Training in progress, step 12000, checkpoint

checkpoint-12000/config.json

@@ -1,32 +1,28 @@
 {
-  "activation_function": "gelu_new",
   "architectures": [
-    "GPT2LMHeadModel"
+    "RobertaForMaskedLM"
   ],
-  "attn_pdrop": 0.1,
+  "attention_probs_dropout_prob": 0.1,
   "bos_token_id": 0,
-  "embd_pdrop": 0.1,
+  "classifier_dropout": null,
   "eos_token_id": 1,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 256,
   "initializer_range": 0.02,
-  "layer_norm_epsilon": 1e-05,
-  "model_type": "gpt2",
-  "n_ctx": 512,
-  "n_embd": 256,
-  "n_head": 8,
-  "n_inner": 2048,
-  "n_layer": 8,
-  "n_positions": 512,
-  "reorder_and_upcast_attn": false,
-  "resid_pdrop": 0.1,
-  "scale_attn_by_inverse_layer_idx": false,
-  "scale_attn_weights": true,
-  "summary_activation": null,
-  "summary_first_dropout": 0.1,
-  "summary_proj_to_labels": true,
-  "summary_type": "cls_index",
-  "summary_use_proj": true,
+  "intermediate_size": 2048,
+  "layer_norm_eps": 1e-05,
+  "mask_token_id": 4,
+  "max_position_embeddings": 512,
+  "model_type": "roberta",
+  "num_attention_heads": 8,
+  "num_hidden_layers": 8,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "tie_word_embeddings": false,
   "torch_dtype": "float32",
   "transformers_version": "4.45.2",
+  "type_vocab_size": 2,
   "use_cache": true,
   "vocab_size": 8192
 }

checkpoint-12000/model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a7a093f9dbf762c133c05a44baa5a166a124d0797dccd998e54f0d6b110b1711
-size 51007160
+oid sha256:f36ca4407ac3a16d0748aa76f02e3333ab0d8c782d990ddaaff66eef7a0ea92c
+size 59702184

checkpoint-12000/optimizer.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:19c673599c8cdcf8f0a9b096287bb4a23f6cb9f9c30a336a8dc2170169a55525
-size 102078202
+oid sha256:94c61f05aaf361f1176b58a4c90e034414ed2f1d7f3e5ccab386655005d3c849
+size 119488058

checkpoint-12000/rng_state.pth

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:95115b4dc253b497029e7cb1f0fb1624c67e95039fefc82cf5347c6c472d58da
+oid sha256:ee0c3ad0af5f13ecaa4bf9e264a3ebc01f80e1a48cade9723508893d88e121bc
 size 14308

checkpoint-12000/scheduler.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5463b724c2cd6909cd79c85b289d00a369e4fb6bb042482b75620c59845c7360
+oid sha256:2b62d7d9ac58f4a22bd9363690364b8c0efa30b396e2c193a0687d48862245ad
 size 1000

checkpoint-12000/special_tokens_map.json

@@ -23,7 +23,13 @@
     "rstrip": false,
     "single_word": false
   },
-  "pad_token": "</s>",
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
   "unk_token": {
     "content": "<unk>",
     "lstrip": false,

checkpoint-12000/tokenizer_config.json

@@ -57,7 +57,7 @@
   "eos_token": "</s>",
   "mask_token": "<mask>",
   "model_max_length": 128,
-  "pad_token": "</s>",
+  "pad_token": "<pad>",
   "tokenizer_class": "PreTrainedTokenizerFast",
   "unk_token": "<unk>"
 }

checkpoint-12000/trainer_state.json

@@ -1,6 +1,6 @@
 {
-  "best_metric": 4.791839599609375,
-  "best_model_checkpoint": "/home/p318482/babyLM_controlled/models_trained_last/de_clm/de_childes_30/checkpoint-12000",
+  "best_metric": 6.0330352783203125,
+  "best_model_checkpoint": "/home/p318482/babyLM_controlled/models_trained_last/de_mlm/de_childes_30/checkpoint-12000",
   "epoch": 9.0123920390537,
   "eval_steps": 2000,
   "global_step": 12000,
@@ -10,71 +10,71 @@
   "log_history": [
     {
       "epoch": 1.5020653398422832,
-      "eval_loss": 7.09099817276001,
-      "eval_runtime": 3.7115,
-      "eval_samples_per_second": 894.522,
-      "eval_steps_per_second": 56.042,
+      "eval_loss": 7.472109317779541,
+      "eval_runtime": 2.5707,
+      "eval_samples_per_second": 1291.498,
+      "eval_steps_per_second": 80.913,
       "step": 2000
     },
     {
       "epoch": 3.0041306796845664,
-      "grad_norm": 1.3897417783737183,
+      "grad_norm": 0.9529591798782349,
       "learning_rate": 1e-05,
-      "loss": 6.9957,
+      "loss": 7.3851,
       "step": 4000
     },
     {
       "epoch": 3.0041306796845664,
-      "eval_loss": 5.826653003692627,
-      "eval_runtime": 3.7561,
-      "eval_samples_per_second": 883.906,
-      "eval_steps_per_second": 55.377,
+      "eval_loss": 6.4175896644592285,
+      "eval_runtime": 2.5761,
+      "eval_samples_per_second": 1288.76,
+      "eval_steps_per_second": 80.742,
       "step": 4000
     },
     {
       "epoch": 4.50619601952685,
-      "eval_loss": 5.465098857879639,
-      "eval_runtime": 3.8583,
-      "eval_samples_per_second": 860.484,
-      "eval_steps_per_second": 53.91,
+      "eval_loss": 6.3026041984558105,
+      "eval_runtime": 2.5876,
+      "eval_samples_per_second": 1283.023,
+      "eval_steps_per_second": 80.382,
       "step": 6000
     },
     {
       "epoch": 6.008261359369133,
-      "grad_norm": 2.3630881309509277,
+      "grad_norm": 1.5569523572921753,
       "learning_rate": 2e-05,
-      "loss": 5.213,
+      "loss": 6.0706,
       "step": 8000
     },
     {
       "epoch": 6.008261359369133,
-      "eval_loss": 5.171680927276611,
-      "eval_runtime": 3.928,
-      "eval_samples_per_second": 845.218,
-      "eval_steps_per_second": 52.953,
+      "eval_loss": 6.200850486755371,
+      "eval_runtime": 2.6505,
+      "eval_samples_per_second": 1252.599,
+      "eval_steps_per_second": 78.476,
       "step": 8000
     },
     {
       "epoch": 7.510326699211416,
-      "eval_loss": 4.959029197692871,
-      "eval_runtime": 3.8954,
-      "eval_samples_per_second": 852.288,
-      "eval_steps_per_second": 53.396,
+      "eval_loss": 6.105844497680664,
+      "eval_runtime": 2.5888,
+      "eval_samples_per_second": 1282.425,
+      "eval_steps_per_second": 80.345,
       "step": 10000
     },
     {
       "epoch": 9.0123920390537,
-      "grad_norm": 2.578948736190796,
-      "learning_rate": 2.9995e-05,
-      "loss": 4.7279,
+      "grad_norm": 2.3049111366271973,
+      "learning_rate": 3e-05,
+      "loss": 5.8733,
       "step": 12000
     },
     {
       "epoch": 9.0123920390537,
-      "eval_loss": 4.791839599609375,
-      "eval_runtime": 3.7027,
-      "eval_samples_per_second": 896.638,
-      "eval_steps_per_second": 56.175,
+      "eval_loss": 6.0330352783203125,
+      "eval_runtime": 2.5874,
+      "eval_samples_per_second": 1283.132,
+      "eval_steps_per_second": 80.389,
       "step": 12000
     }
   ],
@@ -95,7 +95,7 @@
       "attributes": {}
     }
   },
-  "total_flos": 3102213330173952.0,
+  "total_flos": 3742538301702144.0,
   "train_batch_size": 16,
   "trial_name": null,
   "trial_params": null

checkpoint-12000/training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2a77d647bb2e817d836b30fa0c2702de6364acb70c98f3c308390594352b8543
+oid sha256:85c0376b96bb4265cfb8870438af9d2475993e8b13e1915bca24764e62e88d20
 size 5368