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config.json

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+{
+  "_n_gpu": 1,
+  "adafactor": false,
+  "adam_beta1": 0.9,
+  "adam_beta2": 0.999,
+  "adam_epsilon": 1e-08,
+  "architectures": [
+    "netFoundLanguageModelling"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "auto_find_batch_size": false,
+  "average_tokens_across_devices": true,
+  "batch_eval_metrics": false,
+  "bf16": true,
+  "bf16_full_eval": false,
+  "bos_token_id": 65537,
+  "classifier_dropout": null,
+  "compile": false,
+  "dataloader_drop_last": false,
+  "dataloader_num_workers": 16,
+  "dataloader_persistent_workers": false,
+  "dataloader_pin_memory": true,
+  "dataloader_prefetch_factor": 8,
+  "ddp_timeout": 1800,
+  "debug": [],
+  "direction_loss_weight": 1.0,
+  "disable_tqdm": false,
+  "do_eval": true,
+  "do_predict": false,
+  "do_train": true,
+  "dtype": "float32",
+  "encoder_layout": null,
+  "eos_token_id": 65540,
+  "eval_delay": 0,
+  "eval_do_concat_batches": true,
+  "eval_on_start": false,
+  "eval_steps": 5000,
+  "eval_strategy": "steps",
+  "eval_use_gather_object": false,
+  "flat": false,
+  "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,
+    "xla_fsdp_v2": false
+  },
+  "fsdp_min_num_params": 0,
+  "full_determinism": false,
+  "gradient_accumulation_steps": 1,
+  "gradient_checkpointing": false,
+  "group_by_length": false,
+  "half_precision_backend": "auto",
+  "hidden_activation": "gelu_new",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "hub_always_push": false,
+  "hub_strategy": "every_save",
+  "ignore_data_skip": true,
+  "include_for_metrics": [],
+  "include_inputs_for_metrics": false,
+  "include_num_input_tokens_seen": "all",
+  "include_tokens_per_second": true,
+  "initializer_range": 0.02,
+  "intermediate_size": 1152,
+  "jit_mode_eval": false,
+  "label_smoothing_factor": 0.0,
+  "layer_norm_eps": 1e-12,
+  "learning_rate": 5e-05,
+  "length_column_name": "length",
+  "limit_bursts": false,
+  "load_best_model_at_end": false,
+  "local_rank": 0,
+  "log_level": "passive",
+  "log_level_replica": "warning",
+  "log_on_each_node": true,
+  "logging_dir": "/global/homes/k/kell/scratch/ucsb_big_data/pretraining/models/netfound-base-pretrain-march7/runs/Mar07_22-20-41_nid001380",
+  "logging_first_step": false,
+  "logging_nan_inf_filter": true,
+  "logging_steps": 5000,
+  "logging_strategy": "steps",
+  "lr_scheduler_kwargs": {
+    "num_decay_steps": 500
+  },
+  "lr_scheduler_type": "warmup_stable_decay",
+  "max_burst_length": 73,
+  "max_bursts": 12,
+  "max_grad_norm": 0.5,
+  "max_position_embeddings": 73,
+  "max_steps": 45000000,
+  "metaFeatures": 4,
+  "metadata_loss_weight": 0.4,
+  "mlm_loss_weight": 1.0,
+  "mlm_probability": 0.3,
+  "mlp_bias": false,
+  "mlp_dropout": 0.1,
+  "model_max_length": 876,
+  "model_type": "netFound",
+  "mp_parameters": "",
+  "no_cuda": false,
+  "no_direction_loss": false,
+  "no_meta": false,
+  "no_metadata_loss": false,
+  "no_mlm": false,
+  "no_swapped_bursts": false,
+  "norm_bias": false,
+  "norm_eps": 1e-05,
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "num_train_epochs": 3.0,
+  "optim": "adamw_torch_fused",
+  "output_dir": "/global/homes/k/kell/scratch/ucsb_big_data/pretraining/models/netfound-base-pretrain-march7/",
+  "overwrite_output_dir": false,
+  "p": 0.0,
+  "pad_token_id": 0,
+  "past_index": -1,
+  "per_device_eval_batch_size": 20,
+  "per_device_train_batch_size": 20,
+  "position_embedding_type": "absolute",
+  "prediction_loss_only": false,
+  "pretraining": true,
+  "project": "huggingface",
+  "push_to_hub": false,
+  "ray_scope": "last",
+  "remove_unused_columns": true,
+  "rep_output_path": null,
+  "report_to": [
+    "tensorboard"
+  ],
+  "restore_callback_states_from_checkpoint": false,
+  "roformer": true,
+  "rotary_value": false,
+  "save_on_each_node": false,
+  "save_only_model": false,
+  "save_safetensors": true,
+  "save_steps": 5000,
+  "save_strategy": "steps",
+  "seed": 69,
+  "size": "base",
+  "skip_memory_metrics": true,
+  "streaming": true,
+  "strip_payload": true,
+  "subflow_bursts": 3,
+  "subflow_len": -1,
+  "swap_loss_weight": 1.0,
+  "swap_rate": 0.5,
+  "test_dir": "/global/homes/k/kell/scratch/ucsb_big_data/small_test",
+  "torch_compile": false,
+  "tpu_metrics_debug": false,
+  "trackio_space_id": "trackio",
+  "train_dir": "/global/homes/k/kell/scratch/ucsb_big_data/ready_train_data",
+  "transformers_version": "4.57.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "use_cpu": false,
+  "use_flash_attn": false,
+  "use_legacy_prediction_loop": false,
+  "use_liger_kernel": false,
+  "use_mps_device": false,
+  "vocab_size": 65600,
+  "warmup_ratio": 0.0,
+  "warmup_steps": 500,
+  "weight_decay": 0.0
+}

model.safetensors

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