diff --git a/README.md b/README.md
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+# L2 Checkpoints
+
+This repository contains the final trained model and intermediate checkpoints.
+
+- The main directory contains the fully trained model (checkpoint 75000).
+- The `checkpoints` directory contains all intermediate checkpoints.
+
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+save_path: /mnt/disks/persist/data/
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diff --git a/model.safetensors b/model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..9ae206420555f9f2a8e6592bbf60d8151bd6fa54
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c20f50c3b1defd0457f77be6f74ec9b595d3b700ce72085826534e0eed6f1fe8
+size 15519952
diff --git a/model.yaml b/model.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9358fe0e48465e42f80115caea16f4622106b3b1
--- /dev/null
+++ b/model.yaml
@@ -0,0 +1,17 @@
+!!python/object:aether.model.model.TransformerLensModelArguments
+implementation: transformer_lens
+model_name: default
+n_layers: 2
+model_seed: 0
+d_model: 256
+n_ctx: 1024
+d_head: 32
+n_heads: 8
+act_fn: gelu
+d_vocab: 5000
+use_local_attn: false
+tokenizer_name: georgeyw/TinyStories-tokenizer-5k
+window_size: null
+attn_types: null
+attn_only: true
+positional_embedding_type: shortformer
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..773bd68cf0900427f8d69dd974724e3abb9a08a9
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,23 @@
+{
+  "bos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
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+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
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index 0000000000000000000000000000000000000000..1835d4cace3c5a3dfa0cec1ccdec94663a21988e
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,24013 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 4999,
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": true,
+      "special": true
+    }
+  ],
+  "normalizer": null,
+  "pre_tokenizer": {
+    "type": "ByteLevel",
+    "add_prefix_space": false,
+    "trim_offsets": true,
+    "use_regex": true
+  },
+  "post_processor": {
+    "type": "ByteLevel",
+    "add_prefix_space": true,
+    "trim_offsets": false,
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+  "decoder": {
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+    "use_regex": true
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+    "end_of_word_suffix": "",
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+    "ignore_merges": false,
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
+        "Ġmod",
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+      [
+        "Ġserv",
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+      [
+        "Ġb",
+        "atter"
+      ],
+      [
+        "u",
+        "ate"
+      ],
+      [
+        "ĠSecret",
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+      ],
+      [
+        "Ġagre",
+        "ed"
+      ],
+      [
+        "Ġtr",
+        "uly"
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+      [
+        "yn",
+        "am"
+      ],
+      [
+        "ĠR",
+        "et"
+      ],
+      [
+        "Ġun",
+        "its"
+      ],
+      [
+        "ĠRes",
+        "earch"
+      ],
+      [
+        "h",
+        "and"
+      ],
+      [
+        "az",
+        "ine"
+      ],
+      [
+        "ĠM",
+        "ike"
+      ],
+      [
+        "Ġvar",
+        "iety"
+      ],
+      [
+        "ot",
+        "al"
+      ],
+      [
+        "Ġam",
+        "azing"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b637d44fbdb900780bad58549630ca94f59e5c08
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,23 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "4999": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 2048,
+  "pad_token": null,
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}
diff --git a/training.yaml b/training.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3ee183321d712567b3a32ae6b2724e9d8361f29c
--- /dev/null
+++ b/training.yaml
@@ -0,0 +1,394 @@
+!!python/object:aether.train.train.TrainingArguments
+output_dir: /mnt/disks/persist/data/checkpoints/L2
+overwrite_output_dir: false
+do_train: false
+do_eval: false
+do_predict: false
+eval_strategy: 'no'
+prediction_loss_only: false
+per_device_train_batch_size: 32
+per_device_eval_batch_size: 8
+per_gpu_train_batch_size: null
+per_gpu_eval_batch_size: null
+gradient_accumulation_steps: 1
+eval_accumulation_steps: null
+eval_delay: 0
+torch_empty_cache_steps: null
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