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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-20250827_011701-207csuwk/run-207csuwk.wandb filter=lfs diff=lfs merge=lfs -text

.ipynb_checkpoints/Untitled-checkpoint.ipynb

@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

.ipynb_checkpoints/config-checkpoint.toml

@@ -0,0 +1,32 @@
+model_name = "train_alpha_00"
+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/random_power_law_distribution_alpha0"
+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 = 80000000
+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 = 1.09
+save_log_checkpoints = true

Untitled.ipynb

@@ -0,0 +1,68 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6ee4b5b8-f025-4fc1-8bcb-c1c468363e9e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "47b5a9d0-a545-4808-b970-0ebc32fd2847",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10.784358339179022"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.log(48260)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ab3a2f0-3a5b-4586-a0d7-847602334de8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Toy Models Environment",
+   "language": "python",
+   "name": "toy_models_env"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

checkpoints/metadata_000000032768.json

@@ -0,0 +1 @@
+{"step": 1, "tokens_seen": 32768, "config": {"model_name": "train_alpha_00", "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/random_power_law_distribution_alpha0", "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": 80000000, "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": 1.09, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 2441}, "train_loss_ewma": 10.887894630432129}

checkpoints/metadata_000000327680.json

@@ -0,0 +1 @@
+{"step": 10, "tokens_seen": 327680, "config": {"model_name": "train_alpha_00", "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/random_power_law_distribution_alpha0", "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": 80000000, "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": 1.09, "save_log_checkpoints": true, "use_wandb": true, "batch_size": 32, "tokens_per_step": 32768, "warmup_steps": 915, "max_steps": 2441}, "train_loss_ewma": 10.887869325809126}

checkpoints/metadata_000000360448.json

@@ -0,0 +1 @@
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checkpoints/metadata_000000393216.json

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checkpoints/metadata_000000425984.json

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checkpoints/metadata_000000458752.json

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checkpoints/metadata_000000491520.json

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checkpoints/metadata_000000557056.json

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checkpoints/metadata_000000589824.json

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checkpoints/metadata_000000655360.json

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checkpoints/metadata_000000720896.json

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checkpoints/metadata_000000786432.json

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checkpoints/metadata_000000851968.json

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checkpoints/metadata_000000917504.json

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checkpoints/metadata_000001015808.json

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checkpoints/metadata_000001114112.json

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checkpoints/metadata_000001212416.json

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