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config.json

@@ -1,12 +1,11 @@
 {
-  "_name_or_path": "roberta-base",
+  "_name_or_path": "ai-forever/ruBert-base",
   "architectures": [
-    "RobertaForSequenceClassification"
+    "BertForSequenceClassification"
   ],
   "attention_probs_dropout_prob": 0.1,
-  "bos_token_id": 0,
   "classifier_dropout": null,
-  "eos_token_id": 2,
+  "directionality": "bidi",
   "hidden_act": "gelu",
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
@@ -19,54 +18,37 @@
     "5": "LABEL_5",
     "6": "LABEL_6",
     "7": "LABEL_7",
-    "8": "LABEL_8",
-    "9": "LABEL_9",
-    "10": "LABEL_10",
-    "11": "LABEL_11",
-    "12": "LABEL_12",
-    "13": "LABEL_13",
-    "14": "LABEL_14",
-    "15": "LABEL_15",
-    "16": "LABEL_16",
-    "17": "LABEL_17",
-    "18": "LABEL_18",
-    "19": "LABEL_19"
+    "8": "LABEL_8"
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   "label2id": {
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     "LABEL_5": 5,
     "LABEL_6": 6,
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-    "LABEL_8": 8,
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+    "LABEL_8": 8
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-  "layer_norm_eps": 1e-05,
-  "max_position_embeddings": 514,
-  "model_type": "roberta",
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
   "num_attention_heads": 12,
   "num_hidden_layers": 12,
-  "pad_token_id": 1,
+  "pad_token_id": 0,
+  "pooler_fc_size": 768,
+  "pooler_num_attention_heads": 12,
+  "pooler_num_fc_layers": 3,
+  "pooler_size_per_head": 128,
+  "pooler_type": "first_token_transform",
   "position_embedding_type": "absolute",
   "problem_type": "single_label_classification",
   "torch_dtype": "float32",
   "transformers_version": "4.41.2",
-  "type_vocab_size": 1,
+  "type_vocab_size": 2,
   "use_cache": true,
-  "vocab_size": 50265
+  "vocab_size": 120138
 }

label_encoder.joblib

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logs/events.out.tfevents.1720001204.2679035f67af.34.0

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model.safetensors

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special_tokens_map.json

@@ -1,15 +1,7 @@
 {
-  "bos_token": "<s>",
-  "cls_token": "<s>",
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-  "mask_token": {
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+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
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 }

tokenizer_config.json

@@ -1,57 +1,57 @@
 {
-  "add_prefix_space": false,
   "added_tokens_decoder": {
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-  "tokenizer_class": "RobertaTokenizer",
-  "trim_offsets": true,
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+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
 }

wandb/debug.log

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wandb/run-20240703_100700-cyvdged5/files/config.yaml

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wandb/run-20240703_100700-cyvdged5/files/output.log

@@ -0,0 +1,7 @@
+Some weights of BertForSequenceClassification were not initialized from the model checkpoint at ai-forever/ruBert-base and are newly initialized: ['classifier.bias', 'classifier.weight']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+/opt/conda/lib/python3.10/site-packages/transformers/training_args.py:1474: FutureWarning: `evaluation_strategy` is deprecated and will be removed in version 4.46 of 🤗 Transformers. Use `eval_strategy` instead
+  warnings.warn(
+/opt/conda/lib/python3.10/site-packages/datasets/load.py:759: FutureWarning: The repository for accuracy contains custom code which must be executed to correctly load the metric. You can inspect the repository content at https://raw.githubusercontent.com/huggingface/datasets/2.19.2/metrics/accuracy/accuracy.py
+You can avoid this message in future by passing the argument `trust_remote_code=True`.
+Passing `trust_remote_code=True` will be mandatory to load this metric from the next major release of `datasets`.

wandb/run-20240703_100700-cyvdged5/files/requirements.txt

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+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/internal/system/system_info.py", line 214, in _save_conda
+    subprocess.call(
+  File "/opt/conda/lib/python3.10/subprocess.py", line 347, in call
+    return p.wait(timeout=timeout)
+  File "/opt/conda/lib/python3.10/subprocess.py", line 1209, in wait
+    return self._wait(timeout=timeout)
+  File "/opt/conda/lib/python3.10/subprocess.py", line 1951, in _wait
+    raise TimeoutExpired(self.args, timeout)
+subprocess.TimeoutExpired: Command '['conda', 'env', 'export']' timed out after 15 seconds
+2024-07-03 10:07:16,649 DEBUG   HandlerThread:153 [system_info.py:_save_conda():222] Saving conda packages done
+2024-07-03 10:07:16,650 INFO    HandlerThread:153 [system_monitor.py:probe():229] Finished publishing system info
+2024-07-03 10:07:16,658 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: status_report
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+2024-07-03 10:07:16,658 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: status_report
+2024-07-03 10:07:16,658 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: keepalive
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+2024-07-03 10:07:16,658 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: keepalive
+2024-07-03 10:07:16,659 DEBUG   SenderThread:153 [sender.py:send():378] send: files
+2024-07-03 10:07:16,659 INFO    SenderThread:153 [sender.py:_save_file():1389] saving file wandb-metadata.json with policy now
+2024-07-03 10:07:17,436 INFO    wandb-upload_0:153 [upload_job.py:push():130] Uploaded file /tmp/tmpftsekjz4wandb/0br4hl77-wandb-metadata.json
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+2024-07-03 10:07:17,602 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: python_packages
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+2024-07-03 10:07:17,605 DEBUG   SenderThread:153 [sender.py:send():378] send: telemetry
+2024-07-03 10:07:17,606 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: stop_status
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+2024-07-03 10:07:17,901 DEBUG   SenderThread:153 [sender.py:send():378] send: config
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+2024-07-03 10:07:17,904 DEBUG   SenderThread:153 [sender.py:send():378] send: telemetry
+2024-07-03 10:07:17,904 DEBUG   SenderThread:153 [sender.py:send():378] send: metric
+2024-07-03 10:07:17,904 WARNING SenderThread:153 [sender.py:send_metric():1340] Seen metric with glob (shouldn't happen)
+2024-07-03 10:07:17,904 DEBUG   SenderThread:153 [sender.py:send():378] send: telemetry
+2024-07-03 10:07:18,532 INFO    Thread-12 :153 [dir_watcher.py:_on_file_created():271] file/dir created: /kaggle/working/wandb/run-20240703_100700-cyvdged5/files/requirements.txt
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+2024-07-03 10:07:31,536 INFO    Thread-12 :153 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240703_100700-cyvdged5/files/config.yaml
+2024-07-03 10:07:32,603 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: stop_status
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+2024-07-03 10:07:41,885 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: status_report
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+2024-07-03 10:08:01,623 DEBUG   SystemMonitor:153 [system_monitor.py:_start():172] Starting system metrics aggregation loop
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+2024-07-03 10:10:07,966 DEBUG   HandlerThread:153 [handler.py:handle_request():158] handle_request: status_report
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+2024-07-03 10:10:31,628 DEBUG   SenderThread:153 [sender.py:send():378] send: stats
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+2024-07-03 10:10:33,328 INFO    HandlerThread:153 [system_monitor.py:finish():203] Stopping system monitor
+2024-07-03 10:10:33,328 DEBUG   SystemMonitor:153 [system_monitor.py:_start():179] Finished system metrics aggregation loop
+2024-07-03 10:10:33,328 DEBUG   SystemMonitor:153 [system_monitor.py:_start():183] Publishing last batch of metrics
+2024-07-03 10:10:33,333 INFO    HandlerThread:153 [interfaces.py:finish():200] Joined cpu monitor
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+2024-07-03 10:10:33,336 INFO    HandlerThread:153 [interfaces.py:finish():200] Joined network monitor
+2024-07-03 10:10:33,337 DEBUG   SenderThread:153 [sender.py:send():378] send: stats
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+2024-07-03 10:12:28,052 INFO    SystemMonitor:153 [system_monitor.py:_start():158] Starting system asset monitoring threads
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+2024-07-03 10:12:28,057 INFO    SystemMonitor:153 [interfaces.py:start():188] Started network monitoring
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+2024-07-03 10:12:31,154 INFO    HandlerThread:153 [system_monitor.py:finish():203] Stopping system monitor
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+2024-07-03 10:12:31,154 DEBUG   SystemMonitor:153 [system_monitor.py:_start():179] Finished system metrics aggregation loop
+2024-07-03 10:12:31,155 DEBUG   SystemMonitor:153 [system_monitor.py:_start():183] Publishing last batch of metrics
+2024-07-03 10:12:31,156 INFO    HandlerThread:153 [interfaces.py:finish():200] Joined cpu monitor
+2024-07-03 10:12:31,156 INFO    HandlerThread:153 [interfaces.py:finish():200] Joined disk monitor
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+2024-07-03 10:12:31,161 INFO    HandlerThread:153 [interfaces.py:finish():200] Joined network monitor
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+2024-07-03 10:12:39,284 INFO    SystemMonitor:153 [interfaces.py:start():188] Started network monitoring
+2024-07-03 10:12:40,032 DEBUG   SenderThread:153 [sender.py:send():378] send: config
+2024-07-03 10:12:40,034 DEBUG   SenderThread:153 [sender.py:send():378] send: metric
+2024-07-03 10:12:40,034 DEBUG   SenderThread:153 [sender.py:send():378] send: metric
+2024-07-03 10:12:40,034 WARNING SenderThread:153 [sender.py:send_metric():1340] Seen metric with glob (shouldn't happen)
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+2024-07-03 10:13:55,032 INFO    MainThread:34 [wandb_init.py:_pause_backend():431] pausing backend
+2024-07-03 10:13:58,119 INFO    MainThread:34 [wandb_init.py:_resume_backend():436] resuming backend