diff --git a/README.md b/README.md
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+# H64-dh4 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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diff --git a/config.json b/config.json
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index 0000000000000000000000000000000000000000..d4e074ee460b6f66b83934fe815ec4cfb7ef25ea
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+++ b/config.json
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+{
+  "architectures": [
+    "HFHookedTransformer"
+  ],
+  "hidden_size": 256,
+  "num_attention_heads": 64,
+  "num_hidden_layers": 2,
+  "torch_dtype": "float32",
+  "transformers_version": "4.45.2",
+  "vocab_size": 5000
+}
diff --git a/data.yaml b/data.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5c318b0baa8d6b0419c02b5a8a9cd828761227c4
--- /dev/null
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+!!python/object:aether.data.data.DataTrainingArguments
+task: pile13m
+dataset_split: null
+include_path: shared/aether/config/tasks
+save_path: /mnt/disks/persist/data/
+force_reload: false
+truncate: auto
+prefix: ''
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index 0000000000000000000000000000000000000000..2c4e144756a4fa744c541d35a8da2abc5a2d7605
--- /dev/null
+++ b/generation_config.json
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+{
+  "_from_model_config": true,
+  "transformers_version": "4.45.2"
+}
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diff --git a/model.safetensors b/model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..11092c9db27a4f5b7c90088873805508ab356f49
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:845fe59618e8f8a4c2ed25d3cfc8653ed35b992cc3350c67dc442b8a5fccf461
+size 15519952
diff --git a/model.yaml b/model.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6eccd7dbf85496d9be402b6223e4fe45000d1d24
--- /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: 4
+n_heads: -1
+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": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "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
new file mode 100644
index 0000000000000000000000000000000000000000..1835d4cace3c5a3dfa0cec1ccdec94663a21988e
--- /dev/null
+++ b/tokenizer.json
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+        "y"
+      ],
+      [
+        "________",
+        "________"
+      ],
+      [
+        "ĠCh",
+        "icago"
+      ],
+      [
+        "Ġas",
+        "pect"
+      ],
+      [
+        "Ġn",
+        "one"
+      ],
+      [
+        "Ġmar",
+        "riage"
+      ],
+      [
+        "9",
+        "6"
+      ],
+      [
+        "Ġe",
+        "lements"
+      ],
+      [
+        "ĠF",
+        "re"
+      ],
+      [
+        "ĠS",
+        "al"
+      ],
+      [
+        "Ġd",
+        "ram"
+      ],
+      [
+        "F",
+        "C"
+      ],
+      [
+        "t",
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+      ],
+      [
+        "e",
+        "qu"
+      ],
+      [
+        "Ġhe",
+        "aring"
+      ],
+      [
+        "Ġsupport",
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+      [
+        "Ġtest",
+        "ing"
+      ],
+      [
+        "co",
+        "hol"
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+      [
+        "Ġmass",
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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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+      [
+        "Ġb",
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+      ],
+      [
+        "Ġcop",
+        "y"
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+      [
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+        "y"
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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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+        "es"
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+      [
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+      [
+        "Ġdet",
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+      ],
+      [
+        "Ġpart",
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+      ],
+      [
+        "Ġsh",
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+      ],
+      [
+        "ĠC",
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+      [
+        "Ġcan",
+        "cer"
+      ],
+      [
+        "ac",
+        "he"
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+      [
+        "rib",
+        "e"
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+      [
+        "Ġexpl",
+        "ained"
+      ],
+      [
+        "Ġhe",
+        "at"
+      ],
+      [
+        "{",
+        "\""
+      ],
+      [
+        "Ġinvest",
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+      ],
+      [
+        "ĠB",
+        "ook"
+      ],
+      [
+        "Ġw",
+        "ood"
+      ],
+      [
+        "Ġtool",
+        "s"
+      ],
+      [
+        "ĠAl",
+        "though"
+      ],
+      [
+        "Ġbelie",
+        "f"
+      ],
+      [
+        "Ġcris",
+        "is"
+      ],
+      [
+        "Ġg",
+        "e"
+      ],
+      [
+        "ĠM",
+        "P"
+      ],
+      [
+        "Ġoper",
+        "ation"
+      ],
+      [
+        "ty",
+        "pe"
+      ],
+      [
+        "~",
+        "~"
+      ],
+      [
+        "g",
+        "a"
+      ],
+      [
+        "Ġcont",
+        "ains"
+      ],
+      [
+        "ant",
+        "a"
+      ],
+      [
+        "Ġexp",
+        "ress"
+      ],
+      [
+        "ĠG",
+        "roup"
+      ],
+      [
+        "ĠJ",
+        "ournal"
+      ],
+      [
+        "k",
+        "a"
+      ],
+      [
+        "Ġam",
+        "b"
+      ],
+      [
+        "ĠUS",
+        "A"
+      ],
+      [
+        "Ġfind",
+        "ing"
+      ],
+      [
+        "Ġfund",
+        "ing"
+      ],
+      [
+        "h",
+        "ow"
+      ],
+      [
+        "Ġestab",
+        "lished"
+      ],
+      [
+        "ide",
+        "os"
+      ],
+      [
+        "Ġdeg",
+        "ree"
+      ],
+      [
+        "Ġdanger",
+        "ous"
+      ],
+      [
+        "ang",
+        "ing"
+      ],
+      [
+        "Ġfre",
+        "edom"
+      ],
+      [
+        "pp",
+        "ort"
+      ],
+      [
+        "out",
+        "hern"
+      ],
+      [
+        "Ġch",
+        "urch"
+      ],
+      [
+        "Ġc",
+        "atch"
+      ],
+      [
+        "ĠTw",
+        "o"
+      ],
+      [
+        "Ġpres",
+        "ence"
+      ],
+      [
+        "ĠGu",
+        "ard"
+      ],
+      [
+        "U",
+        "p"
+      ],
+      [
+        "Ġauthor",
+        "ity"
+      ],
+      [
+        "ĠPro",
+        "ject"
+      ],
+      [
+        "Ġbut",
+        "ton"
+      ],
+      [
+        "Ġcon",
+        "sequ"
+      ],
+      [
+        "Ġval",
+        "id"
+      ],
+      [
+        "Ġwe",
+        "ak"
+      ],
+      [
+        "Ġstart",
+        "s"
+      ],
+      [
+        "Ġref",
+        "erence"
+      ],
+      [
+        "ĠM",
+        "em"
+      ],
+      [
+        "\"",
+        ")"
+      ],
+      [
+        "U",
+        "N"
+      ],
+      [
+        "or",
+        "age"
+      ],
+      [
+        "ĠO",
+        "pen"
+      ],
+      [
+        "Ġcol",
+        "lection"
+      ],
+      [
+        "y",
+        "m"
+      ],
+      [
+        "g",
+        "ency"
+      ],
+      [
+        "Ġbeaut",
+        "iful"
+      ],
+      [
+        "ro",
+        "s"
+      ],
+      [
+        "Ġtell",
+        "s"
+      ],
+      [
+        "Ġwa",
+        "iting"
+      ],
+      [
+        "n",
+        "el"
+      ],
+      [
+        "Ġprov",
+        "iding"
+      ],
+      [
+        "ĠDemocr",
+        "ats"
+      ],
+      [
+        "Ġd",
+        "aughter"
+      ],
+      [
+        "Ġm",
+        "aster"
+      ],
+      [
+        "Ġpur",
+        "poses"
+      ],
+      [
+        "ĠJapan",
+        "ese"
+      ],
+      [
+        "Ġequ",
+        "al"
+      ],
+      [
+        "Ġturn",
+        "s"
+      ],
+      [
+        "Ġdoc",
+        "uments"
+      ],
+      [
+        "Ġwatch",
+        "ing"
+      ],
+      [
+        "R",
+        "es"
+      ],
+      [
+        "Ġr",
+        "an"
+      ],
+      [
+        "201",
+        "4"
+      ],
+      [
+        "Ġre",
+        "ject"
+      ],
+      [
+        "ĠKore",
+        "a"
+      ],
+      [
+        "Ġvictim",
+        "s"
+      ],
+      [
+        "Le",
+        "vel"
+      ],
+      [
+        "ere",
+        "nces"
+      ],
+      [
+        "Ġw",
+        "itness"
+      ],
+      [
+        "Ġ3",
+        "4"
+      ],
+      [
+        "Ġre",
+        "form"
+      ],
+      [
+        "com",
+        "ing"
+      ],
+      [
+        "Ġocc",
+        "up"
+      ],
+      [
+        "Ġc",
+        "aught"
+      ],
+      [
+        "Ġtra",
+        "ffic"
+      ],
+      [
+        "ad",
+        "ing"
+      ],
+      [
+        "Ġmod",
+        "els"
+      ],
+      [
+        "ar",
+        "io"
+      ],
+      [
+        "Ġserv",
+        "ed"
+      ],
+      [
+        "Ġb",
+        "atter"
+      ],
+      [
+        "u",
+        "ate"
+      ],
+      [
+        "ĠSecret",
+        "ary"
+      ],
+      [
+        "Ġagre",
+        "ed"
+      ],
+      [
+        "Ġtr",
+        "uly"
+      ],
+      [
+        "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..45ef2408c72f76adc574989349ac6d741cdfe68b
--- /dev/null
+++ b/training.yaml
@@ -0,0 +1,394 @@
+!!python/object:aether.train.train.TrainingArguments
+output_dir: /mnt/disks/persist/data/checkpoints/H64-dh4
+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
+learning_rate: 0.001
+weight_decay: 0.05
+adam_beta1: 0.9
+adam_beta2: 0.999
+adam_epsilon: 1.0e-08
+max_grad_norm: 1.0
+num_train_epochs: 3.0
+max_steps: 75000
+lr_scheduler_type: constant
+lr_scheduler_kwargs: {}
+warmup_ratio: 0.0
+warmup_steps: 0
+log_level: passive
+log_level_replica: warning
+log_on_each_node: true
+logging_dir: null
+logging_strategy: steps
+logging_first_step: true
+logging_steps: 250
+logging_nan_inf_filter: true
+save_strategy: steps
+save_steps: 100
+save_total_limit: null
+save_safetensors: true
+save_on_each_node: false
+save_only_model: false
+restore_callback_states_from_checkpoint: false
+no_cuda: false
+use_cpu: false
+use_mps_device: false
+seed: 42
+data_seed: null
+jit_mode_eval: false
+use_ipex: false
+bf16: false
+fp16: false
+fp16_opt_level: O1
+half_precision_backend: auto
+bf16_full_eval: false
+fp16_full_eval: false
+tf32: null
+local_rank: -1
+ddp_backend: null
+tpu_num_cores: null
+tpu_metrics_debug: false
+debug: ''
+dataloader_drop_last: false
+eval_steps: null
+dataloader_num_workers: 0
+dataloader_prefetch_factor: null
+past_index: -1
+run_name: H64-dh4
+disable_tqdm: null
+remove_unused_columns: false
+label_names:
+- input_ids
+load_best_model_at_end: false
+metric_for_best_model: null
+greater_is_better: null
+ignore_data_skip: false
+fsdp: ''
+fsdp_min_num_params: 0
+fsdp_config: null
+fsdp_transformer_layer_cls_to_wrap: null
+accelerator_config: null
+deepspeed: null
+label_smoothing_factor: 0.0
+optim: adamw_torch
+optim_args: null
+adafactor: false
+group_by_length: false
+length_column_name: length
+report_to: null
+ddp_find_unused_parameters: null
+ddp_bucket_cap_mb: null
+ddp_broadcast_buffers: null
+dataloader_pin_memory: true
+dataloader_persistent_workers: false
+skip_memory_metrics: true
+use_legacy_prediction_loop: false
+push_to_hub: true
+resume_from_checkpoint: null
+hub_model_id: timaeus/H64-dh4
+hub_strategy: every_save
+hub_token: null
+hub_private_repo: false
+hub_always_push: false
+gradient_checkpointing: false
+gradient_checkpointing_kwargs: null
+include_inputs_for_metrics: false
+eval_do_concat_batches: true
+fp16_backend: auto
+evaluation_strategy: null
+push_to_hub_model_id: null
+push_to_hub_organization: null
+push_to_hub_token: null
+mp_parameters: ''
+auto_find_batch_size: false
+full_determinism: false
+torchdynamo: null
+ray_scope: last
+ddp_timeout: 1800
+torch_compile: false
+torch_compile_backend: null
+torch_compile_mode: null
+dispatch_batches: null
+split_batches: null
+include_tokens_per_second: false
+include_num_input_tokens_seen: false
+neftune_noise_alpha: null
+optim_target_modules: null
+batch_eval_metrics: false
+eval_on_start: false
+use_liger_kernel: false
+eval_use_gather_object: false
+checkpoints_dir: /mnt/disks/persist/data/checkpoints
+save_log_steps: 250
+bucket_name: devinterp-language
+s3_folder: checkpoints/H64-dh4
+delete_after_upload: false
+push_to_aws: false
+project_name: train_slms_pile13m
+is_debug: false
+group_name: H_dh
+job_type: train
+notes: null
+tags: null
+extra_save_steps:
+- 1
+- 1
+- 1
+- 1
+- 1
+- 1
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diff --git a/vocab.json b/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..f83c21b0188bc4833e71692cd56828e923817da8
--- /dev/null
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