Training in progress, epoch 1

config.json

@@ -35,5 +35,5 @@
   "torch_dtype": "float32",
   "transformers_version": "4.45.0.dev0",
   "use_cache": true,
-  "vocab_size": 64005
+  "vocab_size": 64006
 }

egy_training_log.txt

@@ -70,7 +70,7 @@ local_rank=0,
 log_level=passive,
 log_level_replica=warning,
 log_on_each_node=True,
-logging_dir=/home/iais_marenpielka/Bouthaina/res_nw_lev/runs/Aug31_11-16-59_lmgpu-node-02,
+logging_dir=/home/iais_marenpielka/Bouthaina/res_nw_lev/runs/Sep01_15-12-59_lmgpu-node-07,
 logging_first_step=False,
 logging_nan_inf_filter=True,
 logging_steps=500,
@@ -128,200 +128,21 @@ warmup_ratio=0.0,
 warmup_steps=500,
 weight_decay=0.0,
 )
-INFO:datasets.builder:Using custom data configuration default-79114820b13d95e6
+INFO:datasets.builder:Using custom data configuration default-64458019b70d880f
 INFO:datasets.info:Loading Dataset Infos from /home/iais_marenpielka/Bouthaina/miniconda3/lib/python3.12/site-packages/datasets/packaged_modules/text
-INFO:datasets.builder:Generating dataset text (/home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101)
-INFO:datasets.builder:Downloading and preparing dataset text/default to /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101...
+INFO:datasets.builder:Generating dataset text (/home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101)
+INFO:datasets.builder:Downloading and preparing dataset text/default to /home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101...
 INFO:datasets.download.download_manager:Downloading took 0.0 min
 INFO:datasets.download.download_manager:Checksum Computation took 0.0 min
 INFO:datasets.builder:Generating train split
 INFO:datasets.builder:Generating validation split
 INFO:datasets.utils.info_utils:Unable to verify splits sizes.
-INFO:datasets.builder:Dataset text downloaded and prepared to /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101. Subsequent calls will reuse this data.
-INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-061f8f23e1a02569.arrow
-INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-ea710c78271bfc98.arrow
+INFO:datasets.builder:Dataset text downloaded and prepared to /home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101. Subsequent calls will reuse this data.
+INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-5d0d70159f9c2d00.arrow
+INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-baeede9d9358f9df.arrow
 WARNING:__main__:The tokenizer picked seems to have a very large `model_max_length` (1000000000000000019884624838656). Using block_size=768 instead. You can change that default value by passing --block_size xxx.
-INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-0ae1d325e3ca2116.arrow
-INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-0f133ca4b8796dd0.arrow
+INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-0b6ec53ca05a7636.arrow
+INFO:datasets.arrow_dataset:Caching processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-64458019b70d880f/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-80e1ecf4644c0912.arrow
 WARNING:accelerate.utils.other:Detected kernel version 5.4.0, which is below the recommended minimum of 5.5.0; this can cause the process to hang. It is recommended to upgrade the kernel to the minimum version or higher.
 INFO:root:Epoch 1.0: Train Loss = None, Eval Loss = None
 INFO:absl:Using default tokenizer.
-INFO:root:Epoch 2.0: Train Loss = 0.8705, Eval Loss = 0.5324180126190186
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 3.0: Train Loss = 0.4701, Eval Loss = 0.4697028398513794
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 4.0: Train Loss = 0.3795, Eval Loss = 0.4394407272338867
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 5.0: Train Loss = 0.3128, Eval Loss = 0.42035067081451416
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 6.0: Train Loss = 0.2625, Eval Loss = 0.41070353984832764
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 7.0: Train Loss = 0.2236, Eval Loss = 0.40607962012290955
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 8.0: Train Loss = 0.1941, Eval Loss = 0.40491896867752075
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 9.0: Train Loss = 0.1709, Eval Loss = 0.40819671750068665
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 10.0: Train Loss = 0.1534, Eval Loss = 0.41267234086990356
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 11.0: Train Loss = 0.1397, Eval Loss = 0.4192714989185333
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 12.0: Train Loss = 0.1295, Eval Loss = 0.42550405859947205
-INFO:absl:Using default tokenizer.
-INFO:__main__:*** Evaluate ***
-INFO:absl:Using default tokenizer.
-WARNING:__main__:Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: False, 16-bits training: False
-INFO:__main__:Training/evaluation parameters TrainingArguments(
-_n_gpu=1,
-accelerator_config={'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None, 'use_configured_state': False},
-adafactor=False,
-adam_beta1=0.9,
-adam_beta2=0.999,
-adam_epsilon=1e-08,
-auto_find_batch_size=False,
-batch_eval_metrics=False,
-bf16=False,
-bf16_full_eval=False,
-data_seed=None,
-dataloader_drop_last=False,
-dataloader_num_workers=0,
-dataloader_persistent_workers=False,
-dataloader_pin_memory=True,
-dataloader_prefetch_factor=None,
-ddp_backend=None,
-ddp_broadcast_buffers=None,
-ddp_bucket_cap_mb=None,
-ddp_find_unused_parameters=None,
-ddp_timeout=1800,
-debug=[],
-deepspeed=None,
-disable_tqdm=False,
-dispatch_batches=None,
-do_eval=True,
-do_predict=False,
-do_train=True,
-eval_accumulation_steps=None,
-eval_delay=0,
-eval_do_concat_batches=True,
-eval_on_start=False,
-eval_steps=None,
-eval_strategy=IntervalStrategy.EPOCH,
-eval_use_gather_object=False,
-evaluation_strategy=epoch,
-fp16=False,
-fp16_backend=auto,
-fp16_full_eval=False,
-fp16_opt_level=O1,
-fsdp=[],
-fsdp_config={'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False},
-fsdp_min_num_params=0,
-fsdp_transformer_layer_cls_to_wrap=None,
-full_determinism=False,
-gradient_accumulation_steps=1,
-gradient_checkpointing=False,
-gradient_checkpointing_kwargs=None,
-greater_is_better=False,
-group_by_length=False,
-half_precision_backend=auto,
-hub_always_push=False,
-hub_model_id=None,
-hub_private_repo=False,
-hub_strategy=HubStrategy.EVERY_SAVE,
-hub_token=<HUB_TOKEN>,
-ignore_data_skip=False,
-include_inputs_for_metrics=False,
-include_num_input_tokens_seen=False,
-include_tokens_per_second=False,
-jit_mode_eval=False,
-label_names=None,
-label_smoothing_factor=0.0,
-learning_rate=5e-05,
-length_column_name=length,
-load_best_model_at_end=True,
-local_rank=0,
-log_level=passive,
-log_level_replica=warning,
-log_on_each_node=True,
-logging_dir=/home/iais_marenpielka/Bouthaina/res_nw_lev/runs/Sep01_08-32-49_lmgpu-node-09,
-logging_first_step=False,
-logging_nan_inf_filter=True,
-logging_steps=500,
-logging_strategy=IntervalStrategy.EPOCH,
-lr_scheduler_kwargs={},
-lr_scheduler_type=SchedulerType.LINEAR,
-max_grad_norm=1.0,
-max_steps=-1,
-metric_for_best_model=loss,
-mp_parameters=,
-neftune_noise_alpha=None,
-no_cuda=False,
-num_train_epochs=20.0,
-optim=OptimizerNames.ADAMW_TORCH,
-optim_args=None,
-optim_target_modules=None,
-output_dir=/home/iais_marenpielka/Bouthaina/res_nw_lev,
-overwrite_output_dir=False,
-past_index=-1,
-per_device_eval_batch_size=8,
-per_device_train_batch_size=8,
-prediction_loss_only=False,
-push_to_hub=True,
-push_to_hub_model_id=None,
-push_to_hub_organization=None,
-push_to_hub_token=<PUSH_TO_HUB_TOKEN>,
-ray_scope=last,
-remove_unused_columns=True,
-report_to=[],
-restore_callback_states_from_checkpoint=False,
-resume_from_checkpoint=None,
-run_name=/home/iais_marenpielka/Bouthaina/res_nw_lev,
-save_on_each_node=False,
-save_only_model=False,
-save_safetensors=True,
-save_steps=500,
-save_strategy=IntervalStrategy.EPOCH,
-save_total_limit=None,
-seed=42,
-skip_memory_metrics=True,
-split_batches=None,
-tf32=None,
-torch_compile=False,
-torch_compile_backend=None,
-torch_compile_mode=None,
-torch_empty_cache_steps=None,
-torchdynamo=None,
-tpu_metrics_debug=False,
-tpu_num_cores=None,
-use_cpu=False,
-use_ipex=False,
-use_legacy_prediction_loop=False,
-use_mps_device=False,
-warmup_ratio=0.0,
-warmup_steps=500,
-weight_decay=0.0,
-)
-INFO:__main__:Checkpoint detected, resuming training at /home/iais_marenpielka/Bouthaina/res_nw_lev/checkpoint-60744. To avoid this behavior, change the `--output_dir` or add `--overwrite_output_dir` to train from scratch.
-INFO:datasets.builder:Using custom data configuration default-79114820b13d95e6
-INFO:datasets.info:Loading Dataset Infos from /home/iais_marenpielka/Bouthaina/miniconda3/lib/python3.12/site-packages/datasets/packaged_modules/text
-INFO:datasets.builder:Overwrite dataset info from restored data version if exists.
-INFO:datasets.info:Loading Dataset info from /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101
-INFO:datasets.builder:Found cached dataset text (/home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101)
-INFO:datasets.info:Loading Dataset info from /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101
-INFO:datasets.arrow_dataset:Loading cached processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-061f8f23e1a02569.arrow
-INFO:datasets.arrow_dataset:Loading cached processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-ea710c78271bfc98.arrow
-WARNING:__main__:The tokenizer picked seems to have a very large `model_max_length` (1000000000000000019884624838656). Using block_size=768 instead. You can change that default value by passing --block_size xxx.
-INFO:datasets.arrow_dataset:Loading cached processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-0ae1d325e3ca2116.arrow
-INFO:datasets.arrow_dataset:Loading cached processed dataset at /home/iais_marenpielka/.cache/huggingface/datasets/text/default-79114820b13d95e6/0.0.0/96636a050ef51804b84abbfd4f4ad440e01153c24b86293eb5c3b300a41f9101/cache-0f133ca4b8796dd0.arrow
-WARNING:accelerate.utils.other:Detected kernel version 5.4.0, which is below the recommended minimum of 5.5.0; this can cause the process to hang. It is recommended to upgrade the kernel to the minimum version or higher.
-INFO:root:Epoch 13.0: Train Loss = 0.1221, Eval Loss = 0.4306281805038452
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 14.0: Train Loss = 0.1159, Eval Loss = 0.43620842695236206
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 15.0: Train Loss = 0.1115, Eval Loss = 0.4407845437526703
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 16.0: Train Loss = 0.1079, Eval Loss = 0.44543328881263733
-INFO:absl:Using default tokenizer.
-INFO:root:Epoch 17.0: Train Loss = 0.1047, Eval Loss = 0.4481191337108612
-INFO:absl:Using default tokenizer.
-INFO:__main__:*** Evaluate ***
-INFO:absl:Using default tokenizer.

model.safetensors

@@ -1,3 +1,3 @@
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-oid sha256:f744b0ecac82b83c53f38fc45c125c0756d3f9a292a3ed0d9ed35509a4671d16
-size 539221632
+oid sha256:1a0da698740d9629ce4df81b232ea13df690a9af70e296d2ee9c39c7a5d8bf73
+size 539224704

special_tokens_map.json

@@ -1,29 +1,22 @@
 {
   "additional_special_tokens": [
     {
-      "content": "<s>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false
-    },
-    {
-      "content": "</s>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false
-    },
-    {
-      "content": "[sep]",
+      "content": "<sep>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false
     }
   ],
+  "bos_token": {
+    "content": "<|bos|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
   "eos_token": {
-    "content": "<EOS>",
+    "content": "<|endoftext|>",
     "lstrip": false,
     "normalized": false,
     "rstrip": false,
@@ -35,5 +28,12 @@
     "normalized": false,
     "rstrip": false,
     "single_word": false
+  },
+  "unk_token": {
+    "content": "<|unk|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
   }
 }

tokenizer.json

@@ -46,7 +46,7 @@
     },
     {
       "id": 64002,
-      "content": "<s>",
+      "content": "<|bos|>",
       "single_word": false,
       "lstrip": false,
       "rstrip": false,
@@ -55,7 +55,7 @@
     },
     {
       "id": 64003,
-      "content": "</s>",
+      "content": "<|endoftext|>",
       "single_word": false,
       "lstrip": false,
       "rstrip": false,
@@ -64,7 +64,16 @@
     },
     {
       "id": 64004,
-      "content": "[sep]",
+      "content": "<|unk|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 64005,
+      "content": "<sep>",
       "single_word": false,
       "lstrip": false,
       "rstrip": false,

tokenizer_config.json

@@ -25,7 +25,7 @@
       "special": true
     },
     "64002": {
-      "content": "<s>",
+      "content": "<|bos|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
@@ -33,7 +33,7 @@
       "special": true
     },
     "64003": {
-      "content": "</s>",
+      "content": "<|endoftext|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
@@ -41,7 +41,15 @@
       "special": true
     },
     "64004": {
-      "content": "[sep]",
+      "content": "<|unk|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "64005": {
+      "content": "<sep>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
@@ -50,13 +58,13 @@
     }
   },
   "additional_special_tokens": [
-    "<s>",
-    "</s>",
-    "[sep]"
+    "<sep>"
   ],
+  "bos_token": "<|bos|>",
   "clean_up_tokenization_spaces": true,
-  "eos_token": "<EOS>",
+  "eos_token": "<|endoftext|>",
   "model_max_length": 1000000000000000019884624838656,
   "pad_token": "<EOS>",
-  "tokenizer_class": "PreTrainedTokenizerFast"
+  "tokenizer_class": "PreTrainedTokenizerFast",
+  "unk_token": "<|unk|>"
 }

training_args.bin

@@ -1,3 +1,3 @@
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 size 5240