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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+wandb/run-20250819_063627-4rs47wj5/run-4rs47wj5.wandb filter=lfs diff=lfs merge=lfs -text

.ipynb_checkpoints/config-checkpoint.toml

@@ -0,0 +1,32 @@
+model_name = "gelu_2l_v5_random_above_15000"
+n_layers = 2
+d_model = 512
+d_mlp = 2048
+d_head = 64
+n_heads = 8
+attn_only = false
+layer_norm_eps = 1e-05
+init_range = 0.02
+n_ctx = 1024
+d_vocab = 48262
+dataset_name = "eoinf/unprocessed-c4-code-test"
+tokenizer_name = "NeelNanda/gpt-neox-tokenizer-digits"
+seed = 10
+device = "cuda"
+use_bfloat16_matmul = false
+batch_size_per_device = 32
+n_devices = 1
+batches_per_step = 1
+max_tokens = 200000000
+lr_hidden = 0.002
+lr_vector = 0.001
+lr_schedule = "constant_with_warmup"
+warmup_tokens = 30000000
+weight_decay = 0.05
+grad_norm_clip = 1.0
+train_loss_moving_average_beta = 0.99
+log_interval = 25
+save_checkpoints = true
+checkpoint_interval = 500
+checkpoint_interval_ratio = 1.08
+save_log_checkpoints = true

checkpoints/metadata_000000032768.json

@@ -0,0 +1 @@
+{"step": 1, "tokens_seen": 32768, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.868239402770996}

checkpoints/metadata_000000327680.json

@@ -0,0 +1 @@
+{"step": 10, "tokens_seen": 327680, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.86287446604396}

checkpoints/metadata_000000360448.json

@@ -0,0 +1 @@
+{"step": 11, "tokens_seen": 360448, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.860849172158668}

checkpoints/metadata_000000393216.json

@@ -0,0 +1 @@
+{"step": 12, "tokens_seen": 393216, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.858176158647531}

checkpoints/metadata_000000425984.json

@@ -0,0 +1 @@
+{"step": 13, "tokens_seen": 425984, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.855003761761374}

checkpoints/metadata_000000458752.json

@@ -0,0 +1 @@
+{"step": 14, "tokens_seen": 458752, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.851786966560143}

checkpoints/metadata_000000491520.json

@@ -0,0 +1 @@
+{"step": 15, "tokens_seen": 491520, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.847815453095714}

checkpoints/metadata_000000557056.json

@@ -0,0 +1 @@
+{"step": 17, "tokens_seen": 557056, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.838863768585243}

checkpoints/metadata_000000589824.json

@@ -0,0 +1 @@
+{"step": 18, "tokens_seen": 589824, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.834144211633644}

checkpoints/metadata_000000655360.json

@@ -0,0 +1 @@
+{"step": 20, "tokens_seen": 655360, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.822769889832388}

checkpoints/metadata_000000688128.json

@@ -0,0 +1 @@
+{"step": 21, "tokens_seen": 688128, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.81652450790489}

checkpoints/metadata_000000753664.json

@@ -0,0 +1 @@
+{"step": 23, "tokens_seen": 753664, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.803400143292523}

checkpoints/metadata_000000819200.json

@@ -0,0 +1 @@
+{"step": 25, "tokens_seen": 819200, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.789313247099784}

checkpoints/metadata_000000884736.json

@@ -0,0 +1 @@
+{"step": 27, "tokens_seen": 884736, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.774260997711016}

checkpoints/metadata_000000950272.json

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+{"step": 29, "tokens_seen": 950272, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.758691686808685}

checkpoints/metadata_000001015808.json

@@ -0,0 +1 @@
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checkpoints/metadata_000001114112.json

@@ -0,0 +1 @@
+{"step": 34, "tokens_seen": 1114112, "config": {"model_name": "gelu_2l_v5_random_above_15000", "n_layers": 2, "d_model": 512, "d_mlp": 2048, "d_head": 64, "n_heads": 8, "attn_only": false, "layer_norm_eps": 1e-05, "init_range": 0.02, "n_ctx": 1024, "d_vocab": 48262, "dataset_name": "eoinf/unprocessed-c4-code-test", "tokenizer_name": "NeelNanda/gpt-neox-tokenizer-digits", "seed": 10, "device": "cuda", "use_bfloat16_matmul": false, "batch_size_per_device": 32, "n_devices": 1, "batches_per_step": 1, "max_tokens": 200000000, "lr_hidden": 0.002, "lr_vector": 0.001, "lr_schedule": "constant_with_warmup", "warmup_tokens": 30000000, "weight_decay": 0.05, "grad_norm_clip": 1.0, "train_loss_moving_average_beta": 0.99, "log_interval": 25, "save_checkpoints": true, "checkpoint_interval": 500, "checkpoint_interval_ratio": 1.08, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 6103}, "train_loss_ewma": 10.717705506825098}

checkpoints/metadata_000001212416.json

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