diff --git "a/training_log.log" "b/training_log.log"
new file mode 100644--- /dev/null
+++ "b/training_log.log"
@@ -0,0 +1,610 @@
+nohup: ignoring input
+/opt/conda/envs/lm_training/lib/python3.10/site-packages/torch/distributed/launch.py:180: FutureWarning: The module torch.distributed.launch is deprecated
+and will be removed in future. Use torchrun.
+Note that --use_env is set by default in torchrun.
+If your script expects `--local_rank` argument to be set, please
+change it to read from `os.environ['LOCAL_RANK']` instead. See 
+https://pytorch.org/docs/stable/distributed.html#launch-utility for 
+further instructions
+
+  warnings.warn(
+WARNING:torch.distributed.run:
+*****************************************
+Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
+*****************************************
+[I socket.cpp:566] [c10d] The server socket has started to listen on [::]:29500.
+[I socket.cpp:787] [c10d] The client socket has connected to [localhost]:29500 on [localhost]:38634.
+[I socket.cpp:787] [c10d] The client socket has connected to [localhost]:29500 on [localhost]:38638.
+[I socket.cpp:787] [c10d] The client socket has connected to [localhost]:29500 on [localhost]:38654.
+[I socket.cpp:787] [c10d] The client socket has connected to [localhost]:29500 on [localhost]:38660.
+[I ProcessGroupNCCL.cpp:669] [Rank 0] ProcessGroupNCCL initialized with following options:
+NCCL_ASYNC_ERROR_HANDLING: 1
+NCCL_DESYNC_DEBUG: 0
+NCCL_BLOCKING_WAIT: 0
+TIMEOUT(ms): 1800000
+USE_HIGH_PRIORITY_STREAM: 0
+[I ProcessGroupNCCL.cpp:835] [Rank 0] NCCL watchdog thread started!
+[I socket.cpp:787] [c10d] The client socket has connected to [localhost]:29500 on [localhost]:38672.
+[I socket.cpp:787] [c10d] The client socket has connected to [localhost]:29500 on [localhost]:38688.
+[I ProcessGroupNCCL.cpp:669] [Rank 1] ProcessGroupNCCL initialized with following options:
+NCCL_ASYNC_ERROR_HANDLING: 1
+NCCL_DESYNC_DEBUG: 0
+NCCL_BLOCKING_WAIT: 0
+TIMEOUT(ms): 1800000
+USE_HIGH_PRIORITY_STREAM: 0
+[I ProcessGroupNCCL.cpp:835] [Rank 1] NCCL watchdog thread started!
+01/03/2024 23:55:26 - WARNING - __main__ - Process rank: 1, device: cuda:1, n_gpu: 1, distributed training: True, 16-bits training: False
+01/03/2024 23:55:26 - WARNING - __main__ - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: True, 16-bits training: False
+01/03/2024 23:55:26 - INFO - __main__ - Training/evaluation parameters TrainingArguments(
+_n_gpu=1,
+adafactor=False,
+adam_beta1=0.9,
+adam_beta2=0.98,
+adam_epsilon=1e-08,
+auto_find_batch_size=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,
+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=False,
+do_predict=False,
+do_train=True,
+eval_accumulation_steps=None,
+eval_delay=0,
+eval_steps=None,
+evaluation_strategy=no,
+fp16=False,
+fp16_backend=auto,
+fp16_full_eval=False,
+fp16_opt_level=O1,
+fsdp=[],
+fsdp_config={'min_num_params': 0, 'xla': False, 'xla_fsdp_grad_ckpt': False},
+fsdp_min_num_params=0,
+fsdp_transformer_layer_cls_to_wrap=None,
+full_determinism=False,
+gradient_accumulation_steps=4,
+gradient_checkpointing=False,
+gradient_checkpointing_kwargs=None,
+greater_is_better=None,
+group_by_length=False,
+half_precision_backend=auto,
+hub_always_push=False,
+hub_model_id=None,
+hub_private_repo=False,
+hub_strategy=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=0.005,
+length_column_name=length,
+load_best_model_at_end=False,
+local_rank=0,
+log_level=passive,
+log_level_replica=warning,
+log_on_each_node=True,
+logging_dir=./log_full,
+logging_first_step=False,
+logging_nan_inf_filter=True,
+logging_steps=500,
+logging_strategy=steps,
+lr_scheduler_kwargs={},
+lr_scheduler_type=linear,
+max_grad_norm=1.0,
+max_steps=-1,
+metric_for_best_model=None,
+mp_parameters=,
+neftune_noise_alpha=None,
+no_cuda=False,
+num_train_epochs=1.0,
+optim=adamw_torch,
+optim_args=None,
+output_dir=./training_full,
+overwrite_output_dir=True,
+past_index=-1,
+per_device_eval_batch_size=8,
+per_device_train_batch_size=8,
+prediction_loss_only=False,
+push_to_hub=False,
+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=['tensorboard'],
+resume_from_checkpoint=None,
+run_name=./training_full,
+save_on_each_node=False,
+save_only_model=False,
+save_safetensors=True,
+save_steps=5000,
+save_strategy=steps,
+save_total_limit=None,
+seed=42,
+skip_memory_metrics=True,
+split_batches=False,
+tf32=None,
+torch_compile=False,
+torch_compile_backend=None,
+torch_compile_mode=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=1000,
+weight_decay=0.01,
+)
+
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+Overwrite dataset info from restored data version if exists.
+01/03/2024 23:55:29 - INFO - datasets.builder - Overwrite dataset info from restored data version if exists.
+Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+01/03/2024 23:55:29 - INFO - datasets.info - Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+Found cached dataset openwebtext2-first-30-chunks-ablation-full (/root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b)
+01/03/2024 23:55:29 - INFO - datasets.builder - Found cached dataset openwebtext2-first-30-chunks-ablation-full (/root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b)
+Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+01/03/2024 23:55:29 - INFO - datasets.info - Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+
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+Overwrite dataset info from restored data version if exists.
+01/03/2024 23:55:31 - INFO - datasets.builder - Overwrite dataset info from restored data version if exists.
+Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+01/03/2024 23:55:31 - INFO - datasets.info - Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+Found cached dataset openwebtext2-first-30-chunks-ablation-full (/root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b)
+01/03/2024 23:55:31 - INFO - datasets.builder - Found cached dataset openwebtext2-first-30-chunks-ablation-full (/root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b)
+Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+01/03/2024 23:55:31 - INFO - datasets.info - Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+
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+Overwrite dataset info from restored data version if exists.
+01/03/2024 23:55:33 - INFO - datasets.builder - Overwrite dataset info from restored data version if exists.
+Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+01/03/2024 23:55:33 - INFO - datasets.info - Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+Found cached dataset openwebtext2-first-30-chunks-ablation-full (/root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b)
+01/03/2024 23:55:33 - INFO - datasets.builder - Found cached dataset openwebtext2-first-30-chunks-ablation-full (/root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b)
+Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+01/03/2024 23:55:33 - INFO - datasets.info - Loading Dataset info from /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b
+[INFO|configuration_utils.py:737] 2024-01-03 23:55:33,958 >> loading configuration file ./training/config.json
+[INFO|configuration_utils.py:802] 2024-01-03 23:55:33,959 >> Model config GPT2Config {
+  "_name_or_path": "./training",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.0,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.0,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.37.0.dev0",
+  "use_cache": true,
+  "vocab_size": 50257
+}
+
+[INFO|tokenization_utils_base.py:2024] 2024-01-03 23:55:33,967 >> loading file vocab.json
+[INFO|tokenization_utils_base.py:2024] 2024-01-03 23:55:33,967 >> loading file merges.txt
+[INFO|tokenization_utils_base.py:2024] 2024-01-03 23:55:33,967 >> loading file tokenizer.json
+[INFO|tokenization_utils_base.py:2024] 2024-01-03 23:55:33,967 >> loading file added_tokens.json
+[INFO|tokenization_utils_base.py:2024] 2024-01-03 23:55:33,967 >> loading file special_tokens_map.json
+[INFO|tokenization_utils_base.py:2024] 2024-01-03 23:55:33,967 >> loading file tokenizer_config.json
+[INFO|configuration_utils.py:826] 2024-01-03 23:55:34,020 >> Generate config GenerationConfig {
+  "bos_token_id": 50256,
+  "eos_token_id": 50256
+}
+
+
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+01/03/2024 23:55:35 - INFO - __main__ - Training new model from scratch - Total size=118.68M params
+Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00000_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00000_of_00016.arrow
+Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00001_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00001_of_00016.arrow
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+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00002_of_00016.arrow
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+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00003_of_00016.arrow
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+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00004_of_00016.arrow
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+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00005_of_00016.arrow
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+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00006_of_00016.arrow
+Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00007_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00007_of_00016.arrow
+Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00008_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00008_of_00016.arrow
+Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00009_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00009_of_00016.arrow
+Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00010_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00010_of_00016.arrow
+Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00011_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00011_of_00016.arrow
+Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00012_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00012_of_00016.arrow
+Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00013_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00013_of_00016.arrow
+Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00014_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00014_of_00016.arrow
+Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00015_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_00015_of_00016.arrow
+Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_*_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-d1abcde89d70217e_*_of_00016.arrow
+Concatenating 16 shards
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Concatenating 16 shards
+Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00000_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00000_of_00016.arrow
+Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00001_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00001_of_00016.arrow
+Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00002_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00002_of_00016.arrow
+Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00003_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00003_of_00016.arrow
+Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00004_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00004_of_00016.arrow
+Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00005_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00005_of_00016.arrow
+Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00006_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00006_of_00016.arrow
+Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00007_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00007_of_00016.arrow
+Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00008_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00008_of_00016.arrow
+Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00009_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00009_of_00016.arrow
+Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00010_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00010_of_00016.arrow
+Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00011_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00011_of_00016.arrow
+Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00012_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00012_of_00016.arrow
+Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00013_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00013_of_00016.arrow
+Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00014_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00014_of_00016.arrow
+Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00015_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_00015_of_00016.arrow
+Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_*_of_00016.arrow
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-e1c53192f606d16b_*_of_00016.arrow
+Concatenating 16 shards
+01/03/2024 23:55:36 - INFO - datasets.arrow_dataset - Concatenating 16 shards
+[I ProcessGroupNCCL.cpp:2334] Rank 0 using GPU 0 to perform barrier as devices used by this process are currently unknown. This can potentially cause a hang if this rank to GPU mapping is incorrect.Specify device_ids in barrier() to force use of a particular device.
+[I ProcessGroupNCCL.cpp:2334] Rank 1 using GPU 1 to perform barrier as devices used by this process are currently unknown. This can potentially cause a hang if this rank to GPU mapping is incorrect.Specify device_ids in barrier() to force use of a particular device.
+pytorchRB:4152:4152 [0] NCCL INFO Bootstrap : Using eth0:172.17.0.11<0>
+pytorchRB:4152:4152 [0] NCCL INFO NET/Plugin : No plugin found (libnccl-net.so), using internal implementation
+pytorchRB:4152:4152 [0] NCCL INFO cudaDriverVersion 11000
+NCCL version 2.14.3+cuda11.6
+pytorchRB:4152:4295 [0] NCCL INFO Failed to open libibverbs.so[.1]
+pytorchRB:4152:4295 [0] NCCL INFO NET/Socket : Using [0]eth0:172.17.0.11<0>
+pytorchRB:4152:4295 [0] NCCL INFO Using network Socket
+pytorchRB:4153:4153 [1] NCCL INFO cudaDriverVersion 11000
+pytorchRB:4153:4153 [1] NCCL INFO Bootstrap : Using eth0:172.17.0.11<0>
+pytorchRB:4153:4153 [1] NCCL INFO NET/Plugin : No plugin found (libnccl-net.so), using internal implementation
+pytorchRB:4153:4301 [1] NCCL INFO Failed to open libibverbs.so[.1]
+pytorchRB:4153:4301 [1] NCCL INFO NET/Socket : Using [0]eth0:172.17.0.11<0>
+pytorchRB:4153:4301 [1] NCCL INFO Using network Socket
+pytorchRB:4153:4301 [1] NCCL INFO Setting affinity for GPU 1 to 0fffffff
+pytorchRB:4152:4295 [0] NCCL INFO Setting affinity for GPU 0 to 0fffffff
+pytorchRB:4153:4301 [1] NCCL INFO Trees [0] -1/-1/-1->1->0 [1] -1/-1/-1->1->0
+pytorchRB:4152:4295 [0] NCCL INFO Channel 00/02 :    0   1
+pytorchRB:4152:4295 [0] NCCL INFO Channel 01/02 :    0   1
+pytorchRB:4152:4295 [0] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
+pytorchRB:4153:4301 [1] NCCL INFO Channel 00/0 : 1[1a000] -> 0[19000] via P2P/IPC
+pytorchRB:4152:4295 [0] NCCL INFO Channel 00/0 : 0[19000] -> 1[1a000] via P2P/IPC
+pytorchRB:4153:4301 [1] NCCL INFO Channel 01/0 : 1[1a000] -> 0[19000] via P2P/IPC
+pytorchRB:4152:4295 [0] NCCL INFO Channel 01/0 : 0[19000] -> 1[1a000] via P2P/IPC
+pytorchRB:4152:4295 [0] NCCL INFO Connected all rings
+pytorchRB:4152:4295 [0] NCCL INFO Connected all trees
+pytorchRB:4153:4301 [1] NCCL INFO Connected all rings
+pytorchRB:4152:4295 [0] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
+pytorchRB:4153:4301 [1] NCCL INFO Connected all trees
+pytorchRB:4152:4295 [0] NCCL INFO 2 coll channels, 2 p2p channels, 2 p2p channels per peer
+pytorchRB:4153:4301 [1] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
+pytorchRB:4153:4301 [1] NCCL INFO 2 coll channels, 2 p2p channels, 2 p2p channels per peer
+pytorchRB:4153:4301 [1] NCCL INFO comm 0x55731e968dd0 rank 1 nranks 2 cudaDev 1 busId 1a000 - Init COMPLETE
+pytorchRB:4152:4295 [0] NCCL INFO comm 0x5628a8671fd0 rank 0 nranks 2 cudaDev 0 busId 19000 - Init COMPLETE
+[I ProcessGroupNCCL.cpp:1274] NCCL_DEBUG: INFO
+Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00000_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00000_of_00016.arrow
+Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00001_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00001_of_00016.arrow
+Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00002_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00002_of_00016.arrow
+Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00003_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00003_of_00016.arrow
+Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00004_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00004_of_00016.arrow
+Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00005_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00005_of_00016.arrow
+Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00006_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00006_of_00016.arrow
+Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00007_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00007_of_00016.arrow
+Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00008_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00008_of_00016.arrow
+Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00009_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00009_of_00016.arrow
+Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00010_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00010_of_00016.arrow
+Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00011_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00011_of_00016.arrow
+Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00012_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00012_of_00016.arrow
+Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00013_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00013_of_00016.arrow
+Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00014_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00014_of_00016.arrow
+Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00015_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_00015_of_00016.arrow
+Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_*_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-7ddb747f8432f041_*_of_00016.arrow
+Concatenating 16 shards
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Concatenating 16 shards
+Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00000_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #0 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00000_of_00016.arrow
+Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00001_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #1 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00001_of_00016.arrow
+Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00002_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #2 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00002_of_00016.arrow
+Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00003_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #3 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00003_of_00016.arrow
+Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00004_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #4 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00004_of_00016.arrow
+Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00005_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #5 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00005_of_00016.arrow
+Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00006_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #6 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00006_of_00016.arrow
+Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00007_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #7 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00007_of_00016.arrow
+Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00008_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #8 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00008_of_00016.arrow
+Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00009_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #9 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00009_of_00016.arrow
+Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00010_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #10 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00010_of_00016.arrow
+Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00011_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #11 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00011_of_00016.arrow
+Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00012_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #12 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00012_of_00016.arrow
+Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00013_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #13 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00013_of_00016.arrow
+Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00014_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #14 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00014_of_00016.arrow
+Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00015_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Process #15 will write at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_00015_of_00016.arrow
+Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_*_of_00016.arrow
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Loading cached processed dataset at /root/.cache/huggingface/datasets/RaiBP___openwebtext2-first-30-chunks-ablation-full/default/0.0.0/b2c273dd1a6934442e50269ffd522baa49af002b/cache-39c4299eea9d158b_*_of_00016.arrow
+Concatenating 16 shards
+01/03/2024 23:55:37 - INFO - datasets.arrow_dataset - Concatenating 16 shards
+01/03/2024 23:55:37 - WARNING - accelerate.utils.other - Detected kernel version 4.15.0, 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|trainer.py:1712] 2024-01-03 23:55:38,534 >> ***** Running training *****
+[INFO|trainer.py:1713] 2024-01-03 23:55:38,534 >>   Num examples = 2,963,032
+[INFO|trainer.py:1714] 2024-01-03 23:55:38,534 >>   Num Epochs = 1
+[INFO|trainer.py:1715] 2024-01-03 23:55:38,534 >>   Instantaneous batch size per device = 8
+[INFO|trainer.py:1718] 2024-01-03 23:55:38,534 >>   Total train batch size (w. parallel, distributed & accumulation) = 64
+[INFO|trainer.py:1719] 2024-01-03 23:55:38,534 >>   Gradient Accumulation steps = 4
+[INFO|trainer.py:1720] 2024-01-03 23:55:38,534 >>   Total optimization steps = 46,297
+[INFO|trainer.py:1721] 2024-01-03 23:55:38,535 >>   Number of trainable parameters = 124,439,808
+
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+[W reducer.cpp:1298] Warning: find_unused_parameters=True was specified in DDP constructor, but did not find any unused parameters in the forward pass. This flag results in an extra traversal of the autograd graph every iteration,  which can adversely affect performance. If your model indeed never has any unused parameters in the forward pass, consider turning this flag off. Note that this warning may be a false positive if your model has flow control causing later iterations to have unused parameters. (function operator())
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{'loss': 6.1463, 'learning_rate': 0.0025, 'epoch': 0.01}
+
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{'loss': 4.8574, 'learning_rate': 0.005, 'epoch': 0.02}
+
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{'loss': 4.2925, 'learning_rate': 0.004944808706978387, 'epoch': 0.03}
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{'loss': 4.0432, 'learning_rate': 0.004889617413956775, 'epoch': 0.04}
+
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{'loss': 3.9071, 'learning_rate': 0.004834426120935161, 'epoch': 0.05}
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{'loss': 3.8144, 'learning_rate': 0.004779234827913549, 'epoch': 0.06}
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{'loss': 3.7441, 'learning_rate': 0.004724043534891935, 'epoch': 0.08}
+
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{'loss': 3.6878, 'learning_rate': 0.004668852241870323, 'epoch': 0.09}
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{'loss': 3.6526, 'learning_rate': 0.00461366094884871, 'epoch': 0.1}
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{'loss': 3.6217, 'learning_rate': 0.0045584696558270965, 'epoch': 0.11}
+
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+[INFO|configuration_utils.py:483] 2024-01-04 05:15:18,328 >> Configuration saved in ./training_full/tmp-checkpoint-5000/config.json
+[INFO|configuration_utils.py:594] 2024-01-04 05:15:18,329 >> Configuration saved in ./training_full/tmp-checkpoint-5000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-04 05:15:18,979 >> Model weights saved in ./training_full/tmp-checkpoint-5000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-04 05:15:18,980 >> tokenizer config file saved in ./training_full/tmp-checkpoint-5000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-04 05:15:18,980 >> Special tokens file saved in ./training_full/tmp-checkpoint-5000/special_tokens_map.json
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{'loss': 3.585, 'learning_rate': 0.004503278362805484, 'epoch': 0.12}
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{'loss': 3.5614, 'learning_rate': 0.004448087069783871, 'epoch': 0.13}
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{'loss': 3.5374, 'learning_rate': 0.004392895776762258, 'epoch': 0.14}
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{'loss': 3.5145, 'learning_rate': 0.004337704483740645, 'epoch': 0.15}
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{'loss': 3.4965, 'learning_rate': 0.0042825131907190325, 'epoch': 0.16}
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{'loss': 3.4809, 'learning_rate': 0.004227321897697419, 'epoch': 0.17}
+
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{'loss': 3.4657, 'learning_rate': 0.004172130604675806, 'epoch': 0.18}
+
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{'loss': 3.4502, 'learning_rate': 0.004116939311654194, 'epoch': 0.19}
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{'loss': 3.4365, 'learning_rate': 0.00406174801863258, 'epoch': 0.21}
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{'loss': 3.4281, 'learning_rate': 0.004006556725610968, 'epoch': 0.22}
+
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+[INFO|configuration_utils.py:483] 2024-01-04 10:34:35,342 >> Configuration saved in ./training_full/tmp-checkpoint-10000/config.json
+[INFO|configuration_utils.py:594] 2024-01-04 10:34:35,343 >> Configuration saved in ./training_full/tmp-checkpoint-10000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-04 10:34:36,059 >> Model weights saved in ./training_full/tmp-checkpoint-10000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-04 10:34:36,060 >> tokenizer config file saved in ./training_full/tmp-checkpoint-10000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-04 10:34:36,060 >> Special tokens file saved in ./training_full/tmp-checkpoint-10000/special_tokens_map.json
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{'loss': 3.4145, 'learning_rate': 0.003951365432589355, 'epoch': 0.23}
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{'loss': 3.3999, 'learning_rate': 0.003896174139567742, 'epoch': 0.24}
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{'loss': 3.3951, 'learning_rate': 0.003840982846546129, 'epoch': 0.25}
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{'loss': 3.3884, 'learning_rate': 0.0037857915535245163, 'epoch': 0.26}
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{'loss': 3.3765, 'learning_rate': 0.0037306002605029033, 'epoch': 0.27}
+
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{'loss': 3.3721, 'learning_rate': 0.00367540896748129, 'epoch': 0.28}
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{'loss': 3.3632, 'learning_rate': 0.003620217674459677, 'epoch': 0.29}
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{'loss': 3.3595, 'learning_rate': 0.0035650263814380645, 'epoch': 0.3}
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{'loss': 3.3468, 'learning_rate': 0.0035098350884164515, 'epoch': 0.31}
+
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{'loss': 3.3418, 'learning_rate': 0.0034546437953948384, 'epoch': 0.32}
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+[INFO|configuration_utils.py:483] 2024-01-04 15:54:54,936 >> Configuration saved in ./training_full/tmp-checkpoint-15000/config.json
+[INFO|configuration_utils.py:594] 2024-01-04 15:54:54,937 >> Configuration saved in ./training_full/tmp-checkpoint-15000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-04 15:54:55,625 >> Model weights saved in ./training_full/tmp-checkpoint-15000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-04 15:54:55,625 >> tokenizer config file saved in ./training_full/tmp-checkpoint-15000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-04 15:54:55,625 >> Special tokens file saved in ./training_full/tmp-checkpoint-15000/special_tokens_map.json
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{'loss': 3.3345, 'learning_rate': 0.0033994525023732258, 'epoch': 0.33}
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{'loss': 3.3222, 'learning_rate': 0.0033442612093516127, 'epoch': 0.35}
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{'loss': 3.3208, 'learning_rate': 0.0032890699163299997, 'epoch': 0.36}
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{'loss': 3.3199, 'learning_rate': 0.0032338786233083866, 'epoch': 0.37}
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{'loss': 3.31, 'learning_rate': 0.003178687330286774, 'epoch': 0.38}
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{'loss': 3.2987, 'learning_rate': 0.003123496037265161, 'epoch': 0.39}
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{'loss': 3.2946, 'learning_rate': 0.003068304744243548, 'epoch': 0.4}
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{'loss': 3.2869, 'learning_rate': 0.0030131134512219357, 'epoch': 0.41}
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{'loss': 3.2882, 'learning_rate': 0.0029579221582003226, 'epoch': 0.42}
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{'loss': 3.2788, 'learning_rate': 0.002902730865178709, 'epoch': 0.43}
+
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+[INFO|configuration_utils.py:483] 2024-01-04 21:13:37,601 >> Configuration saved in ./training_full/tmp-checkpoint-20000/config.json
+[INFO|configuration_utils.py:594] 2024-01-04 21:13:37,602 >> Configuration saved in ./training_full/tmp-checkpoint-20000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-04 21:13:38,312 >> Model weights saved in ./training_full/tmp-checkpoint-20000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-04 21:13:38,313 >> tokenizer config file saved in ./training_full/tmp-checkpoint-20000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-04 21:13:38,313 >> Special tokens file saved in ./training_full/tmp-checkpoint-20000/special_tokens_map.json
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{'loss': 3.2739, 'learning_rate': 0.002847539572157097, 'epoch': 0.44}
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{'loss': 3.267, 'learning_rate': 0.002792348279135484, 'epoch': 0.45}
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{'loss': 3.2631, 'learning_rate': 0.002737156986113871, 'epoch': 0.46}
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{'loss': 3.26, 'learning_rate': 0.0026819656930922578, 'epoch': 0.48}
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{'loss': 3.2565, 'learning_rate': 0.002626774400070645, 'epoch': 0.49}
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{'loss': 3.243, 'learning_rate': 0.002571583107049032, 'epoch': 0.5}
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{'loss': 3.2469, 'learning_rate': 0.002516391814027419, 'epoch': 0.51}
+
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{'loss': 3.2408, 'learning_rate': 0.002461200521005806, 'epoch': 0.52}
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{'loss': 3.2296, 'learning_rate': 0.0024060092279841933, 'epoch': 0.53}
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{'loss': 3.2367, 'learning_rate': 0.0023508179349625803, 'epoch': 0.54}
+
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+[INFO|configuration_utils.py:483] 2024-01-05 02:32:16,762 >> Configuration saved in ./training_full/tmp-checkpoint-25000/config.json
+[INFO|configuration_utils.py:594] 2024-01-05 02:32:16,763 >> Configuration saved in ./training_full/tmp-checkpoint-25000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-05 02:32:17,448 >> Model weights saved in ./training_full/tmp-checkpoint-25000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-05 02:32:17,448 >> tokenizer config file saved in ./training_full/tmp-checkpoint-25000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-05 02:32:17,448 >> Special tokens file saved in ./training_full/tmp-checkpoint-25000/special_tokens_map.json
+
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{'loss': 3.2261, 'learning_rate': 0.0022956266419409672, 'epoch': 0.55}
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{'loss': 3.2252, 'learning_rate': 0.0022404353489193546, 'epoch': 0.56}
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{'loss': 3.2202, 'learning_rate': 0.0021852440558977415, 'epoch': 0.57}
+
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{'loss': 3.2141, 'learning_rate': 0.002130052762876129, 'epoch': 0.58}
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{'loss': 3.2018, 'learning_rate': 0.002074861469854516, 'epoch': 0.59}
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{'loss': 3.206, 'learning_rate': 0.002019670176832903, 'epoch': 0.6}
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{'loss': 3.1959, 'learning_rate': 0.00196447888381129, 'epoch': 0.62}
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{'loss': 3.1896, 'learning_rate': 0.001909287590789677, 'epoch': 0.63}
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{'loss': 3.1903, 'learning_rate': 0.0018540962977680643, 'epoch': 0.64}
+
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{'loss': 3.1911, 'learning_rate': 0.0017989050047464512, 'epoch': 0.65}
+
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+[INFO|configuration_utils.py:483] 2024-01-05 07:51:11,853 >> Configuration saved in ./training_full/tmp-checkpoint-30000/config.json
+[INFO|configuration_utils.py:594] 2024-01-05 07:51:11,853 >> Configuration saved in ./training_full/tmp-checkpoint-30000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-05 07:51:12,490 >> Model weights saved in ./training_full/tmp-checkpoint-30000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-05 07:51:12,491 >> tokenizer config file saved in ./training_full/tmp-checkpoint-30000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-05 07:51:12,491 >> Special tokens file saved in ./training_full/tmp-checkpoint-30000/special_tokens_map.json
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{'loss': 3.1755, 'learning_rate': 0.0017437137117248384, 'epoch': 0.66}
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{'loss': 3.1731, 'learning_rate': 0.0016885224187032255, 'epoch': 0.67}
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{'loss': 3.1638, 'learning_rate': 0.0016333311256816125, 'epoch': 0.68}
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{'loss': 3.1666, 'learning_rate': 0.0015781398326599996, 'epoch': 0.69}
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{'loss': 3.1628, 'learning_rate': 0.0015229485396383866, 'epoch': 0.7}
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{'loss': 3.1549, 'learning_rate': 0.0014677572466167737, 'epoch': 0.71}
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{'loss': 3.1544, 'learning_rate': 0.001412565953595161, 'epoch': 0.72}
+
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{'loss': 3.1452, 'learning_rate': 0.0013573746605735479, 'epoch': 0.73}
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{'loss': 3.1516, 'learning_rate': 0.001302183367551935, 'epoch': 0.75}
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{'loss': 3.138, 'learning_rate': 0.0012469920745303222, 'epoch': 0.76}
+
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+[INFO|configuration_utils.py:483] 2024-01-05 13:09:52,957 >> Configuration saved in ./training_full/tmp-checkpoint-35000/config.json
+[INFO|configuration_utils.py:594] 2024-01-05 13:09:52,957 >> Configuration saved in ./training_full/tmp-checkpoint-35000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-05 13:09:53,629 >> Model weights saved in ./training_full/tmp-checkpoint-35000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-05 13:09:53,630 >> tokenizer config file saved in ./training_full/tmp-checkpoint-35000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-05 13:09:53,630 >> Special tokens file saved in ./training_full/tmp-checkpoint-35000/special_tokens_map.json
+
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{'loss': 3.1318, 'learning_rate': 0.0011918007815087093, 'epoch': 0.77}
+
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{'loss': 3.1302, 'learning_rate': 0.0011366094884870963, 'epoch': 0.78}
+
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{'loss': 3.1262, 'learning_rate': 0.0010814181954654834, 'epoch': 0.79}
+
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{'loss': 3.1229, 'learning_rate': 0.0010262269024438704, 'epoch': 0.8}
+
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{'loss': 3.1205, 'learning_rate': 0.0009710356094222576, 'epoch': 0.81}
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{'loss': 3.1195, 'learning_rate': 0.0009158443164006447, 'epoch': 0.82}
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{'loss': 3.1108, 'learning_rate': 0.0008606530233790317, 'epoch': 0.83}
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{'loss': 3.0978, 'learning_rate': 0.0008054617303574188, 'epoch': 0.84}
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{'loss': 3.1015, 'learning_rate': 0.0007502704373358058, 'epoch': 0.85}
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{'loss': 3.0981, 'learning_rate': 0.0006950791443141929, 'epoch': 0.86}
+
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+[INFO|configuration_utils.py:483] 2024-01-05 18:28:27,294 >> Configuration saved in ./training_full/tmp-checkpoint-40000/config.json
+[INFO|configuration_utils.py:594] 2024-01-05 18:28:27,294 >> Configuration saved in ./training_full/tmp-checkpoint-40000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-05 18:28:27,978 >> Model weights saved in ./training_full/tmp-checkpoint-40000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-05 18:28:27,978 >> tokenizer config file saved in ./training_full/tmp-checkpoint-40000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-05 18:28:27,979 >> Special tokens file saved in ./training_full/tmp-checkpoint-40000/special_tokens_map.json
+
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{'loss': 3.0908, 'learning_rate': 0.0006398878512925802, 'epoch': 0.87}
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{'loss': 3.0911, 'learning_rate': 0.0005846965582709672, 'epoch': 0.89}
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{'loss': 3.087, 'learning_rate': 0.0005295052652493543, 'epoch': 0.9}
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{'loss': 3.0817, 'learning_rate': 0.0004743139722277413, 'epoch': 0.91}
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{'loss': 3.0753, 'learning_rate': 0.0004191226792061285, 'epoch': 0.92}
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{'loss': 3.0719, 'learning_rate': 0.00036393138618451553, 'epoch': 0.93}
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{'loss': 3.0713, 'learning_rate': 0.00030874009316290263, 'epoch': 0.94}
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{'loss': 3.0591, 'learning_rate': 0.00025354880014128974, 'epoch': 0.95}
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{'loss': 3.0564, 'learning_rate': 0.0001983575071196768, 'epoch': 0.96}
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{'loss': 3.0586, 'learning_rate': 0.0001431662140980639, 'epoch': 0.97}
+
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+[INFO|configuration_utils.py:483] 2024-01-05 23:47:09,802 >> Configuration saved in ./training_full/tmp-checkpoint-45000/config.json
+[INFO|configuration_utils.py:594] 2024-01-05 23:47:09,803 >> Configuration saved in ./training_full/tmp-checkpoint-45000/generation_config.json
+[INFO|modeling_utils.py:2413] 2024-01-05 23:47:10,458 >> Model weights saved in ./training_full/tmp-checkpoint-45000/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-05 23:47:10,459 >> tokenizer config file saved in ./training_full/tmp-checkpoint-45000/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-05 23:47:10,459 >> Special tokens file saved in ./training_full/tmp-checkpoint-45000/special_tokens_map.json
+
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{'loss': 3.0503, 'learning_rate': 8.797492107645099e-05, 'epoch': 0.98}
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{'loss': 3.0476, 'learning_rate': 3.278362805483807e-05, 'epoch': 0.99}
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100%|██████████| 46297/46297 [49:14:17<00:00,  3.83s/it][INFO|trainer.py:1953] 2024-01-06 01:09:56,019 >> 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+
                                                        
{'train_runtime': 177257.4839, 'train_samples_per_second': 16.716, 'train_steps_per_second': 0.261, 'train_loss': 3.342734659866764, 'epoch': 1.0}
+
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+[INFO|trainer.py:2895] 2024-01-06 01:09:56,024 >> Saving model checkpoint to ./training_full
+[INFO|configuration_utils.py:483] 2024-01-06 01:09:56,025 >> Configuration saved in ./training_full/config.json
+[INFO|configuration_utils.py:594] 2024-01-06 01:09:56,025 >> Configuration saved in ./training_full/generation_config.json
+[I ProcessGroupNCCL.cpp:837] [Rank 1] NCCL watchdog thread terminated normally
+pytorchRB:4153:4302 [1] NCCL INFO [Service thread] Connection closed by localRank 1
+pytorchRB:4153:4153 [1] NCCL INFO comm 0x55731e968dd0 rank 1 nranks 2 cudaDev 1 busId 1a000 - Abort COMPLETE
+[INFO|modeling_utils.py:2413] 2024-01-06 01:09:56,705 >> Model weights saved in ./training_full/model.safetensors
+[INFO|tokenization_utils_base.py:2432] 2024-01-06 01:09:56,705 >> tokenizer config file saved in ./training_full/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2441] 2024-01-06 01:09:56,706 >> Special tokens file saved in ./training_full/special_tokens_map.json
+***** train metrics *****
+  epoch                    =                1.0
+  train_loss               =             3.3427
+  train_runtime            = 2 days, 1:14:17.48
+  train_samples            =            2963032
+  train_samples_per_second =             16.716
+  train_steps_per_second   =              0.261
+[INFO|modelcard.py:452] 2024-01-06 01:09:56,748 >> Dropping the following result as it does not have all the necessary fields:
+{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}, 'dataset': {'name': 'RaiBP/openwebtext2-first-30-chunks-ablation-full', 'type': 'RaiBP/openwebtext2-first-30-chunks-ablation-full', 'config': None, 'split': 'None'}}
+[I ProcessGroupNCCL.cpp:837] [Rank 0] NCCL watchdog thread terminated normally
+pytorchRB:4152:4303 [0] NCCL INFO [Service thread] Connection closed by localRank 0
+pytorchRB:4152:4152 [0] NCCL INFO comm 0x5628a8671fd0 rank 0 nranks 2 cudaDev 0 busId 19000 - Abort COMPLETE