UF: 69.16% P: 67.91% R: 60.92% F: 64.22%
|
| 888 |
+
2023-04-21 10:53:44 INFO test: loss: nan - UP: 65.07% UR: 69.73% UF: 67.32% P: 61.55% R: 65.95% F: 63.67%
|
| 889 |
+
2023-04-21 10:53:44 INFO 0:00:11.095067s elapsed
|
| 890 |
+
|
| 891 |
+
2023-04-21 10:53:44 INFO Epoch 138 / 5000:
|
| 892 |
+
2023-04-21 10:53:54 INFO lr: 4.8620e-05 - loss: 0.0019 - UP: 98.62% UR: 98.28% UF: 98.45% P: 98.58% R: 98.24% F: 98.41%
|
| 893 |
+
2023-04-21 10:53:54 INFO dev: loss: 0.2460 - UP: 71.22% UR: 66.88% UF: 68.98% P: 66.31% R: 62.27% F: 64.23%
|
| 894 |
+
2023-04-21 10:53:55 INFO test: loss: nan - UP: 63.11% UR: 70.90% UF: 66.78% P: 59.73% R: 67.10% F: 63.20%
|
| 895 |
+
2023-04-21 10:53:55 INFO 0:00:11.079343s elapsed
|
| 896 |
+
|
| 897 |
+
2023-04-21 10:53:55 INFO Epoch 139 / 5000:
|
| 898 |
+
2023-04-21 10:54:05 INFO lr: 4.8610e-05 - loss: 0.0007 - UP: 98.67% UR: 98.55% UF: 98.61% P: 98.63% R: 98.51% F: 98.57%
|
| 899 |
+
2023-04-21 10:54:06 INFO dev: loss: 0.2476 - UP: 72.88% UR: 65.96% UF: 69.25% P: 68.65% R: 62.13% F: 65.23%
|
| 900 |
+
2023-04-21 10:54:07 INFO test: loss: nan - UP: 64.90% UR: 69.21% UF: 66.99% P: 61.59% R: 65.68% F: 63.57%
|
| 901 |
+
2023-04-21 10:54:07 INFO 0:00:11.391158s elapsed
|
| 902 |
+
|
| 903 |
+
2023-04-21 10:54:07 INFO Epoch 140 / 5000:
|
| 904 |
+
2023-04-21 10:54:16 INFO lr: 4.8600e-05 - loss: 0.0011 - UP: 98.99% UR: 98.34% UF: 98.66% P: 98.91% R: 98.26% F: 98.58%
|
| 905 |
+
2023-04-21 10:54:17 INFO dev: loss: 0.2514 - UP: 71.17% UR: 66.17% UF: 68.58% P: 66.44% R: 61.77% F: 64.02%
|
| 906 |
+
2023-04-21 10:54:18 INFO test: loss: nan - UP: 64.29% UR: 69.88% UF: 66.97% P: 60.90% R: 66.19% F: 63.44%
|
| 907 |
+
2023-04-21 10:54:18 INFO 0:00:11.362135s elapsed
|
| 908 |
+
|
| 909 |
+
2023-04-21 10:54:18 INFO Epoch 141 / 5000:
|
| 910 |
+
2023-04-21 10:54:27 INFO lr: 4.8590e-05 - loss: 0.0191 - UP: 98.87% UR: 98.56% UF: 98.72% P: 98.77% R: 98.46% F: 98.62%
|
| 911 |
+
2023-04-21 10:54:28 INFO dev: loss: 0.2470 - UP: 70.94% UR: 67.52% UF: 69.19% P: 66.02% R: 62.84% F: 64.39%
|
| 912 |
+
2023-04-21 10:54:29 INFO test: loss: nan - UP: 63.40% UR: 70.90% UF: 66.94% P: 59.87% R: 66.95% F: 63.21%
|
| 913 |
+
2023-04-21 10:54:29 INFO 0:00:11.091271s elapsed
|
| 914 |
+
|
| 915 |
+
2023-04-21 10:54:29 INFO Epoch 142 / 5000:
|
| 916 |
+
2023-04-21 10:54:39 INFO lr: 4.8580e-05 - loss: 0.0053 - UP: 98.69% UR: 98.24% UF: 98.47% P: 98.53% R: 98.09% F: 98.31%
|
| 917 |
+
2023-04-21 10:54:39 INFO dev: loss: 0.2683 - UP: 69.21% UR: 68.72% UF: 68.97% P: 64.43% R: 63.97% F: 64.20%
|
| 918 |
+
2023-04-21 10:54:40 INFO test: loss: nan - UP: 61.36% UR: 72.29% UF: 66.38% P: 58.01% R: 68.34% F: 62.75%
|
| 919 |
+
2023-04-21 10:54:40 INFO 0:00:11.166769s elapsed
|
| 920 |
+
|
| 921 |
+
2023-04-21 10:54:40 INFO Epoch 143 / 5000:
|
| 922 |
+
2023-04-21 10:54:50 INFO lr: 4.8570e-05 - loss: 0.0007 - UP: 99.04% UR: 98.66% UF: 98.85% P: 98.86% R: 98.48% F: 98.67%
|
| 923 |
+
2023-04-21 10:54:51 INFO dev: loss: 0.2621 - UP: 70.29% UR: 66.10% UF: 68.13% P: 65.61% R: 61.70% F: 63.60%
|
| 924 |
+
2023-04-21 10:54:52 INFO test: loss: nan - UP: 64.41% UR: 71.39% UF: 67.72% P: 60.76% R: 67.34% F: 63.88%
|
| 925 |
+
2023-04-21 10:54:52 INFO 0:00:11.464854s elapsed
|
| 926 |
+
|
| 927 |
+
2023-04-21 10:54:52 INFO Epoch 144 / 5000:
|
| 928 |
+
2023-04-21 10:55:01 INFO lr: 4.8560e-05 - loss: 0.0004 - UP: 98.96% UR: 98.70% UF: 98.83% P: 98.86% R: 98.60% F: 98.73%
|
| 929 |
+
2023-04-21 10:55:02 INFO dev: loss: 0.2589 - UP: 68.93% UR: 67.80% UF: 68.36% P: 64.17% R: 63.12% F: 63.64%
|
| 930 |
+
2023-04-21 10:55:03 INFO test: loss: nan - UP: 61.77% UR: 72.32% UF: 66.63% P: 58.34% R: 68.31% F: 62.93%
|
| 931 |
+
2023-04-21 10:55:03 INFO 0:00:11.304882s elapsed
|
| 932 |
+
|
| 933 |
+
2023-04-21 10:55:03 INFO Epoch 145 / 5000:
|
| 934 |
+
2023-04-21 10:55:13 INFO lr: 4.8550e-05 - loss: 0.0009 - UP: 98.71% UR: 98.59% UF: 98.65% P: 98.62% R: 98.50% F: 98.56%
|
| 935 |
+
2023-04-21 10:55:13 INFO dev: loss: 0.2489 - UP: 69.62% UR: 65.82% UF: 67.66% P: 64.37% R: 60.85% F: 62.56%
|
| 936 |
+
2023-04-21 10:55:14 INFO test: loss: nan - UP: 63.46% UR: 71.14% UF: 67.08% P: 59.69% R: 66.92% F: 63.10%
|
| 937 |
+
2023-04-21 10:55:14 INFO 0:00:11.114328s elapsed
|
| 938 |
+
|
| 939 |
+
2023-04-21 10:55:14 INFO Epoch 146 / 5000:
|
| 940 |
+
2023-04-21 10:55:24 INFO lr: 4.8540e-05 - loss: 0.0002 - UP: 98.87% UR: 98.29% UF: 98.58% P: 98.78% R: 98.21% F: 98.49%
|
| 941 |
+
2023-04-21 10:55:24 INFO dev: loss: 0.2526 - UP: 69.31% UR: 67.45% UF: 68.37% P: 63.92% R: 62.20% F: 63.05%
|
| 942 |
+
2023-04-21 10:55:25 INFO test: loss: nan - UP: 63.17% UR: 70.93% UF: 66.83% P: 59.76% R: 67.10% F: 63.22%
|
| 943 |
+
2023-04-21 10:55:25 INFO 0:00:11.079799s elapsed
|
| 944 |
+
|
| 945 |
+
2023-04-21 10:55:25 INFO Epoch 147 / 5000:
|
| 946 |
+
2023-04-21 10:55:35 INFO lr: 4.8530e-05 - loss: 0.0030 - UP: 98.85% UR: 98.70% UF: 98.78% P: 98.79% R: 98.64% F: 98.72%
|
| 947 |
+
2023-04-21 10:55:36 INFO dev: loss: 0.2516 - UP: 70.89% UR: 65.46% UF: 68.07% P: 65.90% R: 60.85% F: 63.27%
|
| 948 |
+
2023-04-21 10:55:37 INFO test: loss: nan - UP: 64.78% UR: 69.97% UF: 67.28% P: 61.43% R: 66.34% F: 63.79%
|
| 949 |
+
2023-04-21 10:55:37 INFO 0:00:11.520593s elapsed
|
| 950 |
+
|
| 951 |
+
2023-04-21 10:55:37 INFO Epoch 148 / 5000:
|
| 952 |
+
2023-04-21 10:55:46 INFO lr: 4.8520e-05 - loss: 0.0044 - UP: 99.15% UR: 98.30% UF: 98.72% P: 99.07% R: 98.23% F: 98.65%
|
| 953 |
+
2023-04-21 10:55:47 INFO dev: loss: 0.2546 - UP: 70.07% UR: 66.74% UF: 68.36% P: 65.38% R: 62.27% F: 63.78%
|
| 954 |
+
2023-04-21 10:55:48 INFO test: loss: nan - UP: 64.12% UR: 70.93% UF: 67.35% P: 60.65% R: 67.10% F: 63.71%
|
| 955 |
+
2023-04-21 10:55:48 INFO 0:00:11.141681s elapsed
|
| 956 |
+
|
| 957 |
+
2023-04-21 10:56:43 INFO Epoch 118 saved
|
| 958 |
+
2023-04-21 10:56:43 INFO dev: UP: 72.45% UR: 68.44% UF: 70.39% P: 67.42% R: 63.69% F: 65.50%
|
| 959 |
+
2023-04-21 10:56:43 INFO test: UP: 62.51% UR: 68.76% UF: 65.49% P: 58.73% R: 64.59% F: 61.52%
|
| 960 |
+
2023-04-21 10:56:43 INFO 0:29:01.125839s elapsed, 0:00:11.764364s/epoch
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_mbert_6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ddc075e22dff446ee35117df2fc97573ff56611a30dcaab95b0e0bde20bb6c93
|
| 3 |
+
size 773428517
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_mbert_6.train.log
ADDED
|
@@ -0,0 +1,522 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-04-21 11:42:22 INFO
|
| 2 |
+
---------------------+-------------------------------
|
| 3 |
+
Param | Value
|
| 4 |
+
---------------------+-------------------------------
|
| 5 |
+
lr | 5e-05
|
| 6 |
+
mu | 0.9
|
| 7 |
+
nu | 0.999
|
| 8 |
+
eps | 1e-06
|
| 9 |
+
weight_decay | 0.0
|
| 10 |
+
lr_rate | 1
|
| 11 |
+
patience | 30
|
| 12 |
+
update-steps | 1
|
| 13 |
+
warmup | 0.0
|
| 14 |
+
update_steps | 1
|
| 15 |
+
mode | train
|
| 16 |
+
path | /content/gdrive/MyDrive/models/model_vi_opener_en_mbert_6
|
| 17 |
+
device | 0
|
| 18 |
+
seed | 1
|
| 19 |
+
threads | 16
|
| 20 |
+
local_rank | -1
|
| 21 |
+
feat | None
|
| 22 |
+
build | True
|
| 23 |
+
checkpoint | False
|
| 24 |
+
encoder | bert
|
| 25 |
+
max_len | None
|
| 26 |
+
buckets | 32
|
| 27 |
+
train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/train.conllu
|
| 28 |
+
dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/dev.conllu
|
| 29 |
+
test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
|
| 30 |
+
embed | data/glove.6B.100d.txt
|
| 31 |
+
unk | unk
|
| 32 |
+
n_embed | 100
|
| 33 |
+
n_embed_proj | 125
|
| 34 |
+
bert | bert-base-multilingual-cased
|
| 35 |
+
inference | mfvi
|
| 36 |
+
---------------------+-------------------------------
|
| 37 |
+
|
| 38 |
+
2023-04-21 11:42:23 INFO Building the fields
|
| 39 |
+
2023-04-21 11:42:27 INFO CoNLL(
|
| 40 |
+
(words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
|
| 41 |
+
(labels): ChartField()
|
| 42 |
+
)
|
| 43 |
+
2023-04-21 11:42:27 INFO Building the model
|
| 44 |
+
2023-04-21 11:43:00 INFO VISemanticDependencyModel(
|
| 45 |
+
(encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
|
| 46 |
+
(encoder_dropout): Dropout(p=0.33, inplace=False)
|
| 47 |
+
(edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 48 |
+
(edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 49 |
+
(label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 50 |
+
(label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 51 |
+
(edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
|
| 52 |
+
(label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
|
| 53 |
+
(criterion): CrossEntropyLoss()
|
| 54 |
+
(pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 55 |
+
(pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 56 |
+
(pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 57 |
+
(sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 58 |
+
(cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 59 |
+
(grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 60 |
+
(inference): SemanticDependencyMFVI(max_iter=3)
|
| 61 |
+
)
|
| 62 |
+
|
| 63 |
+
2023-04-21 11:43:00 INFO Loading the data
|
| 64 |
+
2023-04-21 11:43:02 INFO
|
| 65 |
+
train: Dataset(n_sentences=1045, n_batches=32, n_buckets=32)
|
| 66 |
+
dev: Dataset(n_sentences=148, n_batches=32, n_buckets=32)
|
| 67 |
+
test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
|
| 68 |
+
|
| 69 |
+
2023-04-21 11:43:08 INFO Epoch 1 / 5000:
|
| 70 |
+
2023-04-21 11:43:21 INFO lr: 4.9990e-05 - loss: 0.0852 - UP: 1.59% UR: 1.50% UF: 1.54% P: 0.77% R: 0.73% F: 0.75%
|
| 71 |
+
2023-04-21 11:43:22 INFO dev: loss: 0.1737 - UP: 90.00% UR: 0.64% UF: 1.27% P: 60.00% R: 0.43% F: 0.85%
|
| 72 |
+
2023-04-21 11:43:23 INFO test: loss: nan - UP: 64.86% UR: 0.72% UF: 1.43% P: 54.05% R: 0.60% F: 1.19%
|
| 73 |
+
2023-04-21 11:43:34 INFO 0:00:15.083750s elapsed (saved)
|
| 74 |
+
|
| 75 |
+
2023-04-21 11:43:34 INFO Epoch 2 / 5000:
|
| 76 |
+
2023-04-21 11:43:43 INFO lr: 4.9980e-05 - loss: 0.1035 - UP: 36.98% UR: 3.88% UF: 7.02% P: 29.09% R: 3.05% F: 5.52%
|
| 77 |
+
2023-04-21 11:43:45 INFO dev: loss: 0.1569 - UP: 86.14% UR: 6.17% UF: 11.52% P: 74.26% R: 5.32% F: 9.93%
|
| 78 |
+
2023-04-21 11:43:47 INFO test: loss: nan - UP: 86.30% UR: 7.61% UF: 13.98% P: 69.52% R: 6.13% F: 11.26%
|
| 79 |
+
2023-04-21 11:43:58 INFO 0:00:12.218046s elapsed (saved)
|
| 80 |
+
|
| 81 |
+
2023-04-21 11:43:58 INFO Epoch 3 / 5000:
|
| 82 |
+
2023-04-21 11:44:07 INFO lr: 4.9970e-05 - loss: 0.1715 - UP: 49.25% UR: 11.47% UF: 18.60% P: 42.01% R: 9.78% F: 15.87%
|
| 83 |
+
2023-04-21 11:44:07 INFO dev: loss: 0.1228 - UP: 80.89% UR: 16.81% UF: 27.83% P: 70.65% R: 14.68% F: 24.31%
|
| 84 |
+
2023-04-21 11:44:08 INFO test: loss: nan - UP: 69.41% UR: 22.19% UF: 33.62% P: 62.04% R: 19.83% F: 30.05%
|
| 85 |
+
2023-04-21 11:44:20 INFO 0:00:10.553674s elapsed (saved)
|
| 86 |
+
|
| 87 |
+
2023-04-21 11:44:20 INFO Epoch 4 / 5000:
|
| 88 |
+
2023-04-21 11:44:29 INFO lr: 4.9960e-05 - loss: 0.0337 - UP: 51.53% UR: 15.99% UF: 24.40% P: 46.54% R: 14.44% F: 22.04%
|
| 89 |
+
2023-04-21 11:44:30 INFO dev: loss: 0.1253 - UP: 81.40% UR: 21.42% UF: 33.91% P: 73.32% R: 19.29% F: 30.54%
|
| 90 |
+
2023-04-21 11:44:31 INFO test: loss: nan - UP: 74.38% UR: 24.36% UF: 36.70% P: 67.83% R: 22.22% F: 33.47%
|
| 91 |
+
2023-04-21 11:44:44 INFO 0:00:10.910462s elapsed (saved)
|
| 92 |
+
|
| 93 |
+
2023-04-21 11:44:44 INFO Epoch 5 / 5000:
|
| 94 |
+
2023-04-21 11:44:52 INFO lr: 4.9950e-05 - loss: 0.0369 - UP: 65.03% UR: 27.00% UF: 38.16% P: 59.73% R: 24.80% F: 35.05%
|
| 95 |
+
2023-04-21 11:44:53 INFO dev: loss: 0.1191 - UP: 83.48% UR: 20.78% UF: 33.28% P: 76.35% R: 19.01% F: 30.44%
|
| 96 |
+
2023-04-21 11:44:54 INFO test: loss: nan - UP: 74.34% UR: 22.82% UF: 34.92% P: 68.83% R: 21.13% F: 32.33%
|
| 97 |
+
2023-04-21 11:44:54 INFO 0:00:10.405352s elapsed
|
| 98 |
+
|
| 99 |
+
2023-04-21 11:44:54 INFO Epoch 6 / 5000:
|
| 100 |
+
2023-04-21 11:45:03 INFO lr: 4.9940e-05 - loss: 0.1184 - UP: 51.43% UR: 27.57% UF: 35.90% P: 48.40% R: 25.95% F: 33.78%
|
| 101 |
+
2023-04-21 11:45:05 INFO dev: loss: 0.1134 - UP: 78.19% UR: 28.23% UF: 41.48% P: 69.55% R: 25.11% F: 36.89%
|
| 102 |
+
2023-04-21 11:45:07 INFO test: loss: nan - UP: 70.27% UR: 30.03% UF: 42.08% P: 63.63% R: 27.20% F: 38.11%
|
| 103 |
+
2023-04-21 11:45:18 INFO 0:00:12.524554s elapsed (saved)
|
| 104 |
+
|
| 105 |
+
2023-04-21 11:45:18 INFO Epoch 7 / 5000:
|
| 106 |
+
2023-04-21 11:45:27 INFO lr: 4.9930e-05 - loss: 0.0951 - UP: 72.72% UR: 34.21% UF: 46.53% P: 68.19% R: 32.08% F: 43.63%
|
| 107 |
+
2023-04-21 11:45:28 INFO dev: loss: 0.1199 - UP: 76.72% UR: 37.16% UF: 50.07% P: 68.08% R: 32.98% F: 44.43%
|
| 108 |
+
2023-04-21 11:45:29 INFO test: loss: nan - UP: 66.56% UR: 37.49% UF: 47.96% P: 61.25% R: 34.50% F: 44.14%
|
| 109 |
+
2023-04-21 11:45:40 INFO 0:00:10.235888s elapsed (saved)
|
| 110 |
+
|
| 111 |
+
2023-04-21 11:45:40 INFO Epoch 8 / 5000:
|
| 112 |
+
2023-04-21 11:45:49 INFO lr: 4.9920e-05 - loss: 0.0303 - UP: 74.20% UR: 39.40% UF: 51.47% P: 70.35% R: 37.36% F: 48.80%
|
| 113 |
+
2023-04-21 11:45:50 INFO dev: loss: 0.1050 - UP: 72.56% UR: 39.57% UF: 51.22% P: 65.67% R: 35.82% F: 46.35%
|
| 114 |
+
2023-04-21 11:45:51 INFO test: loss: nan - UP: 63.51% UR: 42.77% UF: 51.12% P: 58.67% R: 39.51% F: 47.22%
|
| 115 |
+
2023-04-21 11:46:04 INFO 0:00:11.342815s elapsed (saved)
|
| 116 |
+
|
| 117 |
+
2023-04-21 11:46:04 INFO Epoch 9 / 5000:
|
| 118 |
+
2023-04-21 11:46:13 INFO lr: 4.9910e-05 - loss: 0.0250 - UP: 75.23% UR: 42.89% UF: 54.63% P: 72.63% R: 41.40% F: 52.74%
|
| 119 |
+
2023-04-21 11:46:14 INFO dev: loss: 0.1046 - UP: 73.66% UR: 36.10% UF: 48.45% P: 67.73% R: 33.19% F: 44.55%
|
| 120 |
+
2023-04-21 11:46:16 INFO test: loss: nan - UP: 68.07% UR: 38.67% UF: 49.32% P: 62.43% R: 35.47% F: 45.24%
|
| 121 |
+
2023-04-21 11:46:16 INFO 0:00:11.367020s elapsed
|
| 122 |
+
|
| 123 |
+
2023-04-21 11:46:16 INFO Epoch 10 / 5000:
|
| 124 |
+
2023-04-21 11:46:25 INFO lr: 4.9900e-05 - loss: 0.0203 - UP: 75.50% UR: 44.85% UF: 56.27% P: 73.63% R: 43.75% F: 54.89%
|
| 125 |
+
2023-04-21 11:46:26 INFO dev: loss: 0.1125 - UP: 72.05% UR: 42.06% UF: 53.11% P: 65.98% R: 38.51% F: 48.63%
|
| 126 |
+
2023-04-21 11:46:28 INFO test: loss: nan - UP: 60.95% UR: 42.83% UF: 50.31% P: 55.76% R: 39.18% F: 46.02%
|
| 127 |
+
2023-04-21 11:46:40 INFO 0:00:12.561847s elapsed (saved)
|
| 128 |
+
|
| 129 |
+
2023-04-21 11:46:40 INFO Epoch 11 / 5000:
|
| 130 |
+
2023-04-21 11:46:48 INFO lr: 4.9890e-05 - loss: 0.0244 - UP: 79.44% UR: 44.58% UF: 57.11% P: 77.25% R: 43.35% F: 55.53%
|
| 131 |
+
2023-04-21 11:46:49 INFO dev: loss: 0.1371 - UP: 75.22% UR: 29.93% UF: 42.82% P: 69.88% R: 27.80% F: 39.78%
|
| 132 |
+
2023-04-21 11:46:50 INFO test: loss: nan - UP: 70.47% UR: 36.01% UF: 47.66% P: 65.15% R: 33.29% F: 44.07%
|
| 133 |
+
2023-04-21 11:46:50 INFO 0:00:10.352017s elapsed
|
| 134 |
+
|
| 135 |
+
2023-04-21 11:46:50 INFO Epoch 12 / 5000:
|
| 136 |
+
2023-04-21 11:46:59 INFO lr: 4.9880e-05 - loss: 0.0242 - UP: 75.79% UR: 52.60% UF: 62.10% P: 74.27% R: 51.55% F: 60.85%
|
| 137 |
+
2023-04-21 11:47:00 INFO dev: loss: 0.1141 - UP: 73.43% UR: 42.34% UF: 53.71% P: 67.53% R: 38.94% F: 49.39%
|
| 138 |
+
2023-04-21 11:47:02 INFO test: loss: nan - UP: 66.96% UR: 45.88% UF: 54.45% P: 60.66% R: 41.56% F: 49.33%
|
| 139 |
+
2023-04-21 11:47:13 INFO 0:00:11.438019s elapsed (saved)
|
| 140 |
+
|
| 141 |
+
2023-04-21 11:47:13 INFO Epoch 13 / 5000:
|
| 142 |
+
2023-04-21 11:47:22 INFO lr: 4.9870e-05 - loss: 0.0611 - UP: 81.09% UR: 58.59% UF: 68.03% P: 79.85% R: 57.69% F: 66.98%
|
| 143 |
+
2023-04-21 11:47:23 INFO dev: loss: 0.1107 - UP: 70.65% UR: 50.35% UF: 58.80% P: 64.68% R: 46.10% F: 53.83%
|
| 144 |
+
2023-04-21 11:47:24 INFO test: loss: nan - UP: 60.32% UR: 53.09% UF: 56.48% P: 54.77% R: 48.20% F: 51.28%
|
| 145 |
+
2023-04-21 11:47:35 INFO 0:00:10.771810s elapsed (saved)
|
| 146 |
+
|
| 147 |
+
2023-04-21 11:47:35 INFO Epoch 14 / 5000:
|
| 148 |
+
2023-04-21 11:47:44 INFO lr: 4.9860e-05 - loss: 0.0177 - UP: 83.95% UR: 61.01% UF: 70.66% P: 82.96% R: 60.29% F: 69.83%
|
| 149 |
+
2023-04-21 11:47:45 INFO dev: loss: 0.1119 - UP: 76.08% UR: 43.55% UF: 55.39% P: 69.39% R: 39.72% F: 50.52%
|
| 150 |
+
2023-04-21 11:47:47 INFO test: loss: nan - UP: 68.59% UR: 46.73% UF: 55.58% P: 61.90% R: 42.17% F: 50.16%
|
| 151 |
+
2023-04-21 11:47:47 INFO 0:00:11.426910s elapsed
|
| 152 |
+
|
| 153 |
+
2023-04-21 11:47:47 INFO Epoch 15 / 5000:
|
| 154 |
+
2023-04-21 11:47:56 INFO lr: 4.9850e-05 - loss: 0.0180 - UP: 84.07% UR: 61.63% UF: 71.12% P: 82.66% R: 60.59% F: 69.92%
|
| 155 |
+
2023-04-21 11:47:57 INFO dev: loss: 0.1258 - UP: 75.06% UR: 46.52% UF: 57.44% P: 66.25% R: 41.06% F: 50.70%
|
| 156 |
+
2023-04-21 11:47:58 INFO test: loss: nan - UP: 67.59% UR: 46.97% UF: 55.42% P: 61.64% R: 42.83% F: 50.54%
|
| 157 |
+
2023-04-21 11:47:58 INFO 0:00:11.292669s elapsed
|
| 158 |
+
|
| 159 |
+
2023-04-21 11:47:58 INFO Epoch 16 / 5000:
|
| 160 |
+
2023-04-21 11:48:08 INFO lr: 4.9840e-05 - loss: 0.0207 - UP: 86.18% UR: 64.71% UF: 73.92% P: 85.35% R: 64.09% F: 73.21%
|
| 161 |
+
2023-04-21 11:48:08 INFO dev: loss: 0.1107 - UP: 70.29% UR: 55.89% UF: 62.27% P: 64.14% R: 50.99% F: 56.82%
|
| 162 |
+
2023-04-21 11:48:10 INFO test: loss: nan - UP: 61.87% UR: 56.78% UF: 59.22% P: 55.82% R: 51.22% F: 53.42%
|
| 163 |
+
2023-04-21 11:48:21 INFO 0:00:11.781996s elapsed (saved)
|
| 164 |
+
|
| 165 |
+
2023-04-21 11:48:21 INFO Epoch 17 / 5000:
|
| 166 |
+
2023-04-21 11:48:29 INFO lr: 4.9830e-05 - loss: 0.0080 - UP: 85.23% UR: 71.22% UF: 77.60% P: 84.43% R: 70.55% F: 76.87%
|
| 167 |
+
2023-04-21 11:48:30 INFO dev: loss: 0.1397 - UP: 70.39% UR: 58.16% UF: 63.69% P: 63.26% R: 52.27% F: 57.24%
|
| 168 |
+
2023-04-21 11:48:32 INFO test: loss: nan - UP: 60.01% UR: 58.65% UF: 59.32% P: 54.45% R: 53.21% F: 53.82%
|
| 169 |
+
2023-04-21 11:48:44 INFO 0:00:10.904347s elapsed (saved)
|
| 170 |
+
|
| 171 |
+
2023-04-21 11:48:44 INFO Epoch 18 / 5000:
|
| 172 |
+
2023-04-21 11:48:53 INFO lr: 4.9820e-05 - loss: 0.0081 - UP: 87.72% UR: 74.12% UF: 80.35% P: 86.83% R: 73.37% F: 79.54%
|
| 173 |
+
2023-04-21 11:48:53 INFO dev: loss: 0.1436 - UP: 69.31% UR: 56.38% UF: 62.18% P: 62.60% R: 50.92% F: 56.16%
|
| 174 |
+
2023-04-21 11:48:54 INFO test: loss: nan - UP: 60.75% UR: 59.10% UF: 59.91% P: 55.17% R: 53.67% F: 54.41%
|
| 175 |
+
2023-04-21 11:48:54 INFO 0:00:10.032376s elapsed
|
| 176 |
+
|
| 177 |
+
2023-04-21 11:48:54 INFO Epoch 19 / 5000:
|
| 178 |
+
2023-04-21 11:49:03 INFO lr: 4.9810e-05 - loss: 0.0070 - UP: 85.92% UR: 77.14% UF: 81.29% P: 85.47% R: 76.75% F: 80.87%
|
| 179 |
+
2023-04-21 11:49:05 INFO dev: loss: 0.1318 - UP: 74.70% UR: 52.34% UF: 61.55% P: 68.52% R: 48.01% F: 56.46%
|
| 180 |
+
2023-04-21 11:49:06 INFO test: loss: nan - UP: 66.19% UR: 55.03% UF: 60.10% P: 60.13% R: 49.98% F: 54.59%
|
| 181 |
+
2023-04-21 11:49:06 INFO 0:00:11.877727s elapsed
|
| 182 |
+
|
| 183 |
+
2023-04-21 11:49:06 INFO Epoch 20 / 5000:
|
| 184 |
+
2023-04-21 11:49:16 INFO lr: 4.9800e-05 - loss: 0.0216 - UP: 90.09% UR: 76.71% UF: 82.86% P: 89.78% R: 76.44% F: 82.57%
|
| 185 |
+
2023-04-21 11:49:17 INFO dev: loss: 0.1415 - UP: 74.38% UR: 53.33% UF: 62.12% P: 67.85% R: 48.65% F: 56.67%
|
| 186 |
+
2023-04-21 11:49:18 INFO test: loss: nan - UP: 66.18% UR: 55.18% UF: 60.18% P: 60.21% R: 50.20% F: 54.75%
|
| 187 |
+
2023-04-21 11:49:18 INFO 0:00:12.042522s elapsed
|
| 188 |
+
|
| 189 |
+
2023-04-21 11:49:18 INFO Epoch 21 / 5000:
|
| 190 |
+
2023-04-21 11:49:27 INFO lr: 4.9790e-05 - loss: 0.0117 - UP: 90.53% UR: 78.76% UF: 84.24% P: 90.04% R: 78.33% F: 83.78%
|
| 191 |
+
2023-04-21 11:49:27 INFO dev: loss: 0.1640 - UP: 73.56% UR: 53.26% UF: 61.79% P: 63.86% R: 46.24% F: 53.64%
|
| 192 |
+
2023-04-21 11:49:28 INFO test: loss: nan - UP: 65.32% UR: 56.69% UF: 60.70% P: 57.04% R: 49.50% F: 53.01%
|
| 193 |
+
2023-04-21 11:49:28 INFO 0:00:10.249324s elapsed
|
| 194 |
+
|
| 195 |
+
2023-04-21 11:49:28 INFO Epoch 22 / 5000:
|
| 196 |
+
2023-04-21 11:49:37 INFO lr: 4.9780e-05 - loss: 0.0394 - UP: 90.20% UR: 78.62% UF: 84.01% P: 87.03% R: 75.86% F: 81.06%
|
| 197 |
+
2023-04-21 11:49:38 INFO dev: loss: 0.1374 - UP: 71.09% UR: 55.11% UF: 62.09% P: 63.59% R: 49.29% F: 55.53%
|
| 198 |
+
2023-04-21 11:49:39 INFO test: loss: nan - UP: 61.77% UR: 58.47% UF: 60.07% P: 55.93% R: 52.94% F: 54.40%
|
| 199 |
+
2023-04-21 11:49:39 INFO 0:00:10.417289s elapsed
|
| 200 |
+
|
| 201 |
+
2023-04-21 11:49:39 INFO Epoch 23 / 5000:
|
| 202 |
+
2023-04-21 11:49:47 INFO lr: 4.9770e-05 - loss: 0.0095 - UP: 87.70% UR: 76.69% UF: 81.82% P: 83.73% R: 73.21% F: 78.12%
|
| 203 |
+
2023-04-21 11:49:48 INFO dev: loss: 0.1280 - UP: 70.33% UR: 54.47% UF: 61.39% P: 63.55% R: 49.22% F: 55.48%
|
| 204 |
+
2023-04-21 11:49:49 INFO test: loss: nan - UP: 65.41% UR: 58.16% UF: 61.58% P: 59.16% R: 52.61% F: 55.70%
|
| 205 |
+
2023-04-21 11:49:49 INFO 0:00:09.887204s elapsed
|
| 206 |
+
|
| 207 |
+
2023-04-21 11:49:49 INFO Epoch 24 / 5000:
|
| 208 |
+
2023-04-21 11:49:57 INFO lr: 4.9760e-05 - loss: 0.0097 - UP: 90.07% UR: 80.15% UF: 84.82% P: 89.04% R: 79.23% F: 83.85%
|
| 209 |
+
2023-04-21 11:49:58 INFO dev: loss: 0.1331 - UP: 65.63% UR: 59.72% UF: 62.53% P: 59.08% R: 53.76% F: 56.29%
|
| 210 |
+
2023-04-21 11:49:59 INFO test: loss: nan - UP: 59.27% UR: 64.53% UF: 61.79% P: 53.26% R: 57.98% F: 55.52%
|
| 211 |
+
2023-04-21 11:49:59 INFO 0:00:09.985792s elapsed
|
| 212 |
+
|
| 213 |
+
2023-04-21 11:49:59 INFO Epoch 25 / 5000:
|
| 214 |
+
2023-04-21 11:50:07 INFO lr: 4.9750e-05 - loss: 0.0130 - UP: 90.80% UR: 82.35% UF: 86.37% P: 90.24% R: 81.84% F: 85.83%
|
| 215 |
+
2023-04-21 11:50:08 INFO dev: loss: 0.1348 - UP: 72.25% UR: 53.55% UF: 61.51% P: 65.45% R: 48.51% F: 55.72%
|
| 216 |
+
2023-04-21 11:50:09 INFO test: loss: nan - UP: 64.99% UR: 58.38% UF: 61.50% P: 58.90% R: 52.91% F: 55.75%
|
| 217 |
+
2023-04-21 11:50:09 INFO 0:00:10.509962s elapsed
|
| 218 |
+
|
| 219 |
+
2023-04-21 11:50:09 INFO Epoch 26 / 5000:
|
| 220 |
+
2023-04-21 11:50:18 INFO lr: 4.9740e-05 - loss: 0.0236 - UP: 92.07% UR: 84.42% UF: 88.08% P: 91.58% R: 83.97% F: 87.61%
|
| 221 |
+
2023-04-21 11:50:18 INFO dev: loss: 0.1346 - UP: 72.07% UR: 54.89% UF: 62.32% P: 65.36% R: 49.79% F: 56.52%
|
| 222 |
+
2023-04-21 11:50:19 INFO test: loss: nan - UP: 66.03% UR: 59.67% UF: 62.69% P: 59.82% R: 54.06% F: 56.79%
|
| 223 |
+
2023-04-21 11:50:19 INFO 0:00:10.012339s elapsed
|
| 224 |
+
|
| 225 |
+
2023-04-21 11:50:19 INFO Epoch 27 / 5000:
|
| 226 |
+
2023-04-21 11:50:28 INFO lr: 4.9730e-05 - loss: 0.0024 - UP: 92.91% UR: 87.23% UF: 89.98% P: 92.68% R: 87.01% F: 89.75%
|
| 227 |
+
2023-04-21 11:50:28 INFO dev: loss: 0.1476 - UP: 69.48% UR: 57.30% UF: 62.81% P: 63.03% R: 51.99% F: 56.98%
|
| 228 |
+
2023-04-21 11:50:29 INFO test: loss: nan - UP: 63.55% UR: 62.72% UF: 63.13% P: 57.28% R: 56.53% F: 56.90%
|
| 229 |
+
2023-04-21 11:50:29 INFO 0:00:10.190229s elapsed
|
| 230 |
+
|
| 231 |
+
2023-04-21 11:50:29 INFO Epoch 28 / 5000:
|
| 232 |
+
2023-04-21 11:50:38 INFO lr: 4.9720e-05 - loss: 0.0041 - UP: 94.43% UR: 88.69% UF: 91.47% P: 94.31% R: 88.58% F: 91.36%
|
| 233 |
+
2023-04-21 11:50:39 INFO dev: loss: 0.1508 - UP: 71.52% UR: 57.16% UF: 63.54% P: 64.77% R: 51.77% F: 57.55%
|
| 234 |
+
2023-04-21 11:50:40 INFO test: loss: nan - UP: 65.22% UR: 62.03% UF: 63.58% P: 59.16% R: 56.26% F: 57.67%
|
| 235 |
+
2023-04-21 11:50:51 INFO 0:00:10.626144s elapsed (saved)
|
| 236 |
+
|
| 237 |
+
2023-04-21 11:50:51 INFO Epoch 29 / 5000:
|
| 238 |
+
2023-04-21 11:51:00 INFO lr: 4.9710e-05 - loss: 0.0052 - UP: 94.30% UR: 90.21% UF: 92.21% P: 94.18% R: 90.10% F: 92.10%
|
| 239 |
+
2023-04-21 11:51:00 INFO dev: loss: 0.1610 - UP: 69.30% UR: 54.11% UF: 60.77% P: 63.67% R: 49.72% F: 55.83%
|
| 240 |
+
2023-04-21 11:51:02 INFO test: loss: nan - UP: 65.13% UR: 62.87% UF: 63.98% P: 58.85% R: 56.81% F: 57.81%
|
| 241 |
+
2023-04-21 11:51:02 INFO 0:00:10.459974s elapsed
|
| 242 |
+
|
| 243 |
+
2023-04-21 11:51:02 INFO Epoch 30 / 5000:
|
| 244 |
+
2023-04-21 11:51:11 INFO lr: 4.9700e-05 - loss: 0.0167 - UP: 95.06% UR: 90.09% UF: 92.51% P: 94.99% R: 90.02% F: 92.44%
|
| 245 |
+
2023-04-21 11:51:12 INFO dev: loss: 0.1751 - UP: 73.53% UR: 49.65% UF: 59.27% P: 67.44% R: 45.53% F: 54.36%
|
| 246 |
+
2023-04-21 11:51:13 INFO test: loss: nan - UP: 69.58% UR: 56.75% UF: 62.51% P: 63.77% R: 52.01% F: 57.29%
|
| 247 |
+
2023-04-21 11:51:13 INFO 0:00:11.528942s elapsed
|
| 248 |
+
|
| 249 |
+
2023-04-21 11:51:13 INFO Epoch 31 / 5000:
|
| 250 |
+
2023-04-21 11:51:22 INFO lr: 4.9690e-05 - loss: 0.0071 - UP: 94.19% UR: 84.71% UF: 89.20% P: 94.03% R: 84.57% F: 89.05%
|
| 251 |
+
2023-04-21 11:51:23 INFO dev: loss: 0.1522 - UP: 68.51% UR: 56.17% UF: 61.73% P: 62.72% R: 51.42% F: 56.51%
|
| 252 |
+
2023-04-21 11:51:25 INFO test: loss: nan - UP: 63.05% UR: 62.12% UF: 62.58% P: 57.35% R: 56.50% F: 56.93%
|
| 253 |
+
2023-04-21 11:51:25 INFO 0:00:11.736136s elapsed
|
| 254 |
+
|
| 255 |
+
2023-04-21 11:51:25 INFO Epoch 32 / 5000:
|
| 256 |
+
2023-04-21 11:51:34 INFO lr: 4.9680e-05 - loss: 0.0004 - UP: 93.39% UR: 87.56% UF: 90.38% P: 93.24% R: 87.43% F: 90.24%
|
| 257 |
+
2023-04-21 11:51:34 INFO dev: loss: 0.1648 - UP: 70.35% UR: 56.38% UF: 62.60% P: 63.54% R: 50.92% F: 56.54%
|
| 258 |
+
2023-04-21 11:51:35 INFO test: loss: nan - UP: 64.05% UR: 61.30% UF: 62.65% P: 58.22% R: 55.72% F: 56.94%
|
| 259 |
+
2023-04-21 11:51:35 INFO 0:00:10.255235s elapsed
|
| 260 |
+
|
| 261 |
+
2023-04-21 11:51:35 INFO Epoch 33 / 5000:
|
| 262 |
+
2023-04-21 11:51:44 INFO lr: 4.9670e-05 - loss: 0.0062 - UP: 92.47% UR: 83.88% UF: 87.96% P: 92.28% R: 83.71% F: 87.78%
|
| 263 |
+
2023-04-21 11:51:44 INFO dev: loss: 0.1655 - UP: 63.13% UR: 61.56% UF: 62.33% P: 57.09% R: 55.67% F: 56.37%
|
| 264 |
+
2023-04-21 11:51:45 INFO test: loss: nan - UP: 56.43% UR: 67.37% UF: 61.42% P: 50.85% R: 60.70% F: 55.34%
|
| 265 |
+
2023-04-21 11:51:45 INFO 0:00:10.142789s elapsed
|
| 266 |
+
|
| 267 |
+
2023-04-21 11:51:45 INFO Epoch 34 / 5000:
|
| 268 |
+
2023-04-21 11:51:54 INFO lr: 4.9660e-05 - loss: 0.0048 - UP: 92.18% UR: 86.28% UF: 89.13% P: 91.81% R: 85.93% F: 88.77%
|
| 269 |
+
2023-04-21 11:51:54 INFO dev: loss: 0.1775 - UP: 69.37% UR: 53.33% UF: 60.30% P: 63.75% R: 49.01% F: 55.41%
|
| 270 |
+
2023-04-21 11:51:56 INFO test: loss: nan - UP: 64.87% UR: 60.52% UF: 62.62% P: 59.43% R: 55.45% F: 57.37%
|
| 271 |
+
2023-04-21 11:51:56 INFO 0:00:10.256076s elapsed
|
| 272 |
+
|
| 273 |
+
2023-04-21 11:51:56 INFO Epoch 35 / 5000:
|
| 274 |
+
2023-04-21 11:52:04 INFO lr: 4.9650e-05 - loss: 0.0302 - UP: 93.23% UR: 85.37% UF: 89.13% P: 92.68% R: 84.87% F: 88.61%
|
| 275 |
+
2023-04-21 11:52:05 INFO dev: loss: 0.1581 - UP: 68.52% UR: 55.11% UF: 61.08% P: 62.87% R: 50.57% F: 56.05%
|
| 276 |
+
2023-04-21 11:52:06 INFO test: loss: nan - UP: 63.14% UR: 59.25% UF: 61.13% P: 57.70% R: 54.15% F: 55.87%
|
| 277 |
+
2023-04-21 11:52:06 INFO 0:00:09.949611s elapsed
|
| 278 |
+
|
| 279 |
+
2023-04-21 11:52:06 INFO Epoch 36 / 5000:
|
| 280 |
+
2023-04-21 11:52:14 INFO lr: 4.9640e-05 - loss: 0.0104 - UP: 92.06% UR: 85.77% UF: 88.80% P: 91.17% R: 84.94% F: 87.95%
|
| 281 |
+
2023-04-21 11:52:15 INFO dev: loss: 0.1718 - UP: 66.23% UR: 61.21% UF: 63.62% P: 59.25% R: 54.75% F: 56.91%
|
| 282 |
+
2023-04-21 11:52:16 INFO test: loss: nan - UP: 60.81% UR: 65.11% UF: 62.89% P: 54.78% R: 58.65% F: 56.65%
|
| 283 |
+
2023-04-21 11:52:16 INFO 0:00:10.118254s elapsed
|
| 284 |
+
|
| 285 |
+
2023-04-21 11:52:16 INFO Epoch 37 / 5000:
|
| 286 |
+
2023-04-21 11:52:24 INFO lr: 4.9630e-05 - loss: 0.0073 - UP: 91.17% UR: 88.07% UF: 89.60% P: 90.75% R: 87.66% F: 89.18%
|
| 287 |
+
2023-04-21 11:52:25 INFO dev: loss: 0.1582 - UP: 65.16% UR: 62.20% UF: 63.64% P: 59.44% R: 56.74% F: 58.06%
|
| 288 |
+
2023-04-21 11:52:26 INFO test: loss: nan - UP: 56.31% UR: 65.17% UF: 60.42% P: 50.52% R: 58.47% F: 54.20%
|
| 289 |
+
2023-04-21 11:52:38 INFO 0:00:10.245322s elapsed (saved)
|
| 290 |
+
|
| 291 |
+
2023-04-21 11:52:38 INFO Epoch 38 / 5000:
|
| 292 |
+
2023-04-21 11:52:47 INFO lr: 4.9620e-05 - loss: 0.0069 - UP: 93.61% UR: 87.34% UF: 90.36% P: 93.15% R: 86.91% F: 89.92%
|
| 293 |
+
2023-04-21 11:52:47 INFO dev: loss: 0.1875 - UP: 71.22% UR: 50.71% UF: 59.24% P: 65.84% R: 46.88% F: 54.76%
|
| 294 |
+
2023-04-21 11:52:49 INFO test: loss: nan - UP: 64.04% UR: 57.56% UF: 60.63% P: 58.83% R: 52.88% F: 55.70%
|
| 295 |
+
2023-04-21 11:52:49 INFO 0:00:10.639282s elapsed
|
| 296 |
+
|
| 297 |
+
2023-04-21 11:52:49 INFO Epoch 39 / 5000:
|
| 298 |
+
2023-04-21 11:52:58 INFO lr: 4.9610e-05 - loss: 0.0084 - UP: 91.87% UR: 87.52% UF: 89.64% P: 90.59% R: 86.31% F: 88.40%
|
| 299 |
+
2023-04-21 11:52:59 INFO dev: loss: 0.2144 - UP: 69.48% UR: 54.26% UF: 60.93% P: 60.13% R: 46.95% F: 52.73%
|
| 300 |
+
2023-04-21 11:53:01 INFO test: loss: nan - UP: 62.83% UR: 63.18% UF: 63.00% P: 55.09% R: 55.39% F: 55.24%
|
| 301 |
+
2023-04-21 11:53:01 INFO 0:00:11.940095s elapsed
|
| 302 |
+
|
| 303 |
+
2023-04-21 11:53:01 INFO Epoch 40 / 5000:
|
| 304 |
+
2023-04-21 11:53:10 INFO lr: 4.9600e-05 - loss: 0.0597 - UP: 90.01% UR: 80.98% UF: 85.26% P: 87.52% R: 78.74% F: 82.90%
|
| 305 |
+
2023-04-21 11:53:11 INFO dev: loss: 0.1646 - UP: 59.93% UR: 62.27% UF: 61.08% P: 54.06% R: 56.17% F: 55.10%
|
| 306 |
+
2023-04-21 11:53:12 INFO test: loss: nan - UP: 52.15% UR: 66.62% UF: 58.50% P: 46.69% R: 59.64% F: 52.38%
|
| 307 |
+
2023-04-21 11:53:12 INFO 0:00:11.659273s elapsed
|
| 308 |
+
|
| 309 |
+
2023-04-21 11:53:12 INFO Epoch 41 / 5000:
|
| 310 |
+
2023-04-21 11:53:21 INFO lr: 4.9590e-05 - loss: 0.0283 - UP: 84.14% UR: 74.41% UF: 78.98% P: 80.69% R: 71.36% F: 75.74%
|
| 311 |
+
2023-04-21 11:53:21 INFO dev: loss: 0.1400 - UP: 73.85% UR: 51.06% UF: 60.38% P: 68.41% R: 47.30% F: 55.93%
|
| 312 |
+
2023-04-21 11:53:22 INFO test: loss: nan - UP: 63.38% UR: 53.34% UF: 57.92% P: 58.03% R: 48.84% F: 53.04%
|
| 313 |
+
2023-04-21 11:53:22 INFO 0:00:10.302391s elapsed
|
| 314 |
+
|
| 315 |
+
2023-04-21 11:53:22 INFO Epoch 42 / 5000:
|
| 316 |
+
2023-04-21 11:53:31 INFO lr: 4.9580e-05 - loss: 0.0145 - UP: 89.04% UR: 80.66% UF: 84.64% P: 87.39% R: 79.17% F: 83.07%
|
| 317 |
+
2023-04-21 11:53:32 INFO dev: loss: 0.1417 - UP: 67.83% UR: 61.77% UF: 64.66% P: 61.29% R: 55.82% F: 58.43%
|
| 318 |
+
2023-04-21 11:53:33 INFO test: loss: nan - UP: 58.33% UR: 63.75% UF: 60.92% P: 52.83% R: 57.74% F: 55.18%
|
| 319 |
+
2023-04-21 11:53:44 INFO 0:00:10.110199s elapsed (saved)
|
| 320 |
+
|
| 321 |
+
2023-04-21 11:53:44 INFO Epoch 43 / 5000:
|
| 322 |
+
2023-04-21 11:53:52 INFO lr: 4.9570e-05 - loss: 0.0044 - UP: 95.06% UR: 84.12% UF: 89.26% P: 94.59% R: 83.71% F: 88.82%
|
| 323 |
+
2023-04-21 11:53:53 INFO dev: loss: 0.1551 - UP: 68.48% UR: 60.71% UF: 64.36% P: 62.16% R: 55.11% F: 58.42%
|
| 324 |
+
2023-04-21 11:53:54 INFO test: loss: nan - UP: 59.97% UR: 65.62% UF: 62.67% P: 54.32% R: 59.43% F: 56.76%
|
| 325 |
+
2023-04-21 11:53:54 INFO 0:00:10.356155s elapsed
|
| 326 |
+
|
| 327 |
+
2023-04-21 11:53:54 INFO Epoch 44 / 5000:
|
| 328 |
+
2023-04-21 11:54:03 INFO lr: 4.9560e-05 - loss: 0.0053 - UP: 93.43% UR: 91.47% UF: 92.44% P: 93.23% R: 91.27% F: 92.24%
|
| 329 |
+
2023-04-21 11:54:04 INFO dev: loss: 0.1564 - UP: 71.14% UR: 58.23% UF: 64.04% P: 65.77% R: 53.83% F: 59.20%
|
| 330 |
+
2023-04-21 11:54:05 INFO test: loss: nan - UP: 63.07% UR: 63.15% UF: 63.11% P: 57.31% R: 57.38% F: 57.35%
|
| 331 |
+
2023-04-21 11:54:17 INFO 0:00:11.108929s elapsed (saved)
|
| 332 |
+
|
| 333 |
+
2023-04-21 11:54:17 INFO Epoch 45 / 5000:
|
| 334 |
+
2023-04-21 11:54:25 INFO lr: 4.9550e-05 - loss: 0.0018 - UP: 94.99% UR: 91.03% UF: 92.97% P: 94.89% R: 90.93% F: 92.87%
|
| 335 |
+
2023-04-21 11:54:26 INFO dev: loss: 0.1532 - UP: 73.30% UR: 59.57% UF: 65.73% P: 67.10% R: 54.54% F: 60.17%
|
| 336 |
+
2023-04-21 11:54:27 INFO test: loss: nan - UP: 63.57% UR: 63.69% UF: 63.63% P: 57.40% R: 57.50% F: 57.45%
|
| 337 |
+
2023-04-21 11:54:39 INFO 0:00:10.575124s elapsed (saved)
|
| 338 |
+
|
| 339 |
+
2023-04-21 11:54:39 INFO Epoch 46 / 5000:
|
| 340 |
+
2023-04-21 11:54:48 INFO lr: 4.9540e-05 - loss: 0.0036 - UP: 96.14% UR: 92.10% UF: 94.08% P: 96.01% R: 91.98% F: 93.95%
|
| 341 |
+
2023-04-21 11:54:50 INFO dev: loss: 0.1593 - UP: 70.62% UR: 60.00% UF: 64.88% P: 64.94% R: 55.18% F: 59.66%
|
| 342 |
+
2023-04-21 11:54:51 INFO test: loss: nan - UP: 62.52% UR: 64.96% UF: 63.72% P: 57.00% R: 59.22% F: 58.09%
|
| 343 |
+
2023-04-21 11:54:51 INFO 0:00:11.906740s elapsed
|
| 344 |
+
|
| 345 |
+
2023-04-21 11:54:51 INFO Epoch 47 / 5000:
|
| 346 |
+
2023-04-21 11:55:00 INFO lr: 4.9530e-05 - loss: 0.0042 - UP: 95.96% UR: 92.93% UF: 94.42% P: 95.83% R: 92.80% F: 94.29%
|
| 347 |
+
2023-04-21 11:55:01 INFO dev: loss: 0.1674 - UP: 71.46% UR: 59.86% UF: 65.15% P: 65.71% R: 55.04% F: 59.90%
|
| 348 |
+
2023-04-21 11:55:03 INFO test: loss: nan - UP: 62.60% UR: 63.72% UF: 63.16% P: 56.61% R: 57.62% F: 57.11%
|
| 349 |
+
2023-04-21 11:55:03 INFO 0:00:11.716493s elapsed
|
| 350 |
+
|
| 351 |
+
2023-04-21 11:55:03 INFO Epoch 48 / 5000:
|
| 352 |
+
2023-04-21 11:55:12 INFO lr: 4.9520e-05 - loss: 0.0009 - UP: 96.83% UR: 93.81% UF: 95.29% P: 96.73% R: 93.71% F: 95.19%
|
| 353 |
+
2023-04-21 11:55:13 INFO dev: loss: 0.1691 - UP: 71.78% UR: 58.09% UF: 64.21% P: 66.17% R: 53.55% F: 59.19%
|
| 354 |
+
2023-04-21 11:55:14 INFO test: loss: nan - UP: 63.66% UR: 62.33% UF: 62.99% P: 57.68% R: 56.47% F: 57.07%
|
| 355 |
+
2023-04-21 11:55:14 INFO 0:00:10.775444s elapsed
|
| 356 |
+
|
| 357 |
+
2023-04-21 11:55:14 INFO Epoch 49 / 5000:
|
| 358 |
+
2023-04-21 11:55:22 INFO lr: 4.9510e-05 - loss: 0.0022 - UP: 96.83% UR: 94.35% UF: 95.57% P: 96.75% R: 94.27% F: 95.49%
|
| 359 |
+
2023-04-21 11:55:23 INFO dev: loss: 0.1728 - UP: 72.10% UR: 59.57% UF: 65.24% P: 65.75% R: 54.33% F: 59.50%
|
| 360 |
+
2023-04-21 11:55:24 INFO test: loss: nan - UP: 63.29% UR: 64.02% UF: 63.66% P: 57.03% R: 57.68% F: 57.35%
|
| 361 |
+
2023-04-21 11:55:24 INFO 0:00:10.112812s elapsed
|
| 362 |
+
|
| 363 |
+
2023-04-21 11:55:24 INFO Epoch 50 / 5000:
|
| 364 |
+
2023-04-21 11:55:32 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 96.92% UR: 95.00% UF: 95.95% P: 96.78% R: 94.86% F: 95.81%
|
| 365 |
+
2023-04-21 11:55:33 INFO dev: loss: 0.1766 - UP: 72.88% UR: 58.51% UF: 64.91% P: 66.78% R: 53.62% F: 59.48%
|
| 366 |
+
2023-04-21 11:55:34 INFO test: loss: nan - UP: 65.37% UR: 63.15% UF: 64.24% P: 59.34% R: 57.32% F: 58.31%
|
| 367 |
+
2023-04-21 11:55:34 INFO 0:00:10.244028s elapsed
|
| 368 |
+
|
| 369 |
+
2023-04-21 11:55:34 INFO Epoch 51 / 5000:
|
| 370 |
+
2023-04-21 11:55:42 INFO lr: 4.9490e-05 - loss: 0.0003 - UP: 97.17% UR: 95.70% UF: 96.43% P: 97.09% R: 95.62% F: 96.35%
|
| 371 |
+
2023-04-21 11:55:43 INFO dev: loss: 0.1778 - UP: 72.00% UR: 60.00% UF: 65.45% P: 65.87% R: 54.89% F: 59.88%
|
| 372 |
+
2023-04-21 11:55:44 INFO test: loss: nan - UP: 64.22% UR: 65.02% UF: 64.62% P: 58.17% R: 58.89% F: 58.53%
|
| 373 |
+
2023-04-21 11:55:44 INFO 0:00:10.070540s elapsed
|
| 374 |
+
|
| 375 |
+
2023-04-21 11:55:44 INFO Epoch 52 / 5000:
|
| 376 |
+
2023-04-21 11:55:53 INFO lr: 4.9480e-05 - loss: 0.0025 - UP: 97.50% UR: 95.56% UF: 96.52% P: 97.42% R: 95.48% F: 96.44%
|
| 377 |
+
2023-04-21 11:55:53 INFO dev: loss: 0.1751 - UP: 73.16% UR: 58.58% UF: 65.06% P: 67.23% R: 53.83% F: 59.79%
|
| 378 |
+
2023-04-21 11:55:54 INFO test: loss: nan - UP: 64.26% UR: 63.54% UF: 63.89% P: 58.42% R: 57.77% F: 58.10%
|
| 379 |
+
2023-04-21 11:55:54 INFO 0:00:10.106923s elapsed
|
| 380 |
+
|
| 381 |
+
2023-04-21 11:55:54 INFO Epoch 53 / 5000:
|
| 382 |
+
2023-04-21 11:56:03 INFO lr: 4.9470e-05 - loss: 0.0006 - UP: 97.11% UR: 95.13% UF: 96.11% P: 97.08% R: 95.10% F: 96.08%
|
| 383 |
+
2023-04-21 11:56:03 INFO dev: loss: 0.1841 - UP: 72.36% UR: 58.87% UF: 64.92% P: 66.17% R: 53.83% F: 59.37%
|
| 384 |
+
2023-04-21 11:56:04 INFO test: loss: nan - UP: 64.58% UR: 63.63% UF: 64.10% P: 58.88% R: 58.01% F: 58.45%
|
| 385 |
+
2023-04-21 11:56:04 INFO 0:00:10.290586s elapsed
|
| 386 |
+
|
| 387 |
+
2023-04-21 11:56:04 INFO Epoch 54 / 5000:
|
| 388 |
+
2023-04-21 11:56:13 INFO lr: 4.9460e-05 - loss: 0.0024 - UP: 96.89% UR: 95.59% UF: 96.24% P: 96.87% R: 95.57% F: 96.22%
|
| 389 |
+
2023-04-21 11:56:14 INFO dev: loss: 0.1827 - UP: 72.74% UR: 58.87% UF: 65.07% P: 65.64% R: 53.12% F: 58.72%
|
| 390 |
+
2023-04-21 11:56:15 INFO test: loss: nan - UP: 65.94% UR: 63.57% UF: 64.73% P: 59.74% R: 57.59% F: 58.64%
|
| 391 |
+
2023-04-21 11:56:15 INFO 0:00:10.158597s elapsed
|
| 392 |
+
|
| 393 |
+
2023-04-21 11:56:15 INFO Epoch 55 / 5000:
|
| 394 |
+
2023-04-21 11:56:23 INFO lr: 4.9450e-05 - loss: 0.0014 - UP: 96.42% UR: 94.08% UF: 95.24% P: 96.24% R: 93.90% F: 95.05%
|
| 395 |
+
2023-04-21 11:56:24 INFO dev: loss: 0.1926 - UP: 71.27% UR: 59.29% UF: 64.73% P: 64.45% R: 53.62% F: 58.54%
|
| 396 |
+
2023-04-21 11:56:25 INFO test: loss: nan - UP: 64.34% UR: 63.12% UF: 63.72% P: 57.78% R: 56.69% F: 57.23%
|
| 397 |
+
2023-04-21 11:56:25 INFO 0:00:10.157687s elapsed
|
| 398 |
+
|
| 399 |
+
2023-04-21 11:56:25 INFO Epoch 56 / 5000:
|
| 400 |
+
2023-04-21 11:56:33 INFO lr: 4.9440e-05 - loss: 0.0037 - UP: 96.61% UR: 94.99% UF: 95.80% P: 96.30% R: 94.68% F: 95.48%
|
| 401 |
+
2023-04-21 11:56:34 INFO dev: loss: 0.1999 - UP: 68.90% UR: 58.44% UF: 63.24% P: 62.63% R: 53.12% F: 57.48%
|
| 402 |
+
2023-04-21 11:56:35 INFO test: loss: nan - UP: 62.56% UR: 62.63% UF: 62.59% P: 56.83% R: 56.90% F: 56.86%
|
| 403 |
+
2023-04-21 11:56:35 INFO 0:00:10.330250s elapsed
|
| 404 |
+
|
| 405 |
+
2023-04-21 11:56:35 INFO Epoch 57 / 5000:
|
| 406 |
+
2023-04-21 11:56:44 INFO lr: 4.9430e-05 - loss: 0.0230 - UP: 97.15% UR: 94.40% UF: 95.75% P: 97.00% R: 94.26% F: 95.61%
|
| 407 |
+
2023-04-21 11:56:44 INFO dev: loss: 0.2130 - UP: 70.75% UR: 61.06% UF: 65.55% P: 64.26% R: 55.46% F: 59.54%
|
| 408 |
+
2023-04-21 11:56:45 INFO test: loss: nan - UP: 62.60% UR: 65.62% UF: 64.07% P: 57.13% R: 59.89% F: 58.47%
|
| 409 |
+
2023-04-21 11:56:45 INFO 0:00:10.210303s elapsed
|
| 410 |
+
|
| 411 |
+
2023-04-21 11:56:45 INFO Epoch 58 / 5000:
|
| 412 |
+
2023-04-21 11:56:54 INFO lr: 4.9420e-05 - loss: 0.0026 - UP: 95.41% UR: 94.26% UF: 94.83% P: 95.29% R: 94.14% F: 94.71%
|
| 413 |
+
2023-04-21 11:56:55 INFO dev: loss: 0.2033 - UP: 73.92% UR: 52.27% UF: 61.24% P: 66.30% R: 46.88% F: 54.92%
|
| 414 |
+
2023-04-21 11:56:56 INFO test: loss: nan - UP: 68.21% UR: 58.10% UF: 62.75% P: 62.51% R: 53.24% F: 57.51%
|
| 415 |
+
2023-04-21 11:56:56 INFO 0:00:10.190493s elapsed
|
| 416 |
+
|
| 417 |
+
2023-04-21 11:56:56 INFO Epoch 59 / 5000:
|
| 418 |
+
2023-04-21 11:57:04 INFO lr: 4.9410e-05 - loss: 0.0017 - UP: 96.78% UR: 94.36% UF: 95.55% P: 96.68% R: 94.26% F: 95.45%
|
| 419 |
+
2023-04-21 11:57:05 INFO dev: loss: 0.1999 - UP: 70.97% UR: 56.88% UF: 63.15% P: 63.89% R: 51.21% F: 56.85%
|
| 420 |
+
2023-04-21 11:57:06 INFO test: loss: nan - UP: 64.88% UR: 62.57% UF: 63.71% P: 59.34% R: 57.23% F: 58.27%
|
| 421 |
+
2023-04-21 11:57:06 INFO 0:00:10.336519s elapsed
|
| 422 |
+
|
| 423 |
+
2023-04-21 11:57:06 INFO Epoch 60 / 5000:
|
| 424 |
+
2023-04-21 11:57:14 INFO lr: 4.9400e-05 - loss: 0.0019 - UP: 97.68% UR: 96.05% UF: 96.86% P: 97.58% R: 95.95% F: 96.76%
|
| 425 |
+
2023-04-21 11:57:15 INFO dev: loss: 0.1993 - UP: 70.41% UR: 57.87% UF: 63.53% P: 63.33% R: 52.06% F: 57.14%
|
| 426 |
+
2023-04-21 11:57:16 INFO test: loss: nan - UP: 63.71% UR: 64.02% UF: 63.87% P: 58.07% R: 58.35% F: 58.21%
|
| 427 |
+
2023-04-21 11:57:16 INFO 0:00:10.013525s elapsed
|
| 428 |
+
|
| 429 |
+
2023-04-21 11:57:16 INFO Epoch 61 / 5000:
|
| 430 |
+
2023-04-21 11:57:24 INFO lr: 4.9390e-05 - loss: 0.0012 - UP: 97.67% UR: 96.69% UF: 97.18% P: 97.60% R: 96.62% F: 97.11%
|
| 431 |
+
2023-04-21 11:57:25 INFO dev: loss: 0.2123 - UP: 69.66% UR: 61.06% UF: 65.08% P: 62.86% R: 55.11% F: 58.73%
|
| 432 |
+
2023-04-21 11:57:26 INFO test: loss: nan - UP: 61.07% UR: 66.04% UF: 63.46% P: 55.48% R: 60.01% F: 57.66%
|
| 433 |
+
2023-04-21 11:57:26 INFO 0:00:10.056105s elapsed
|
| 434 |
+
|
| 435 |
+
2023-04-21 11:57:26 INFO Epoch 62 / 5000:
|
| 436 |
+
2023-04-21 11:57:34 INFO lr: 4.9380e-05 - loss: 0.0037 - UP: 98.28% UR: 96.93% UF: 97.60% P: 98.23% R: 96.88% F: 97.55%
|
| 437 |
+
2023-04-21 11:57:35 INFO dev: loss: 0.2171 - UP: 72.22% UR: 58.09% UF: 64.39% P: 64.55% R: 51.91% F: 57.55%
|
| 438 |
+
2023-04-21 11:57:36 INFO test: loss: nan - UP: 64.24% UR: 62.99% UF: 63.61% P: 58.79% R: 57.65% F: 58.21%
|
| 439 |
+
2023-04-21 11:57:36 INFO 0:00:10.300533s elapsed
|
| 440 |
+
|
| 441 |
+
2023-04-21 11:57:36 INFO Epoch 63 / 5000:
|
| 442 |
+
2023-04-21 11:57:45 INFO lr: 4.9370e-05 - loss: 0.0035 - UP: 98.49% UR: 96.79% UF: 97.63% P: 98.45% R: 96.75% F: 97.59%
|
| 443 |
+
2023-04-21 11:57:45 INFO dev: loss: 0.2110 - UP: 69.57% UR: 60.00% UF: 64.43% P: 62.66% R: 54.04% F: 58.04%
|
| 444 |
+
2023-04-21 11:57:46 INFO test: loss: nan - UP: 62.54% UR: 64.41% UF: 63.46% P: 57.24% R: 58.95% F: 58.08%
|
| 445 |
+
2023-04-21 11:57:46 INFO 0:00:10.061449s elapsed
|
| 446 |
+
|
| 447 |
+
2023-04-21 11:57:46 INFO Epoch 64 / 5000:
|
| 448 |
+
2023-04-21 11:57:55 INFO lr: 4.9360e-05 - loss: 0.0003 - UP: 98.02% UR: 97.56% UF: 97.79% P: 97.95% R: 97.49% F: 97.72%
|
| 449 |
+
2023-04-21 11:57:55 INFO dev: loss: 0.2081 - UP: 71.56% UR: 60.14% UF: 65.36% P: 64.89% R: 54.54% F: 59.27%
|
| 450 |
+
2023-04-21 11:57:56 INFO test: loss: nan - UP: 63.62% UR: 64.65% UF: 64.13% P: 58.00% R: 58.95% F: 58.47%
|
| 451 |
+
2023-04-21 11:57:56 INFO 0:00:10.149718s elapsed
|
| 452 |
+
|
| 453 |
+
2023-04-21 11:57:56 INFO Epoch 65 / 5000:
|
| 454 |
+
2023-04-21 11:58:05 INFO lr: 4.9350e-05 - loss: 0.0000 - UP: 98.28% UR: 97.45% UF: 97.86% P: 98.17% R: 97.34% F: 97.75%
|
| 455 |
+
2023-04-21 11:58:06 INFO dev: loss: 0.2164 - UP: 73.54% UR: 57.94% UF: 64.82% P: 66.43% R: 52.34% F: 58.55%
|
| 456 |
+
2023-04-21 11:58:07 INFO test: loss: nan - UP: 65.56% UR: 63.02% UF: 64.27% P: 60.25% R: 57.92% F: 59.06%
|
| 457 |
+
2023-04-21 11:58:07 INFO 0:00:10.356847s elapsed
|
| 458 |
+
|
| 459 |
+
2023-04-21 11:58:07 INFO Epoch 66 / 5000:
|
| 460 |
+
2023-04-21 11:58:15 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 98.35% UR: 97.68% UF: 98.01% P: 98.31% R: 97.64% F: 97.97%
|
| 461 |
+
2023-04-21 11:58:16 INFO dev: loss: 0.2196 - UP: 71.94% UR: 59.29% UF: 65.01% P: 64.72% R: 53.33% F: 58.48%
|
| 462 |
+
2023-04-21 11:58:17 INFO test: loss: nan - UP: 63.95% UR: 63.99% UF: 63.97% P: 58.64% R: 58.68% F: 58.66%
|
| 463 |
+
2023-04-21 11:58:17 INFO 0:00:10.017150s elapsed
|
| 464 |
+
|
| 465 |
+
2023-04-21 11:58:17 INFO Epoch 67 / 5000:
|
| 466 |
+
2023-04-21 11:58:25 INFO lr: 4.9330e-05 - loss: 0.0006 - UP: 97.95% UR: 96.57% UF: 97.25% P: 97.90% R: 96.52% F: 97.20%
|
| 467 |
+
2023-04-21 11:58:26 INFO dev: loss: 0.2358 - UP: 70.10% UR: 61.84% UF: 65.71% P: 63.26% R: 55.82% F: 59.31%
|
| 468 |
+
2023-04-21 11:58:27 INFO test: loss: nan - UP: 62.08% UR: 64.93% UF: 63.47% P: 56.91% R: 59.52% F: 58.19%
|
| 469 |
+
2023-04-21 11:58:27 INFO 0:00:10.117058s elapsed
|
| 470 |
+
|
| 471 |
+
2023-04-21 11:58:27 INFO Epoch 68 / 5000:
|
| 472 |
+
2023-04-21 11:58:35 INFO lr: 4.9320e-05 - loss: 0.0003 - UP: 97.84% UR: 96.30% UF: 97.07% P: 97.77% R: 96.23% F: 96.99%
|
| 473 |
+
2023-04-21 11:58:36 INFO dev: loss: 0.2050 - UP: 69.45% UR: 63.05% UF: 66.10% P: 62.42% R: 56.67% F: 59.41%
|
| 474 |
+
2023-04-21 11:58:37 INFO test: loss: nan - UP: 61.15% UR: 66.53% UF: 63.73% P: 55.58% R: 60.46% F: 57.92%
|
| 475 |
+
2023-04-21 11:58:37 INFO 0:00:10.341179s elapsed
|
| 476 |
+
|
| 477 |
+
2023-04-21 11:58:37 INFO Epoch 69 / 5000:
|
| 478 |
+
2023-04-21 11:58:46 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 98.26% UR: 97.71% UF: 97.98% P: 98.19% R: 97.64% F: 97.91%
|
| 479 |
+
2023-04-21 11:58:46 INFO dev: loss: 0.2262 - UP: 69.42% UR: 60.85% UF: 64.85% P: 62.54% R: 54.82% F: 58.43%
|
| 480 |
+
2023-04-21 11:58:47 INFO test: loss: nan - UP: 62.51% UR: 65.98% UF: 64.20% P: 57.28% R: 60.46% F: 58.83%
|
| 481 |
+
2023-04-21 11:58:47 INFO 0:00:10.037398s elapsed
|
| 482 |
+
|
| 483 |
+
2023-04-21 11:58:47 INFO Epoch 70 / 5000:
|
| 484 |
+
2023-04-21 11:58:56 INFO lr: 4.9300e-05 - loss: 0.0006 - UP: 98.03% UR: 97.92% UF: 97.97% P: 97.97% R: 97.86% F: 97.91%
|
| 485 |
+
2023-04-21 11:58:56 INFO dev: loss: 0.2198 - UP: 72.77% UR: 58.37% UF: 64.78% P: 65.78% R: 52.77% F: 58.56%
|
| 486 |
+
2023-04-21 11:58:57 INFO test: loss: nan - UP: 64.71% UR: 63.42% UF: 64.05% P: 59.38% R: 58.19% F: 58.78%
|
| 487 |
+
2023-04-21 11:58:57 INFO 0:00:10.060307s elapsed
|
| 488 |
+
|
| 489 |
+
2023-04-21 11:58:57 INFO Epoch 71 / 5000:
|
| 490 |
+
2023-04-21 11:59:06 INFO lr: 4.9290e-05 - loss: 0.0002 - UP: 98.45% UR: 97.68% UF: 98.06% P: 98.43% R: 97.66% F: 98.04%
|
| 491 |
+
2023-04-21 11:59:07 INFO dev: loss: 0.2152 - UP: 70.89% UR: 60.28% UF: 65.16% P: 64.22% R: 54.61% F: 59.03%
|
| 492 |
+
2023-04-21 11:59:08 INFO test: loss: nan - UP: 64.34% UR: 65.47% UF: 64.90% P: 59.06% R: 60.10% F: 59.58%
|
| 493 |
+
2023-04-21 11:59:08 INFO 0:00:10.447679s elapsed
|
| 494 |
+
|
| 495 |
+
2023-04-21 11:59:08 INFO Epoch 72 / 5000:
|
| 496 |
+
2023-04-21 11:59:16 INFO lr: 4.9280e-05 - loss: 0.0006 - UP: 98.53% UR: 97.71% UF: 98.12% P: 98.51% R: 97.69% F: 98.10%
|
| 497 |
+
2023-04-21 11:59:17 INFO dev: loss: 0.2184 - UP: 67.06% UR: 64.11% UF: 65.55% P: 60.46% R: 57.80% F: 59.10%
|
| 498 |
+
2023-04-21 11:59:18 INFO test: loss: nan - UP: 60.95% UR: 68.22% UF: 64.38% P: 55.61% R: 62.24% F: 58.74%
|
| 499 |
+
2023-04-21 11:59:18 INFO 0:00:09.976160s elapsed
|
| 500 |
+
|
| 501 |
+
2023-04-21 11:59:18 INFO Epoch 73 / 5000:
|
| 502 |
+
2023-04-21 11:59:26 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 98.94% UR: 97.56% UF: 98.24% P: 98.90% R: 97.52% F: 98.20%
|
| 503 |
+
2023-04-21 11:59:27 INFO dev: loss: 0.2304 - UP: 69.09% UR: 61.35% UF: 64.99% P: 62.38% R: 55.39% F: 58.68%
|
| 504 |
+
2023-04-21 11:59:28 INFO test: loss: nan - UP: 63.03% UR: 66.22% UF: 64.59% P: 57.89% R: 60.82% F: 59.32%
|
| 505 |
+
2023-04-21 11:59:28 INFO 0:00:10.114008s elapsed
|
| 506 |
+
|
| 507 |
+
2023-04-21 11:59:28 INFO Epoch 74 / 5000:
|
| 508 |
+
2023-04-21 11:59:36 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 98.54% UR: 98.23% UF: 98.39% P: 98.51% R: 98.21% F: 98.36%
|
| 509 |
+
2023-04-21 11:59:37 INFO dev: loss: 0.2179 - UP: 71.10% UR: 59.50% UF: 64.79% P: 64.32% R: 53.83% F: 58.61%
|
| 510 |
+
2023-04-21 11:59:38 INFO test: loss: nan - UP: 64.37% UR: 65.38% UF: 64.87% P: 59.17% R: 60.10% F: 59.63%
|
| 511 |
+
2023-04-21 11:59:38 INFO 0:00:10.405868s elapsed
|
| 512 |
+
|
| 513 |
+
2023-04-21 11:59:38 INFO Epoch 75 / 5000:
|
| 514 |
+
2023-04-21 11:59:47 INFO lr: 4.9250e-05 - loss: 0.0025 - UP: 98.74% UR: 98.49% UF: 98.62% P: 98.70% R: 98.45% F: 98.58%
|
| 515 |
+
2023-04-21 11:59:47 INFO dev: loss: 0.2193 - UP: 70.53% UR: 60.78% UF: 65.30% P: 63.54% R: 54.75% F: 58.82%
|
| 516 |
+
2023-04-21 11:59:48 INFO test: loss: nan - UP: 64.40% UR: 66.13% UF: 65.26% P: 58.76% R: 60.34% F: 59.54%
|
| 517 |
+
2023-04-21 11:59:48 INFO 0:00:09.968775s elapsed
|
| 518 |
+
|
| 519 |
+
2023-04-21 12:00:28 INFO Epoch 45 saved
|
| 520 |
+
2023-04-21 12:00:28 INFO dev: UP: 73.30% UR: 59.57% UF: 65.73% P: 67.10% R: 54.54% F: 60.17%
|
| 521 |
+
2023-04-21 12:00:28 INFO test: UP: 63.57% UR: 63.69% UF: 63.63% P: 57.40% R: 57.50% F: 57.45%
|
| 522 |
+
2023-04-21 12:00:28 INFO 0:13:21.417045s elapsed, 0:00:10.685561s/epoch
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_roberta_6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:48714bbdadecb8b0d7f25263b251eac32770f76860d57fe5a11c7ce28e74be67
|
| 3 |
+
size 559069669
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_roberta_6.train.log
ADDED
|
@@ -0,0 +1,762 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-04-21 09:52:47 INFO
|
| 2 |
+
---------------------+-------------------------------
|
| 3 |
+
Param | Value
|
| 4 |
+
---------------------+-------------------------------
|
| 5 |
+
lr | 5e-05
|
| 6 |
+
mu | 0.9
|
| 7 |
+
nu | 0.999
|
| 8 |
+
eps | 1e-06
|
| 9 |
+
weight_decay | 0.0
|
| 10 |
+
lr_rate | 1
|
| 11 |
+
patience | 30
|
| 12 |
+
update-steps | 1
|
| 13 |
+
warmup | 0.0
|
| 14 |
+
update_steps | 1
|
| 15 |
+
mode | train
|
| 16 |
+
path | /content/gdrive/MyDrive/models/model_vi_opener_en_roberta_6
|
| 17 |
+
device | 0
|
| 18 |
+
seed | 1
|
| 19 |
+
threads | 16
|
| 20 |
+
local_rank | -1
|
| 21 |
+
feat | None
|
| 22 |
+
build | True
|
| 23 |
+
checkpoint | False
|
| 24 |
+
encoder | bert
|
| 25 |
+
max_len | None
|
| 26 |
+
buckets | 32
|
| 27 |
+
train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/train.conllu
|
| 28 |
+
dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/dev.conllu
|
| 29 |
+
test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
|
| 30 |
+
embed | data/glove.6B.100d.txt
|
| 31 |
+
unk | unk
|
| 32 |
+
n_embed | 100
|
| 33 |
+
n_embed_proj | 125
|
| 34 |
+
bert | roberta-base
|
| 35 |
+
inference | mfvi
|
| 36 |
+
---------------------+-------------------------------
|
| 37 |
+
|
| 38 |
+
2023-04-21 09:52:47 INFO Building the fields
|
| 39 |
+
2023-04-21 09:52:52 INFO CoNLL(
|
| 40 |
+
(words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
|
| 41 |
+
(labels): ChartField()
|
| 42 |
+
)
|
| 43 |
+
2023-04-21 09:52:52 INFO Building the model
|
| 44 |
+
2023-04-21 09:53:27 INFO VISemanticDependencyModel(
|
| 45 |
+
(encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
|
| 46 |
+
(encoder_dropout): Dropout(p=0.33, inplace=False)
|
| 47 |
+
(edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 48 |
+
(edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 49 |
+
(label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 50 |
+
(label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 51 |
+
(edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
|
| 52 |
+
(label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
|
| 53 |
+
(criterion): CrossEntropyLoss()
|
| 54 |
+
(pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 55 |
+
(pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 56 |
+
(pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 57 |
+
(sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 58 |
+
(cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 59 |
+
(grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 60 |
+
(inference): SemanticDependencyMFVI(max_iter=3)
|
| 61 |
+
)
|
| 62 |
+
|
| 63 |
+
2023-04-21 09:53:27 INFO Loading the data
|
| 64 |
+
2023-04-21 09:53:31 INFO
|
| 65 |
+
train: Dataset(n_sentences=1045, n_batches=32, n_buckets=32)
|
| 66 |
+
dev: Dataset(n_sentences=148, n_batches=32, n_buckets=32)
|
| 67 |
+
test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
|
| 68 |
+
|
| 69 |
+
2023-04-21 09:53:34 INFO Epoch 1 / 5000:
|
| 70 |
+
2023-04-21 09:53:46 INFO lr: 4.9990e-05 - loss: 0.1757 - UP: 1.25% UR: 8.97% UF: 2.19% P: 0.50% R: 3.61% F: 0.88%
|
| 71 |
+
2023-04-21 09:53:47 INFO dev: loss: 0.2142 - UP: 27.78% UR: 0.35% UF: 0.70% P: 22.22% R: 0.28% F: 0.56%
|
| 72 |
+
2023-04-21 09:53:48 INFO test: loss: 0.1980 - UP: 54.55% UR: 1.27% UF: 2.48% P: 44.16% R: 1.03% F: 2.01%
|
| 73 |
+
2023-04-21 09:53:55 INFO 0:00:14.240387s elapsed (saved)
|
| 74 |
+
|
| 75 |
+
2023-04-21 09:53:55 INFO Epoch 2 / 5000:
|
| 76 |
+
2023-04-21 09:54:03 INFO lr: 4.9980e-05 - loss: 0.2348 - UP: 36.47% UR: 4.80% UF: 8.48% P: 30.86% R: 4.06% F: 7.17%
|
| 77 |
+
2023-04-21 09:54:05 INFO dev: loss: 0.1569 - UP: 84.73% UR: 7.87% UF: 14.41% P: 70.23% R: 6.52% F: 11.94%
|
| 78 |
+
2023-04-21 09:54:06 INFO test: loss: 0.1430 - UP: 82.46% UR: 9.93% UF: 17.73% P: 70.18% R: 8.45% F: 15.09%
|
| 79 |
+
2023-04-21 09:54:14 INFO 0:00:11.052823s elapsed (saved)
|
| 80 |
+
|
| 81 |
+
2023-04-21 09:54:14 INFO Epoch 3 / 5000:
|
| 82 |
+
2023-04-21 09:54:22 INFO lr: 4.9970e-05 - loss: 0.1783 - UP: 57.49% UR: 12.82% UF: 20.97% P: 50.65% R: 11.30% F: 18.48%
|
| 83 |
+
2023-04-21 09:54:23 INFO dev: loss: 0.1263 - UP: 82.00% UR: 11.63% UF: 20.37% P: 75.00% R: 10.64% F: 18.63%
|
| 84 |
+
2023-04-21 09:54:24 INFO test: loss: 0.1129 - UP: 77.76% UR: 14.46% UF: 24.38% P: 72.56% R: 13.49% F: 22.75%
|
| 85 |
+
2023-04-21 09:54:31 INFO 0:00:09.717631s elapsed (saved)
|
| 86 |
+
|
| 87 |
+
2023-04-21 09:54:31 INFO Epoch 4 / 5000:
|
| 88 |
+
2023-04-21 09:54:39 INFO lr: 4.9960e-05 - loss: 0.0778 - UP: 61.83% UR: 16.06% UF: 25.49% P: 56.72% R: 14.73% F: 23.39%
|
| 89 |
+
2023-04-21 09:54:40 INFO dev: loss: 0.1197 - UP: 74.67% UR: 15.89% UF: 26.20% P: 68.33% R: 14.54% F: 23.98%
|
| 90 |
+
2023-04-21 09:54:41 INFO test: loss: 0.1017 - UP: 71.49% UR: 20.89% UF: 32.33% P: 66.12% R: 19.32% F: 29.90%
|
| 91 |
+
2023-04-21 09:54:49 INFO 0:00:09.869757s elapsed (saved)
|
| 92 |
+
|
| 93 |
+
2023-04-21 09:54:49 INFO Epoch 5 / 5000:
|
| 94 |
+
2023-04-21 09:54:57 INFO lr: 4.9950e-05 - loss: 0.0406 - UP: 68.99% UR: 21.21% UF: 32.45% P: 64.77% R: 19.91% F: 30.46%
|
| 95 |
+
2023-04-21 09:54:57 INFO dev: loss: 0.1036 - UP: 60.05% UR: 36.03% UF: 45.04% P: 54.49% R: 32.70% F: 40.87%
|
| 96 |
+
2023-04-21 09:54:59 INFO test: loss: 0.1008 - UP: 52.61% UR: 37.70% UF: 43.92% P: 48.19% R: 34.53% F: 40.23%
|
| 97 |
+
2023-04-21 09:55:06 INFO 0:00:09.747618s elapsed (saved)
|
| 98 |
+
|
| 99 |
+
2023-04-21 09:55:06 INFO Epoch 6 / 5000:
|
| 100 |
+
2023-04-21 09:55:14 INFO lr: 4.9940e-05 - loss: 0.0194 - UP: 69.83% UR: 24.90% UF: 36.71% P: 66.72% R: 23.79% F: 35.08%
|
| 101 |
+
2023-04-21 09:55:15 INFO dev: loss: 0.0969 - UP: 70.85% UR: 32.41% UF: 44.48% P: 66.51% R: 30.43% F: 41.75%
|
| 102 |
+
2023-04-21 09:55:16 INFO test: loss: 0.0955 - UP: 64.38% UR: 35.19% UF: 45.51% P: 60.68% R: 33.17% F: 42.90%
|
| 103 |
+
2023-04-21 09:55:24 INFO 0:00:09.742721s elapsed (saved)
|
| 104 |
+
|
| 105 |
+
2023-04-21 09:55:24 INFO Epoch 7 / 5000:
|
| 106 |
+
2023-04-21 09:55:32 INFO lr: 4.9930e-05 - loss: 0.0335 - UP: 67.94% UR: 31.21% UF: 42.77% P: 64.86% R: 29.80% F: 40.83%
|
| 107 |
+
2023-04-21 09:55:32 INFO dev: loss: 0.1061 - UP: 84.25% UR: 21.63% UF: 34.42% P: 77.35% R: 19.86% F: 31.60%
|
| 108 |
+
2023-04-21 09:55:33 INFO test: loss: 0.1047 - UP: 77.42% UR: 24.63% UF: 37.37% P: 72.20% R: 22.97% F: 34.85%
|
| 109 |
+
2023-04-21 09:55:33 INFO 0:00:09.560506s elapsed
|
| 110 |
+
|
| 111 |
+
2023-04-21 09:55:33 INFO Epoch 8 / 5000:
|
| 112 |
+
2023-04-21 09:55:42 INFO lr: 4.9920e-05 - loss: 0.0485 - UP: 68.67% UR: 30.64% UF: 42.38% P: 65.39% R: 29.18% F: 40.35%
|
| 113 |
+
2023-04-21 09:55:42 INFO dev: loss: 0.0930 - UP: 69.74% UR: 35.46% UF: 47.01% P: 65.69% R: 33.40% F: 44.29%
|
| 114 |
+
2023-04-21 09:55:44 INFO test: loss: 0.0924 - UP: 62.18% UR: 38.51% UF: 47.57% P: 58.82% R: 36.43% F: 45.00%
|
| 115 |
+
2023-04-21 09:55:51 INFO 0:00:10.080451s elapsed (saved)
|
| 116 |
+
|
| 117 |
+
2023-04-21 09:55:51 INFO Epoch 9 / 5000:
|
| 118 |
+
2023-04-21 09:55:59 INFO lr: 4.9910e-05 - loss: 0.0431 - UP: 71.14% UR: 38.37% UF: 49.85% P: 68.66% R: 37.04% F: 48.12%
|
| 119 |
+
2023-04-21 09:56:00 INFO dev: loss: 0.0929 - UP: 68.24% UR: 39.93% UF: 50.38% P: 62.91% R: 36.81% F: 46.44%
|
| 120 |
+
2023-04-21 09:56:01 INFO test: loss: 0.0951 - UP: 61.63% UR: 39.60% UF: 48.22% P: 57.91% R: 37.22% F: 45.31%
|
| 121 |
+
2023-04-21 09:56:09 INFO 0:00:09.878348s elapsed (saved)
|
| 122 |
+
|
| 123 |
+
2023-04-21 09:56:09 INFO Epoch 10 / 5000:
|
| 124 |
+
2023-04-21 09:56:16 INFO lr: 4.9900e-05 - loss: 0.0747 - UP: 77.09% UR: 40.70% UF: 53.27% P: 74.23% R: 39.19% F: 51.30%
|
| 125 |
+
2023-04-21 09:56:17 INFO dev: loss: 0.0959 - UP: 70.54% UR: 40.92% UF: 51.80% P: 65.77% R: 38.16% F: 48.29%
|
| 126 |
+
2023-04-21 09:56:18 INFO test: loss: 0.0970 - UP: 64.48% UR: 43.22% UF: 51.75% P: 61.14% R: 40.99% F: 49.08%
|
| 127 |
+
2023-04-21 09:56:26 INFO 0:00:09.557745s elapsed (saved)
|
| 128 |
+
|
| 129 |
+
2023-04-21 09:56:26 INFO Epoch 11 / 5000:
|
| 130 |
+
2023-04-21 09:56:34 INFO lr: 4.9890e-05 - loss: 0.0009 - UP: 75.02% UR: 44.50% UF: 55.86% P: 72.83% R: 43.20% F: 54.23%
|
| 131 |
+
2023-04-21 09:56:35 INFO dev: loss: 0.1021 - UP: 71.92% UR: 43.05% UF: 53.86% P: 66.59% R: 39.86% F: 49.87%
|
| 132 |
+
2023-04-21 09:56:36 INFO test: loss: 0.1013 - UP: 65.10% UR: 45.03% UF: 53.24% P: 62.57% R: 43.28% F: 51.17%
|
| 133 |
+
2023-04-21 09:56:44 INFO 0:00:09.834284s elapsed (saved)
|
| 134 |
+
|
| 135 |
+
2023-04-21 09:56:44 INFO Epoch 12 / 5000:
|
| 136 |
+
2023-04-21 09:56:52 INFO lr: 4.9880e-05 - loss: 0.0354 - UP: 79.12% UR: 49.16% UF: 60.64% P: 77.66% R: 48.25% F: 59.52%
|
| 137 |
+
2023-04-21 09:56:52 INFO dev: loss: 0.0946 - UP: 70.33% UR: 51.28% UF: 59.31% P: 64.88% R: 47.30% F: 54.72%
|
| 138 |
+
2023-04-21 09:56:53 INFO test: loss: 0.1012 - UP: 62.57% UR: 51.61% UF: 56.57% P: 59.13% R: 48.78% F: 53.46%
|
| 139 |
+
2023-04-21 09:57:01 INFO 0:00:09.633082s elapsed (saved)
|
| 140 |
+
|
| 141 |
+
2023-04-21 09:57:01 INFO Epoch 13 / 5000:
|
| 142 |
+
2023-04-21 09:57:09 INFO lr: 4.9870e-05 - loss: 0.0161 - UP: 81.26% UR: 50.45% UF: 62.25% P: 79.91% R: 49.61% F: 61.22%
|
| 143 |
+
2023-04-21 09:57:10 INFO dev: loss: 0.0981 - UP: 72.43% UR: 46.95% UF: 56.97% P: 68.49% R: 44.40% F: 53.87%
|
| 144 |
+
2023-04-21 09:57:12 INFO test: loss: 0.1059 - UP: 65.65% UR: 47.66% UF: 55.23% P: 62.37% R: 45.28% F: 52.47%
|
| 145 |
+
2023-04-21 09:57:12 INFO 0:00:10.616285s elapsed
|
| 146 |
+
|
| 147 |
+
2023-04-21 09:57:12 INFO Epoch 14 / 5000:
|
| 148 |
+
2023-04-21 09:57:20 INFO lr: 4.9860e-05 - loss: 0.0473 - UP: 82.49% UR: 54.77% UF: 65.83% P: 81.54% R: 54.14% F: 65.07%
|
| 149 |
+
2023-04-21 09:57:21 INFO dev: loss: 0.1034 - UP: 62.61% UR: 58.09% UF: 60.26% P: 58.79% R: 54.54% F: 56.59%
|
| 150 |
+
2023-04-21 09:57:23 INFO test: loss: 0.1241 - UP: 57.02% UR: 58.95% UF: 57.97% P: 53.78% R: 55.60% F: 54.67%
|
| 151 |
+
2023-04-21 09:57:31 INFO 0:00:10.810753s elapsed (saved)
|
| 152 |
+
|
| 153 |
+
2023-04-21 09:57:31 INFO Epoch 15 / 5000:
|
| 154 |
+
2023-04-21 09:57:38 INFO lr: 4.9850e-05 - loss: 0.0250 - UP: 82.27% UR: 58.66% UF: 68.48% P: 81.51% R: 58.12% F: 67.85%
|
| 155 |
+
2023-04-21 09:57:39 INFO dev: loss: 0.0984 - UP: 70.87% UR: 52.62% UF: 60.40% P: 66.95% R: 49.72% F: 57.06%
|
| 156 |
+
2023-04-21 09:57:40 INFO test: loss: 0.1101 - UP: 63.15% UR: 54.27% UF: 58.38% P: 59.89% R: 51.46% F: 55.36%
|
| 157 |
+
2023-04-21 09:57:48 INFO 0:00:09.756734s elapsed (saved)
|
| 158 |
+
|
| 159 |
+
2023-04-21 09:57:48 INFO Epoch 16 / 5000:
|
| 160 |
+
2023-04-21 09:57:56 INFO lr: 4.9840e-05 - loss: 0.0169 - UP: 84.42% UR: 64.98% UF: 73.43% P: 83.81% R: 64.51% F: 72.90%
|
| 161 |
+
2023-04-21 09:57:57 INFO dev: loss: 0.0966 - UP: 71.55% UR: 52.62% UF: 60.65% P: 67.79% R: 49.86% F: 57.46%
|
| 162 |
+
2023-04-21 09:57:58 INFO test: loss: 0.1163 - UP: 66.19% UR: 53.06% UF: 58.90% P: 62.69% R: 50.26% F: 55.79%
|
| 163 |
+
2023-04-21 09:58:06 INFO 0:00:09.555257s elapsed (saved)
|
| 164 |
+
|
| 165 |
+
2023-04-21 09:58:06 INFO Epoch 17 / 5000:
|
| 166 |
+
2023-04-21 09:58:14 INFO lr: 4.9830e-05 - loss: 0.0226 - UP: 86.00% UR: 65.08% UF: 74.09% P: 84.41% R: 63.87% F: 72.72%
|
| 167 |
+
2023-04-21 09:58:15 INFO dev: loss: 0.1089 - UP: 65.50% UR: 59.65% UF: 62.44% P: 61.76% R: 56.24% F: 58.87%
|
| 168 |
+
2023-04-21 09:58:16 INFO test: loss: 0.1062 - UP: 59.49% UR: 59.79% UF: 59.64% P: 56.37% R: 56.66% F: 56.51%
|
| 169 |
+
2023-04-21 09:58:25 INFO 0:00:10.697995s elapsed (saved)
|
| 170 |
+
|
| 171 |
+
2023-04-21 09:58:25 INFO Epoch 18 / 5000:
|
| 172 |
+
2023-04-21 09:58:33 INFO lr: 4.9820e-05 - loss: 0.0230 - UP: 85.33% UR: 66.45% UF: 74.72% P: 81.40% R: 63.39% F: 71.27%
|
| 173 |
+
2023-04-21 09:58:33 INFO dev: loss: 0.1036 - UP: 74.82% UR: 50.57% UF: 60.35% P: 70.09% R: 47.38% F: 56.54%
|
| 174 |
+
2023-04-21 09:58:35 INFO test: loss: 0.1078 - UP: 68.69% UR: 53.37% UF: 60.06% P: 64.88% R: 50.41% F: 56.74%
|
| 175 |
+
2023-04-21 09:58:35 INFO 0:00:10.070267s elapsed
|
| 176 |
+
|
| 177 |
+
2023-04-21 09:58:35 INFO Epoch 19 / 5000:
|
| 178 |
+
2023-04-21 09:58:43 INFO lr: 4.9810e-05 - loss: 0.0211 - UP: 85.06% UR: 69.96% UF: 76.78% P: 82.61% R: 67.95% F: 74.57%
|
| 179 |
+
2023-04-21 09:58:45 INFO dev: loss: 0.0966 - UP: 69.74% UR: 57.87% UF: 63.26% P: 65.64% R: 54.47% F: 59.53%
|
| 180 |
+
2023-04-21 09:58:47 INFO test: loss: 0.1011 - UP: 63.36% UR: 57.41% UF: 60.24% P: 59.43% R: 53.85% F: 56.50%
|
| 181 |
+
2023-04-21 09:58:55 INFO 0:00:12.200290s elapsed (saved)
|
| 182 |
+
|
| 183 |
+
2023-04-21 09:58:55 INFO Epoch 20 / 5000:
|
| 184 |
+
2023-04-21 09:59:03 INFO lr: 4.9800e-05 - loss: 0.0209 - UP: 87.16% UR: 71.95% UF: 78.83% P: 86.40% R: 71.32% F: 78.14%
|
| 185 |
+
2023-04-21 09:59:04 INFO dev: loss: 0.1051 - UP: 62.83% UR: 63.90% UF: 63.36% P: 59.55% R: 60.57% F: 60.06%
|
| 186 |
+
2023-04-21 09:59:06 INFO test: loss: 0.1156 - UP: 56.40% UR: 63.45% UF: 59.72% P: 52.62% R: 59.19% F: 55.71%
|
| 187 |
+
2023-04-21 09:59:13 INFO 0:00:10.431233s elapsed (saved)
|
| 188 |
+
|
| 189 |
+
2023-04-21 09:59:13 INFO Epoch 21 / 5000:
|
| 190 |
+
2023-04-21 09:59:21 INFO lr: 4.9790e-05 - loss: 0.0370 - UP: 87.88% UR: 73.45% UF: 80.02% P: 87.47% R: 73.12% F: 79.65%
|
| 191 |
+
2023-04-21 09:59:22 INFO dev: loss: 0.1133 - UP: 70.47% UR: 55.18% UF: 61.89% P: 66.67% R: 52.20% F: 58.55%
|
| 192 |
+
2023-04-21 09:59:23 INFO test: loss: 0.1138 - UP: 64.32% UR: 55.99% UF: 59.87% P: 61.34% R: 53.40% F: 57.09%
|
| 193 |
+
2023-04-21 09:59:23 INFO 0:00:10.165416s elapsed
|
| 194 |
+
|
| 195 |
+
2023-04-21 09:59:23 INFO Epoch 22 / 5000:
|
| 196 |
+
2023-04-21 09:59:32 INFO lr: 4.9780e-05 - loss: 0.0166 - UP: 89.45% UR: 76.58% UF: 82.51% P: 88.81% R: 76.03% F: 81.92%
|
| 197 |
+
2023-04-21 09:59:33 INFO dev: loss: 0.1193 - UP: 67.55% UR: 59.93% UF: 63.51% P: 62.51% R: 55.46% F: 58.77%
|
| 198 |
+
2023-04-21 09:59:34 INFO test: loss: 0.1270 - UP: 62.20% UR: 61.18% UF: 61.69% P: 58.24% R: 57.29% F: 57.76%
|
| 199 |
+
2023-04-21 09:59:34 INFO 0:00:10.652579s elapsed
|
| 200 |
+
|
| 201 |
+
2023-04-21 09:59:34 INFO Epoch 23 / 5000:
|
| 202 |
+
2023-04-21 09:59:42 INFO lr: 4.9770e-05 - loss: 0.0233 - UP: 89.17% UR: 77.59% UF: 82.98% P: 88.28% R: 76.81% F: 82.15%
|
| 203 |
+
2023-04-21 09:59:43 INFO dev: loss: 0.1128 - UP: 71.09% UR: 57.73% UF: 63.72% P: 67.51% R: 54.82% F: 60.51%
|
| 204 |
+
2023-04-21 09:59:44 INFO test: loss: 0.1169 - UP: 65.10% UR: 58.83% UF: 61.80% P: 61.89% R: 55.93% F: 58.76%
|
| 205 |
+
2023-04-21 09:59:51 INFO 0:00:09.844677s elapsed (saved)
|
| 206 |
+
|
| 207 |
+
2023-04-21 09:59:51 INFO Epoch 24 / 5000:
|
| 208 |
+
2023-04-21 09:59:59 INFO lr: 4.9760e-05 - loss: 0.0192 - UP: 90.44% UR: 80.18% UF: 85.00% P: 90.24% R: 80.00% F: 84.81%
|
| 209 |
+
2023-04-21 10:00:00 INFO dev: loss: 0.1130 - UP: 68.31% UR: 59.93% UF: 63.85% P: 64.75% R: 56.81% F: 60.52%
|
| 210 |
+
2023-04-21 10:00:01 INFO test: loss: 0.1131 - UP: 64.63% UR: 59.61% UF: 62.02% P: 61.65% R: 56.87% F: 59.16%
|
| 211 |
+
2023-04-21 10:00:08 INFO 0:00:09.596502s elapsed (saved)
|
| 212 |
+
|
| 213 |
+
2023-04-21 10:00:08 INFO Epoch 25 / 5000:
|
| 214 |
+
2023-04-21 10:00:16 INFO lr: 4.9750e-05 - loss: 0.0192 - UP: 91.29% UR: 82.05% UF: 86.42% P: 91.14% R: 81.91% F: 86.28%
|
| 215 |
+
2023-04-21 10:00:17 INFO dev: loss: 0.1104 - UP: 67.13% UR: 61.42% UF: 64.15% P: 63.72% R: 58.30% F: 60.89%
|
| 216 |
+
2023-04-21 10:00:18 INFO test: loss: 0.1186 - UP: 61.88% UR: 61.45% UF: 61.67% P: 58.81% R: 58.41% F: 58.61%
|
| 217 |
+
2023-04-21 10:00:26 INFO 0:00:09.728221s elapsed (saved)
|
| 218 |
+
|
| 219 |
+
2023-04-21 10:00:26 INFO Epoch 26 / 5000:
|
| 220 |
+
2023-04-21 10:00:34 INFO lr: 4.9740e-05 - loss: 0.0068 - UP: 91.80% UR: 83.14% UF: 87.25% P: 91.43% R: 82.81% F: 86.91%
|
| 221 |
+
2023-04-21 10:00:35 INFO dev: loss: 0.1150 - UP: 69.14% UR: 58.79% UF: 63.55% P: 64.55% R: 54.89% F: 59.33%
|
| 222 |
+
2023-04-21 10:00:37 INFO test: loss: 0.1260 - UP: 65.04% UR: 60.76% UF: 62.83% P: 61.07% R: 57.05% F: 58.99%
|
| 223 |
+
2023-04-21 10:00:37 INFO 0:00:10.544408s elapsed
|
| 224 |
+
|
| 225 |
+
2023-04-21 10:00:37 INFO Epoch 27 / 5000:
|
| 226 |
+
2023-04-21 10:00:45 INFO lr: 4.9730e-05 - loss: 0.0118 - UP: 92.72% UR: 84.51% UF: 88.43% P: 92.52% R: 84.32% F: 88.23%
|
| 227 |
+
2023-04-21 10:00:46 INFO dev: loss: 0.1246 - UP: 68.97% UR: 59.57% UF: 63.93% P: 65.27% R: 56.38% F: 60.50%
|
| 228 |
+
2023-04-21 10:00:47 INFO test: loss: 0.1230 - UP: 65.38% UR: 61.15% UF: 63.19% P: 61.99% R: 57.98% F: 59.92%
|
| 229 |
+
2023-04-21 10:00:47 INFO 0:00:10.290419s elapsed
|
| 230 |
+
|
| 231 |
+
2023-04-21 10:00:47 INFO Epoch 28 / 5000:
|
| 232 |
+
2023-04-21 10:00:56 INFO lr: 4.9720e-05 - loss: 0.0079 - UP: 93.35% UR: 84.88% UF: 88.92% P: 93.21% R: 84.75% F: 88.78%
|
| 233 |
+
2023-04-21 10:00:56 INFO dev: loss: 0.1187 - UP: 65.78% UR: 61.49% UF: 63.56% P: 61.91% R: 57.87% F: 59.82%
|
| 234 |
+
2023-04-21 10:00:57 INFO test: loss: 0.1207 - UP: 63.10% UR: 63.48% UF: 63.29% P: 59.80% R: 60.16% F: 59.98%
|
| 235 |
+
2023-04-21 10:00:57 INFO 0:00:10.042733s elapsed
|
| 236 |
+
|
| 237 |
+
2023-04-21 10:00:57 INFO Epoch 29 / 5000:
|
| 238 |
+
2023-04-21 10:01:05 INFO lr: 4.9710e-05 - loss: 0.0089 - UP: 91.97% UR: 84.50% UF: 88.08% P: 91.72% R: 84.27% F: 87.84%
|
| 239 |
+
2023-04-21 10:01:06 INFO dev: loss: 0.1231 - UP: 69.99% UR: 56.74% UF: 62.67% P: 67.02% R: 54.33% F: 60.01%
|
| 240 |
+
2023-04-21 10:01:07 INFO test: loss: 0.1386 - UP: 64.13% UR: 59.31% UF: 61.63% P: 60.35% R: 55.81% F: 57.99%
|
| 241 |
+
2023-04-21 10:01:07 INFO 0:00:09.597101s elapsed
|
| 242 |
+
|
| 243 |
+
2023-04-21 10:01:07 INFO Epoch 30 / 5000:
|
| 244 |
+
2023-04-21 10:01:15 INFO lr: 4.9700e-05 - loss: 0.0063 - UP: 92.52% UR: 84.00% UF: 88.06% P: 92.27% R: 83.78% F: 87.82%
|
| 245 |
+
2023-04-21 10:01:15 INFO dev: loss: 0.1265 - UP: 67.77% UR: 58.01% UF: 62.51% P: 63.79% R: 54.61% F: 58.85%
|
| 246 |
+
2023-04-21 10:01:16 INFO test: loss: 0.1222 - UP: 64.83% UR: 61.82% UF: 63.29% P: 61.73% R: 58.86% F: 60.26%
|
| 247 |
+
2023-04-21 10:01:16 INFO 0:00:09.444820s elapsed
|
| 248 |
+
|
| 249 |
+
2023-04-21 10:01:16 INFO Epoch 31 / 5000:
|
| 250 |
+
2023-04-21 10:01:24 INFO lr: 4.9690e-05 - loss: 0.0344 - UP: 90.53% UR: 76.33% UF: 82.82% P: 90.21% R: 76.06% F: 82.53%
|
| 251 |
+
2023-04-21 10:01:25 INFO dev: loss: 0.1162 - UP: 65.11% UR: 59.15% UF: 61.98% P: 61.44% R: 55.82% F: 58.49%
|
| 252 |
+
2023-04-21 10:01:26 INFO test: loss: 0.1145 - UP: 59.66% UR: 63.78% UF: 61.65% P: 56.13% R: 60.01% F: 58.00%
|
| 253 |
+
2023-04-21 10:01:26 INFO 0:00:09.762890s elapsed
|
| 254 |
+
|
| 255 |
+
2023-04-21 10:01:26 INFO Epoch 32 / 5000:
|
| 256 |
+
2023-04-21 10:01:34 INFO lr: 4.9680e-05 - loss: 0.0168 - UP: 89.33% UR: 82.18% UF: 85.61% P: 88.93% R: 81.81% F: 85.22%
|
| 257 |
+
2023-04-21 10:01:34 INFO dev: loss: 0.1162 - UP: 66.61% UR: 60.57% UF: 63.45% P: 62.09% R: 56.45% F: 59.14%
|
| 258 |
+
2023-04-21 10:01:35 INFO test: loss: 0.1246 - UP: 63.12% UR: 64.41% UF: 63.76% P: 59.66% R: 60.88% F: 60.26%
|
| 259 |
+
2023-04-21 10:01:35 INFO 0:00:09.267133s elapsed
|
| 260 |
+
|
| 261 |
+
2023-04-21 10:01:35 INFO Epoch 33 / 5000:
|
| 262 |
+
2023-04-21 10:01:43 INFO lr: 4.9670e-05 - loss: 0.0094 - UP: 92.63% UR: 83.61% UF: 87.89% P: 92.38% R: 83.38% F: 87.65%
|
| 263 |
+
2023-04-21 10:01:44 INFO dev: loss: 0.1277 - UP: 68.19% UR: 61.56% UF: 64.70% P: 64.89% R: 58.58% F: 61.57%
|
| 264 |
+
2023-04-21 10:01:45 INFO test: loss: 0.1303 - UP: 64.98% UR: 64.53% UF: 64.76% P: 61.40% R: 60.97% F: 61.18%
|
| 265 |
+
2023-04-21 10:01:52 INFO 0:00:09.418229s elapsed (saved)
|
| 266 |
+
|
| 267 |
+
2023-04-21 10:01:52 INFO Epoch 34 / 5000:
|
| 268 |
+
2023-04-21 10:02:00 INFO lr: 4.9660e-05 - loss: 0.0061 - UP: 92.51% UR: 84.63% UF: 88.40% P: 92.21% R: 84.35% F: 88.11%
|
| 269 |
+
2023-04-21 10:02:01 INFO dev: loss: 0.1652 - UP: 66.79% UR: 63.90% UF: 65.31% P: 62.34% R: 59.65% F: 60.96%
|
| 270 |
+
2023-04-21 10:02:02 INFO test: loss: 0.1375 - UP: 61.19% UR: 64.87% UF: 62.97% P: 57.57% R: 61.03% F: 59.25%
|
| 271 |
+
2023-04-21 10:02:02 INFO 0:00:09.688503s elapsed
|
| 272 |
+
|
| 273 |
+
2023-04-21 10:02:02 INFO Epoch 35 / 5000:
|
| 274 |
+
2023-04-21 10:02:10 INFO lr: 4.9650e-05 - loss: 0.0091 - UP: 90.99% UR: 82.32% UF: 86.44% P: 88.49% R: 80.06% F: 84.06%
|
| 275 |
+
2023-04-21 10:02:11 INFO dev: loss: 0.1131 - UP: 69.93% UR: 59.72% UF: 64.42% P: 64.62% R: 55.18% F: 59.53%
|
| 276 |
+
2023-04-21 10:02:12 INFO test: loss: 0.1040 - UP: 63.60% UR: 61.76% UF: 62.66% P: 59.59% R: 57.86% F: 58.71%
|
| 277 |
+
2023-04-21 10:02:12 INFO 0:00:10.596177s elapsed
|
| 278 |
+
|
| 279 |
+
2023-04-21 10:02:12 INFO Epoch 36 / 5000:
|
| 280 |
+
2023-04-21 10:02:20 INFO lr: 4.9640e-05 - loss: 0.0242 - UP: 91.66% UR: 83.19% UF: 87.22% P: 90.99% R: 82.58% F: 86.58%
|
| 281 |
+
2023-04-21 10:02:21 INFO dev: loss: 0.1257 - UP: 70.89% UR: 56.31% UF: 62.77% P: 66.70% R: 52.98% F: 59.05%
|
| 282 |
+
2023-04-21 10:02:22 INFO test: loss: 0.1214 - UP: 66.79% UR: 60.52% UF: 63.50% P: 63.72% R: 57.74% F: 60.59%
|
| 283 |
+
2023-04-21 10:02:22 INFO 0:00:09.953835s elapsed
|
| 284 |
+
|
| 285 |
+
2023-04-21 10:02:22 INFO Epoch 37 / 5000:
|
| 286 |
+
2023-04-21 10:02:31 INFO lr: 4.9630e-05 - loss: 0.0142 - UP: 92.64% UR: 86.85% UF: 89.65% P: 92.22% R: 86.46% F: 89.25%
|
| 287 |
+
2023-04-21 10:02:31 INFO dev: loss: 0.1303 - UP: 69.91% UR: 59.15% UF: 64.08% P: 64.79% R: 54.82% F: 59.39%
|
| 288 |
+
2023-04-21 10:02:32 INFO test: loss: 0.1210 - UP: 64.45% UR: 63.21% UF: 63.82% P: 60.76% R: 59.58% F: 60.16%
|
| 289 |
+
2023-04-21 10:02:32 INFO 0:00:09.868501s elapsed
|
| 290 |
+
|
| 291 |
+
2023-04-21 10:02:32 INFO Epoch 38 / 5000:
|
| 292 |
+
2023-04-21 10:02:40 INFO lr: 4.9620e-05 - loss: 0.0172 - UP: 93.32% UR: 87.59% UF: 90.37% P: 92.91% R: 87.22% F: 89.97%
|
| 293 |
+
2023-04-21 10:02:41 INFO dev: loss: 0.1279 - UP: 65.89% UR: 62.20% UF: 63.99% P: 62.06% R: 58.58% F: 60.27%
|
| 294 |
+
2023-04-21 10:02:42 INFO test: loss: 0.1380 - UP: 61.58% UR: 65.98% UF: 63.70% P: 58.03% R: 62.18% F: 60.03%
|
| 295 |
+
2023-04-21 10:02:42 INFO 0:00:09.739918s elapsed
|
| 296 |
+
|
| 297 |
+
2023-04-21 10:02:42 INFO Epoch 39 / 5000:
|
| 298 |
+
2023-04-21 10:02:50 INFO lr: 4.9610e-05 - loss: 0.0126 - UP: 93.38% UR: 89.04% UF: 91.16% P: 93.16% R: 88.83% F: 90.94%
|
| 299 |
+
2023-04-21 10:02:50 INFO dev: loss: 0.1347 - UP: 70.21% UR: 58.51% UF: 63.83% P: 66.04% R: 55.04% F: 60.04%
|
| 300 |
+
2023-04-21 10:02:51 INFO test: loss: 0.1460 - UP: 66.85% UR: 61.61% UF: 64.12% P: 62.79% R: 57.86% F: 60.23%
|
| 301 |
+
2023-04-21 10:02:51 INFO 0:00:09.356935s elapsed
|
| 302 |
+
|
| 303 |
+
2023-04-21 10:02:51 INFO Epoch 40 / 5000:
|
| 304 |
+
2023-04-21 10:02:59 INFO lr: 4.9600e-05 - loss: 0.0029 - UP: 94.86% UR: 90.84% UF: 92.80% P: 94.73% R: 90.72% F: 92.68%
|
| 305 |
+
2023-04-21 10:03:00 INFO dev: loss: 0.1446 - UP: 70.03% UR: 60.00% UF: 64.63% P: 65.98% R: 56.52% F: 60.89%
|
| 306 |
+
2023-04-21 10:03:01 INFO test: loss: 0.1352 - UP: 65.84% UR: 63.54% UF: 64.67% P: 62.65% R: 60.46% F: 61.54%
|
| 307 |
+
2023-04-21 10:03:01 INFO 0:00:09.367901s elapsed
|
| 308 |
+
|
| 309 |
+
2023-04-21 10:03:01 INFO Epoch 41 / 5000:
|
| 310 |
+
2023-04-21 10:03:08 INFO lr: 4.9590e-05 - loss: 0.0082 - UP: 95.50% UR: 92.07% UF: 93.76% P: 95.36% R: 91.93% F: 93.61%
|
| 311 |
+
2023-04-21 10:03:09 INFO dev: loss: 0.1574 - UP: 69.92% UR: 59.36% UF: 64.21% P: 65.66% R: 55.74% F: 60.30%
|
| 312 |
+
2023-04-21 10:03:10 INFO test: loss: 0.1527 - UP: 65.86% UR: 63.05% UF: 64.43% P: 62.55% R: 59.89% F: 61.19%
|
| 313 |
+
2023-04-21 10:03:10 INFO 0:00:09.555251s elapsed
|
| 314 |
+
|
| 315 |
+
2023-04-21 10:03:10 INFO Epoch 42 / 5000:
|
| 316 |
+
2023-04-21 10:03:18 INFO lr: 4.9580e-05 - loss: 0.0076 - UP: 95.68% UR: 91.73% UF: 93.67% P: 95.56% R: 91.61% F: 93.54%
|
| 317 |
+
2023-04-21 10:03:19 INFO dev: loss: 0.1426 - UP: 68.06% UR: 61.06% UF: 64.37% P: 63.72% R: 57.16% F: 60.26%
|
| 318 |
+
2023-04-21 10:03:20 INFO test: loss: 0.1525 - UP: 64.45% UR: 65.35% UF: 64.90% P: 60.70% R: 61.55% F: 61.12%
|
| 319 |
+
2023-04-21 10:03:20 INFO 0:00:09.442453s elapsed
|
| 320 |
+
|
| 321 |
+
2023-04-21 10:03:20 INFO Epoch 43 / 5000:
|
| 322 |
+
2023-04-21 10:03:28 INFO lr: 4.9570e-05 - loss: 0.0091 - UP: 96.52% UR: 91.61% UF: 94.00% P: 96.42% R: 91.51% F: 93.90%
|
| 323 |
+
2023-04-21 10:03:28 INFO dev: loss: 0.1413 - UP: 66.94% UR: 63.62% UF: 65.24% P: 62.69% R: 59.57% F: 61.09%
|
| 324 |
+
2023-04-21 10:03:29 INFO test: loss: 0.1563 - UP: 62.47% UR: 67.46% UF: 64.87% P: 59.17% R: 63.90% F: 61.44%
|
| 325 |
+
2023-04-21 10:03:29 INFO 0:00:09.744586s elapsed
|
| 326 |
+
|
| 327 |
+
2023-04-21 10:03:29 INFO Epoch 44 / 5000:
|
| 328 |
+
2023-04-21 10:03:37 INFO lr: 4.9560e-05 - loss: 0.0027 - UP: 94.44% UR: 93.86% UF: 94.15% P: 94.39% R: 93.81% F: 94.10%
|
| 329 |
+
2023-04-21 10:03:38 INFO dev: loss: 0.1375 - UP: 71.97% UR: 56.45% UF: 63.28% P: 67.90% R: 53.26% F: 59.70%
|
| 330 |
+
2023-04-21 10:03:39 INFO test: loss: 0.1438 - UP: 68.01% UR: 61.03% UF: 64.33% P: 64.14% R: 57.56% F: 60.67%
|
| 331 |
+
2023-04-21 10:03:39 INFO 0:00:09.502971s elapsed
|
| 332 |
+
|
| 333 |
+
2023-04-21 10:03:39 INFO Epoch 45 / 5000:
|
| 334 |
+
2023-04-21 10:03:47 INFO lr: 4.9550e-05 - loss: 0.0051 - UP: 94.34% UR: 89.91% UF: 92.07% P: 94.26% R: 89.83% F: 91.99%
|
| 335 |
+
2023-04-21 10:03:47 INFO dev: loss: 0.1330 - UP: 68.07% UR: 64.26% UF: 66.11% P: 62.89% R: 59.36% F: 61.07%
|
| 336 |
+
2023-04-21 10:03:48 INFO test: loss: 0.1305 - UP: 61.62% UR: 65.47% UF: 63.49% P: 57.84% R: 61.45% F: 59.59%
|
| 337 |
+
2023-04-21 10:03:48 INFO 0:00:09.553768s elapsed
|
| 338 |
+
|
| 339 |
+
2023-04-21 10:03:48 INFO Epoch 46 / 5000:
|
| 340 |
+
2023-04-21 10:03:56 INFO lr: 4.9540e-05 - loss: 0.0131 - UP: 95.22% UR: 92.23% UF: 93.70% P: 95.17% R: 92.18% F: 93.65%
|
| 341 |
+
2023-04-21 10:03:57 INFO dev: loss: 0.1394 - UP: 68.78% UR: 63.76% UF: 66.18% P: 64.42% R: 59.72% F: 61.98%
|
| 342 |
+
2023-04-21 10:03:58 INFO test: loss: 0.1440 - UP: 64.09% UR: 65.71% UF: 64.89% P: 60.26% R: 61.79% F: 61.01%
|
| 343 |
+
2023-04-21 10:04:06 INFO 0:00:09.894192s elapsed (saved)
|
| 344 |
+
|
| 345 |
+
2023-04-21 10:04:06 INFO Epoch 47 / 5000:
|
| 346 |
+
2023-04-21 10:04:13 INFO lr: 4.9530e-05 - loss: 0.0028 - UP: 96.11% UR: 93.16% UF: 94.61% P: 95.98% R: 93.03% F: 94.48%
|
| 347 |
+
2023-04-21 10:04:14 INFO dev: loss: 0.1394 - UP: 69.89% UR: 59.93% UF: 64.53% P: 66.09% R: 56.67% F: 61.02%
|
| 348 |
+
2023-04-21 10:04:15 INFO test: loss: 0.1513 - UP: 66.53% UR: 63.54% UF: 65.00% P: 62.36% R: 59.55% F: 60.92%
|
| 349 |
+
2023-04-21 10:04:15 INFO 0:00:09.690674s elapsed
|
| 350 |
+
|
| 351 |
+
2023-04-21 10:04:15 INFO Epoch 48 / 5000:
|
| 352 |
+
2023-04-21 10:04:23 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 96.13% UR: 94.06% UF: 95.08% P: 96.03% R: 93.96% F: 94.98%
|
| 353 |
+
2023-04-21 10:04:25 INFO dev: loss: 0.1424 - UP: 71.29% UR: 61.99% UF: 66.31% P: 67.37% R: 58.58% F: 62.67%
|
| 354 |
+
2023-04-21 10:04:26 INFO test: loss: 0.1444 - UP: 66.08% UR: 64.74% UF: 65.41% P: 62.01% R: 60.76% F: 61.38%
|
| 355 |
+
2023-04-21 10:04:34 INFO 0:00:10.702829s elapsed (saved)
|
| 356 |
+
|
| 357 |
+
2023-04-21 10:04:34 INFO Epoch 49 / 5000:
|
| 358 |
+
2023-04-21 10:04:43 INFO lr: 4.9510e-05 - loss: 0.0050 - UP: 96.89% UR: 94.30% UF: 95.57% P: 96.80% R: 94.22% F: 95.49%
|
| 359 |
+
2023-04-21 10:04:44 INFO dev: loss: 0.1425 - UP: 69.68% UR: 62.41% UF: 65.84% P: 65.80% R: 58.94% F: 62.18%
|
| 360 |
+
2023-04-21 10:04:46 INFO test: loss: 0.1646 - UP: 64.14% UR: 65.17% UF: 64.65% P: 60.13% R: 61.09% F: 60.61%
|
| 361 |
+
2023-04-21 10:04:46 INFO 0:00:11.390655s elapsed
|
| 362 |
+
|
| 363 |
+
2023-04-21 10:04:46 INFO Epoch 50 / 5000:
|
| 364 |
+
2023-04-21 10:04:54 INFO lr: 4.9500e-05 - loss: 0.0059 - UP: 96.79% UR: 95.12% UF: 95.95% P: 96.72% R: 95.05% F: 95.88%
|
| 365 |
+
2023-04-21 10:04:55 INFO dev: loss: 0.1456 - UP: 70.90% UR: 62.20% UF: 66.26% P: 66.94% R: 58.72% F: 62.56%
|
| 366 |
+
2023-04-21 10:04:56 INFO test: loss: 0.1603 - UP: 65.83% UR: 64.53% UF: 65.17% P: 61.70% R: 60.49% F: 61.09%
|
| 367 |
+
2023-04-21 10:04:56 INFO 0:00:10.337044s elapsed
|
| 368 |
+
|
| 369 |
+
2023-04-21 10:04:56 INFO Epoch 51 / 5000:
|
| 370 |
+
2023-04-21 10:05:04 INFO lr: 4.9490e-05 - loss: 0.0108 - UP: 97.14% UR: 94.87% UF: 95.99% P: 96.59% R: 94.34% F: 95.45%
|
| 371 |
+
2023-04-21 10:05:05 INFO dev: loss: 0.1438 - UP: 71.42% UR: 62.91% UF: 66.89% P: 65.54% R: 57.73% F: 61.39%
|
| 372 |
+
2023-04-21 10:05:06 INFO test: loss: 0.1560 - UP: 65.96% UR: 63.30% UF: 64.60% P: 62.06% R: 59.55% F: 60.78%
|
| 373 |
+
2023-04-21 10:05:06 INFO 0:00:09.766729s elapsed
|
| 374 |
+
|
| 375 |
+
2023-04-21 10:05:06 INFO Epoch 52 / 5000:
|
| 376 |
+
2023-04-21 10:05:14 INFO lr: 4.9480e-05 - loss: 0.0041 - UP: 97.04% UR: 94.52% UF: 95.76% P: 96.71% R: 94.20% F: 95.44%
|
| 377 |
+
2023-04-21 10:05:15 INFO dev: loss: 0.1418 - UP: 71.49% UR: 60.64% UF: 65.62% P: 67.64% R: 57.38% F: 62.09%
|
| 378 |
+
2023-04-21 10:05:16 INFO test: loss: 0.1605 - UP: 65.62% UR: 65.56% UF: 65.59% P: 61.30% R: 61.24% F: 61.27%
|
| 379 |
+
2023-04-21 10:05:16 INFO 0:00:09.921077s elapsed
|
| 380 |
+
|
| 381 |
+
2023-04-21 10:05:16 INFO Epoch 53 / 5000:
|
| 382 |
+
2023-04-21 10:05:24 INFO lr: 4.9470e-05 - loss: 0.0030 - UP: 96.97% UR: 94.90% UF: 95.93% P: 96.75% R: 94.68% F: 95.71%
|
| 383 |
+
2023-04-21 10:05:24 INFO dev: loss: 0.1506 - UP: 67.24% UR: 63.33% UF: 65.23% P: 62.80% R: 59.15% F: 60.92%
|
| 384 |
+
2023-04-21 10:05:25 INFO test: loss: 0.1592 - UP: 61.40% UR: 67.70% UF: 64.40% P: 57.54% R: 63.45% F: 60.35%
|
| 385 |
+
2023-04-21 10:05:25 INFO 0:00:09.372225s elapsed
|
| 386 |
+
|
| 387 |
+
2023-04-21 10:05:25 INFO Epoch 54 / 5000:
|
| 388 |
+
2023-04-21 10:05:33 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 96.59% UR: 94.85% UF: 95.71% P: 96.45% R: 94.71% F: 95.57%
|
| 389 |
+
2023-04-21 10:05:34 INFO dev: loss: 0.1507 - UP: 68.52% UR: 62.06% UF: 65.13% P: 64.21% R: 58.16% F: 61.03%
|
| 390 |
+
2023-04-21 10:05:35 INFO test: loss: 0.1460 - UP: 65.36% UR: 65.68% UF: 65.52% P: 61.70% R: 62.00% F: 61.85%
|
| 391 |
+
2023-04-21 10:05:35 INFO 0:00:09.440258s elapsed
|
| 392 |
+
|
| 393 |
+
2023-04-21 10:05:35 INFO Epoch 55 / 5000:
|
| 394 |
+
2023-04-21 10:05:42 INFO lr: 4.9450e-05 - loss: 0.0091 - UP: 96.84% UR: 95.16% UF: 96.00% P: 96.73% R: 95.05% F: 95.89%
|
| 395 |
+
2023-04-21 10:05:43 INFO dev: loss: 0.1514 - UP: 65.19% UR: 64.68% UF: 64.93% P: 61.04% R: 60.57% F: 60.80%
|
| 396 |
+
2023-04-21 10:05:44 INFO test: loss: 0.1360 - UP: 61.56% UR: 67.76% UF: 64.51% P: 57.77% R: 63.60% F: 60.55%
|
| 397 |
+
2023-04-21 10:05:44 INFO 0:00:09.672878s elapsed
|
| 398 |
+
|
| 399 |
+
2023-04-21 10:05:44 INFO Epoch 56 / 5000:
|
| 400 |
+
2023-04-21 10:05:52 INFO lr: 4.9440e-05 - loss: 0.0033 - UP: 94.47% UR: 92.71% UF: 93.58% P: 94.32% R: 92.56% F: 93.43%
|
| 401 |
+
2023-04-21 10:05:53 INFO dev: loss: 0.1432 - UP: 69.59% UR: 57.45% UF: 62.94% P: 65.21% R: 53.83% F: 58.97%
|
| 402 |
+
2023-04-21 10:05:54 INFO test: loss: 0.1283 - UP: 66.66% UR: 60.22% UF: 63.27% P: 63.35% R: 57.23% F: 60.13%
|
| 403 |
+
2023-04-21 10:05:54 INFO 0:00:09.407298s elapsed
|
| 404 |
+
|
| 405 |
+
2023-04-21 10:05:54 INFO Epoch 57 / 5000:
|
| 406 |
+
2023-04-21 10:06:02 INFO lr: 4.9430e-05 - loss: 0.0173 - UP: 93.49% UR: 88.87% UF: 91.12% P: 93.12% R: 88.52% F: 90.76%
|
| 407 |
+
2023-04-21 10:06:02 INFO dev: loss: 0.1480 - UP: 65.36% UR: 62.48% UF: 63.89% P: 60.68% R: 58.01% F: 59.32%
|
| 408 |
+
2023-04-21 10:06:03 INFO test: loss: 0.1360 - UP: 58.65% UR: 65.62% UF: 61.94% P: 54.65% R: 61.15% F: 57.72%
|
| 409 |
+
2023-04-21 10:06:03 INFO 0:00:09.503139s elapsed
|
| 410 |
+
|
| 411 |
+
2023-04-21 10:06:03 INFO Epoch 58 / 5000:
|
| 412 |
+
2023-04-21 10:06:11 INFO lr: 4.9420e-05 - loss: 0.0104 - UP: 93.36% UR: 88.77% UF: 91.01% P: 93.10% R: 88.52% F: 90.75%
|
| 413 |
+
2023-04-21 10:06:12 INFO dev: loss: 0.1734 - UP: 66.19% UR: 61.91% UF: 63.98% P: 60.80% R: 56.88% F: 58.78%
|
| 414 |
+
2023-04-21 10:06:13 INFO test: loss: 0.1637 - UP: 62.16% UR: 64.74% UF: 63.42% P: 57.95% R: 60.37% F: 59.14%
|
| 415 |
+
2023-04-21 10:06:13 INFO 0:00:09.680983s elapsed
|
| 416 |
+
|
| 417 |
+
2023-04-21 10:06:13 INFO Epoch 59 / 5000:
|
| 418 |
+
2023-04-21 10:06:21 INFO lr: 4.9410e-05 - loss: 0.0112 - UP: 91.71% UR: 84.34% UF: 87.87% P: 90.35% R: 83.10% F: 86.57%
|
| 419 |
+
2023-04-21 10:06:21 INFO dev: loss: 0.1360 - UP: 71.35% UR: 61.63% UF: 66.13% P: 67.00% R: 57.87% F: 62.10%
|
| 420 |
+
2023-04-21 10:06:23 INFO test: loss: 0.1327 - UP: 63.15% UR: 62.90% UF: 63.03% P: 59.94% R: 59.70% F: 59.82%
|
| 421 |
+
2023-04-21 10:06:23 INFO 0:00:09.554991s elapsed
|
| 422 |
+
|
| 423 |
+
2023-04-21 10:06:23 INFO Epoch 60 / 5000:
|
| 424 |
+
2023-04-21 10:06:30 INFO lr: 4.9400e-05 - loss: 0.0007 - UP: 94.92% UR: 90.48% UF: 92.64% P: 94.38% R: 89.97% F: 92.12%
|
| 425 |
+
2023-04-21 10:06:31 INFO dev: loss: 0.1316 - UP: 71.18% UR: 58.51% UF: 64.23% P: 67.73% R: 55.67% F: 61.11%
|
| 426 |
+
2023-04-21 10:06:32 INFO test: loss: 0.1365 - UP: 64.72% UR: 62.51% UF: 63.60% P: 61.12% R: 59.04% F: 60.06%
|
| 427 |
+
2023-04-21 10:06:32 INFO 0:00:09.901003s elapsed
|
| 428 |
+
|
| 429 |
+
2023-04-21 10:06:32 INFO Epoch 61 / 5000:
|
| 430 |
+
2023-04-21 10:06:40 INFO lr: 4.9390e-05 - loss: 0.0093 - UP: 93.63% UR: 88.49% UF: 90.99% P: 93.22% R: 88.10% F: 90.59%
|
| 431 |
+
2023-04-21 10:06:41 INFO dev: loss: 0.1515 - UP: 66.33% UR: 64.96% UF: 65.64% P: 61.62% R: 60.35% F: 60.98%
|
| 432 |
+
2023-04-21 10:06:42 INFO test: loss: 0.1323 - UP: 57.42% UR: 65.41% UF: 61.15% P: 53.60% R: 61.06% F: 57.09%
|
| 433 |
+
2023-04-21 10:06:42 INFO 0:00:09.438642s elapsed
|
| 434 |
+
|
| 435 |
+
2023-04-21 10:06:42 INFO Epoch 62 / 5000:
|
| 436 |
+
2023-04-21 10:06:50 INFO lr: 4.9380e-05 - loss: 0.0071 - UP: 93.06% UR: 88.28% UF: 90.61% P: 92.66% R: 87.90% F: 90.22%
|
| 437 |
+
2023-04-21 10:06:50 INFO dev: loss: 0.1516 - UP: 64.49% UR: 63.76% UF: 64.12% P: 61.48% R: 60.78% F: 61.13%
|
| 438 |
+
2023-04-21 10:06:51 INFO test: loss: 0.1615 - UP: 59.25% UR: 64.38% UF: 61.71% P: 55.64% R: 60.46% F: 57.95%
|
| 439 |
+
2023-04-21 10:06:51 INFO 0:00:09.480714s elapsed
|
| 440 |
+
|
| 441 |
+
2023-04-21 10:06:51 INFO Epoch 63 / 5000:
|
| 442 |
+
2023-04-21 10:06:59 INFO lr: 4.9370e-05 - loss: 0.0063 - UP: 96.51% UR: 92.66% UF: 94.55% P: 96.30% R: 92.46% F: 94.34%
|
| 443 |
+
2023-04-21 10:07:00 INFO dev: loss: 0.1572 - UP: 68.34% UR: 61.84% UF: 64.93% P: 65.13% R: 58.94% F: 61.88%
|
| 444 |
+
2023-04-21 10:07:01 INFO test: loss: 0.1554 - UP: 64.16% UR: 62.57% UF: 63.36% P: 60.23% R: 58.74% F: 59.47%
|
| 445 |
+
2023-04-21 10:07:01 INFO 0:00:09.762875s elapsed
|
| 446 |
+
|
| 447 |
+
2023-04-21 10:07:01 INFO Epoch 64 / 5000:
|
| 448 |
+
2023-04-21 10:07:09 INFO lr: 4.9360e-05 - loss: 0.0032 - UP: 97.09% UR: 94.70% UF: 95.88% P: 96.93% R: 94.56% F: 95.73%
|
| 449 |
+
2023-04-21 10:07:09 INFO dev: loss: 0.1612 - UP: 67.78% UR: 63.12% UF: 65.37% P: 63.52% R: 59.15% F: 61.26%
|
| 450 |
+
2023-04-21 10:07:11 INFO test: loss: 0.1662 - UP: 63.70% UR: 64.78% UF: 64.23% P: 59.69% R: 60.70% F: 60.19%
|
| 451 |
+
2023-04-21 10:07:11 INFO 0:00:09.423758s elapsed
|
| 452 |
+
|
| 453 |
+
2023-04-21 10:07:11 INFO Epoch 65 / 5000:
|
| 454 |
+
2023-04-21 10:07:18 INFO lr: 4.9350e-05 - loss: 0.0029 - UP: 97.49% UR: 95.62% UF: 96.55% P: 97.40% R: 95.53% F: 96.46%
|
| 455 |
+
2023-04-21 10:07:19 INFO dev: loss: 0.1615 - UP: 68.32% UR: 62.70% UF: 65.38% P: 64.68% R: 59.36% F: 61.91%
|
| 456 |
+
2023-04-21 10:07:20 INFO test: loss: 0.1644 - UP: 64.45% UR: 65.23% UF: 64.84% P: 61.05% R: 61.79% F: 61.42%
|
| 457 |
+
2023-04-21 10:07:20 INFO 0:00:09.571581s elapsed
|
| 458 |
+
|
| 459 |
+
2023-04-21 10:07:20 INFO Epoch 66 / 5000:
|
| 460 |
+
2023-04-21 10:07:28 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 97.71% UR: 95.97% UF: 96.83% P: 97.64% R: 95.91% F: 96.77%
|
| 461 |
+
2023-04-21 10:07:29 INFO dev: loss: 0.1641 - UP: 69.36% UR: 62.77% UF: 65.90% P: 65.20% R: 59.01% F: 61.95%
|
| 462 |
+
2023-04-21 10:07:30 INFO test: loss: 0.1720 - UP: 64.40% UR: 64.74% UF: 64.57% P: 61.03% R: 61.36% F: 61.20%
|
| 463 |
+
2023-04-21 10:07:30 INFO 0:00:09.736052s elapsed
|
| 464 |
+
|
| 465 |
+
2023-04-21 10:07:30 INFO Epoch 67 / 5000:
|
| 466 |
+
2023-04-21 10:07:38 INFO lr: 4.9330e-05 - loss: 0.0018 - UP: 97.65% UR: 96.00% UF: 96.82% P: 97.61% R: 95.96% F: 96.78%
|
| 467 |
+
2023-04-21 10:07:38 INFO dev: loss: 0.1559 - UP: 68.57% UR: 64.68% UF: 66.57% P: 65.04% R: 61.35% F: 63.14%
|
| 468 |
+
2023-04-21 10:07:39 INFO test: loss: 0.1715 - UP: 62.87% UR: 65.41% UF: 64.11% P: 59.41% R: 61.82% F: 60.59%
|
| 469 |
+
2023-04-21 10:07:47 INFO 0:00:09.507605s elapsed (saved)
|
| 470 |
+
|
| 471 |
+
2023-04-21 10:07:47 INFO Epoch 68 / 5000:
|
| 472 |
+
2023-04-21 10:07:55 INFO lr: 4.9320e-05 - loss: 0.0030 - UP: 97.97% UR: 96.78% UF: 97.37% P: 97.91% R: 96.72% F: 97.31%
|
| 473 |
+
2023-04-21 10:07:56 INFO dev: loss: 0.1538 - UP: 70.52% UR: 61.91% UF: 65.94% P: 67.29% R: 59.08% F: 62.92%
|
| 474 |
+
2023-04-21 10:07:57 INFO test: loss: 0.1747 - UP: 66.04% UR: 63.87% UF: 64.94% P: 62.64% R: 60.58% F: 61.59%
|
| 475 |
+
2023-04-21 10:07:57 INFO 0:00:10.022272s elapsed
|
| 476 |
+
|
| 477 |
+
2023-04-21 10:07:57 INFO Epoch 69 / 5000:
|
| 478 |
+
2023-04-21 10:08:06 INFO lr: 4.9310e-05 - loss: 0.0036 - UP: 97.79% UR: 97.14% UF: 97.46% P: 97.74% R: 97.09% F: 97.41%
|
| 479 |
+
2023-04-21 10:08:07 INFO dev: loss: 0.1617 - UP: 70.36% UR: 61.28% UF: 65.50% P: 67.18% R: 58.51% F: 62.55%
|
| 480 |
+
2023-04-21 10:08:09 INFO test: loss: 0.1802 - UP: 65.88% UR: 64.41% UF: 65.14% P: 62.24% R: 60.85% F: 61.54%
|
| 481 |
+
2023-04-21 10:08:09 INFO 0:00:11.792038s elapsed
|
| 482 |
+
|
| 483 |
+
2023-04-21 10:08:09 INFO Epoch 70 / 5000:
|
| 484 |
+
2023-04-21 10:08:17 INFO lr: 4.9300e-05 - loss: 0.0038 - UP: 98.20% UR: 96.96% UF: 97.58% P: 98.12% R: 96.88% F: 97.50%
|
| 485 |
+
2023-04-21 10:08:18 INFO dev: loss: 0.1695 - UP: 67.39% UR: 66.10% UF: 66.74% P: 64.14% R: 62.91% F: 63.52%
|
| 486 |
+
2023-04-21 10:08:19 INFO test: loss: 0.1916 - UP: 61.07% UR: 66.25% UF: 63.56% P: 57.29% R: 62.15% F: 59.62%
|
| 487 |
+
2023-04-21 10:08:26 INFO 0:00:09.935005s elapsed (saved)
|
| 488 |
+
|
| 489 |
+
2023-04-21 10:08:26 INFO Epoch 71 / 5000:
|
| 490 |
+
2023-04-21 10:08:34 INFO lr: 4.9290e-05 - loss: 0.0025 - UP: 97.93% UR: 97.07% UF: 97.50% P: 97.88% R: 97.02% F: 97.45%
|
| 491 |
+
2023-04-21 10:08:35 INFO dev: loss: 0.1707 - UP: 67.30% UR: 65.82% UF: 66.55% P: 63.74% R: 62.34% F: 63.03%
|
| 492 |
+
2023-04-21 10:08:36 INFO test: loss: 0.1869 - UP: 61.70% UR: 66.92% UF: 64.21% P: 57.81% R: 62.69% F: 60.15%
|
| 493 |
+
2023-04-21 10:08:36 INFO 0:00:09.949807s elapsed
|
| 494 |
+
|
| 495 |
+
2023-04-21 10:08:36 INFO Epoch 72 / 5000:
|
| 496 |
+
2023-04-21 10:08:45 INFO lr: 4.9280e-05 - loss: 0.0006 - UP: 98.34% UR: 97.47% UF: 97.90% P: 98.29% R: 97.42% F: 97.85%
|
| 497 |
+
2023-04-21 10:08:46 INFO dev: loss: 0.1743 - UP: 71.14% UR: 62.41% UF: 66.49% P: 67.18% R: 58.94% F: 62.79%
|
| 498 |
+
2023-04-21 10:08:48 INFO test: loss: 0.1906 - UP: 66.71% UR: 63.21% UF: 64.91% P: 63.01% R: 59.70% F: 61.31%
|
| 499 |
+
2023-04-21 10:08:48 INFO 0:00:11.790339s elapsed
|
| 500 |
+
|
| 501 |
+
2023-04-21 10:08:48 INFO Epoch 73 / 5000:
|
| 502 |
+
2023-04-21 10:08:56 INFO lr: 4.9270e-05 - loss: 0.0002 - UP: 98.34% UR: 97.55% UF: 97.94% P: 98.29% R: 97.50% F: 97.89%
|
| 503 |
+
2023-04-21 10:08:57 INFO dev: loss: 0.1728 - UP: 70.87% UR: 62.98% UF: 66.69% P: 67.20% R: 59.72% F: 63.24%
|
| 504 |
+
2023-04-21 10:08:58 INFO test: loss: 0.1928 - UP: 66.23% UR: 64.35% UF: 65.28% P: 62.41% R: 60.64% F: 61.51%
|
| 505 |
+
2023-04-21 10:08:58 INFO 0:00:09.935118s elapsed
|
| 506 |
+
|
| 507 |
+
2023-04-21 10:08:58 INFO Epoch 74 / 5000:
|
| 508 |
+
2023-04-21 10:09:06 INFO lr: 4.9260e-05 - loss: 0.0007 - UP: 98.57% UR: 97.67% UF: 98.12% P: 98.54% R: 97.64% F: 98.09%
|
| 509 |
+
2023-04-21 10:09:07 INFO dev: loss: 0.1770 - UP: 69.43% UR: 64.26% UF: 66.74% P: 65.75% R: 60.85% F: 63.20%
|
| 510 |
+
2023-04-21 10:09:08 INFO test: loss: 0.1966 - UP: 64.19% UR: 65.62% UF: 64.90% P: 60.26% R: 61.61% F: 60.93%
|
| 511 |
+
2023-04-21 10:09:08 INFO 0:00:09.661514s elapsed
|
| 512 |
+
|
| 513 |
+
2023-04-21 10:09:08 INFO Epoch 75 / 5000:
|
| 514 |
+
2023-04-21 10:09:15 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 98.45% UR: 97.76% UF: 98.10% P: 98.38% R: 97.69% F: 98.03%
|
| 515 |
+
2023-04-21 10:09:16 INFO dev: loss: 0.1794 - UP: 70.10% UR: 62.20% UF: 65.92% P: 66.75% R: 59.22% F: 62.76%
|
| 516 |
+
2023-04-21 10:09:17 INFO test: loss: 0.1896 - UP: 66.39% UR: 64.81% UF: 65.59% P: 62.93% R: 61.42% F: 62.17%
|
| 517 |
+
2023-04-21 10:09:17 INFO 0:00:09.488275s elapsed
|
| 518 |
+
|
| 519 |
+
2023-04-21 10:09:17 INFO Epoch 76 / 5000:
|
| 520 |
+
2023-04-21 10:09:25 INFO lr: 4.9240e-05 - loss: 0.0007 - UP: 98.54% UR: 97.70% UF: 98.12% P: 98.44% R: 97.60% F: 98.02%
|
| 521 |
+
2023-04-21 10:09:26 INFO dev: loss: 0.1814 - UP: 69.74% UR: 62.77% UF: 66.07% P: 66.27% R: 59.65% F: 62.78%
|
| 522 |
+
2023-04-21 10:09:27 INFO test: loss: 0.1933 - UP: 65.36% UR: 64.29% UF: 64.82% P: 62.10% R: 61.09% F: 61.59%
|
| 523 |
+
2023-04-21 10:09:27 INFO 0:00:09.511313s elapsed
|
| 524 |
+
|
| 525 |
+
2023-04-21 10:09:27 INFO Epoch 77 / 5000:
|
| 526 |
+
2023-04-21 10:09:35 INFO lr: 4.9230e-05 - loss: 0.0025 - UP: 98.30% UR: 97.72% UF: 98.01% P: 98.26% R: 97.68% F: 97.97%
|
| 527 |
+
2023-04-21 10:09:35 INFO dev: loss: 0.1775 - UP: 70.31% UR: 62.98% UF: 66.44% P: 67.30% R: 60.28% F: 63.60%
|
| 528 |
+
2023-04-21 10:09:37 INFO test: loss: 0.1905 - UP: 65.59% UR: 64.62% UF: 65.11% P: 62.29% R: 61.36% F: 61.82%
|
| 529 |
+
2023-04-21 10:09:44 INFO 0:00:09.868212s elapsed (saved)
|
| 530 |
+
|
| 531 |
+
2023-04-21 10:09:44 INFO Epoch 78 / 5000:
|
| 532 |
+
2023-04-21 10:09:52 INFO lr: 4.9220e-05 - loss: 0.0010 - UP: 98.67% UR: 97.95% UF: 98.31% P: 98.62% R: 97.90% F: 98.26%
|
| 533 |
+
2023-04-21 10:09:53 INFO dev: loss: 0.1854 - UP: 69.01% UR: 64.75% UF: 66.81% P: 65.53% R: 61.49% F: 63.45%
|
| 534 |
+
2023-04-21 10:09:54 INFO test: loss: 0.2001 - UP: 62.59% UR: 66.65% UF: 64.55% P: 59.18% R: 63.02% F: 61.04%
|
| 535 |
+
2023-04-21 10:09:54 INFO 0:00:09.892789s elapsed
|
| 536 |
+
|
| 537 |
+
2023-04-21 10:09:54 INFO Epoch 79 / 5000:
|
| 538 |
+
2023-04-21 10:10:02 INFO lr: 4.9210e-05 - loss: 0.0017 - UP: 98.84% UR: 97.72% UF: 98.27% P: 98.81% R: 97.69% F: 98.24%
|
| 539 |
+
2023-04-21 10:10:02 INFO dev: loss: 0.1797 - UP: 68.94% UR: 64.40% UF: 66.59% P: 65.83% R: 61.49% F: 63.59%
|
| 540 |
+
2023-04-21 10:10:04 INFO test: loss: 0.1944 - UP: 63.86% UR: 67.04% UF: 65.41% P: 60.38% R: 63.39% F: 61.85%
|
| 541 |
+
2023-04-21 10:10:04 INFO 0:00:10.021711s elapsed
|
| 542 |
+
|
| 543 |
+
2023-04-21 10:10:04 INFO Epoch 80 / 5000:
|
| 544 |
+
2023-04-21 10:10:12 INFO lr: 4.9200e-05 - loss: 0.0010 - UP: 98.62% UR: 98.08% UF: 98.35% P: 98.60% R: 98.06% F: 98.33%
|
| 545 |
+
2023-04-21 10:10:12 INFO dev: loss: 0.1809 - UP: 70.34% UR: 64.75% UF: 67.43% P: 66.33% R: 61.06% F: 63.59%
|
| 546 |
+
2023-04-21 10:10:14 INFO test: loss: 0.1975 - UP: 64.16% UR: 65.71% UF: 64.93% P: 60.65% R: 62.12% F: 61.38%
|
| 547 |
+
2023-04-21 10:10:14 INFO 0:00:09.943277s elapsed
|
| 548 |
+
|
| 549 |
+
2023-04-21 10:10:14 INFO Epoch 81 / 5000:
|
| 550 |
+
2023-04-21 10:10:22 INFO lr: 4.9190e-05 - loss: 0.0015 - UP: 98.85% UR: 98.12% UF: 98.48% P: 98.77% R: 98.04% F: 98.40%
|
| 551 |
+
2023-04-21 10:10:23 INFO dev: loss: 0.1824 - UP: 71.10% UR: 63.69% UF: 67.19% P: 67.06% R: 60.07% F: 63.37%
|
| 552 |
+
2023-04-21 10:10:24 INFO test: loss: 0.1862 - UP: 64.92% UR: 64.74% UF: 64.83% P: 61.23% R: 61.06% F: 61.15%
|
| 553 |
+
2023-04-21 10:10:24 INFO 0:00:10.041156s elapsed
|
| 554 |
+
|
| 555 |
+
2023-04-21 10:10:24 INFO Epoch 82 / 5000:
|
| 556 |
+
2023-04-21 10:10:31 INFO lr: 4.9180e-05 - loss: 0.0025 - UP: 97.76% UR: 96.46% UF: 97.10% P: 97.68% R: 96.38% F: 97.02%
|
| 557 |
+
2023-04-21 10:10:32 INFO dev: loss: 0.1793 - UP: 71.16% UR: 62.48% UF: 66.54% P: 66.88% R: 58.72% F: 62.54%
|
| 558 |
+
2023-04-21 10:10:33 INFO test: loss: 0.1847 - UP: 63.55% UR: 64.14% UF: 63.84% P: 59.81% R: 60.37% F: 60.09%
|
| 559 |
+
2023-04-21 10:10:33 INFO 0:00:09.459742s elapsed
|
| 560 |
+
|
| 561 |
+
2023-04-21 10:10:33 INFO Epoch 83 / 5000:
|
| 562 |
+
2023-04-21 10:10:41 INFO lr: 4.9170e-05 - loss: 0.0019 - UP: 98.08% UR: 97.64% UF: 97.86% P: 98.04% R: 97.60% F: 97.82%
|
| 563 |
+
2023-04-21 10:10:42 INFO dev: loss: 0.1850 - UP: 71.05% UR: 65.11% UF: 67.95% P: 66.80% R: 61.21% F: 63.88%
|
| 564 |
+
2023-04-21 10:10:43 INFO test: loss: 0.1870 - UP: 63.80% UR: 66.98% UF: 65.35% P: 60.24% R: 63.24% F: 61.70%
|
| 565 |
+
2023-04-21 10:10:50 INFO 0:00:09.484071s elapsed (saved)
|
| 566 |
+
|
| 567 |
+
2023-04-21 10:10:50 INFO Epoch 84 / 5000:
|
| 568 |
+
2023-04-21 10:10:58 INFO lr: 4.9160e-05 - loss: 0.0017 - UP: 97.92% UR: 96.70% UF: 97.31% P: 97.85% R: 96.63% F: 97.24%
|
| 569 |
+
2023-04-21 10:10:59 INFO dev: loss: 0.1633 - UP: 70.30% UR: 64.96% UF: 67.53% P: 65.16% R: 60.21% F: 62.59%
|
| 570 |
+
2023-04-21 10:11:00 INFO test: loss: 0.1591 - UP: 63.10% UR: 66.22% UF: 64.62% P: 59.22% R: 62.15% F: 60.65%
|
| 571 |
+
2023-04-21 10:11:00 INFO 0:00:09.335663s elapsed
|
| 572 |
+
|
| 573 |
+
2023-04-21 10:11:00 INFO Epoch 85 / 5000:
|
| 574 |
+
2023-04-21 10:11:08 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 98.23% UR: 97.23% UF: 97.72% P: 98.14% R: 97.14% F: 97.63%
|
| 575 |
+
2023-04-21 10:11:09 INFO dev: loss: 0.1888 - UP: 70.51% UR: 66.31% UF: 68.35% P: 65.99% R: 62.06% F: 63.96%
|
| 576 |
+
2023-04-21 10:11:10 INFO test: loss: 0.1749 - UP: 63.19% UR: 67.52% UF: 65.29% P: 59.44% R: 63.51% F: 61.40%
|
| 577 |
+
2023-04-21 10:11:18 INFO 0:00:10.645726s elapsed (saved)
|
| 578 |
+
|
| 579 |
+
2023-04-21 10:11:18 INFO Epoch 86 / 5000:
|
| 580 |
+
2023-04-21 10:11:26 INFO lr: 4.9140e-05 - loss: 0.0004 - UP: 98.65% UR: 98.26% UF: 98.46% P: 98.60% R: 98.21% F: 98.41%
|
| 581 |
+
2023-04-21 10:11:27 INFO dev: loss: 0.1983 - UP: 69.45% UR: 67.87% UF: 68.65% P: 64.22% R: 62.77% F: 63.49%
|
| 582 |
+
2023-04-21 10:11:28 INFO test: loss: 0.1926 - UP: 62.86% UR: 68.25% UF: 65.44% P: 59.27% R: 64.35% F: 61.71%
|
| 583 |
+
2023-04-21 10:11:28 INFO 0:00:10.095513s elapsed
|
| 584 |
+
|
| 585 |
+
2023-04-21 10:11:28 INFO Epoch 87 / 5000:
|
| 586 |
+
2023-04-21 10:11:36 INFO lr: 4.9130e-05 - loss: 0.0022 - UP: 98.65% UR: 97.83% UF: 98.24% P: 98.60% R: 97.78% F: 98.19%
|
| 587 |
+
2023-04-21 10:11:37 INFO dev: loss: 0.1999 - UP: 71.32% UR: 64.54% UF: 67.76% P: 66.61% R: 60.28% F: 63.29%
|
| 588 |
+
2023-04-21 10:11:38 INFO test: loss: 0.1796 - UP: 65.05% UR: 65.35% UF: 65.20% P: 61.30% R: 61.58% F: 61.44%
|
| 589 |
+
2023-04-21 10:11:38 INFO 0:00:10.579566s elapsed
|
| 590 |
+
|
| 591 |
+
2023-04-21 10:11:38 INFO Epoch 88 / 5000:
|
| 592 |
+
2023-04-21 10:11:46 INFO lr: 4.9120e-05 - loss: 0.0009 - UP: 98.74% UR: 98.16% UF: 98.44% P: 98.69% R: 98.11% F: 98.39%
|
| 593 |
+
2023-04-21 10:11:47 INFO dev: loss: 0.1810 - UP: 69.40% UR: 64.82% UF: 67.03% P: 65.60% R: 61.28% F: 63.37%
|
| 594 |
+
2023-04-21 10:11:48 INFO test: loss: 0.1891 - UP: 63.31% UR: 67.13% UF: 65.16% P: 59.46% R: 63.05% F: 61.21%
|
| 595 |
+
2023-04-21 10:11:48 INFO 0:00:10.040813s elapsed
|
| 596 |
+
|
| 597 |
+
2023-04-21 10:11:48 INFO Epoch 89 / 5000:
|
| 598 |
+
2023-04-21 10:11:56 INFO lr: 4.9110e-05 - loss: 0.0038 - UP: 98.72% UR: 98.21% UF: 98.46% P: 98.31% R: 97.80% F: 98.05%
|
| 599 |
+
2023-04-21 10:11:57 INFO dev: loss: 0.2069 - UP: 69.29% UR: 61.91% UF: 65.39% P: 64.13% R: 57.30% F: 60.52%
|
| 600 |
+
2023-04-21 10:11:58 INFO test: loss: 0.2003 - UP: 63.05% UR: 66.34% UF: 64.66% P: 59.29% R: 62.39% F: 60.80%
|
| 601 |
+
2023-04-21 10:11:58 INFO 0:00:09.585086s elapsed
|
| 602 |
+
|
| 603 |
+
2023-04-21 10:11:58 INFO Epoch 90 / 5000:
|
| 604 |
+
2023-04-21 10:12:06 INFO lr: 4.9100e-05 - loss: 0.0066 - UP: 97.29% UR: 96.12% UF: 96.70% P: 96.70% R: 95.54% F: 96.12%
|
| 605 |
+
2023-04-21 10:12:06 INFO dev: loss: 0.1594 - UP: 69.53% UR: 61.99% UF: 65.54% P: 64.52% R: 57.52% F: 60.82%
|
| 606 |
+
2023-04-21 10:12:08 INFO test: loss: 0.1628 - UP: 65.00% UR: 66.31% UF: 65.65% P: 61.04% R: 62.27% F: 61.65%
|
| 607 |
+
2023-04-21 10:12:08 INFO 0:00:09.666884s elapsed
|
| 608 |
+
|
| 609 |
+
2023-04-21 10:12:08 INFO Epoch 91 / 5000:
|
| 610 |
+
2023-04-21 10:12:15 INFO lr: 4.9090e-05 - loss: 0.0041 - UP: 98.48% UR: 97.32% UF: 97.89% P: 98.20% R: 97.05% F: 97.62%
|
| 611 |
+
2023-04-21 10:12:16 INFO dev: loss: 0.2074 - UP: 66.79% UR: 61.77% UF: 64.19% P: 61.50% R: 56.88% F: 59.10%
|
| 612 |
+
2023-04-21 10:12:17 INFO test: loss: 0.1648 - UP: 62.90% UR: 66.47% UF: 64.63% P: 59.30% R: 62.66% F: 60.93%
|
| 613 |
+
2023-04-21 10:12:17 INFO 0:00:09.396662s elapsed
|
| 614 |
+
|
| 615 |
+
2023-04-21 10:12:17 INFO Epoch 92 / 5000:
|
| 616 |
+
2023-04-21 10:12:25 INFO lr: 4.9080e-05 - loss: 0.0084 - UP: 92.24% UR: 90.82% UF: 91.52% P: 91.87% R: 90.45% F: 91.15%
|
| 617 |
+
2023-04-21 10:12:26 INFO dev: loss: 0.1571 - UP: 70.70% UR: 59.72% UF: 64.74% P: 65.32% R: 55.18% F: 59.82%
|
| 618 |
+
2023-04-21 10:12:27 INFO test: loss: 0.1541 - UP: 67.22% UR: 63.63% UF: 65.37% P: 63.74% R: 60.34% F: 61.99%
|
| 619 |
+
2023-04-21 10:12:27 INFO 0:00:09.781316s elapsed
|
| 620 |
+
|
| 621 |
+
2023-04-21 10:12:27 INFO Epoch 93 / 5000:
|
| 622 |
+
2023-04-21 10:12:35 INFO lr: 4.9070e-05 - loss: 0.0081 - UP: 96.02% UR: 91.52% UF: 93.72% P: 95.38% R: 90.91% F: 93.09%
|
| 623 |
+
2023-04-21 10:12:35 INFO dev: loss: 0.1520 - UP: 74.21% UR: 56.74% UF: 64.31% P: 70.04% R: 53.55% F: 60.69%
|
| 624 |
+
2023-04-21 10:12:36 INFO test: loss: 0.1567 - UP: 69.72% UR: 58.65% UF: 63.70% P: 66.06% R: 55.57% F: 60.36%
|
| 625 |
+
2023-04-21 10:12:36 INFO 0:00:09.386946s elapsed
|
| 626 |
+
|
| 627 |
+
2023-04-21 10:12:36 INFO Epoch 94 / 5000:
|
| 628 |
+
2023-04-21 10:12:44 INFO lr: 4.9060e-05 - loss: 0.0079 - UP: 91.03% UR: 83.31% UF: 87.00% P: 90.39% R: 82.72% F: 86.38%
|
| 629 |
+
2023-04-21 10:12:45 INFO dev: loss: 0.1702 - UP: 66.46% UR: 60.43% UF: 63.30% P: 62.95% R: 57.23% F: 59.96%
|
| 630 |
+
2023-04-21 10:12:46 INFO test: loss: 0.1658 - UP: 61.34% UR: 63.51% UF: 62.41% P: 58.25% R: 60.31% F: 59.26%
|
| 631 |
+
2023-04-21 10:12:46 INFO 0:00:09.541574s elapsed
|
| 632 |
+
|
| 633 |
+
2023-04-21 10:12:46 INFO Epoch 95 / 5000:
|
| 634 |
+
2023-04-21 10:12:54 INFO lr: 4.9050e-05 - loss: 0.0053 - UP: 93.29% UR: 88.07% UF: 90.61% P: 92.84% R: 87.64% F: 90.17%
|
| 635 |
+
2023-04-21 10:12:54 INFO dev: loss: 0.1690 - UP: 68.55% UR: 61.84% UF: 65.03% P: 64.86% R: 58.51% F: 61.52%
|
| 636 |
+
2023-04-21 10:12:55 INFO test: loss: 0.1598 - UP: 62.82% UR: 62.84% UF: 62.83% P: 59.26% R: 59.28% F: 59.27%
|
| 637 |
+
2023-04-21 10:12:55 INFO 0:00:09.830061s elapsed
|
| 638 |
+
|
| 639 |
+
2023-04-21 10:12:55 INFO Epoch 96 / 5000:
|
| 640 |
+
2023-04-21 10:13:03 INFO lr: 4.9040e-05 - loss: 0.0107 - UP: 95.84% UR: 93.66% UF: 94.73% P: 95.40% R: 93.23% F: 94.30%
|
| 641 |
+
2023-04-21 10:13:04 INFO dev: loss: 0.1524 - UP: 68.52% UR: 61.13% UF: 64.62% P: 64.31% R: 57.38% F: 60.64%
|
| 642 |
+
2023-04-21 10:13:05 INFO test: loss: 0.1674 - UP: 64.80% UR: 63.57% UF: 64.18% P: 60.98% R: 59.82% F: 60.40%
|
| 643 |
+
2023-04-21 10:13:05 INFO 0:00:09.515681s elapsed
|
| 644 |
+
|
| 645 |
+
2023-04-21 10:13:05 INFO Epoch 97 / 5000:
|
| 646 |
+
2023-04-21 10:13:13 INFO lr: 4.9030e-05 - loss: 0.0020 - UP: 97.46% UR: 94.27% UF: 95.84% P: 97.11% R: 93.93% F: 95.49%
|
| 647 |
+
2023-04-21 10:13:13 INFO dev: loss: 0.1527 - UP: 67.97% UR: 64.26% UF: 66.06% P: 63.77% R: 60.28% F: 61.98%
|
| 648 |
+
2023-04-21 10:13:15 INFO test: loss: 0.1732 - UP: 63.70% UR: 66.68% UF: 65.15% P: 60.29% R: 63.12% F: 61.67%
|
| 649 |
+
2023-04-21 10:13:15 INFO 0:00:09.510255s elapsed
|
| 650 |
+
|
| 651 |
+
2023-04-21 10:13:15 INFO Epoch 98 / 5000:
|
| 652 |
+
2023-04-21 10:13:22 INFO lr: 4.9020e-05 - loss: 0.0036 - UP: 97.83% UR: 96.91% UF: 97.36% P: 97.75% R: 96.83% F: 97.28%
|
| 653 |
+
2023-04-21 10:13:23 INFO dev: loss: 0.1613 - UP: 67.05% UR: 65.53% UF: 66.28% P: 63.06% R: 61.63% F: 62.34%
|
| 654 |
+
2023-04-21 10:13:24 INFO test: loss: 0.1839 - UP: 62.98% UR: 67.73% UF: 65.27% P: 59.30% R: 63.78% F: 61.46%
|
| 655 |
+
2023-04-21 10:13:24 INFO 0:00:09.581881s elapsed
|
| 656 |
+
|
| 657 |
+
2023-04-21 10:13:24 INFO Epoch 99 / 5000:
|
| 658 |
+
2023-04-21 10:13:32 INFO lr: 4.9010e-05 - loss: 0.0018 - UP: 98.18% UR: 96.64% UF: 97.40% P: 98.02% R: 96.49% F: 97.25%
|
| 659 |
+
2023-04-21 10:13:32 INFO dev: loss: 0.1576 - UP: 68.88% UR: 64.68% UF: 66.72% P: 64.95% R: 60.99% F: 62.91%
|
| 660 |
+
2023-04-21 10:13:34 INFO test: loss: 0.1922 - UP: 64.23% UR: 67.04% UF: 65.60% P: 60.58% R: 63.24% F: 61.88%
|
| 661 |
+
2023-04-21 10:13:34 INFO 0:00:09.410469s elapsed
|
| 662 |
+
|
| 663 |
+
2023-04-21 10:13:34 INFO Epoch 100 / 5000:
|
| 664 |
+
2023-04-21 10:13:41 INFO lr: 4.9000e-05 - loss: 0.0029 - UP: 97.80% UR: 96.82% UF: 97.31% P: 97.75% R: 96.77% F: 97.26%
|
| 665 |
+
2023-04-21 10:13:42 INFO dev: loss: 0.1837 - UP: 67.37% UR: 65.46% UF: 66.40% P: 62.99% R: 61.21% F: 62.09%
|
| 666 |
+
2023-04-21 10:13:43 INFO test: loss: 0.2148 - UP: 61.77% UR: 68.04% UF: 64.75% P: 58.26% R: 64.17% F: 61.07%
|
| 667 |
+
2023-04-21 10:13:43 INFO 0:00:09.577900s elapsed
|
| 668 |
+
|
| 669 |
+
2023-04-21 10:13:43 INFO Epoch 101 / 5000:
|
| 670 |
+
2023-04-21 10:13:51 INFO lr: 4.8990e-05 - loss: 0.0067 - UP: 98.27% UR: 96.76% UF: 97.51% P: 98.17% R: 96.66% F: 97.41%
|
| 671 |
+
2023-04-21 10:13:51 INFO dev: loss: 0.1809 - UP: 73.21% UR: 60.85% UF: 66.46% P: 69.03% R: 57.38% F: 62.66%
|
| 672 |
+
2023-04-21 10:13:53 INFO test: loss: 0.1830 - UP: 69.59% UR: 63.15% UF: 66.21% P: 65.90% R: 59.79% F: 62.70%
|
| 673 |
+
2023-04-21 10:13:53 INFO 0:00:09.423279s elapsed
|
| 674 |
+
|
| 675 |
+
2023-04-21 10:13:53 INFO Epoch 102 / 5000:
|
| 676 |
+
2023-04-21 10:14:00 INFO lr: 4.8980e-05 - loss: 0.0047 - UP: 96.63% UR: 93.96% UF: 95.27% P: 96.53% R: 93.87% F: 95.18%
|
| 677 |
+
2023-04-21 10:14:01 INFO dev: loss: 0.1614 - UP: 71.18% UR: 63.05% UF: 66.87% P: 67.25% R: 59.57% F: 63.18%
|
| 678 |
+
2023-04-21 10:14:02 INFO test: loss: 0.1698 - UP: 64.35% UR: 62.81% UF: 63.57% P: 59.83% R: 58.41% F: 59.11%
|
| 679 |
+
2023-04-21 10:14:02 INFO 0:00:09.475484s elapsed
|
| 680 |
+
|
| 681 |
+
2023-04-21 10:14:02 INFO Epoch 103 / 5000:
|
| 682 |
+
2023-04-21 10:14:10 INFO lr: 4.8970e-05 - loss: 0.0047 - UP: 97.11% UR: 95.80% UF: 96.45% P: 96.99% R: 95.68% F: 96.33%
|
| 683 |
+
2023-04-21 10:14:11 INFO dev: loss: 0.1696 - UP: 69.98% UR: 64.47% UF: 67.11% P: 65.05% R: 59.93% F: 62.38%
|
| 684 |
+
2023-04-21 10:14:12 INFO test: loss: 0.1651 - UP: 63.07% UR: 64.96% UF: 64.00% P: 59.00% R: 60.76% F: 59.87%
|
| 685 |
+
2023-04-21 10:14:12 INFO 0:00:09.844868s elapsed
|
| 686 |
+
|
| 687 |
+
2023-04-21 10:14:12 INFO Epoch 104 / 5000:
|
| 688 |
+
2023-04-21 10:14:20 INFO lr: 4.8960e-05 - loss: 0.0014 - UP: 95.84% UR: 94.82% UF: 95.33% P: 95.63% R: 94.62% F: 95.12%
|
| 689 |
+
2023-04-21 10:14:20 INFO dev: loss: 0.1770 - UP: 65.86% UR: 65.39% UF: 65.62% P: 61.29% R: 60.85% F: 61.07%
|
| 690 |
+
2023-04-21 10:14:21 INFO test: loss: 0.1783 - UP: 61.23% UR: 68.64% UF: 64.72% P: 57.14% R: 64.05% F: 60.40%
|
| 691 |
+
2023-04-21 10:14:21 INFO 0:00:09.401734s elapsed
|
| 692 |
+
|
| 693 |
+
2023-04-21 10:14:21 INFO Epoch 105 / 5000:
|
| 694 |
+
2023-04-21 10:14:29 INFO lr: 4.8950e-05 - loss: 0.0008 - UP: 97.36% UR: 95.99% UF: 96.67% P: 97.11% R: 95.74% F: 96.42%
|
| 695 |
+
2023-04-21 10:14:30 INFO dev: loss: 0.1597 - UP: 70.00% UR: 63.05% UF: 66.34% P: 65.98% R: 59.43% F: 62.54%
|
| 696 |
+
2023-04-21 10:14:31 INFO test: loss: 0.1679 - UP: 65.82% UR: 64.87% UF: 65.34% P: 62.30% R: 61.39% F: 61.84%
|
| 697 |
+
2023-04-21 10:14:31 INFO 0:00:09.540182s elapsed
|
| 698 |
+
|
| 699 |
+
2023-04-21 10:14:31 INFO Epoch 106 / 5000:
|
| 700 |
+
2023-04-21 10:14:39 INFO lr: 4.8940e-05 - loss: 0.0067 - UP: 96.55% UR: 93.76% UF: 95.13% P: 96.43% R: 93.64% F: 95.01%
|
| 701 |
+
2023-04-21 10:14:39 INFO dev: loss: 0.1724 - UP: 69.21% UR: 62.48% UF: 65.67% P: 64.26% R: 58.01% F: 60.98%
|
| 702 |
+
2023-04-21 10:14:40 INFO test: loss: 0.1580 - UP: 63.75% UR: 64.50% UF: 64.13% P: 59.67% R: 60.37% F: 60.02%
|
| 703 |
+
2023-04-21 10:14:40 INFO 0:00:09.702803s elapsed
|
| 704 |
+
|
| 705 |
+
2023-04-21 10:14:40 INFO Epoch 107 / 5000:
|
| 706 |
+
2023-04-21 10:14:48 INFO lr: 4.8930e-05 - loss: 0.0088 - UP: 97.32% UR: 95.63% UF: 96.47% P: 97.22% R: 95.53% F: 96.37%
|
| 707 |
+
2023-04-21 10:14:49 INFO dev: loss: 0.1754 - UP: 66.74% UR: 64.33% UF: 65.51% P: 62.99% R: 60.71% F: 61.83%
|
| 708 |
+
2023-04-21 10:14:50 INFO test: loss: 0.1779 - UP: 62.36% UR: 66.16% UF: 64.21% P: 59.00% R: 62.60% F: 60.75%
|
| 709 |
+
2023-04-21 10:14:50 INFO 0:00:09.482974s elapsed
|
| 710 |
+
|
| 711 |
+
2023-04-21 10:14:50 INFO Epoch 108 / 5000:
|
| 712 |
+
2023-04-21 10:14:58 INFO lr: 4.8920e-05 - loss: 0.0055 - UP: 98.04% UR: 96.99% UF: 97.51% P: 98.00% R: 96.95% F: 97.47%
|
| 713 |
+
2023-04-21 10:14:58 INFO dev: loss: 0.1856 - UP: 69.25% UR: 63.26% UF: 66.12% P: 65.22% R: 59.57% F: 62.27%
|
| 714 |
+
2023-04-21 10:14:59 INFO test: loss: 0.1805 - UP: 65.32% UR: 65.77% UF: 65.54% P: 61.60% R: 62.03% F: 61.81%
|
| 715 |
+
2023-04-21 10:14:59 INFO 0:00:09.521658s elapsed
|
| 716 |
+
|
| 717 |
+
2023-04-21 10:14:59 INFO Epoch 109 / 5000:
|
| 718 |
+
2023-04-21 10:15:07 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 98.42% UR: 97.80% UF: 98.11% P: 98.31% R: 97.69% F: 98.00%
|
| 719 |
+
2023-04-21 10:15:08 INFO dev: loss: 0.1919 - UP: 66.31% UR: 66.03% UF: 66.17% P: 62.46% R: 62.20% F: 62.33%
|
| 720 |
+
2023-04-21 10:15:09 INFO test: loss: 0.1979 - UP: 61.62% UR: 67.46% UF: 64.41% P: 58.06% R: 63.57% F: 60.69%
|
| 721 |
+
2023-04-21 10:15:09 INFO 0:00:09.669190s elapsed
|
| 722 |
+
|
| 723 |
+
2023-04-21 10:15:09 INFO Epoch 110 / 5000:
|
| 724 |
+
2023-04-21 10:15:17 INFO lr: 4.8900e-05 - loss: 0.0039 - UP: 98.68% UR: 98.09% UF: 98.38% P: 98.65% R: 98.06% F: 98.35%
|
| 725 |
+
2023-04-21 10:15:18 INFO dev: loss: 0.1891 - UP: 68.36% UR: 66.03% UF: 67.17% P: 64.61% R: 62.41% F: 63.49%
|
| 726 |
+
2023-04-21 10:15:19 INFO test: loss: 0.1957 - UP: 63.42% UR: 66.92% UF: 65.12% P: 59.55% R: 62.84% F: 61.15%
|
| 727 |
+
2023-04-21 10:15:19 INFO 0:00:09.489421s elapsed
|
| 728 |
+
|
| 729 |
+
2023-04-21 10:15:19 INFO Epoch 111 / 5000:
|
| 730 |
+
2023-04-21 10:15:27 INFO lr: 4.8890e-05 - loss: 0.0018 - UP: 98.98% UR: 98.35% UF: 98.66% P: 98.91% R: 98.28% F: 98.59%
|
| 731 |
+
2023-04-21 10:15:27 INFO dev: loss: 0.1923 - UP: 69.06% UR: 63.48% UF: 66.15% P: 65.59% R: 60.28% F: 62.82%
|
| 732 |
+
2023-04-21 10:15:28 INFO test: loss: 0.1974 - UP: 65.72% UR: 66.31% UF: 66.02% P: 61.80% R: 62.36% F: 62.08%
|
| 733 |
+
2023-04-21 10:15:28 INFO 0:00:09.784781s elapsed
|
| 734 |
+
|
| 735 |
+
2023-04-21 10:15:28 INFO Epoch 112 / 5000:
|
| 736 |
+
2023-04-21 10:15:36 INFO lr: 4.8880e-05 - loss: 0.0023 - UP: 98.59% UR: 98.03% UF: 98.30% P: 98.55% R: 97.99% F: 98.26%
|
| 737 |
+
2023-04-21 10:15:37 INFO dev: loss: 0.1849 - UP: 67.27% UR: 66.17% UF: 66.71% P: 63.30% R: 62.27% F: 62.78%
|
| 738 |
+
2023-04-21 10:15:38 INFO test: loss: 0.1836 - UP: 60.22% UR: 67.94% UF: 63.85% P: 56.37% R: 63.60% F: 59.76%
|
| 739 |
+
2023-04-21 10:15:38 INFO 0:00:09.454483s elapsed
|
| 740 |
+
|
| 741 |
+
2023-04-21 10:15:38 INFO Epoch 113 / 5000:
|
| 742 |
+
2023-04-21 10:15:46 INFO lr: 4.8870e-05 - loss: 0.0005 - UP: 98.31% UR: 97.74% UF: 98.02% P: 98.22% R: 97.65% F: 97.93%
|
| 743 |
+
2023-04-21 10:15:46 INFO dev: loss: 0.1909 - UP: 68.08% UR: 64.75% UF: 66.38% P: 64.65% R: 61.49% F: 63.03%
|
| 744 |
+
2023-04-21 10:15:47 INFO test: loss: 0.1911 - UP: 63.55% UR: 67.04% UF: 65.25% P: 59.66% R: 62.93% F: 61.25%
|
| 745 |
+
2023-04-21 10:15:47 INFO 0:00:09.475946s elapsed
|
| 746 |
+
|
| 747 |
+
2023-04-21 10:15:47 INFO Epoch 114 / 5000:
|
| 748 |
+
2023-04-21 10:15:55 INFO lr: 4.8860e-05 - loss: 0.0020 - UP: 98.91% UR: 98.53% UF: 98.72% P: 98.80% R: 98.42% F: 98.61%
|
| 749 |
+
2023-04-21 10:15:56 INFO dev: loss: 0.2175 - UP: 67.68% UR: 65.04% UF: 66.33% P: 62.88% R: 60.43% F: 61.63%
|
| 750 |
+
2023-04-21 10:15:57 INFO test: loss: 0.2169 - UP: 61.93% UR: 67.28% UF: 64.50% P: 57.65% R: 62.63% F: 60.04%
|
| 751 |
+
2023-04-21 10:15:57 INFO 0:00:09.733937s elapsed
|
| 752 |
+
|
| 753 |
+
2023-04-21 10:15:57 INFO Epoch 115 / 5000:
|
| 754 |
+
2023-04-21 10:16:05 INFO lr: 4.8850e-05 - loss: 0.0019 - UP: 98.69% UR: 98.21% UF: 98.45% P: 98.61% R: 98.13% F: 98.37%
|
| 755 |
+
2023-04-21 10:16:05 INFO dev: loss: 0.2011 - UP: 67.41% UR: 64.68% UF: 66.02% P: 63.19% R: 60.64% F: 61.89%
|
| 756 |
+
2023-04-21 10:16:07 INFO test: loss: 0.2088 - UP: 62.29% UR: 67.22% UF: 64.66% P: 58.71% R: 63.36% F: 60.95%
|
| 757 |
+
2023-04-21 10:16:07 INFO 0:00:09.429694s elapsed
|
| 758 |
+
|
| 759 |
+
2023-04-21 10:16:42 INFO Epoch 85 saved
|
| 760 |
+
2023-04-21 10:16:42 INFO dev: UP: 70.51% UR: 66.31% UF: 68.35% P: 65.99% R: 62.06% F: 63.96%
|
| 761 |
+
2023-04-21 10:16:42 INFO test: UP: 63.19% UR: 67.52% UF: 65.29% P: 59.44% R: 63.51% F: 61.40%
|
| 762 |
+
2023-04-21 10:16:42 INFO 0:18:56.646365s elapsed, 0:00:09.883881s/epoch
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_twxlmsa_6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d7883c15c8f838b62fdb8e39302d40bd1eb2745292d0d86d02bb7d3ca7d371e6
|
| 3 |
+
size 1177852261
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_twxlmsa_6.train.log
ADDED
|
@@ -0,0 +1,444 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-04-21 10:56:55 INFO
|
| 2 |
+
---------------------+-------------------------------
|
| 3 |
+
Param | Value
|
| 4 |
+
---------------------+-------------------------------
|
| 5 |
+
lr | 5e-05
|
| 6 |
+
mu | 0.9
|
| 7 |
+
nu | 0.999
|
| 8 |
+
eps | 1e-06
|
| 9 |
+
weight_decay | 0.0
|
| 10 |
+
lr_rate | 1
|
| 11 |
+
patience | 30
|
| 12 |
+
update-steps | 1
|
| 13 |
+
warmup | 0.0
|
| 14 |
+
update_steps | 1
|
| 15 |
+
mode | train
|
| 16 |
+
path | /content/gdrive/MyDrive/models/model_vi_opener_en_twxlmsa_6
|
| 17 |
+
device | 0
|
| 18 |
+
seed | 1
|
| 19 |
+
threads | 16
|
| 20 |
+
local_rank | -1
|
| 21 |
+
feat | None
|
| 22 |
+
build | True
|
| 23 |
+
checkpoint | False
|
| 24 |
+
encoder | bert
|
| 25 |
+
max_len | None
|
| 26 |
+
buckets | 32
|
| 27 |
+
train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/train.conllu
|
| 28 |
+
dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/dev.conllu
|
| 29 |
+
test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
|
| 30 |
+
embed | data/glove.6B.100d.txt
|
| 31 |
+
unk | unk
|
| 32 |
+
n_embed | 100
|
| 33 |
+
n_embed_proj | 125
|
| 34 |
+
bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
|
| 35 |
+
inference | mfvi
|
| 36 |
+
---------------------+-------------------------------
|
| 37 |
+
|
| 38 |
+
2023-04-21 10:56:55 INFO Building the fields
|
| 39 |
+
2023-04-21 10:57:00 INFO CoNLL(
|
| 40 |
+
(words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
|
| 41 |
+
(labels): ChartField()
|
| 42 |
+
)
|
| 43 |
+
2023-04-21 10:57:00 INFO Building the model
|
| 44 |
+
2023-04-21 10:57:46 INFO VISemanticDependencyModel(
|
| 45 |
+
(encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
|
| 46 |
+
(encoder_dropout): Dropout(p=0.33, inplace=False)
|
| 47 |
+
(edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 48 |
+
(edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 49 |
+
(label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 50 |
+
(label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 51 |
+
(edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
|
| 52 |
+
(label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
|
| 53 |
+
(criterion): CrossEntropyLoss()
|
| 54 |
+
(pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 55 |
+
(pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 56 |
+
(pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 57 |
+
(sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 58 |
+
(cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 59 |
+
(grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 60 |
+
(inference): SemanticDependencyMFVI(max_iter=3)
|
| 61 |
+
)
|
| 62 |
+
|
| 63 |
+
2023-04-21 10:57:46 INFO Loading the data
|
| 64 |
+
2023-04-21 10:57:48 INFO
|
| 65 |
+
train: Dataset(n_sentences=1045, n_batches=32, n_buckets=32)
|
| 66 |
+
dev: Dataset(n_sentences=148, n_batches=32, n_buckets=32)
|
| 67 |
+
test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
|
| 68 |
+
|
| 69 |
+
2023-04-21 10:57:53 INFO Epoch 1 / 5000:
|
| 70 |
+
2023-04-21 10:58:07 INFO lr: 4.9990e-05 - loss: 0.1363 - UP: 2.21% UR: 12.24% UF: 3.75% P: 0.81% R: 4.47% F: 1.37%
|
| 71 |
+
2023-04-21 10:58:08 INFO dev: loss: 0.1787 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
|
| 72 |
+
2023-04-21 10:58:09 INFO test: loss: 0.1569 - UP: 100.00% UR: 0.03% UF: 0.06% P: 0.00% R: 0.00% F: 0.00%
|
| 73 |
+
2023-04-21 10:58:09 INFO 0:00:15.917582s elapsed
|
| 74 |
+
|
| 75 |
+
2023-04-21 10:58:09 INFO Epoch 2 / 5000:
|
| 76 |
+
2023-04-21 10:58:18 INFO lr: 4.9980e-05 - loss: 0.1362 - UP: 36.89% UR: 1.79% UF: 3.42% P: 33.61% R: 1.64% F: 3.12%
|
| 77 |
+
2023-04-21 10:58:19 INFO dev: loss: 0.1461 - UP: 90.91% UR: 2.13% UF: 4.16% P: 87.88% R: 2.06% F: 4.02%
|
| 78 |
+
2023-04-21 10:58:20 INFO test: loss: 0.1195 - UP: 82.26% UR: 3.08% UF: 5.94% P: 75.81% R: 2.84% F: 5.47%
|
| 79 |
+
2023-04-21 10:58:38 INFO 0:00:11.203266s elapsed (saved)
|
| 80 |
+
|
| 81 |
+
2023-04-21 10:58:38 INFO Epoch 3 / 5000:
|
| 82 |
+
2023-04-21 10:58:48 INFO lr: 4.9970e-05 - loss: 0.0502 - UP: 63.58% UR: 9.66% UF: 16.78% P: 61.48% R: 9.34% F: 16.22%
|
| 83 |
+
2023-04-21 10:58:49 INFO dev: loss: 0.1247 - UP: 76.74% UR: 14.04% UF: 23.74% P: 72.09% R: 13.19% F: 22.30%
|
| 84 |
+
2023-04-21 10:58:51 INFO test: loss: 0.0971 - UP: 73.05% UR: 15.54% UF: 25.63% P: 71.21% R: 15.15% F: 24.99%
|
| 85 |
+
2023-04-21 10:59:09 INFO 0:00:12.375855s elapsed (saved)
|
| 86 |
+
|
| 87 |
+
2023-04-21 10:59:09 INFO Epoch 4 / 5000:
|
| 88 |
+
2023-04-21 10:59:19 INFO lr: 4.9960e-05 - loss: 0.0555 - UP: 66.84% UR: 14.29% UF: 23.55% P: 65.53% R: 14.01% F: 23.09%
|
| 89 |
+
2023-04-21 10:59:21 INFO dev: loss: 0.1162 - UP: 58.46% UR: 30.14% UF: 39.78% P: 53.92% R: 27.80% F: 36.69%
|
| 90 |
+
2023-04-21 10:59:22 INFO test: loss: 0.0875 - UP: 53.13% UR: 33.59% UF: 41.16% P: 50.98% R: 32.24% F: 39.50%
|
| 91 |
+
2023-04-21 10:59:42 INFO 0:00:13.032014s elapsed (saved)
|
| 92 |
+
|
| 93 |
+
2023-04-21 10:59:42 INFO Epoch 5 / 5000:
|
| 94 |
+
2023-04-21 10:59:51 INFO lr: 4.9950e-05 - loss: 0.0542 - UP: 65.27% UR: 19.84% UF: 30.44% P: 63.53% R: 19.32% F: 29.62%
|
| 95 |
+
2023-04-21 10:59:53 INFO dev: loss: 0.1128 - UP: 81.74% UR: 19.36% UF: 31.31% P: 75.75% R: 17.94% F: 29.01%
|
| 96 |
+
2023-04-21 10:59:55 INFO test: loss: 0.0839 - UP: 75.85% UR: 20.19% UF: 31.90% P: 73.58% R: 19.59% F: 30.94%
|
| 97 |
+
2023-04-21 10:59:55 INFO 0:00:13.285312s elapsed
|
| 98 |
+
|
| 99 |
+
2023-04-21 10:59:55 INFO Epoch 6 / 5000:
|
| 100 |
+
2023-04-21 11:00:06 INFO lr: 4.9940e-05 - loss: 0.0390 - UP: 67.75% UR: 28.87% UF: 40.49% P: 66.63% R: 28.39% F: 39.82%
|
| 101 |
+
2023-04-21 11:00:07 INFO dev: loss: 0.1060 - UP: 87.23% UR: 17.45% UF: 29.08% P: 82.62% R: 16.52% F: 27.54%
|
| 102 |
+
2023-04-21 11:00:09 INFO test: loss: 0.0839 - UP: 81.91% UR: 18.59% UF: 30.31% P: 79.92% R: 18.14% F: 29.57%
|
| 103 |
+
2023-04-21 11:00:09 INFO 0:00:13.788702s elapsed
|
| 104 |
+
|
| 105 |
+
2023-04-21 11:00:09 INFO Epoch 7 / 5000:
|
| 106 |
+
2023-04-21 11:00:20 INFO lr: 4.9930e-05 - loss: 0.0886 - UP: 72.71% UR: 33.75% UF: 46.10% P: 71.85% R: 33.35% F: 45.55%
|
| 107 |
+
2023-04-21 11:00:21 INFO dev: loss: 0.0982 - UP: 75.91% UR: 33.97% UF: 46.94% P: 71.32% R: 31.91% F: 44.10%
|
| 108 |
+
2023-04-21 11:00:23 INFO test: loss: 0.0763 - UP: 67.36% UR: 36.25% UF: 47.14% P: 65.45% R: 35.22% F: 45.80%
|
| 109 |
+
2023-04-21 11:00:41 INFO 0:00:13.728866s elapsed (saved)
|
| 110 |
+
|
| 111 |
+
2023-04-21 11:00:41 INFO Epoch 8 / 5000:
|
| 112 |
+
2023-04-21 11:00:51 INFO lr: 4.9920e-05 - loss: 0.0452 - UP: 73.81% UR: 41.99% UF: 53.53% P: 72.71% R: 41.36% F: 52.73%
|
| 113 |
+
2023-04-21 11:00:52 INFO dev: loss: 0.1027 - UP: 74.01% UR: 35.96% UF: 48.40% P: 68.76% R: 33.40% F: 44.96%
|
| 114 |
+
2023-04-21 11:00:54 INFO test: loss: 0.0822 - UP: 68.29% UR: 38.94% UF: 49.60% P: 65.54% R: 37.37% F: 47.60%
|
| 115 |
+
2023-04-21 11:01:13 INFO 0:00:12.644547s elapsed (saved)
|
| 116 |
+
|
| 117 |
+
2023-04-21 11:01:13 INFO Epoch 9 / 5000:
|
| 118 |
+
2023-04-21 11:01:23 INFO lr: 4.9910e-05 - loss: 0.0237 - UP: 77.19% UR: 44.31% UF: 56.30% P: 75.90% R: 43.57% F: 55.36%
|
| 119 |
+
2023-04-21 11:01:25 INFO dev: loss: 0.1118 - UP: 71.95% UR: 40.21% UF: 51.59% P: 67.01% R: 37.45% F: 48.04%
|
| 120 |
+
2023-04-21 11:01:27 INFO test: loss: 0.0762 - UP: 67.25% UR: 42.71% UF: 52.24% P: 65.02% R: 41.29% F: 50.51%
|
| 121 |
+
2023-04-21 11:01:47 INFO 0:00:13.597252s elapsed (saved)
|
| 122 |
+
|
| 123 |
+
2023-04-21 11:01:47 INFO Epoch 10 / 5000:
|
| 124 |
+
2023-04-21 11:01:56 INFO lr: 4.9900e-05 - loss: 0.0518 - UP: 78.55% UR: 49.87% UF: 61.01% P: 78.09% R: 49.58% F: 60.65%
|
| 125 |
+
2023-04-21 11:01:58 INFO dev: loss: 0.1108 - UP: 71.27% UR: 44.33% UF: 54.66% P: 66.59% R: 41.42% F: 51.07%
|
| 126 |
+
2023-04-21 11:02:00 INFO test: loss: 0.0800 - UP: 65.58% UR: 45.61% UF: 53.80% P: 63.45% R: 44.13% F: 52.06%
|
| 127 |
+
2023-04-21 11:02:19 INFO 0:00:12.958701s elapsed (saved)
|
| 128 |
+
|
| 129 |
+
2023-04-21 11:02:19 INFO Epoch 11 / 5000:
|
| 130 |
+
2023-04-21 11:02:29 INFO lr: 4.9890e-05 - loss: 0.0302 - UP: 81.11% UR: 54.31% UF: 65.06% P: 80.70% R: 54.03% F: 64.72%
|
| 131 |
+
2023-04-21 11:02:31 INFO dev: loss: 0.1173 - UP: 68.51% UR: 46.60% UF: 55.47% P: 64.23% R: 43.69% F: 52.01%
|
| 132 |
+
2023-04-21 11:02:33 INFO test: loss: 0.0779 - UP: 63.97% UR: 49.47% UF: 55.80% P: 61.94% R: 47.90% F: 54.03%
|
| 133 |
+
2023-04-21 11:02:53 INFO 0:00:13.432713s elapsed (saved)
|
| 134 |
+
|
| 135 |
+
2023-04-21 11:02:53 INFO Epoch 12 / 5000:
|
| 136 |
+
2023-04-21 11:03:03 INFO lr: 4.9880e-05 - loss: 0.0291 - UP: 82.78% UR: 56.74% UF: 67.33% P: 82.35% R: 56.45% F: 66.99%
|
| 137 |
+
2023-04-21 11:03:04 INFO dev: loss: 0.1097 - UP: 70.27% UR: 49.29% UF: 57.94% P: 66.33% R: 46.52% F: 54.69%
|
| 138 |
+
2023-04-21 11:03:05 INFO test: loss: 0.0819 - UP: 64.10% UR: 48.93% UF: 55.49% P: 61.88% R: 47.24% F: 53.58%
|
| 139 |
+
2023-04-21 11:03:25 INFO 0:00:12.056170s elapsed (saved)
|
| 140 |
+
|
| 141 |
+
2023-04-21 11:03:25 INFO Epoch 13 / 5000:
|
| 142 |
+
2023-04-21 11:03:35 INFO lr: 4.9870e-05 - loss: 0.0297 - UP: 81.34% UR: 60.15% UF: 69.16% P: 81.05% R: 59.94% F: 68.92%
|
| 143 |
+
2023-04-21 11:03:36 INFO dev: loss: 0.1122 - UP: 70.65% UR: 44.89% UF: 54.90% P: 66.18% R: 42.06% F: 51.43%
|
| 144 |
+
2023-04-21 11:03:37 INFO test: loss: 0.0811 - UP: 64.66% UR: 46.66% UF: 54.21% P: 62.32% R: 44.97% F: 52.24%
|
| 145 |
+
2023-04-21 11:03:37 INFO 0:00:12.202939s elapsed
|
| 146 |
+
|
| 147 |
+
2023-04-21 11:03:37 INFO Epoch 14 / 5000:
|
| 148 |
+
2023-04-21 11:03:48 INFO lr: 4.9860e-05 - loss: 0.0163 - UP: 82.49% UR: 58.34% UF: 68.34% P: 82.06% R: 58.04% F: 67.99%
|
| 149 |
+
2023-04-21 11:03:49 INFO dev: loss: 0.1330 - UP: 68.29% UR: 47.80% UF: 56.24% P: 62.82% R: 43.97% F: 51.73%
|
| 150 |
+
2023-04-21 11:03:50 INFO test: loss: 0.0806 - UP: 62.92% UR: 48.29% UF: 54.64% P: 60.24% R: 46.24% F: 52.32%
|
| 151 |
+
2023-04-21 11:03:50 INFO 0:00:12.763250s elapsed
|
| 152 |
+
|
| 153 |
+
2023-04-21 11:03:50 INFO Epoch 15 / 5000:
|
| 154 |
+
2023-04-21 11:04:01 INFO lr: 4.9850e-05 - loss: 0.0294 - UP: 83.81% UR: 59.24% UF: 69.42% P: 83.28% R: 58.88% F: 68.98%
|
| 155 |
+
2023-04-21 11:04:02 INFO dev: loss: 0.1131 - UP: 75.50% UR: 48.51% UF: 59.07% P: 70.09% R: 45.04% F: 54.84%
|
| 156 |
+
2023-04-21 11:04:03 INFO test: loss: 0.0989 - UP: 66.53% UR: 47.75% UF: 55.60% P: 64.55% R: 46.33% F: 53.94%
|
| 157 |
+
2023-04-21 11:04:22 INFO 0:00:12.999687s elapsed (saved)
|
| 158 |
+
|
| 159 |
+
2023-04-21 11:04:22 INFO Epoch 16 / 5000:
|
| 160 |
+
2023-04-21 11:04:32 INFO lr: 4.9840e-05 - loss: 0.0280 - UP: 85.05% UR: 65.40% UF: 73.94% P: 84.80% R: 65.21% F: 73.72%
|
| 161 |
+
2023-04-21 11:04:33 INFO dev: loss: 0.1171 - UP: 75.08% UR: 48.30% UF: 58.78% P: 69.02% R: 44.40% F: 54.04%
|
| 162 |
+
2023-04-21 11:04:34 INFO test: loss: 0.0924 - UP: 70.15% UR: 47.81% UF: 56.87% P: 68.38% R: 46.60% F: 55.43%
|
| 163 |
+
2023-04-21 11:04:34 INFO 0:00:12.362936s elapsed
|
| 164 |
+
|
| 165 |
+
2023-04-21 11:04:34 INFO Epoch 17 / 5000:
|
| 166 |
+
2023-04-21 11:04:44 INFO lr: 4.9830e-05 - loss: 0.0348 - UP: 85.82% UR: 66.26% UF: 74.78% P: 85.56% R: 66.07% F: 74.56%
|
| 167 |
+
2023-04-21 11:04:45 INFO dev: loss: 0.1248 - UP: 71.16% UR: 54.61% UF: 61.80% P: 65.43% R: 50.21% F: 56.82%
|
| 168 |
+
2023-04-21 11:04:47 INFO test: loss: 0.1121 - UP: 64.87% UR: 54.51% UF: 59.24% P: 62.00% R: 52.10% F: 56.62%
|
| 169 |
+
2023-04-21 11:05:07 INFO 0:00:12.413881s elapsed (saved)
|
| 170 |
+
|
| 171 |
+
2023-04-21 11:05:07 INFO Epoch 18 / 5000:
|
| 172 |
+
2023-04-21 11:05:17 INFO lr: 4.9820e-05 - loss: 0.0200 - UP: 88.00% UR: 70.12% UF: 78.05% P: 87.76% R: 69.93% F: 77.84%
|
| 173 |
+
2023-04-21 11:05:18 INFO dev: loss: 0.1233 - UP: 75.02% UR: 55.60% UF: 63.87% P: 69.67% R: 51.63% F: 59.31%
|
| 174 |
+
2023-04-21 11:05:19 INFO test: loss: 0.1064 - UP: 68.37% UR: 54.42% UF: 60.61% P: 65.95% R: 52.49% F: 58.45%
|
| 175 |
+
2023-04-21 11:05:39 INFO 0:00:12.047308s elapsed (saved)
|
| 176 |
+
|
| 177 |
+
2023-04-21 11:05:39 INFO Epoch 19 / 5000:
|
| 178 |
+
2023-04-21 11:05:49 INFO lr: 4.9810e-05 - loss: 0.0097 - UP: 89.23% UR: 75.61% UF: 81.86% P: 89.07% R: 75.47% F: 81.71%
|
| 179 |
+
2023-04-21 11:05:50 INFO dev: loss: 0.1266 - UP: 72.98% UR: 56.88% UF: 63.93% P: 68.52% R: 53.40% F: 60.02%
|
| 180 |
+
2023-04-21 11:05:51 INFO test: loss: 0.1056 - UP: 67.73% UR: 55.57% UF: 61.05% P: 65.56% R: 53.79% F: 59.09%
|
| 181 |
+
2023-04-21 11:06:12 INFO 0:00:11.860786s elapsed (saved)
|
| 182 |
+
|
| 183 |
+
2023-04-21 11:06:12 INFO Epoch 20 / 5000:
|
| 184 |
+
2023-04-21 11:06:22 INFO lr: 4.9800e-05 - loss: 0.0136 - UP: 90.09% UR: 76.09% UF: 82.50% P: 89.80% R: 75.84% F: 82.23%
|
| 185 |
+
2023-04-21 11:06:23 INFO dev: loss: 0.1444 - UP: 76.81% UR: 54.04% UF: 63.45% P: 72.08% R: 50.71% F: 59.53%
|
| 186 |
+
2023-04-21 11:06:25 INFO test: loss: 0.1128 - UP: 69.92% UR: 53.24% UF: 60.45% P: 67.58% R: 51.46% F: 58.43%
|
| 187 |
+
2023-04-21 11:06:25 INFO 0:00:13.145482s elapsed
|
| 188 |
+
|
| 189 |
+
2023-04-21 11:06:25 INFO Epoch 21 / 5000:
|
| 190 |
+
2023-04-21 11:06:36 INFO lr: 4.9790e-05 - loss: 0.0129 - UP: 90.34% UR: 78.44% UF: 83.97% P: 90.20% R: 78.32% F: 83.84%
|
| 191 |
+
2023-04-21 11:06:37 INFO dev: loss: 0.1386 - UP: 71.54% UR: 59.36% UF: 64.88% P: 66.58% R: 55.25% F: 60.39%
|
| 192 |
+
2023-04-21 11:06:39 INFO test: loss: 0.1070 - UP: 66.35% UR: 58.74% UF: 62.31% P: 63.83% R: 56.50% F: 59.94%
|
| 193 |
+
2023-04-21 11:06:59 INFO 0:00:14.301624s elapsed (saved)
|
| 194 |
+
|
| 195 |
+
2023-04-21 11:06:59 INFO Epoch 22 / 5000:
|
| 196 |
+
2023-04-21 11:07:09 INFO lr: 4.9780e-05 - loss: 0.0138 - UP: 90.92% UR: 80.41% UF: 85.35% P: 90.75% R: 80.27% F: 85.19%
|
| 197 |
+
2023-04-21 11:07:09 INFO dev: loss: 0.1584 - UP: 72.12% UR: 60.35% UF: 65.71% P: 67.54% R: 56.52% F: 61.54%
|
| 198 |
+
2023-04-21 11:07:11 INFO test: loss: 0.1140 - UP: 65.11% UR: 58.26% UF: 61.49% P: 62.35% R: 55.78% F: 58.88%
|
| 199 |
+
2023-04-21 11:07:29 INFO 0:00:11.819669s elapsed (saved)
|
| 200 |
+
|
| 201 |
+
2023-04-21 11:07:29 INFO Epoch 23 / 5000:
|
| 202 |
+
2023-04-21 11:07:39 INFO lr: 4.9770e-05 - loss: 0.0241 - UP: 89.65% UR: 71.55% UF: 79.59% P: 89.40% R: 71.35% F: 79.36%
|
| 203 |
+
2023-04-21 11:07:40 INFO dev: loss: 0.1146 - UP: 74.06% UR: 54.26% UF: 62.63% P: 69.70% R: 51.06% F: 58.94%
|
| 204 |
+
2023-04-21 11:07:41 INFO test: loss: 0.0892 - UP: 68.19% UR: 52.85% UF: 59.55% P: 65.81% R: 51.01% F: 57.47%
|
| 205 |
+
2023-04-21 11:07:41 INFO 0:00:11.817638s elapsed
|
| 206 |
+
|
| 207 |
+
2023-04-21 11:07:41 INFO Epoch 24 / 5000:
|
| 208 |
+
2023-04-21 11:07:51 INFO lr: 4.9760e-05 - loss: 0.0335 - UP: 89.79% UR: 77.26% UF: 83.06% P: 89.44% R: 76.96% F: 82.74%
|
| 209 |
+
2023-04-21 11:07:53 INFO dev: loss: 0.1163 - UP: 73.75% UR: 56.38% UF: 63.91% P: 69.48% R: 53.12% F: 60.21%
|
| 210 |
+
2023-04-21 11:07:54 INFO test: loss: 0.1014 - UP: 67.80% UR: 56.81% UF: 61.82% P: 65.20% R: 54.63% F: 59.45%
|
| 211 |
+
2023-04-21 11:07:54 INFO 0:00:12.842099s elapsed
|
| 212 |
+
|
| 213 |
+
2023-04-21 11:07:54 INFO Epoch 25 / 5000:
|
| 214 |
+
2023-04-21 11:08:04 INFO lr: 4.9750e-05 - loss: 0.0267 - UP: 91.27% UR: 79.53% UF: 84.99% P: 90.98% R: 79.28% F: 84.73%
|
| 215 |
+
2023-04-21 11:08:06 INFO dev: loss: 0.1410 - UP: 73.70% UR: 59.22% UF: 65.67% P: 69.37% R: 55.74% F: 61.82%
|
| 216 |
+
2023-04-21 11:08:07 INFO test: loss: 0.0959 - UP: 67.33% UR: 58.41% UF: 62.55% P: 64.65% R: 56.08% F: 60.06%
|
| 217 |
+
2023-04-21 11:08:26 INFO 0:00:13.032272s elapsed (saved)
|
| 218 |
+
|
| 219 |
+
2023-04-21 11:08:26 INFO Epoch 26 / 5000:
|
| 220 |
+
2023-04-21 11:08:36 INFO lr: 4.9740e-05 - loss: 0.0027 - UP: 92.32% UR: 83.28% UF: 87.56% P: 92.07% R: 83.06% F: 87.33%
|
| 221 |
+
2023-04-21 11:08:37 INFO dev: loss: 0.1400 - UP: 72.06% UR: 63.48% UF: 67.50% P: 67.15% R: 59.15% F: 62.90%
|
| 222 |
+
2023-04-21 11:08:39 INFO test: loss: 0.1043 - UP: 64.02% UR: 61.12% UF: 62.54% P: 61.40% R: 58.62% F: 59.98%
|
| 223 |
+
2023-04-21 11:08:59 INFO 0:00:12.594161s elapsed (saved)
|
| 224 |
+
|
| 225 |
+
2023-04-21 11:08:59 INFO Epoch 27 / 5000:
|
| 226 |
+
2023-04-21 11:09:09 INFO lr: 4.9730e-05 - loss: 0.0136 - UP: 91.04% UR: 81.52% UF: 86.02% P: 90.75% R: 81.26% F: 85.74%
|
| 227 |
+
2023-04-21 11:09:10 INFO dev: loss: 0.1399 - UP: 74.64% UR: 55.53% UF: 63.68% P: 70.54% R: 52.48% F: 60.19%
|
| 228 |
+
2023-04-21 11:09:12 INFO test: loss: 0.0924 - UP: 65.35% UR: 54.09% UF: 59.19% P: 62.11% R: 51.40% F: 56.25%
|
| 229 |
+
2023-04-21 11:09:12 INFO 0:00:12.982798s elapsed
|
| 230 |
+
|
| 231 |
+
2023-04-21 11:09:12 INFO Epoch 28 / 5000:
|
| 232 |
+
2023-04-21 11:09:22 INFO lr: 4.9720e-05 - loss: 0.0038 - UP: 92.37% UR: 79.56% UF: 85.49% P: 92.08% R: 79.31% F: 85.22%
|
| 233 |
+
2023-04-21 11:09:23 INFO dev: loss: 0.1287 - UP: 75.78% UR: 55.04% UF: 63.76% P: 70.61% R: 51.28% F: 59.41%
|
| 234 |
+
2023-04-21 11:09:24 INFO test: loss: 0.0998 - UP: 69.14% UR: 54.09% UF: 60.69% P: 66.28% R: 51.86% F: 58.19%
|
| 235 |
+
2023-04-21 11:09:24 INFO 0:00:12.360487s elapsed
|
| 236 |
+
|
| 237 |
+
2023-04-21 11:09:24 INFO Epoch 29 / 5000:
|
| 238 |
+
2023-04-21 11:09:35 INFO lr: 4.9710e-05 - loss: 0.0073 - UP: 93.21% UR: 85.63% UF: 89.26% P: 93.00% R: 85.44% F: 89.06%
|
| 239 |
+
2023-04-21 11:09:36 INFO dev: loss: 0.1414 - UP: 71.09% UR: 62.27% UF: 66.39% P: 66.96% R: 58.65% F: 62.53%
|
| 240 |
+
2023-04-21 11:09:37 INFO test: loss: 0.1005 - UP: 64.75% UR: 59.89% UF: 62.22% P: 61.62% R: 56.99% F: 59.21%
|
| 241 |
+
2023-04-21 11:09:37 INFO 0:00:12.692608s elapsed
|
| 242 |
+
|
| 243 |
+
2023-04-21 11:09:37 INFO Epoch 30 / 5000:
|
| 244 |
+
2023-04-21 11:09:47 INFO lr: 4.9700e-05 - loss: 0.0094 - UP: 93.43% UR: 86.33% UF: 89.74% P: 93.23% R: 86.15% F: 89.55%
|
| 245 |
+
2023-04-21 11:09:48 INFO dev: loss: 0.1408 - UP: 72.16% UR: 61.21% UF: 66.23% P: 67.22% R: 57.02% F: 61.70%
|
| 246 |
+
2023-04-21 11:09:50 INFO test: loss: 0.0971 - UP: 65.94% UR: 58.44% UF: 61.96% P: 62.67% R: 55.54% F: 58.89%
|
| 247 |
+
2023-04-21 11:09:50 INFO 0:00:13.153368s elapsed
|
| 248 |
+
|
| 249 |
+
2023-04-21 11:09:50 INFO Epoch 31 / 5000:
|
| 250 |
+
2023-04-21 11:09:59 INFO lr: 4.9690e-05 - loss: 0.0067 - UP: 94.38% UR: 87.45% UF: 90.78% P: 94.19% R: 87.27% F: 90.59%
|
| 251 |
+
2023-04-21 11:10:00 INFO dev: loss: 0.1396 - UP: 74.16% UR: 62.27% UF: 67.69% P: 69.26% R: 58.16% F: 63.22%
|
| 252 |
+
2023-04-21 11:10:01 INFO test: loss: 0.0948 - UP: 66.46% UR: 59.64% UF: 62.87% P: 63.27% R: 56.78% F: 59.85%
|
| 253 |
+
2023-04-21 11:10:21 INFO 0:00:11.122426s elapsed (saved)
|
| 254 |
+
|
| 255 |
+
2023-04-21 11:10:21 INFO Epoch 32 / 5000:
|
| 256 |
+
2023-04-21 11:10:30 INFO lr: 4.9680e-05 - loss: 0.0046 - UP: 94.51% UR: 88.52% UF: 91.42% P: 94.31% R: 88.34% F: 91.23%
|
| 257 |
+
2023-04-21 11:10:31 INFO dev: loss: 0.1241 - UP: 74.05% UR: 64.75% UF: 69.09% P: 69.83% R: 61.06% F: 65.15%
|
| 258 |
+
2023-04-21 11:10:32 INFO test: loss: 0.1043 - UP: 65.23% UR: 60.76% UF: 62.92% P: 62.57% R: 58.29% F: 60.35%
|
| 259 |
+
2023-04-21 11:10:52 INFO 0:00:11.723832s elapsed (saved)
|
| 260 |
+
|
| 261 |
+
2023-04-21 11:10:52 INFO Epoch 33 / 5000:
|
| 262 |
+
2023-04-21 11:11:02 INFO lr: 4.9670e-05 - loss: 0.0057 - UP: 94.88% UR: 89.06% UF: 91.88% P: 94.84% R: 89.02% F: 91.84%
|
| 263 |
+
2023-04-21 11:11:04 INFO dev: loss: 0.1455 - UP: 74.26% UR: 62.62% UF: 67.95% P: 69.81% R: 58.87% F: 63.87%
|
| 264 |
+
2023-04-21 11:11:07 INFO test: loss: 0.1081 - UP: 66.51% UR: 60.07% UF: 63.12% P: 63.64% R: 57.47% F: 60.40%
|
| 265 |
+
2023-04-21 11:11:07 INFO 0:00:14.298754s elapsed
|
| 266 |
+
|
| 267 |
+
2023-04-21 11:11:07 INFO Epoch 34 / 5000:
|
| 268 |
+
2023-04-21 11:11:18 INFO lr: 4.9660e-05 - loss: 0.0090 - UP: 93.48% UR: 86.62% UF: 89.92% P: 93.21% R: 86.37% F: 89.66%
|
| 269 |
+
2023-04-21 11:11:19 INFO dev: loss: 0.1294 - UP: 72.09% UR: 64.11% UF: 67.87% P: 68.02% R: 60.50% F: 64.04%
|
| 270 |
+
2023-04-21 11:11:21 INFO test: loss: 0.1023 - UP: 63.81% UR: 60.31% UF: 62.01% P: 60.65% R: 57.32% F: 58.94%
|
| 271 |
+
2023-04-21 11:11:21 INFO 0:00:14.164693s elapsed
|
| 272 |
+
|
| 273 |
+
2023-04-21 11:11:21 INFO Epoch 35 / 5000:
|
| 274 |
+
2023-04-21 11:11:32 INFO lr: 4.9650e-05 - loss: 0.0048 - UP: 93.66% UR: 87.22% UF: 90.32% P: 92.76% R: 86.38% F: 89.46%
|
| 275 |
+
2023-04-21 11:11:33 INFO dev: loss: 0.1692 - UP: 66.78% UR: 66.88% UF: 66.83% P: 60.34% R: 60.43% F: 60.38%
|
| 276 |
+
2023-04-21 11:11:34 INFO test: loss: 0.1514 - UP: 56.83% UR: 64.84% UF: 60.57% P: 53.70% R: 61.27% F: 57.24%
|
| 277 |
+
2023-04-21 11:11:34 INFO 0:00:12.847579s elapsed
|
| 278 |
+
|
| 279 |
+
2023-04-21 11:11:34 INFO Epoch 36 / 5000:
|
| 280 |
+
2023-04-21 11:11:43 INFO lr: 4.9640e-05 - loss: 0.0073 - UP: 91.44% UR: 85.50% UF: 88.37% P: 90.84% R: 84.94% F: 87.79%
|
| 281 |
+
2023-04-21 11:11:44 INFO dev: loss: 0.1254 - UP: 73.01% UR: 63.12% UF: 67.71% P: 67.76% R: 58.58% F: 62.84%
|
| 282 |
+
2023-04-21 11:11:45 INFO test: loss: 0.1116 - UP: 65.80% UR: 61.33% UF: 63.49% P: 62.66% R: 58.41% F: 60.46%
|
| 283 |
+
2023-04-21 11:11:45 INFO 0:00:11.607297s elapsed
|
| 284 |
+
|
| 285 |
+
2023-04-21 11:11:45 INFO Epoch 37 / 5000:
|
| 286 |
+
2023-04-21 11:11:55 INFO lr: 4.9630e-05 - loss: 0.0074 - UP: 94.80% UR: 87.45% UF: 90.97% P: 94.36% R: 87.04% F: 90.55%
|
| 287 |
+
2023-04-21 11:11:56 INFO dev: loss: 0.1345 - UP: 75.27% UR: 59.36% UF: 66.38% P: 70.23% R: 55.39% F: 61.93%
|
| 288 |
+
2023-04-21 11:11:57 INFO test: loss: 0.1147 - UP: 67.33% UR: 57.92% UF: 62.27% P: 64.18% R: 55.21% F: 59.35%
|
| 289 |
+
2023-04-21 11:11:57 INFO 0:00:11.393388s elapsed
|
| 290 |
+
|
| 291 |
+
2023-04-21 11:11:57 INFO Epoch 38 / 5000:
|
| 292 |
+
2023-04-21 11:12:06 INFO lr: 4.9620e-05 - loss: 0.0092 - UP: 94.49% UR: 88.65% UF: 91.48% P: 94.33% R: 88.50% F: 91.33%
|
| 293 |
+
2023-04-21 11:12:07 INFO dev: loss: 0.1415 - UP: 74.22% UR: 62.70% UF: 67.97% P: 68.77% R: 58.09% F: 62.98%
|
| 294 |
+
2023-04-21 11:12:08 INFO test: loss: 0.1145 - UP: 66.77% UR: 60.82% UF: 63.66% P: 63.78% R: 58.10% F: 60.81%
|
| 295 |
+
2023-04-21 11:12:08 INFO 0:00:11.137736s elapsed
|
| 296 |
+
|
| 297 |
+
2023-04-21 11:12:08 INFO Epoch 39 / 5000:
|
| 298 |
+
2023-04-21 11:12:17 INFO lr: 4.9610e-05 - loss: 0.0031 - UP: 96.10% UR: 91.25% UF: 93.62% P: 95.98% R: 91.13% F: 93.49%
|
| 299 |
+
2023-04-21 11:12:18 INFO dev: loss: 0.1879 - UP: 74.30% UR: 59.86% UF: 66.30% P: 68.57% R: 55.25% F: 61.19%
|
| 300 |
+
2023-04-21 11:12:19 INFO test: loss: 0.1229 - UP: 67.22% UR: 60.85% UF: 63.88% P: 64.55% R: 58.44% F: 61.34%
|
| 301 |
+
2023-04-21 11:12:19 INFO 0:00:11.221488s elapsed
|
| 302 |
+
|
| 303 |
+
2023-04-21 11:12:19 INFO Epoch 40 / 5000:
|
| 304 |
+
2023-04-21 11:12:29 INFO lr: 4.9600e-05 - loss: 0.0033 - UP: 95.95% UR: 91.90% UF: 93.88% P: 95.75% R: 91.71% F: 93.69%
|
| 305 |
+
2023-04-21 11:12:30 INFO dev: loss: 0.1482 - UP: 75.15% UR: 61.35% UF: 67.55% P: 70.20% R: 57.30% F: 63.10%
|
| 306 |
+
2023-04-21 11:12:31 INFO test: loss: 0.1244 - UP: 67.10% UR: 58.80% UF: 62.68% P: 64.11% R: 56.17% F: 59.88%
|
| 307 |
+
2023-04-21 11:12:31 INFO 0:00:11.725850s elapsed
|
| 308 |
+
|
| 309 |
+
2023-04-21 11:12:31 INFO Epoch 41 / 5000:
|
| 310 |
+
2023-04-21 11:12:40 INFO lr: 4.9590e-05 - loss: 0.0032 - UP: 95.88% UR: 92.42% UF: 94.12% P: 95.85% R: 92.39% F: 94.09%
|
| 311 |
+
2023-04-21 11:12:41 INFO dev: loss: 0.1534 - UP: 70.48% UR: 66.03% UF: 68.18% P: 65.25% R: 61.13% F: 63.13%
|
| 312 |
+
2023-04-21 11:12:42 INFO test: loss: 0.1112 - UP: 62.77% UR: 64.17% UF: 63.46% P: 60.32% R: 61.67% F: 60.99%
|
| 313 |
+
2023-04-21 11:12:42 INFO 0:00:11.570475s elapsed
|
| 314 |
+
|
| 315 |
+
2023-04-21 11:12:42 INFO Epoch 42 / 5000:
|
| 316 |
+
2023-04-21 11:12:52 INFO lr: 4.9580e-05 - loss: 0.0062 - UP: 96.34% UR: 91.94% UF: 94.09% P: 96.29% R: 91.89% F: 94.04%
|
| 317 |
+
2023-04-21 11:12:53 INFO dev: loss: 0.1785 - UP: 71.31% UR: 62.06% UF: 66.36% P: 66.91% R: 58.23% F: 62.27%
|
| 318 |
+
2023-04-21 11:12:54 INFO test: loss: 0.1321 - UP: 63.98% UR: 62.93% UF: 63.45% P: 61.15% R: 60.16% F: 60.65%
|
| 319 |
+
2023-04-21 11:12:54 INFO 0:00:11.315541s elapsed
|
| 320 |
+
|
| 321 |
+
2023-04-21 11:12:54 INFO Epoch 43 / 5000:
|
| 322 |
+
2023-04-21 11:13:03 INFO lr: 4.9570e-05 - loss: 0.0089 - UP: 96.22% UR: 92.09% UF: 94.11% P: 96.18% R: 92.05% F: 94.07%
|
| 323 |
+
2023-04-21 11:13:04 INFO dev: loss: 0.1429 - UP: 74.28% UR: 62.06% UF: 67.62% P: 69.19% R: 57.80% F: 62.98%
|
| 324 |
+
2023-04-21 11:13:05 INFO test: loss: 0.1135 - UP: 66.05% UR: 59.95% UF: 62.85% P: 63.35% R: 57.50% F: 60.28%
|
| 325 |
+
2023-04-21 11:13:05 INFO 0:00:11.339079s elapsed
|
| 326 |
+
|
| 327 |
+
2023-04-21 11:13:05 INFO Epoch 44 / 5000:
|
| 328 |
+
2023-04-21 11:13:15 INFO lr: 4.9560e-05 - loss: 0.0025 - UP: 96.36% UR: 93.67% UF: 94.99% P: 96.31% R: 93.62% F: 94.94%
|
| 329 |
+
2023-04-21 11:13:15 INFO dev: loss: 0.1602 - UP: 72.48% UR: 61.63% UF: 66.62% P: 67.72% R: 57.59% F: 62.25%
|
| 330 |
+
2023-04-21 11:13:17 INFO test: loss: 0.1173 - UP: 65.83% UR: 61.00% UF: 63.32% P: 63.13% R: 58.50% F: 60.72%
|
| 331 |
+
2023-04-21 11:13:17 INFO 0:00:11.503941s elapsed
|
| 332 |
+
|
| 333 |
+
2023-04-21 11:13:17 INFO Epoch 45 / 5000:
|
| 334 |
+
2023-04-21 11:13:26 INFO lr: 4.9550e-05 - loss: 0.0071 - UP: 96.83% UR: 94.31% UF: 95.55% P: 96.66% R: 94.15% F: 95.39%
|
| 335 |
+
2023-04-21 11:13:27 INFO dev: loss: 0.1774 - UP: 71.81% UR: 63.76% UF: 67.54% P: 66.29% R: 58.87% F: 62.36%
|
| 336 |
+
2023-04-21 11:13:28 INFO test: loss: 0.1226 - UP: 65.20% UR: 62.99% UF: 64.08% P: 61.86% R: 59.76% F: 60.79%
|
| 337 |
+
2023-04-21 11:13:28 INFO 0:00:11.454257s elapsed
|
| 338 |
+
|
| 339 |
+
2023-04-21 11:13:28 INFO Epoch 46 / 5000:
|
| 340 |
+
2023-04-21 11:13:38 INFO lr: 4.9540e-05 - loss: 0.0050 - UP: 96.98% UR: 94.10% UF: 95.52% P: 96.80% R: 93.93% F: 95.34%
|
| 341 |
+
2023-04-21 11:13:38 INFO dev: loss: 0.1684 - UP: 71.71% UR: 64.89% UF: 68.13% P: 66.22% R: 59.93% F: 62.92%
|
| 342 |
+
2023-04-21 11:13:39 INFO test: loss: 0.1269 - UP: 64.83% UR: 65.05% UF: 64.94% P: 62.00% R: 62.21% F: 62.11%
|
| 343 |
+
2023-04-21 11:13:39 INFO 0:00:11.231185s elapsed
|
| 344 |
+
|
| 345 |
+
2023-04-21 11:13:39 INFO Epoch 47 / 5000:
|
| 346 |
+
2023-04-21 11:13:49 INFO lr: 4.9530e-05 - loss: 0.0086 - UP: 97.01% UR: 93.07% UF: 95.00% P: 96.19% R: 92.28% F: 94.19%
|
| 347 |
+
2023-04-21 11:13:49 INFO dev: loss: 0.2083 - UP: 73.04% UR: 63.40% UF: 67.88% P: 66.42% R: 57.66% F: 61.73%
|
| 348 |
+
2023-04-21 11:13:50 INFO test: loss: 0.1751 - UP: 62.85% UR: 62.45% UF: 62.65% P: 56.83% R: 56.47% F: 56.65%
|
| 349 |
+
2023-04-21 11:13:50 INFO 0:00:11.246362s elapsed
|
| 350 |
+
|
| 351 |
+
2023-04-21 11:13:50 INFO Epoch 48 / 5000:
|
| 352 |
+
2023-04-21 11:14:00 INFO lr: 4.9520e-05 - loss: 0.0240 - UP: 95.22% UR: 88.54% UF: 91.76% P: 93.91% R: 87.33% F: 90.50%
|
| 353 |
+
2023-04-21 11:14:01 INFO dev: loss: 0.1439 - UP: 75.78% UR: 58.79% UF: 66.21% P: 68.74% R: 53.33% F: 60.06%
|
| 354 |
+
2023-04-21 11:14:02 INFO test: loss: 0.1093 - UP: 67.81% UR: 58.50% UF: 62.81% P: 64.24% R: 55.42% F: 59.50%
|
| 355 |
+
2023-04-21 11:14:02 INFO 0:00:11.506529s elapsed
|
| 356 |
+
|
| 357 |
+
2023-04-21 11:14:02 INFO Epoch 49 / 5000:
|
| 358 |
+
2023-04-21 11:14:12 INFO lr: 4.9510e-05 - loss: 0.0007 - UP: 95.73% UR: 90.43% UF: 93.01% P: 95.30% R: 90.02% F: 92.58%
|
| 359 |
+
2023-04-21 11:14:12 INFO dev: loss: 0.1551 - UP: 73.08% UR: 64.89% UF: 68.75% P: 67.65% R: 60.07% F: 63.64%
|
| 360 |
+
2023-04-21 11:14:14 INFO test: loss: 0.1058 - UP: 65.03% UR: 62.57% UF: 63.77% P: 62.17% R: 59.82% F: 60.98%
|
| 361 |
+
2023-04-21 11:14:14 INFO 0:00:11.547531s elapsed
|
| 362 |
+
|
| 363 |
+
2023-04-21 11:14:14 INFO Epoch 50 / 5000:
|
| 364 |
+
2023-04-21 11:14:23 INFO lr: 4.9500e-05 - loss: 0.0024 - UP: 96.74% UR: 93.41% UF: 95.04% P: 96.67% R: 93.35% F: 94.98%
|
| 365 |
+
2023-04-21 11:14:24 INFO dev: loss: 0.1857 - UP: 73.15% UR: 65.32% UF: 69.01% P: 67.59% R: 60.35% F: 63.77%
|
| 366 |
+
2023-04-21 11:14:25 INFO test: loss: 0.1218 - UP: 65.42% UR: 64.35% UF: 64.88% P: 62.53% R: 61.52% F: 62.02%
|
| 367 |
+
2023-04-21 11:14:25 INFO 0:00:11.172892s elapsed
|
| 368 |
+
|
| 369 |
+
2023-04-21 11:14:25 INFO Epoch 51 / 5000:
|
| 370 |
+
2023-04-21 11:14:34 INFO lr: 4.9490e-05 - loss: 0.0024 - UP: 96.58% UR: 93.86% UF: 95.20% P: 96.52% R: 93.80% F: 95.14%
|
| 371 |
+
2023-04-21 11:14:35 INFO dev: loss: 0.1795 - UP: 72.28% UR: 62.70% UF: 67.15% P: 67.38% R: 58.44% F: 62.59%
|
| 372 |
+
2023-04-21 11:14:36 INFO test: loss: 0.1276 - UP: 67.04% UR: 62.45% UF: 64.67% P: 63.84% R: 59.46% F: 61.57%
|
| 373 |
+
2023-04-21 11:14:36 INFO 0:00:11.257252s elapsed
|
| 374 |
+
|
| 375 |
+
2023-04-21 11:14:36 INFO Epoch 52 / 5000:
|
| 376 |
+
2023-04-21 11:14:46 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 97.03% UR: 94.17% UF: 95.58% P: 96.95% R: 94.09% F: 95.50%
|
| 377 |
+
2023-04-21 11:14:46 INFO dev: loss: 0.1923 - UP: 72.73% UR: 64.89% UF: 68.59% P: 67.33% R: 60.07% F: 63.49%
|
| 378 |
+
2023-04-21 11:14:47 INFO test: loss: 0.1323 - UP: 65.21% UR: 63.27% UF: 64.23% P: 61.70% R: 59.86% F: 60.76%
|
| 379 |
+
2023-04-21 11:14:47 INFO 0:00:11.486909s elapsed
|
| 380 |
+
|
| 381 |
+
2023-04-21 11:14:47 INFO Epoch 53 / 5000:
|
| 382 |
+
2023-04-21 11:14:57 INFO lr: 4.9470e-05 - loss: 0.0057 - UP: 97.06% UR: 92.92% UF: 94.95% P: 96.92% R: 92.78% F: 94.80%
|
| 383 |
+
2023-04-21 11:14:58 INFO dev: loss: 0.1694 - UP: 75.44% UR: 63.62% UF: 69.03% P: 70.40% R: 59.36% F: 64.41%
|
| 384 |
+
2023-04-21 11:14:59 INFO test: loss: 0.1257 - UP: 67.20% UR: 62.15% UF: 64.58% P: 64.00% R: 59.19% F: 61.50%
|
| 385 |
+
2023-04-21 11:14:59 INFO 0:00:11.479226s elapsed
|
| 386 |
+
|
| 387 |
+
2023-04-21 11:14:59 INFO Epoch 54 / 5000:
|
| 388 |
+
2023-04-21 11:15:08 INFO lr: 4.9460e-05 - loss: 0.0015 - UP: 97.23% UR: 95.66% UF: 96.44% P: 97.17% R: 95.60% F: 96.38%
|
| 389 |
+
2023-04-21 11:15:09 INFO dev: loss: 0.1922 - UP: 74.40% UR: 63.48% UF: 68.50% P: 69.33% R: 59.15% F: 63.83%
|
| 390 |
+
2023-04-21 11:15:10 INFO test: loss: 0.1349 - UP: 66.77% UR: 62.78% UF: 64.72% P: 63.53% R: 59.73% F: 61.57%
|
| 391 |
+
2023-04-21 11:15:10 INFO 0:00:11.174392s elapsed
|
| 392 |
+
|
| 393 |
+
2023-04-21 11:15:10 INFO Epoch 55 / 5000:
|
| 394 |
+
2023-04-21 11:15:20 INFO lr: 4.9450e-05 - loss: 0.0020 - UP: 97.83% UR: 95.75% UF: 96.78% P: 97.74% R: 95.66% F: 96.69%
|
| 395 |
+
2023-04-21 11:15:20 INFO dev: loss: 0.1942 - UP: 73.68% UR: 65.53% UF: 69.37% P: 68.82% R: 61.21% F: 64.79%
|
| 396 |
+
2023-04-21 11:15:21 INFO test: loss: 0.1360 - UP: 65.30% UR: 66.07% UF: 65.69% P: 62.14% R: 62.87% F: 62.51%
|
| 397 |
+
2023-04-21 11:15:21 INFO 0:00:11.277485s elapsed
|
| 398 |
+
|
| 399 |
+
2023-04-21 11:15:21 INFO Epoch 56 / 5000:
|
| 400 |
+
2023-04-21 11:15:31 INFO lr: 4.9440e-05 - loss: 0.0052 - UP: 97.44% UR: 96.19% UF: 96.81% P: 97.42% R: 96.17% F: 96.79%
|
| 401 |
+
2023-04-21 11:15:32 INFO dev: loss: 0.1721 - UP: 74.34% UR: 63.90% UF: 68.73% P: 69.97% R: 60.14% F: 64.68%
|
| 402 |
+
2023-04-21 11:15:33 INFO test: loss: 0.1405 - UP: 66.88% UR: 63.08% UF: 64.93% P: 63.71% R: 60.10% F: 61.85%
|
| 403 |
+
2023-04-21 11:15:33 INFO 0:00:11.451975s elapsed
|
| 404 |
+
|
| 405 |
+
2023-04-21 11:15:33 INFO Epoch 57 / 5000:
|
| 406 |
+
2023-04-21 11:15:42 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 97.92% UR: 96.38% UF: 97.15% P: 97.85% R: 96.31% F: 97.08%
|
| 407 |
+
2023-04-21 11:15:43 INFO dev: loss: 0.1729 - UP: 72.02% UR: 63.90% UF: 67.72% P: 67.55% R: 59.93% F: 63.51%
|
| 408 |
+
2023-04-21 11:15:44 INFO test: loss: 0.1357 - UP: 65.98% UR: 64.11% UF: 65.03% P: 62.50% R: 60.73% F: 61.60%
|
| 409 |
+
2023-04-21 11:15:44 INFO 0:00:11.465549s elapsed
|
| 410 |
+
|
| 411 |
+
2023-04-21 11:15:44 INFO Epoch 58 / 5000:
|
| 412 |
+
2023-04-21 11:15:54 INFO lr: 4.9420e-05 - loss: 0.0279 - UP: 97.58% UR: 94.53% UF: 96.03% P: 97.31% R: 94.27% F: 95.77%
|
| 413 |
+
2023-04-21 11:15:54 INFO dev: loss: 0.1560 - UP: 75.95% UR: 55.11% UF: 63.87% P: 70.77% R: 51.35% F: 59.52%
|
| 414 |
+
2023-04-21 11:15:55 INFO test: loss: 0.1071 - UP: 70.49% UR: 57.02% UF: 63.04% P: 67.95% R: 54.97% F: 60.77%
|
| 415 |
+
2023-04-21 11:15:55 INFO 0:00:11.182671s elapsed
|
| 416 |
+
|
| 417 |
+
2023-04-21 11:15:55 INFO Epoch 59 / 5000:
|
| 418 |
+
2023-04-21 11:16:05 INFO lr: 4.9410e-05 - loss: 0.0112 - UP: 93.18% UR: 86.83% UF: 89.89% P: 91.45% R: 85.21% F: 88.22%
|
| 419 |
+
2023-04-21 11:16:06 INFO dev: loss: 0.1812 - UP: 71.22% UR: 61.06% UF: 65.75% P: 65.26% R: 55.96% F: 60.25%
|
| 420 |
+
2023-04-21 11:16:07 INFO test: loss: 0.1074 - UP: 64.64% UR: 61.91% UF: 63.24% P: 61.46% R: 58.86% F: 60.13%
|
| 421 |
+
2023-04-21 11:16:07 INFO 0:00:11.298536s elapsed
|
| 422 |
+
|
| 423 |
+
2023-04-21 11:16:07 INFO Epoch 60 / 5000:
|
| 424 |
+
2023-04-21 11:16:16 INFO lr: 4.9400e-05 - loss: 0.0023 - UP: 96.22% UR: 93.41% UF: 94.79% P: 95.75% R: 92.95% F: 94.33%
|
| 425 |
+
2023-04-21 11:16:17 INFO dev: loss: 0.2076 - UP: 73.92% UR: 62.13% UF: 67.51% P: 67.68% R: 56.88% F: 61.81%
|
| 426 |
+
2023-04-21 11:16:18 INFO test: loss: 0.1112 - UP: 66.01% UR: 60.97% UF: 63.39% P: 63.14% R: 58.32% F: 60.63%
|
| 427 |
+
2023-04-21 11:16:18 INFO 0:00:11.495847s elapsed
|
| 428 |
+
|
| 429 |
+
2023-04-21 11:16:18 INFO Epoch 61 / 5000:
|
| 430 |
+
2023-04-21 11:16:28 INFO lr: 4.9390e-05 - loss: 0.0043 - UP: 97.34% UR: 95.05% UF: 96.19% P: 97.15% R: 94.86% F: 95.99%
|
| 431 |
+
2023-04-21 11:16:29 INFO dev: loss: 0.2323 - UP: 72.56% UR: 64.33% UF: 68.20% P: 66.64% R: 59.08% F: 62.63%
|
| 432 |
+
2023-04-21 11:16:30 INFO test: loss: 0.1528 - UP: 64.21% UR: 63.15% UF: 63.67% P: 59.18% R: 58.19% F: 58.68%
|
| 433 |
+
2023-04-21 11:16:30 INFO 0:00:11.480323s elapsed
|
| 434 |
+
|
| 435 |
+
2023-04-21 11:16:30 INFO Epoch 62 / 5000:
|
| 436 |
+
2023-04-21 11:16:39 INFO lr: 4.9380e-05 - loss: 0.0044 - UP: 96.75% UR: 95.12% UF: 95.93% P: 96.32% R: 94.69% F: 95.50%
|
| 437 |
+
2023-04-21 11:16:40 INFO dev: loss: 0.2140 - UP: 73.74% UR: 63.55% UF: 68.27% P: 68.64% R: 59.15% F: 63.54%
|
| 438 |
+
2023-04-21 11:16:41 INFO test: loss: 0.1221 - UP: 65.79% UR: 63.57% UF: 64.66% P: 62.98% R: 60.85% F: 61.90%
|
| 439 |
+
2023-04-21 11:16:41 INFO 0:00:11.255402s elapsed
|
| 440 |
+
|
| 441 |
+
2023-04-21 11:17:38 INFO Epoch 32 saved
|
| 442 |
+
2023-04-21 11:17:38 INFO dev: UP: 74.05% UR: 64.75% UF: 69.09% P: 69.83% R: 61.06% F: 65.15%
|
| 443 |
+
2023-04-21 11:17:38 INFO test: UP: 65.23% UR: 60.76% UF: 62.92% P: 62.57% R: 58.29% F: 60.35%
|
| 444 |
+
2023-04-21 11:17:38 INFO 0:12:36.850375s elapsed, 0:00:12.207264s/epoch
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_xlm_6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5253f0ed4b44d18411be3f98616fb723ccdc6cbdc090f0f4f65e1730dd3a42ad
|
| 3 |
+
size 1177851301
|
models/opener_en/bySentiment_desc60/model_vi_opener_en_xlm_6.train.log
ADDED
|
@@ -0,0 +1,546 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2023-04-21 11:17:53 INFO
|
| 2 |
+
---------------------+-------------------------------
|
| 3 |
+
Param | Value
|
| 4 |
+
---------------------+-------------------------------
|
| 5 |
+
lr | 5e-05
|
| 6 |
+
mu | 0.9
|
| 7 |
+
nu | 0.999
|
| 8 |
+
eps | 1e-06
|
| 9 |
+
weight_decay | 0.0
|
| 10 |
+
lr_rate | 1
|
| 11 |
+
patience | 30
|
| 12 |
+
update-steps | 1
|
| 13 |
+
warmup | 0.0
|
| 14 |
+
update_steps | 1
|
| 15 |
+
mode | train
|
| 16 |
+
path | /content/gdrive/MyDrive/models/model_vi_opener_en_xlm_6
|
| 17 |
+
device | 0
|
| 18 |
+
seed | 1
|
| 19 |
+
threads | 16
|
| 20 |
+
local_rank | -1
|
| 21 |
+
feat | None
|
| 22 |
+
build | True
|
| 23 |
+
checkpoint | False
|
| 24 |
+
encoder | bert
|
| 25 |
+
max_len | None
|
| 26 |
+
buckets | 32
|
| 27 |
+
train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/train.conllu
|
| 28 |
+
dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/60/dev.conllu
|
| 29 |
+
test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
|
| 30 |
+
embed | data/glove.6B.100d.txt
|
| 31 |
+
unk | unk
|
| 32 |
+
n_embed | 100
|
| 33 |
+
n_embed_proj | 125
|
| 34 |
+
bert | xlm-roberta-base
|
| 35 |
+
inference | mfvi
|
| 36 |
+
---------------------+-------------------------------
|
| 37 |
+
|
| 38 |
+
2023-04-21 11:17:53 INFO Building the fields
|
| 39 |
+
2023-04-21 11:17:58 INFO CoNLL(
|
| 40 |
+
(words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
|
| 41 |
+
(labels): ChartField()
|
| 42 |
+
)
|
| 43 |
+
2023-04-21 11:17:58 INFO Building the model
|
| 44 |
+
2023-04-21 11:18:33 INFO VISemanticDependencyModel(
|
| 45 |
+
(encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
|
| 46 |
+
(encoder_dropout): Dropout(p=0.33, inplace=False)
|
| 47 |
+
(edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 48 |
+
(edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
|
| 49 |
+
(label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 50 |
+
(label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
|
| 51 |
+
(edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
|
| 52 |
+
(label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
|
| 53 |
+
(criterion): CrossEntropyLoss()
|
| 54 |
+
(pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 55 |
+
(pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 56 |
+
(pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
|
| 57 |
+
(sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 58 |
+
(cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 59 |
+
(grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
|
| 60 |
+
(inference): SemanticDependencyMFVI(max_iter=3)
|
| 61 |
+
)
|
| 62 |
+
|
| 63 |
+
2023-04-21 11:18:33 INFO Loading the data
|
| 64 |
+
2023-04-21 11:18:36 INFO
|
| 65 |
+
train: Dataset(n_sentences=1045, n_batches=32, n_buckets=32)
|
| 66 |
+
dev: Dataset(n_sentences=148, n_batches=32, n_buckets=32)
|
| 67 |
+
test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
|
| 68 |
+
|
| 69 |
+
2023-04-21 11:18:42 INFO Epoch 1 / 5000:
|
| 70 |
+
2023-04-21 11:18:56 INFO lr: 4.9990e-05 - loss: 0.1211 - UP: 4.13% UR: 5.40% UF: 4.68% P: 1.73% R: 2.26% F: 1.96%
|
| 71 |
+
2023-04-21 11:18:56 INFO dev: loss: 0.1741 - UP: 93.94% UR: 2.20% UF: 4.30% P: 90.91% R: 2.13% F: 4.16%
|
| 72 |
+
2023-04-21 11:18:57 INFO test: loss: nan - UP: 90.32% UR: 1.69% UF: 3.32% P: 82.26% R: 1.54% F: 3.02%
|
| 73 |
+
2023-04-21 11:19:15 INFO 0:00:15.743105s elapsed (saved)
|
| 74 |
+
|
| 75 |
+
2023-04-21 11:19:15 INFO Epoch 2 / 5000:
|
| 76 |
+
2023-04-21 11:19:25 INFO lr: 4.9980e-05 - loss: 0.0535 - UP: 56.48% UR: 8.83% UF: 15.27% P: 53.99% R: 8.44% F: 14.59%
|
| 77 |
+
2023-04-21 11:19:26 INFO dev: loss: 0.1258 - UP: 88.62% UR: 7.73% UF: 14.22% P: 86.18% R: 7.52% F: 13.83%
|
| 78 |
+
2023-04-21 11:19:28 INFO test: loss: nan - UP: 86.76% UR: 8.90% UF: 16.15% P: 83.82% R: 8.60% F: 15.60%
|
| 79 |
+
2023-04-21 11:19:46 INFO 0:00:12.508806s elapsed (saved)
|
| 80 |
+
|
| 81 |
+
2023-04-21 11:19:46 INFO Epoch 3 / 5000:
|
| 82 |
+
2023-04-21 11:19:56 INFO lr: 4.9970e-05 - loss: 0.0591 - UP: 60.76% UR: 15.24% UF: 24.36% P: 58.45% R: 14.66% F: 23.44%
|
| 83 |
+
2023-04-21 11:19:57 INFO dev: loss: 0.1310 - UP: 84.62% UR: 10.14% UF: 18.11% P: 84.62% R: 10.14% F: 18.11%
|
| 84 |
+
2023-04-21 11:19:59 INFO test: loss: nan - UP: 83.06% UR: 12.13% UF: 21.17% P: 80.79% R: 11.80% F: 20.60%
|
| 85 |
+
2023-04-21 11:20:18 INFO 0:00:12.056715s elapsed (saved)
|
| 86 |
+
|
| 87 |
+
2023-04-21 11:20:18 INFO Epoch 4 / 5000:
|
| 88 |
+
2023-04-21 11:20:27 INFO lr: 4.9960e-05 - loss: 0.2276 - UP: 69.01% UR: 16.96% UF: 27.23% P: 66.13% R: 16.25% F: 26.09%
|
| 89 |
+
2023-04-21 11:20:28 INFO dev: loss: 0.1028 - UP: 71.68% UR: 26.38% UF: 38.57% P: 67.63% R: 24.89% F: 36.39%
|
| 90 |
+
2023-04-21 11:20:30 INFO test: loss: nan - UP: 66.69% UR: 26.71% UF: 38.15% P: 61.49% R: 24.63% F: 35.17%
|
| 91 |
+
2023-04-21 11:20:49 INFO 0:00:11.970875s elapsed (saved)
|
| 92 |
+
|
| 93 |
+
2023-04-21 11:20:49 INFO Epoch 5 / 5000:
|
| 94 |
+
2023-04-21 11:20:59 INFO lr: 4.9950e-05 - loss: 0.0710 - UP: 61.12% UR: 22.69% UF: 33.09% P: 58.06% R: 21.55% F: 31.43%
|
| 95 |
+
2023-04-21 11:21:00 INFO dev: loss: 0.1037 - UP: 78.49% UR: 23.55% UF: 36.22% P: 76.12% R: 22.84% F: 35.13%
|
| 96 |
+
2023-04-21 11:21:01 INFO test: loss: nan - UP: 74.72% UR: 26.50% UF: 39.13% P: 72.51% R: 25.72% F: 37.97%
|
| 97 |
+
2023-04-21 11:21:01 INFO 0:00:11.819179s elapsed
|
| 98 |
+
|
| 99 |
+
2023-04-21 11:21:01 INFO Epoch 6 / 5000:
|
| 100 |
+
2023-04-21 11:21:11 INFO lr: 4.9940e-05 - loss: 0.0725 - UP: 67.25% UR: 30.08% UF: 41.56% P: 64.84% R: 29.00% F: 40.07%
|
| 101 |
+
2023-04-21 11:21:12 INFO dev: loss: 0.0997 - UP: 76.48% UR: 27.45% UF: 40.40% P: 74.90% R: 26.88% F: 39.56%
|
| 102 |
+
2023-04-21 11:21:14 INFO test: loss: nan - UP: 72.96% UR: 29.88% UF: 42.40% P: 69.86% R: 28.61% F: 40.60%
|
| 103 |
+
2023-04-21 11:21:32 INFO 0:00:12.273223s elapsed (saved)
|
| 104 |
+
|
| 105 |
+
2023-04-21 11:21:32 INFO Epoch 7 / 5000:
|
| 106 |
+
2023-04-21 11:21:41 INFO lr: 4.9930e-05 - loss: 0.0568 - UP: 70.37% UR: 31.67% UF: 43.68% P: 68.38% R: 30.77% F: 42.45%
|
| 107 |
+
2023-04-21 11:21:42 INFO dev: loss: 0.0949 - UP: 61.61% UR: 43.48% UF: 50.98% P: 57.59% R: 40.64% F: 47.65%
|
| 108 |
+
2023-04-21 11:21:43 INFO test: loss: nan - UP: 57.05% UR: 42.98% UF: 49.03% P: 53.73% R: 40.48% F: 46.17%
|
| 109 |
+
2023-04-21 11:22:01 INFO 0:00:11.455045s elapsed (saved)
|
| 110 |
+
|
| 111 |
+
2023-04-21 11:22:01 INFO Epoch 8 / 5000:
|
| 112 |
+
2023-04-21 11:22:11 INFO lr: 4.9920e-05 - loss: 0.0845 - UP: 74.12% UR: 40.27% UF: 52.18% P: 72.32% R: 39.29% F: 50.92%
|
| 113 |
+
2023-04-21 11:22:12 INFO dev: loss: 0.0956 - UP: 64.82% UR: 45.60% UF: 53.54% P: 61.90% R: 43.55% F: 51.12%
|
| 114 |
+
2023-04-21 11:22:13 INFO test: loss: nan - UP: 58.15% UR: 46.39% UF: 51.61% P: 55.47% R: 44.25% F: 49.23%
|
| 115 |
+
2023-04-21 11:22:32 INFO 0:00:11.933807s elapsed (saved)
|
| 116 |
+
|
| 117 |
+
2023-04-21 11:22:32 INFO Epoch 9 / 5000:
|
| 118 |
+
2023-04-21 11:22:42 INFO lr: 4.9910e-05 - loss: 0.1121 - UP: 71.46% UR: 43.17% UF: 53.82% P: 70.09% R: 42.34% F: 52.79%
|
| 119 |
+
2023-04-21 11:22:43 INFO dev: loss: 0.1123 - UP: 80.11% UR: 30.28% UF: 43.95% P: 74.67% R: 28.23% F: 40.97%
|
| 120 |
+
2023-04-21 11:22:44 INFO test: loss: nan - UP: 74.13% UR: 32.69% UF: 45.37% P: 69.88% R: 30.82% F: 42.77%
|
| 121 |
+
2023-04-21 11:22:44 INFO 0:00:11.887765s elapsed
|
| 122 |
+
|
| 123 |
+
2023-04-21 11:22:44 INFO Epoch 10 / 5000:
|
| 124 |
+
2023-04-21 11:22:54 INFO lr: 4.9900e-05 - loss: 0.0328 - UP: 76.66% UR: 45.33% UF: 56.97% P: 74.57% R: 44.10% F: 55.42%
|
| 125 |
+
2023-04-21 11:22:57 INFO dev: loss: 0.0933 - UP: 73.37% UR: 42.98% UF: 54.20% P: 68.64% R: 40.21% F: 50.72%
|
| 126 |
+
2023-04-21 11:22:59 INFO test: loss: nan - UP: 65.21% UR: 43.80% UF: 52.40% P: 61.75% R: 41.47% F: 49.62%
|
| 127 |
+
2023-04-21 11:22:59 INFO 0:00:15.029643s elapsed
|
| 128 |
+
|
| 129 |
+
2023-04-21 11:22:59 INFO Epoch 11 / 5000:
|
| 130 |
+
2023-04-21 11:23:09 INFO lr: 4.9890e-05 - loss: 0.0383 - UP: 78.02% UR: 47.94% UF: 59.39% P: 76.69% R: 47.12% F: 58.37%
|
| 131 |
+
2023-04-21 11:23:11 INFO dev: loss: 0.1007 - UP: 71.57% UR: 45.18% UF: 55.39% P: 66.97% R: 42.27% F: 51.83%
|
| 132 |
+
2023-04-21 11:23:13 INFO test: loss: nan - UP: 63.67% UR: 46.45% UF: 53.72% P: 59.66% R: 43.53% F: 50.33%
|
| 133 |
+
2023-04-21 11:23:32 INFO 0:00:13.852658s elapsed (saved)
|
| 134 |
+
|
| 135 |
+
2023-04-21 11:23:32 INFO Epoch 12 / 5000:
|
| 136 |
+
2023-04-21 11:23:41 INFO lr: 4.9880e-05 - loss: 0.0600 - UP: 80.30% UR: 51.31% UF: 62.61% P: 78.65% R: 50.25% F: 61.32%
|
| 137 |
+
2023-04-21 11:23:42 INFO dev: loss: 0.1013 - UP: 74.75% UR: 41.77% UF: 53.59% P: 70.43% R: 39.36% F: 50.50%
|
| 138 |
+
2023-04-21 11:23:43 INFO test: loss: nan - UP: 67.22% UR: 44.13% UF: 53.28% P: 64.09% R: 42.08% F: 50.80%
|
| 139 |
+
2023-04-21 11:23:43 INFO 0:00:11.253285s elapsed
|
| 140 |
+
|
| 141 |
+
2023-04-21 11:23:43 INFO Epoch 13 / 5000:
|
| 142 |
+
2023-04-21 11:23:53 INFO lr: 4.9870e-05 - loss: 0.0177 - UP: 78.87% UR: 54.97% UF: 64.78% P: 77.98% R: 54.35% F: 64.05%
|
| 143 |
+
2023-04-21 11:23:54 INFO dev: loss: 0.1078 - UP: 66.82% UR: 51.70% UF: 58.30% P: 63.06% R: 48.79% F: 55.02%
|
| 144 |
+
2023-04-21 11:23:55 INFO test: loss: nan - UP: 60.46% UR: 52.76% UF: 56.35% P: 57.70% R: 50.35% F: 53.77%
|
| 145 |
+
2023-04-21 11:24:13 INFO 0:00:11.615793s elapsed (saved)
|
| 146 |
+
|
| 147 |
+
2023-04-21 11:24:13 INFO Epoch 14 / 5000:
|
| 148 |
+
2023-04-21 11:24:23 INFO lr: 4.9860e-05 - loss: 0.0284 - UP: 81.59% UR: 56.60% UF: 66.84% P: 80.77% R: 56.03% F: 66.16%
|
| 149 |
+
2023-04-21 11:24:24 INFO dev: loss: 0.1053 - UP: 72.47% UR: 48.16% UF: 57.86% P: 66.49% R: 44.18% F: 53.09%
|
| 150 |
+
2023-04-21 11:24:25 INFO test: loss: nan - UP: 66.15% UR: 50.44% UF: 57.24% P: 63.10% R: 48.11% F: 54.60%
|
| 151 |
+
2023-04-21 11:24:25 INFO 0:00:11.587293s elapsed
|
| 152 |
+
|
| 153 |
+
2023-04-21 11:24:25 INFO Epoch 15 / 5000:
|
| 154 |
+
2023-04-21 11:24:35 INFO lr: 4.9850e-05 - loss: 0.0406 - UP: 82.89% UR: 60.14% UF: 69.71% P: 82.26% R: 59.68% F: 69.17%
|
| 155 |
+
2023-04-21 11:24:36 INFO dev: loss: 0.1114 - UP: 70.56% UR: 53.19% UF: 60.66% P: 65.57% R: 49.43% F: 56.37%
|
| 156 |
+
2023-04-21 11:24:38 INFO test: loss: nan - UP: 64.63% UR: 54.72% UF: 59.27% P: 61.32% R: 51.92% F: 56.23%
|
| 157 |
+
2023-04-21 11:24:56 INFO 0:00:12.868921s elapsed (saved)
|
| 158 |
+
|
| 159 |
+
2023-04-21 11:24:56 INFO Epoch 16 / 5000:
|
| 160 |
+
2023-04-21 11:25:06 INFO lr: 4.9840e-05 - loss: 0.0403 - UP: 84.28% UR: 67.07% UF: 74.70% P: 83.72% R: 66.63% F: 74.21%
|
| 161 |
+
2023-04-21 11:25:06 INFO dev: loss: 0.1158 - UP: 76.55% UR: 51.63% UF: 61.67% P: 72.03% R: 48.58% F: 58.03%
|
| 162 |
+
2023-04-21 11:25:08 INFO test: loss: nan - UP: 68.99% UR: 51.98% UF: 59.29% P: 65.79% R: 49.56% F: 56.53%
|
| 163 |
+
2023-04-21 11:25:27 INFO 0:00:11.852016s elapsed (saved)
|
| 164 |
+
|
| 165 |
+
2023-04-21 11:25:27 INFO Epoch 17 / 5000:
|
| 166 |
+
2023-04-21 11:25:37 INFO lr: 4.9830e-05 - loss: 0.0370 - UP: 85.71% UR: 68.95% UF: 76.42% P: 85.31% R: 68.63% F: 76.07%
|
| 167 |
+
2023-04-21 11:25:37 INFO dev: loss: 0.1198 - UP: 78.83% UR: 48.87% UF: 60.33% P: 73.80% R: 45.74% F: 56.48%
|
| 168 |
+
2023-04-21 11:25:39 INFO test: loss: nan - UP: 71.59% UR: 50.80% UF: 59.43% P: 68.31% R: 48.48% F: 56.71%
|
| 169 |
+
2023-04-21 11:25:39 INFO 0:00:11.830245s elapsed
|
| 170 |
+
|
| 171 |
+
2023-04-21 11:25:39 INFO Epoch 18 / 5000:
|
| 172 |
+
2023-04-21 11:25:49 INFO lr: 4.9820e-05 - loss: 0.0284 - UP: 88.24% UR: 71.88% UF: 79.22% P: 87.95% R: 71.65% F: 78.97%
|
| 173 |
+
2023-04-21 11:25:49 INFO dev: loss: 0.1051 - UP: 76.13% UR: 53.83% UF: 63.07% P: 71.92% R: 50.85% F: 59.58%
|
| 174 |
+
2023-04-21 11:25:51 INFO test: loss: nan - UP: 69.50% UR: 55.78% UF: 61.89% P: 66.57% R: 53.43% F: 59.28%
|
| 175 |
+
2023-04-21 11:26:09 INFO 0:00:11.941404s elapsed (saved)
|
| 176 |
+
|
| 177 |
+
2023-04-21 11:26:09 INFO Epoch 19 / 5000:
|
| 178 |
+
2023-04-21 11:26:19 INFO lr: 4.9810e-05 - loss: 0.0159 - UP: 89.22% UR: 76.79% UF: 82.54% P: 89.05% R: 76.64% F: 82.38%
|
| 179 |
+
2023-04-21 11:26:19 INFO dev: loss: 0.1084 - UP: 73.30% UR: 56.45% UF: 63.78% P: 69.61% R: 53.62% F: 60.58%
|
| 180 |
+
2023-04-21 11:26:21 INFO test: loss: nan - UP: 66.96% UR: 58.23% UF: 62.29% P: 63.24% R: 55.00% F: 58.83%
|
| 181 |
+
2023-04-21 11:26:39 INFO 0:00:11.410628s elapsed (saved)
|
| 182 |
+
|
| 183 |
+
2023-04-21 11:26:39 INFO Epoch 20 / 5000:
|
| 184 |
+
2023-04-21 11:26:48 INFO lr: 4.9800e-05 - loss: 0.0131 - UP: 89.62% UR: 77.89% UF: 83.34% P: 89.40% R: 77.70% F: 83.14%
|
| 185 |
+
2023-04-21 11:26:49 INFO dev: loss: 0.1431 - UP: 73.37% UR: 60.78% UF: 66.49% P: 67.89% R: 56.24% F: 61.52%
|
| 186 |
+
2023-04-21 11:26:50 INFO test: loss: nan - UP: 67.14% UR: 60.94% UF: 63.89% P: 63.82% R: 57.92% F: 60.73%
|
| 187 |
+
2023-04-21 11:27:09 INFO 0:00:11.622210s elapsed (saved)
|
| 188 |
+
|
| 189 |
+
2023-04-21 11:27:09 INFO Epoch 21 / 5000:
|
| 190 |
+
2023-04-21 11:27:18 INFO lr: 4.9790e-05 - loss: 0.0107 - UP: 91.31% UR: 79.71% UF: 85.11% P: 91.02% R: 79.46% F: 84.85%
|
| 191 |
+
2023-04-21 11:27:19 INFO dev: loss: 0.1327 - UP: 74.24% UR: 59.08% UF: 65.80% P: 69.07% R: 54.96% F: 61.22%
|
| 192 |
+
2023-04-21 11:27:20 INFO test: loss: nan - UP: 68.24% UR: 60.82% UF: 64.32% P: 64.95% R: 57.89% F: 61.22%
|
| 193 |
+
2023-04-21 11:27:20 INFO 0:00:11.616381s elapsed
|
| 194 |
+
|
| 195 |
+
2023-04-21 11:27:20 INFO Epoch 22 / 5000:
|
| 196 |
+
2023-04-21 11:27:30 INFO lr: 4.9780e-05 - loss: 0.0108 - UP: 91.93% UR: 81.70% UF: 86.52% P: 91.69% R: 81.48% F: 86.28%
|
| 197 |
+
2023-04-21 11:27:31 INFO dev: loss: 0.1477 - UP: 70.87% UR: 61.77% UF: 66.01% P: 65.83% R: 57.38% F: 61.31%
|
| 198 |
+
2023-04-21 11:27:33 INFO test: loss: nan - UP: 65.37% UR: 62.57% UF: 63.94% P: 62.41% R: 59.73% F: 61.04%
|
| 199 |
+
2023-04-21 11:27:33 INFO 0:00:12.277929s elapsed
|
| 200 |
+
|
| 201 |
+
2023-04-21 11:27:33 INFO Epoch 23 / 5000:
|
| 202 |
+
2023-04-21 11:27:42 INFO lr: 4.9770e-05 - loss: 0.0114 - UP: 92.14% UR: 82.97% UF: 87.31% P: 91.88% R: 82.74% F: 87.07%
|
| 203 |
+
2023-04-21 11:27:43 INFO dev: loss: 0.1442 - UP: 75.36% UR: 58.79% UF: 66.06% P: 70.82% R: 55.25% F: 62.07%
|
| 204 |
+
2023-04-21 11:27:45 INFO test: loss: nan - UP: 69.48% UR: 59.16% UF: 63.91% P: 66.47% R: 56.60% F: 61.13%
|
| 205 |
+
2023-04-21 11:28:04 INFO 0:00:12.072438s elapsed (saved)
|
| 206 |
+
|
| 207 |
+
2023-04-21 11:28:04 INFO Epoch 24 / 5000:
|
| 208 |
+
2023-04-21 11:28:14 INFO lr: 4.9760e-05 - loss: 0.0145 - UP: 88.60% UR: 82.94% UF: 85.68% P: 88.23% R: 82.59% F: 85.32%
|
| 209 |
+
2023-04-21 11:28:15 INFO dev: loss: 0.1330 - UP: 73.68% UR: 61.13% UF: 66.82% P: 67.69% R: 56.17% F: 61.40%
|
| 210 |
+
2023-04-21 11:28:16 INFO test: loss: nan - UP: 66.93% UR: 62.00% UF: 64.37% P: 63.67% R: 58.98% F: 61.23%
|
| 211 |
+
2023-04-21 11:28:16 INFO 0:00:11.409065s elapsed
|
| 212 |
+
|
| 213 |
+
2023-04-21 11:28:16 INFO Epoch 25 / 5000:
|
| 214 |
+
2023-04-21 11:28:26 INFO lr: 4.9750e-05 - loss: 0.0106 - UP: 91.19% UR: 82.60% UF: 86.68% P: 90.82% R: 82.26% F: 86.33%
|
| 215 |
+
2023-04-21 11:28:27 INFO dev: loss: 0.1373 - UP: 76.02% UR: 56.88% UF: 65.07% P: 71.85% R: 53.76% F: 61.50%
|
| 216 |
+
2023-04-21 11:28:28 INFO test: loss: nan - UP: 69.75% UR: 58.68% UF: 63.74% P: 66.70% R: 56.11% F: 60.95%
|
| 217 |
+
2023-04-21 11:28:28 INFO 0:00:12.155304s elapsed
|
| 218 |
+
|
| 219 |
+
2023-04-21 11:28:28 INFO Epoch 26 / 5000:
|
| 220 |
+
2023-04-21 11:28:39 INFO lr: 4.9740e-05 - loss: 0.0084 - UP: 92.30% UR: 82.51% UF: 87.13% P: 91.70% R: 81.97% F: 86.56%
|
| 221 |
+
2023-04-21 11:28:40 INFO dev: loss: 0.1247 - UP: 72.98% UR: 63.97% UF: 68.18% P: 68.37% R: 59.93% F: 63.87%
|
| 222 |
+
2023-04-21 11:28:41 INFO test: loss: nan - UP: 65.74% UR: 63.84% UF: 64.78% P: 62.70% R: 60.88% F: 61.78%
|
| 223 |
+
2023-04-21 11:28:59 INFO 0:00:13.245862s elapsed (saved)
|
| 224 |
+
|
| 225 |
+
2023-04-21 11:28:59 INFO Epoch 27 / 5000:
|
| 226 |
+
2023-04-21 11:29:09 INFO lr: 4.9730e-05 - loss: 0.0046 - UP: 93.16% UR: 85.88% UF: 89.37% P: 92.90% R: 85.64% F: 89.12%
|
| 227 |
+
2023-04-21 11:29:10 INFO dev: loss: 0.1465 - UP: 74.83% UR: 61.77% UF: 67.68% P: 69.76% R: 57.59% F: 63.09%
|
| 228 |
+
2023-04-21 11:29:11 INFO test: loss: nan - UP: 67.22% UR: 61.58% UF: 64.27% P: 64.38% R: 58.98% F: 61.56%
|
| 229 |
+
2023-04-21 11:29:11 INFO 0:00:11.996968s elapsed
|
| 230 |
+
|
| 231 |
+
2023-04-21 11:29:11 INFO Epoch 28 / 5000:
|
| 232 |
+
2023-04-21 11:29:21 INFO lr: 4.9720e-05 - loss: 0.0082 - UP: 93.55% UR: 86.44% UF: 89.85% P: 93.35% R: 86.26% F: 89.67%
|
| 233 |
+
2023-04-21 11:29:22 INFO dev: loss: 0.1544 - UP: 74.68% UR: 61.49% UF: 67.44% P: 70.03% R: 57.66% F: 63.24%
|
| 234 |
+
2023-04-21 11:29:24 INFO test: loss: nan - UP: 69.06% UR: 61.58% UF: 65.10% P: 66.28% R: 59.10% F: 62.49%
|
| 235 |
+
2023-04-21 11:29:24 INFO 0:00:12.228641s elapsed
|
| 236 |
+
|
| 237 |
+
2023-04-21 11:29:24 INFO Epoch 29 / 5000:
|
| 238 |
+
2023-04-21 11:29:34 INFO lr: 4.9710e-05 - loss: 0.0078 - UP: 93.71% UR: 87.85% UF: 90.69% P: 93.61% R: 87.75% F: 90.59%
|
| 239 |
+
2023-04-21 11:29:35 INFO dev: loss: 0.1403 - UP: 70.93% UR: 66.10% UF: 68.43% P: 66.36% R: 61.84% F: 64.02%
|
| 240 |
+
2023-04-21 11:29:36 INFO test: loss: nan - UP: 64.06% UR: 66.65% UF: 65.33% P: 61.36% R: 63.84% F: 62.57%
|
| 241 |
+
2023-04-21 11:29:55 INFO 0:00:12.625334s elapsed (saved)
|
| 242 |
+
|
| 243 |
+
2023-04-21 11:29:55 INFO Epoch 30 / 5000:
|
| 244 |
+
2023-04-21 11:30:05 INFO lr: 4.9700e-05 - loss: 0.0074 - UP: 93.09% UR: 88.82% UF: 90.91% P: 92.70% R: 88.45% F: 90.53%
|
| 245 |
+
2023-04-21 11:30:06 INFO dev: loss: 0.1415 - UP: 71.58% UR: 61.28% UF: 66.03% P: 67.11% R: 57.45% F: 61.90%
|
| 246 |
+
2023-04-21 11:30:07 INFO test: loss: nan - UP: 66.12% UR: 60.79% UF: 63.34% P: 63.46% R: 58.35% F: 60.80%
|
| 247 |
+
2023-04-21 11:30:07 INFO 0:00:12.102518s elapsed
|
| 248 |
+
|
| 249 |
+
2023-04-21 11:30:07 INFO Epoch 31 / 5000:
|
| 250 |
+
2023-04-21 11:30:17 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 92.85% UR: 84.72% UF: 88.60% P: 92.07% R: 84.00% F: 87.85%
|
| 251 |
+
2023-04-21 11:30:18 INFO dev: loss: 0.1284 - UP: 76.54% UR: 59.93% UF: 67.22% P: 72.64% R: 56.88% F: 63.80%
|
| 252 |
+
2023-04-21 11:30:19 INFO test: loss: nan - UP: 68.60% UR: 60.67% UF: 64.39% P: 65.73% R: 58.13% F: 61.70%
|
| 253 |
+
2023-04-21 11:30:19 INFO 0:00:11.923528s elapsed
|
| 254 |
+
|
| 255 |
+
2023-04-21 11:30:19 INFO Epoch 32 / 5000:
|
| 256 |
+
2023-04-21 11:30:29 INFO lr: 4.9680e-05 - loss: 0.0025 - UP: 91.23% UR: 84.21% UF: 87.58% P: 90.30% R: 83.36% F: 86.69%
|
| 257 |
+
2023-04-21 11:30:30 INFO dev: loss: 0.1686 - UP: 76.45% UR: 57.80% UF: 65.83% P: 70.64% R: 53.40% F: 60.82%
|
| 258 |
+
2023-04-21 11:30:31 INFO test: loss: nan - UP: 67.24% UR: 58.80% UF: 62.74% P: 62.48% R: 54.63% F: 58.29%
|
| 259 |
+
2023-04-21 11:30:31 INFO 0:00:12.455939s elapsed
|
| 260 |
+
|
| 261 |
+
2023-04-21 11:30:31 INFO Epoch 33 / 5000:
|
| 262 |
+
2023-04-21 11:30:42 INFO lr: 4.9670e-05 - loss: 0.0101 - UP: 93.18% UR: 86.00% UF: 89.45% P: 92.63% R: 85.49% F: 88.92%
|
| 263 |
+
2023-04-21 11:30:43 INFO dev: loss: 0.1288 - UP: 74.17% UR: 63.33% UF: 68.32% P: 68.94% R: 58.87% F: 63.50%
|
| 264 |
+
2023-04-21 11:30:44 INFO test: loss: nan - UP: 66.74% UR: 64.14% UF: 65.41% P: 63.54% R: 61.06% F: 62.27%
|
| 265 |
+
2023-04-21 11:30:44 INFO 0:00:12.953890s elapsed
|
| 266 |
+
|
| 267 |
+
2023-04-21 11:30:44 INFO Epoch 34 / 5000:
|
| 268 |
+
2023-04-21 11:30:54 INFO lr: 4.9660e-05 - loss: 0.0054 - UP: 93.74% UR: 88.22% UF: 90.90% P: 93.50% R: 88.00% F: 90.67%
|
| 269 |
+
2023-04-21 11:30:55 INFO dev: loss: 0.1460 - UP: 77.15% UR: 57.23% UF: 65.72% P: 71.22% R: 52.84% F: 60.67%
|
| 270 |
+
2023-04-21 11:30:56 INFO test: loss: nan - UP: 69.41% UR: 58.71% UF: 63.61% P: 65.77% R: 55.63% F: 60.28%
|
| 271 |
+
2023-04-21 11:30:56 INFO 0:00:11.494556s elapsed
|
| 272 |
+
|
| 273 |
+
2023-04-21 11:30:56 INFO Epoch 35 / 5000:
|
| 274 |
+
2023-04-21 11:31:05 INFO lr: 4.9650e-05 - loss: 0.0044 - UP: 93.43% UR: 88.07% UF: 90.67% P: 92.83% R: 87.50% F: 90.09%
|
| 275 |
+
2023-04-21 11:31:06 INFO dev: loss: 0.1309 - UP: 75.47% UR: 60.43% UF: 67.11% P: 71.12% R: 56.95% F: 63.25%
|
| 276 |
+
2023-04-21 11:31:07 INFO test: loss: nan - UP: 68.96% UR: 61.30% UF: 64.91% P: 65.70% R: 58.41% F: 61.84%
|
| 277 |
+
2023-04-21 11:31:07 INFO 0:00:10.938387s elapsed
|
| 278 |
+
|
| 279 |
+
2023-04-21 11:31:07 INFO Epoch 36 / 5000:
|
| 280 |
+
2023-04-21 11:31:16 INFO lr: 4.9640e-05 - loss: 0.0146 - UP: 94.74% UR: 89.25% UF: 91.91% P: 94.53% R: 89.05% F: 91.71%
|
| 281 |
+
2023-04-21 11:31:17 INFO dev: loss: 0.1333 - UP: 75.27% UR: 59.15% UF: 66.24% P: 71.57% R: 56.24% F: 62.99%
|
| 282 |
+
2023-04-21 11:31:18 INFO test: loss: nan - UP: 70.33% UR: 60.97% UF: 65.32% P: 67.72% R: 58.71% F: 62.89%
|
| 283 |
+
2023-04-21 11:31:18 INFO 0:00:11.019449s elapsed
|
| 284 |
+
|
| 285 |
+
2023-04-21 11:31:18 INFO Epoch 37 / 5000:
|
| 286 |
+
2023-04-21 11:31:27 INFO lr: 4.9630e-05 - loss: 0.0038 - UP: 95.16% UR: 91.51% UF: 93.30% P: 95.01% R: 91.37% F: 93.16%
|
| 287 |
+
2023-04-21 11:31:28 INFO dev: loss: 0.1375 - UP: 75.90% UR: 58.30% UF: 65.94% P: 71.65% R: 55.04% F: 62.25%
|
| 288 |
+
2023-04-21 11:31:29 INFO test: loss: nan - UP: 69.87% UR: 60.49% UF: 64.84% P: 67.09% R: 58.07% F: 62.26%
|
| 289 |
+
2023-04-21 11:31:29 INFO 0:00:11.457088s elapsed
|
| 290 |
+
|
| 291 |
+
2023-04-21 11:31:29 INFO Epoch 38 / 5000:
|
| 292 |
+
2023-04-21 11:31:39 INFO lr: 4.9620e-05 - loss: 0.0060 - UP: 96.38% UR: 92.10% UF: 94.19% P: 96.27% R: 92.00% F: 94.09%
|
| 293 |
+
2023-04-21 11:31:40 INFO dev: loss: 0.1492 - UP: 73.30% UR: 65.04% UF: 68.92% P: 68.43% R: 60.71% F: 64.34%
|
| 294 |
+
2023-04-21 11:31:41 INFO test: loss: nan - UP: 66.02% UR: 64.26% UF: 65.13% P: 62.95% R: 61.27% F: 62.10%
|
| 295 |
+
2023-04-21 11:32:00 INFO 0:00:11.413133s elapsed (saved)
|
| 296 |
+
|
| 297 |
+
2023-04-21 11:32:00 INFO Epoch 39 / 5000:
|
| 298 |
+
2023-04-21 11:32:09 INFO lr: 4.9610e-05 - loss: 0.0021 - UP: 95.82% UR: 92.94% UF: 94.36% P: 95.68% R: 92.81% F: 94.22%
|
| 299 |
+
2023-04-21 11:32:10 INFO dev: loss: 0.1335 - UP: 70.01% UR: 66.88% UF: 68.41% P: 66.00% R: 63.05% F: 64.49%
|
| 300 |
+
2023-04-21 11:32:12 INFO test: loss: nan - UP: 64.41% UR: 68.22% UF: 66.26% P: 61.39% R: 65.02% F: 63.15%
|
| 301 |
+
2023-04-21 11:32:31 INFO 0:00:11.830565s elapsed (saved)
|
| 302 |
+
|
| 303 |
+
2023-04-21 11:32:31 INFO Epoch 40 / 5000:
|
| 304 |
+
2023-04-21 11:32:41 INFO lr: 4.9600e-05 - loss: 0.0075 - UP: 96.67% UR: 93.45% UF: 95.03% P: 96.55% R: 93.34% F: 94.92%
|
| 305 |
+
2023-04-21 11:32:42 INFO dev: loss: 0.1367 - UP: 74.08% UR: 64.26% UF: 68.82% P: 68.77% R: 59.65% F: 63.88%
|
| 306 |
+
2023-04-21 11:32:43 INFO test: loss: nan - UP: 67.71% UR: 65.38% UF: 66.52% P: 64.96% R: 62.72% F: 63.82%
|
| 307 |
+
2023-04-21 11:32:43 INFO 0:00:11.701681s elapsed
|
| 308 |
+
|
| 309 |
+
2023-04-21 11:32:43 INFO Epoch 41 / 5000:
|
| 310 |
+
2023-04-21 11:32:53 INFO lr: 4.9590e-05 - loss: 0.0071 - UP: 96.87% UR: 94.04% UF: 95.43% P: 96.72% R: 93.90% F: 95.29%
|
| 311 |
+
2023-04-21 11:32:54 INFO dev: loss: 0.1571 - UP: 67.56% UR: 71.35% UF: 69.40% P: 63.53% R: 67.09% F: 65.26%
|
| 312 |
+
2023-04-21 11:32:55 INFO test: loss: nan - UP: 60.55% UR: 70.78% UF: 65.27% P: 57.32% R: 67.01% F: 61.79%
|
| 313 |
+
2023-04-21 11:33:13 INFO 0:00:11.986157s elapsed (saved)
|
| 314 |
+
|
| 315 |
+
2023-04-21 11:33:13 INFO Epoch 42 / 5000:
|
| 316 |
+
2023-04-21 11:33:23 INFO lr: 4.9580e-05 - loss: 0.0049 - UP: 95.64% UR: 93.06% UF: 94.33% P: 95.45% R: 92.87% F: 94.14%
|
| 317 |
+
2023-04-21 11:33:23 INFO dev: loss: 0.1380 - UP: 73.08% UR: 61.42% UF: 66.74% P: 68.52% R: 57.59% F: 62.58%
|
| 318 |
+
2023-04-21 11:33:25 INFO test: loss: nan - UP: 66.83% UR: 61.85% UF: 64.24% P: 63.83% R: 59.07% F: 61.36%
|
| 319 |
+
2023-04-21 11:33:25 INFO 0:00:11.387636s elapsed
|
| 320 |
+
|
| 321 |
+
2023-04-21 11:33:25 INFO Epoch 43 / 5000:
|
| 322 |
+
2023-04-21 11:33:35 INFO lr: 4.9570e-05 - loss: 0.0057 - UP: 96.67% UR: 93.26% UF: 94.93% P: 96.59% R: 93.18% F: 94.85%
|
| 323 |
+
2023-04-21 11:33:37 INFO dev: loss: 0.1504 - UP: 73.11% UR: 60.92% UF: 66.46% P: 68.51% R: 57.09% F: 62.28%
|
| 324 |
+
2023-04-21 11:33:39 INFO test: loss: nan - UP: 68.46% UR: 63.48% UF: 65.87% P: 64.97% R: 60.25% F: 62.52%
|
| 325 |
+
2023-04-21 11:33:39 INFO 0:00:13.891912s elapsed
|
| 326 |
+
|
| 327 |
+
2023-04-21 11:33:39 INFO Epoch 44 / 5000:
|
| 328 |
+
2023-04-21 11:33:49 INFO lr: 4.9560e-05 - loss: 0.0121 - UP: 96.43% UR: 93.70% UF: 95.04% P: 96.26% R: 93.54% F: 94.88%
|
| 329 |
+
2023-04-21 11:33:50 INFO dev: loss: 0.1479 - UP: 73.36% UR: 62.70% UF: 67.61% P: 69.05% R: 59.01% F: 63.63%
|
| 330 |
+
2023-04-21 11:33:52 INFO test: loss: nan - UP: 67.21% UR: 62.54% UF: 64.79% P: 64.06% R: 59.61% F: 61.76%
|
| 331 |
+
2023-04-21 11:33:52 INFO 0:00:13.650348s elapsed
|
| 332 |
+
|
| 333 |
+
2023-04-21 11:33:52 INFO Epoch 45 / 5000:
|
| 334 |
+
2023-04-21 11:34:02 INFO lr: 4.9550e-05 - loss: 0.0085 - UP: 95.74% UR: 91.29% UF: 93.47% P: 95.51% R: 91.07% F: 93.24%
|
| 335 |
+
2023-04-21 11:34:03 INFO dev: loss: 0.1592 - UP: 71.23% UR: 61.99% UF: 66.29% P: 67.81% R: 59.01% F: 63.10%
|
| 336 |
+
2023-04-21 11:34:04 INFO test: loss: nan - UP: 65.93% UR: 63.27% UF: 64.57% P: 63.04% R: 60.49% F: 61.74%
|
| 337 |
+
2023-04-21 11:34:04 INFO 0:00:12.199992s elapsed
|
| 338 |
+
|
| 339 |
+
2023-04-21 11:34:04 INFO Epoch 46 / 5000:
|
| 340 |
+
2023-04-21 11:34:14 INFO lr: 4.9540e-05 - loss: 0.0114 - UP: 92.85% UR: 88.13% UF: 90.43% P: 92.53% R: 87.83% F: 90.12%
|
| 341 |
+
2023-04-21 11:34:14 INFO dev: loss: 0.1638 - UP: 76.03% UR: 59.15% UF: 66.53% P: 70.92% R: 55.18% F: 62.07%
|
| 342 |
+
2023-04-21 11:34:16 INFO test: loss: nan - UP: 67.67% UR: 59.95% UF: 63.57% P: 64.29% R: 56.96% F: 60.40%
|
| 343 |
+
2023-04-21 11:34:16 INFO 0:00:11.232004s elapsed
|
| 344 |
+
|
| 345 |
+
2023-04-21 11:34:16 INFO Epoch 47 / 5000:
|
| 346 |
+
2023-04-21 11:34:25 INFO lr: 4.9530e-05 - loss: 0.0111 - UP: 93.60% UR: 88.49% UF: 90.97% P: 93.36% R: 88.26% F: 90.74%
|
| 347 |
+
2023-04-21 11:34:26 INFO dev: loss: 0.1408 - UP: 75.56% UR: 62.70% UF: 68.53% P: 70.60% R: 58.58% F: 64.03%
|
| 348 |
+
2023-04-21 11:34:27 INFO test: loss: nan - UP: 67.68% UR: 62.00% UF: 64.71% P: 64.55% R: 59.13% F: 61.72%
|
| 349 |
+
2023-04-21 11:34:27 INFO 0:00:11.050847s elapsed
|
| 350 |
+
|
| 351 |
+
2023-04-21 11:34:27 INFO Epoch 48 / 5000:
|
| 352 |
+
2023-04-21 11:34:36 INFO lr: 4.9520e-05 - loss: 0.0043 - UP: 95.99% UR: 93.23% UF: 94.59% P: 95.87% R: 93.12% F: 94.48%
|
| 353 |
+
2023-04-21 11:34:37 INFO dev: loss: 0.1358 - UP: 72.63% UR: 66.81% UF: 69.60% P: 68.77% R: 63.26% F: 65.90%
|
| 354 |
+
2023-04-21 11:34:38 INFO test: loss: nan - UP: 65.53% UR: 65.41% UF: 65.47% P: 62.53% R: 62.42% F: 62.48%
|
| 355 |
+
2023-04-21 11:34:57 INFO 0:00:11.263433s elapsed (saved)
|
| 356 |
+
|
| 357 |
+
2023-04-21 11:34:57 INFO Epoch 49 / 5000:
|
| 358 |
+
2023-04-21 11:35:06 INFO lr: 4.9510e-05 - loss: 0.0006 - UP: 96.86% UR: 94.37% UF: 95.60% P: 96.80% R: 94.31% F: 95.53%
|
| 359 |
+
2023-04-21 11:35:07 INFO dev: loss: 0.1400 - UP: 74.30% UR: 66.24% UF: 70.04% P: 70.25% R: 62.62% F: 66.22%
|
| 360 |
+
2023-04-21 11:35:08 INFO test: loss: nan - UP: 66.37% UR: 65.35% UF: 65.86% P: 62.94% R: 61.97% F: 62.45%
|
| 361 |
+
2023-04-21 11:35:28 INFO 0:00:11.474352s elapsed (saved)
|
| 362 |
+
|
| 363 |
+
2023-04-21 11:35:28 INFO Epoch 50 / 5000:
|
| 364 |
+
2023-04-21 11:35:37 INFO lr: 4.9500e-05 - loss: 0.0022 - UP: 97.49% UR: 95.53% UF: 96.50% P: 97.44% R: 95.48% F: 96.45%
|
| 365 |
+
2023-04-21 11:35:38 INFO dev: loss: 0.1431 - UP: 75.25% UR: 64.26% UF: 69.32% P: 71.43% R: 60.99% F: 65.80%
|
| 366 |
+
2023-04-21 11:35:40 INFO test: loss: nan - UP: 67.84% UR: 64.23% UF: 65.98% P: 64.84% R: 61.39% F: 63.07%
|
| 367 |
+
2023-04-21 11:35:40 INFO 0:00:11.499185s elapsed
|
| 368 |
+
|
| 369 |
+
2023-04-21 11:35:40 INFO Epoch 51 / 5000:
|
| 370 |
+
2023-04-21 11:35:50 INFO lr: 4.9490e-05 - loss: 0.0015 - UP: 97.91% UR: 96.17% UF: 97.03% P: 97.86% R: 96.12% F: 96.98%
|
| 371 |
+
2023-04-21 11:35:51 INFO dev: loss: 0.1439 - UP: 74.20% UR: 65.46% UF: 69.56% P: 70.50% R: 62.20% F: 66.09%
|
| 372 |
+
2023-04-21 11:35:52 INFO test: loss: nan - UP: 66.05% UR: 66.01% UF: 66.03% P: 63.18% R: 63.15% F: 63.16%
|
| 373 |
+
2023-04-21 11:35:52 INFO 0:00:12.858561s elapsed
|
| 374 |
+
|
| 375 |
+
2023-04-21 11:35:52 INFO Epoch 52 / 5000:
|
| 376 |
+
2023-04-21 11:36:03 INFO lr: 4.9480e-05 - loss: 0.0003 - UP: 97.95% UR: 96.32% UF: 97.13% P: 97.83% R: 96.20% F: 97.01%
|
| 377 |
+
2023-04-21 11:36:04 INFO dev: loss: 0.1685 - UP: 74.39% UR: 66.95% UF: 70.47% P: 68.72% R: 61.84% F: 65.10%
|
| 378 |
+
2023-04-21 11:36:06 INFO test: loss: nan - UP: 65.64% UR: 66.19% UF: 65.92% P: 62.50% R: 63.02% F: 62.76%
|
| 379 |
+
2023-04-21 11:36:06 INFO 0:00:13.507207s elapsed
|
| 380 |
+
|
| 381 |
+
2023-04-21 11:36:06 INFO Epoch 53 / 5000:
|
| 382 |
+
2023-04-21 11:36:16 INFO lr: 4.9470e-05 - loss: 0.0224 - UP: 97.53% UR: 95.06% UF: 96.28% P: 96.92% R: 94.47% F: 95.68%
|
| 383 |
+
2023-04-21 11:36:17 INFO dev: loss: 0.1620 - UP: 74.10% UR: 61.06% UF: 66.95% P: 68.67% R: 56.60% F: 62.05%
|
| 384 |
+
2023-04-21 11:36:18 INFO test: loss: nan - UP: 68.77% UR: 61.94% UF: 65.17% P: 64.54% R: 58.13% F: 61.17%
|
| 385 |
+
2023-04-21 11:36:18 INFO 0:00:12.034904s elapsed
|
| 386 |
+
|
| 387 |
+
2023-04-21 11:36:18 INFO Epoch 54 / 5000:
|
| 388 |
+
2023-04-21 11:36:27 INFO lr: 4.9460e-05 - loss: 0.0323 - UP: 94.80% UR: 90.65% UF: 92.67% P: 93.61% R: 89.51% F: 91.51%
|
| 389 |
+
2023-04-21 11:36:28 INFO dev: loss: 0.1216 - UP: 74.85% UR: 63.12% UF: 68.49% P: 70.90% R: 59.79% F: 64.87%
|
| 390 |
+
2023-04-21 11:36:29 INFO test: loss: nan - UP: 65.65% UR: 65.02% UF: 65.33% P: 61.93% R: 61.33% F: 61.63%
|
| 391 |
+
2023-04-21 11:36:29 INFO 0:00:10.946266s elapsed
|
| 392 |
+
|
| 393 |
+
2023-04-21 11:36:29 INFO Epoch 55 / 5000:
|
| 394 |
+
2023-04-21 11:36:38 INFO lr: 4.9450e-05 - loss: 0.0051 - UP: 93.64% UR: 88.59% UF: 91.05% P: 92.72% R: 87.71% F: 90.15%
|
| 395 |
+
2023-04-21 11:36:39 INFO dev: loss: 0.1222 - UP: 70.80% UR: 67.23% UF: 68.97% P: 66.39% R: 63.05% F: 64.68%
|
| 396 |
+
2023-04-21 11:36:40 INFO test: loss: nan - UP: 60.68% UR: 67.64% UF: 63.97% P: 57.22% R: 63.78% F: 60.32%
|
| 397 |
+
2023-04-21 11:36:40 INFO 0:00:10.996365s elapsed
|
| 398 |
+
|
| 399 |
+
2023-04-21 11:36:40 INFO Epoch 56 / 5000:
|
| 400 |
+
2023-04-21 11:36:49 INFO lr: 4.9440e-05 - loss: 0.0036 - UP: 96.28% UR: 92.57% UF: 94.39% P: 96.03% R: 92.33% F: 94.14%
|
| 401 |
+
2023-04-21 11:36:50 INFO dev: loss: 0.1279 - UP: 74.87% UR: 63.62% UF: 68.79% P: 70.20% R: 59.65% F: 64.49%
|
| 402 |
+
2023-04-21 11:36:51 INFO test: loss: nan - UP: 65.95% UR: 64.14% UF: 65.03% P: 62.66% R: 60.94% F: 61.79%
|
| 403 |
+
2023-04-21 11:36:51 INFO 0:00:11.048504s elapsed
|
| 404 |
+
|
| 405 |
+
2023-04-21 11:36:51 INFO Epoch 57 / 5000:
|
| 406 |
+
2023-04-21 11:37:00 INFO lr: 4.9430e-05 - loss: 0.0016 - UP: 97.53% UR: 96.35% UF: 96.94% P: 97.42% R: 96.24% F: 96.82%
|
| 407 |
+
2023-04-21 11:37:01 INFO dev: loss: 0.1496 - UP: 74.26% UR: 65.46% UF: 69.58% P: 69.59% R: 61.35% F: 65.21%
|
| 408 |
+
2023-04-21 11:37:02 INFO test: loss: nan - UP: 65.37% UR: 65.47% UF: 65.42% P: 61.93% R: 62.03% F: 61.98%
|
| 409 |
+
2023-04-21 11:37:02 INFO 0:00:11.418385s elapsed
|
| 410 |
+
|
| 411 |
+
2023-04-21 11:37:02 INFO Epoch 58 / 5000:
|
| 412 |
+
2023-04-21 11:37:12 INFO lr: 4.9420e-05 - loss: 0.0024 - UP: 98.10% UR: 96.79% UF: 97.44% P: 98.02% R: 96.71% F: 97.36%
|
| 413 |
+
2023-04-21 11:37:12 INFO dev: loss: 0.1586 - UP: 76.64% UR: 63.76% UF: 69.61% P: 72.04% R: 59.93% F: 65.43%
|
| 414 |
+
2023-04-21 11:37:14 INFO test: loss: nan - UP: 67.24% UR: 63.57% UF: 65.35% P: 63.98% R: 60.49% F: 62.19%
|
| 415 |
+
2023-04-21 11:37:14 INFO 0:00:11.162234s elapsed
|
| 416 |
+
|
| 417 |
+
2023-04-21 11:37:14 INFO Epoch 59 / 5000:
|
| 418 |
+
2023-04-21 11:37:23 INFO lr: 4.9410e-05 - loss: 0.0034 - UP: 98.48% UR: 97.02% UF: 97.74% P: 98.44% R: 96.98% F: 97.70%
|
| 419 |
+
2023-04-21 11:37:24 INFO dev: loss: 0.1657 - UP: 72.89% UR: 67.87% UF: 70.29% P: 68.39% R: 63.69% F: 65.96%
|
| 420 |
+
2023-04-21 11:37:25 INFO test: loss: nan - UP: 63.65% UR: 66.77% UF: 65.17% P: 60.23% R: 63.18% F: 61.67%
|
| 421 |
+
2023-04-21 11:37:25 INFO 0:00:11.260768s elapsed
|
| 422 |
+
|
| 423 |
+
2023-04-21 11:37:25 INFO Epoch 60 / 5000:
|
| 424 |
+
2023-04-21 11:37:34 INFO lr: 4.9400e-05 - loss: 0.0019 - UP: 97.83% UR: 97.58% UF: 97.70% P: 97.74% R: 97.49% F: 97.61%
|
| 425 |
+
2023-04-21 11:37:35 INFO dev: loss: 0.1563 - UP: 74.54% UR: 66.03% UF: 70.03% P: 70.06% R: 62.06% F: 65.81%
|
| 426 |
+
2023-04-21 11:37:36 INFO test: loss: nan - UP: 66.71% UR: 65.56% UF: 66.13% P: 63.18% R: 62.09% F: 62.63%
|
| 427 |
+
2023-04-21 11:37:36 INFO 0:00:11.078074s elapsed
|
| 428 |
+
|
| 429 |
+
2023-04-21 11:37:36 INFO Epoch 61 / 5000:
|
| 430 |
+
2023-04-21 11:37:45 INFO lr: 4.9390e-05 - loss: 0.0025 - UP: 98.36% UR: 97.45% UF: 97.90% P: 98.32% R: 97.41% F: 97.86%
|
| 431 |
+
2023-04-21 11:37:46 INFO dev: loss: 0.1721 - UP: 74.98% UR: 66.10% UF: 70.26% P: 70.23% R: 61.91% F: 65.81%
|
| 432 |
+
2023-04-21 11:37:47 INFO test: loss: nan - UP: 66.71% UR: 64.90% UF: 65.79% P: 63.61% R: 61.88% F: 62.73%
|
| 433 |
+
2023-04-21 11:37:47 INFO 0:00:11.368588s elapsed
|
| 434 |
+
|
| 435 |
+
2023-04-21 11:37:47 INFO Epoch 62 / 5000:
|
| 436 |
+
2023-04-21 11:37:57 INFO lr: 4.9380e-05 - loss: 0.0014 - UP: 98.20% UR: 97.53% UF: 97.86% P: 98.18% R: 97.51% F: 97.84%
|
| 437 |
+
2023-04-21 11:37:57 INFO dev: loss: 0.1504 - UP: 73.43% UR: 67.23% UF: 70.20% P: 68.71% R: 62.91% F: 65.68%
|
| 438 |
+
2023-04-21 11:37:58 INFO test: loss: nan - UP: 66.13% UR: 66.34% UF: 66.23% P: 62.58% R: 62.78% F: 62.68%
|
| 439 |
+
2023-04-21 11:37:58 INFO 0:00:10.988239s elapsed
|
| 440 |
+
|
| 441 |
+
2023-04-21 11:37:58 INFO Epoch 63 / 5000:
|
| 442 |
+
2023-04-21 11:38:08 INFO lr: 4.9370e-05 - loss: 0.0035 - UP: 97.91% UR: 96.91% UF: 97.41% P: 96.71% R: 95.71% F: 96.21%
|
| 443 |
+
2023-04-21 11:38:08 INFO dev: loss: 0.1301 - UP: 75.24% UR: 61.42% UF: 67.63% P: 70.72% R: 57.73% F: 63.57%
|
| 444 |
+
2023-04-21 11:38:09 INFO test: loss: nan - UP: 69.23% UR: 63.90% UF: 66.46% P: 65.76% R: 60.70% F: 63.13%
|
| 445 |
+
2023-04-21 11:38:09 INFO 0:00:11.061952s elapsed
|
| 446 |
+
|
| 447 |
+
2023-04-21 11:38:09 INFO Epoch 64 / 5000:
|
| 448 |
+
2023-04-21 11:38:19 INFO lr: 4.9360e-05 - loss: 0.0128 - UP: 96.55% UR: 93.84% UF: 95.18% P: 94.81% R: 92.14% F: 93.46%
|
| 449 |
+
2023-04-21 11:38:19 INFO dev: loss: 0.1419 - UP: 66.88% UR: 73.33% UF: 69.96% P: 61.71% R: 67.66% F: 64.55%
|
| 450 |
+
2023-04-21 11:38:21 INFO test: loss: nan - UP: 56.38% UR: 71.75% UF: 63.14% P: 52.25% R: 66.50% F: 58.52%
|
| 451 |
+
2023-04-21 11:38:21 INFO 0:00:11.326238s elapsed
|
| 452 |
+
|
| 453 |
+
2023-04-21 11:38:21 INFO Epoch 65 / 5000:
|
| 454 |
+
2023-04-21 11:38:30 INFO lr: 4.9350e-05 - loss: 0.0005 - UP: 94.82% UR: 90.84% UF: 92.78% P: 93.79% R: 89.85% F: 91.77%
|
| 455 |
+
2023-04-21 11:38:31 INFO dev: loss: 0.1591 - UP: 75.58% UR: 62.77% UF: 68.58% P: 70.45% R: 58.51% F: 63.93%
|
| 456 |
+
2023-04-21 11:38:32 INFO test: loss: nan - UP: 68.25% UR: 63.45% UF: 65.76% P: 64.55% R: 60.01% F: 62.19%
|
| 457 |
+
2023-04-21 11:38:32 INFO 0:00:11.400778s elapsed
|
| 458 |
+
|
| 459 |
+
2023-04-21 11:38:32 INFO Epoch 66 / 5000:
|
| 460 |
+
2023-04-21 11:38:41 INFO lr: 4.9340e-05 - loss: 0.0048 - UP: 95.00% UR: 89.54% UF: 92.19% P: 94.68% R: 89.24% F: 91.88%
|
| 461 |
+
2023-04-21 11:38:42 INFO dev: loss: 0.1787 - UP: 76.43% UR: 57.73% UF: 65.78% P: 71.83% R: 54.26% F: 61.82%
|
| 462 |
+
2023-04-21 11:38:43 INFO test: loss: nan - UP: 67.53% UR: 59.19% UF: 63.09% P: 63.88% R: 55.99% F: 59.68%
|
| 463 |
+
2023-04-21 11:38:43 INFO 0:00:11.072155s elapsed
|
| 464 |
+
|
| 465 |
+
2023-04-21 11:38:43 INFO Epoch 67 / 5000:
|
| 466 |
+
2023-04-21 11:38:53 INFO lr: 4.9330e-05 - loss: 0.0009 - UP: 95.92% UR: 93.10% UF: 94.49% P: 95.74% R: 92.92% F: 94.31%
|
| 467 |
+
2023-04-21 11:38:53 INFO dev: loss: 0.1756 - UP: 73.26% UR: 62.77% UF: 67.61% P: 68.71% R: 58.87% F: 63.41%
|
| 468 |
+
2023-04-21 11:38:54 INFO test: loss: nan - UP: 66.93% UR: 64.02% UF: 65.44% P: 63.21% R: 60.46% F: 61.80%
|
| 469 |
+
2023-04-21 11:38:54 INFO 0:00:11.122375s elapsed
|
| 470 |
+
|
| 471 |
+
2023-04-21 11:38:54 INFO Epoch 68 / 5000:
|
| 472 |
+
2023-04-21 11:39:04 INFO lr: 4.9320e-05 - loss: 0.0026 - UP: 97.07% UR: 95.14% UF: 96.10% P: 96.97% R: 95.04% F: 96.00%
|
| 473 |
+
2023-04-21 11:39:05 INFO dev: loss: 0.1645 - UP: 72.82% UR: 67.66% UF: 70.15% P: 67.94% R: 63.12% F: 65.44%
|
| 474 |
+
2023-04-21 11:39:06 INFO test: loss: nan - UP: 64.42% UR: 68.76% UF: 66.52% P: 60.75% R: 64.84% F: 62.72%
|
| 475 |
+
2023-04-21 11:39:06 INFO 0:00:11.475561s elapsed
|
| 476 |
+
|
| 477 |
+
2023-04-21 11:39:06 INFO Epoch 69 / 5000:
|
| 478 |
+
2023-04-21 11:39:16 INFO lr: 4.9310e-05 - loss: 0.0114 - UP: 97.91% UR: 95.93% UF: 96.91% P: 97.76% R: 95.78% F: 96.76%
|
| 479 |
+
2023-04-21 11:39:16 INFO dev: loss: 0.1867 - UP: 71.45% UR: 68.51% UF: 69.95% P: 66.49% R: 63.76% F: 65.10%
|
| 480 |
+
2023-04-21 11:39:18 INFO test: loss: nan - UP: 62.72% UR: 68.70% UF: 65.57% P: 59.08% R: 64.71% F: 61.77%
|
| 481 |
+
2023-04-21 11:39:18 INFO 0:00:11.856264s elapsed
|
| 482 |
+
|
| 483 |
+
2023-04-21 11:39:18 INFO Epoch 70 / 5000:
|
| 484 |
+
2023-04-21 11:39:27 INFO lr: 4.9300e-05 - loss: 0.0026 - UP: 97.51% UR: 95.69% UF: 96.59% P: 97.41% R: 95.59% F: 96.49%
|
| 485 |
+
2023-04-21 11:39:27 INFO dev: loss: 0.1701 - UP: 74.58% UR: 63.05% UF: 68.33% P: 69.46% R: 58.72% F: 63.64%
|
| 486 |
+
2023-04-21 11:39:29 INFO test: loss: nan - UP: 67.86% UR: 64.74% UF: 66.27% P: 63.68% R: 60.76% F: 62.19%
|
| 487 |
+
2023-04-21 11:39:29 INFO 0:00:11.032786s elapsed
|
| 488 |
+
|
| 489 |
+
2023-04-21 11:39:29 INFO Epoch 71 / 5000:
|
| 490 |
+
2023-04-21 11:39:38 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 98.40% UR: 96.94% UF: 97.66% P: 98.30% R: 96.84% F: 97.56%
|
| 491 |
+
2023-04-21 11:39:39 INFO dev: loss: 0.1679 - UP: 73.19% UR: 66.60% UF: 69.74% P: 68.82% R: 62.62% F: 65.58%
|
| 492 |
+
2023-04-21 11:39:40 INFO test: loss: nan - UP: 65.34% UR: 67.55% UF: 66.43% P: 61.37% R: 63.45% F: 62.39%
|
| 493 |
+
2023-04-21 11:39:40 INFO 0:00:11.172137s elapsed
|
| 494 |
+
|
| 495 |
+
2023-04-21 11:39:40 INFO Epoch 72 / 5000:
|
| 496 |
+
2023-04-21 11:39:49 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.43% UR: 97.36% UF: 97.89% P: 98.37% R: 97.30% F: 97.83%
|
| 497 |
+
2023-04-21 11:39:50 INFO dev: loss: 0.1815 - UP: 71.96% UR: 67.16% UF: 69.48% P: 67.40% R: 62.91% F: 65.08%
|
| 498 |
+
2023-04-21 11:39:51 INFO test: loss: nan - UP: 64.25% UR: 67.37% UF: 65.77% P: 60.13% R: 63.05% F: 61.56%
|
| 499 |
+
2023-04-21 11:39:51 INFO 0:00:11.487412s elapsed
|
| 500 |
+
|
| 501 |
+
2023-04-21 11:39:51 INFO Epoch 73 / 5000:
|
| 502 |
+
2023-04-21 11:40:01 INFO lr: 4.9270e-05 - loss: 0.0017 - UP: 98.52% UR: 98.08% UF: 98.30% P: 98.48% R: 98.04% F: 98.26%
|
| 503 |
+
2023-04-21 11:40:01 INFO dev: loss: 0.1913 - UP: 73.10% UR: 66.31% UF: 69.54% P: 68.49% R: 62.13% F: 65.15%
|
| 504 |
+
2023-04-21 11:40:03 INFO test: loss: nan - UP: 65.99% UR: 67.13% UF: 66.56% P: 61.93% R: 62.99% F: 62.46%
|
| 505 |
+
2023-04-21 11:40:03 INFO 0:00:11.417735s elapsed
|
| 506 |
+
|
| 507 |
+
2023-04-21 11:40:03 INFO Epoch 74 / 5000:
|
| 508 |
+
2023-04-21 11:40:12 INFO lr: 4.9260e-05 - loss: 0.0051 - UP: 98.79% UR: 98.03% UF: 98.41% P: 98.72% R: 97.96% F: 98.34%
|
| 509 |
+
2023-04-21 11:40:13 INFO dev: loss: 0.1980 - UP: 73.30% UR: 65.60% UF: 69.24% P: 68.86% R: 61.63% F: 65.04%
|
| 510 |
+
2023-04-21 11:40:14 INFO test: loss: nan - UP: 66.77% UR: 66.47% UF: 66.62% P: 63.04% R: 62.75% F: 62.90%
|
| 511 |
+
2023-04-21 11:40:14 INFO 0:00:11.053004s elapsed
|
| 512 |
+
|
| 513 |
+
2023-04-21 11:40:14 INFO Epoch 75 / 5000:
|
| 514 |
+
2023-04-21 11:40:23 INFO lr: 4.9250e-05 - loss: 0.0018 - UP: 98.87% UR: 98.20% UF: 98.53% P: 98.83% R: 98.16% F: 98.49%
|
| 515 |
+
2023-04-21 11:40:24 INFO dev: loss: 0.1892 - UP: 72.40% UR: 66.24% UF: 69.19% P: 67.21% R: 61.49% F: 64.22%
|
| 516 |
+
2023-04-21 11:40:25 INFO test: loss: nan - UP: 65.93% UR: 67.22% UF: 66.57% P: 61.87% R: 63.08% F: 62.47%
|
| 517 |
+
2023-04-21 11:40:25 INFO 0:00:11.138233s elapsed
|
| 518 |
+
|
| 519 |
+
2023-04-21 11:40:25 INFO Epoch 76 / 5000:
|
| 520 |
+
2023-04-21 11:40:34 INFO lr: 4.9240e-05 - loss: 0.0009 - UP: 98.40% UR: 97.93% UF: 98.16% P: 98.34% R: 97.87% F: 98.10%
|
| 521 |
+
2023-04-21 11:40:35 INFO dev: loss: 0.1930 - UP: 72.22% UR: 65.82% UF: 68.87% P: 67.70% R: 61.70% F: 64.56%
|
| 522 |
+
2023-04-21 11:40:36 INFO test: loss: nan - UP: 66.32% UR: 68.34% UF: 67.31% P: 62.57% R: 64.47% F: 63.51%
|
| 523 |
+
2023-04-21 11:40:36 INFO 0:00:11.521576s elapsed
|
| 524 |
+
|
| 525 |
+
2023-04-21 11:40:36 INFO Epoch 77 / 5000:
|
| 526 |
+
2023-04-21 11:40:46 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 98.89% UR: 98.00% UF: 98.44% P: 98.85% R: 97.96% F: 98.40%
|
| 527 |
+
2023-04-21 11:40:46 INFO dev: loss: 0.2149 - UP: 73.35% UR: 66.38% UF: 69.69% P: 68.81% R: 62.27% F: 65.38%
|
| 528 |
+
2023-04-21 11:40:48 INFO test: loss: nan - UP: 66.64% UR: 68.43% UF: 67.52% P: 62.96% R: 64.65% F: 63.80%
|
| 529 |
+
2023-04-21 11:40:48 INFO 0:00:11.304591s elapsed
|
| 530 |
+
|
| 531 |
+
2023-04-21 11:40:48 INFO Epoch 78 / 5000:
|
| 532 |
+
2023-04-21 11:40:57 INFO lr: 4.9220e-05 - loss: 0.0006 - UP: 98.86% UR: 98.57% UF: 98.72% P: 98.82% R: 98.53% F: 98.68%
|
| 533 |
+
2023-04-21 11:40:58 INFO dev: loss: 0.1880 - UP: 73.86% UR: 66.74% UF: 70.12% P: 69.23% R: 62.55% F: 65.72%
|
| 534 |
+
2023-04-21 11:40:59 INFO test: loss: nan - UP: 66.62% UR: 67.82% UF: 67.22% P: 62.64% R: 63.78% F: 63.21%
|
| 535 |
+
2023-04-21 11:40:59 INFO 0:00:11.084262s elapsed
|
| 536 |
+
|
| 537 |
+
2023-04-21 11:40:59 INFO Epoch 79 / 5000:
|
| 538 |
+
2023-04-21 11:41:08 INFO lr: 4.9210e-05 - loss: 0.0022 - UP: 98.98% UR: 98.33% UF: 98.65% P: 98.97% R: 98.32% F: 98.64%
|
| 539 |
+
2023-04-21 11:41:09 INFO dev: loss: 0.2037 - UP: 72.06% UR: 67.87% UF: 69.91% P: 67.24% R: 63.33% F: 65.23%
|
| 540 |
+
2023-04-21 11:41:10 INFO test: loss: nan - UP: 64.33% UR: 68.82% UF: 66.50% P: 60.38% R: 64.59% F: 62.42%
|
| 541 |
+
2023-04-21 11:41:10 INFO 0:00:11.159156s elapsed
|
| 542 |
+
|
| 543 |
+
2023-04-21 11:42:07 INFO Epoch 49 saved
|
| 544 |
+
2023-04-21 11:42:07 INFO dev: UP: 74.30% UR: 66.24% UF: 70.04% P: 70.25% R: 62.62% F: 66.22%
|
| 545 |
+
2023-04-21 11:42:07 INFO test: UP: 66.37% UR: 65.35% UF: 65.86% P: 62.94% R: 61.97% F: 62.45%
|
| 546 |
+
2023-04-21 11:42:07 INFO 0:15:35.421448s elapsed, 0:00:11.840778s/epoch
|