Training in progress, epoch 3, checkpoint

checkpoint-243/config.json

@@ -0,0 +1,61 @@
+{
+  "_name_or_path": "allenai/longformer-base-4096",
+  "architectures": [
+    "LongformerForTokenClassification"
+  ],
+  "attention_mode": "longformer",
+  "attention_probs_dropout_prob": 0.1,
+  "attention_window": [
+    700,
+    700,
+    700,
+    700,
+    700,
+    700,
+    700,
+    700,
+    700,
+    700,
+    700,
+    700
+  ],
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-MajorClaim",
+    "2": "I-MajorClaim",
+    "3": "B-Claim",
+    "4": "I-Claim",
+    "5": "B-Premise",
+    "6": "I-Premise"
+  },
+  "ignore_attention_mask": false,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-Claim": 3,
+    "B-MajorClaim": 1,
+    "B-Premise": 5,
+    "I-Claim": 4,
+    "I-MajorClaim": 2,
+    "I-Premise": 6,
+    "O": 0
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 4098,
+  "model_type": "longformer",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "onnx_export": false,
+  "pad_token_id": 1,
+  "sep_token_id": 2,
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "type_vocab_size": 1,
+  "vocab_size": 50265
+}

checkpoint-243/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ccf5abd52d31eb8212c683fc99ade2a5fc13921df7bfd19fe624dbf52c0e9ed
+size 592330980

checkpoint-243/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1aafa996cb75f23910d58e271ed7276a775817e0148945238a6483bf8025d48f
+size 1014670074

checkpoint-243/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4510120abb9e19965e0fc90a9342c8b839c7b334c4b005e1a74bbda01d4f51cc
+size 14244

checkpoint-243/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e7403b5a2b8007c90df75059abe86b7e67f96587685c6c4fcbd47bcd5bb1b47
+size 1064

checkpoint-243/special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}

checkpoint-243/tokenizer_config.json

@@ -0,0 +1,57 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 4096,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "LongformerTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

checkpoint-243/trainer_state.json

@@ -0,0 +1,210 @@
+{
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 3.0,
+  "eval_steps": 500,
+  "global_step": 243,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 1.0,
+      "eval_B-Claim": {
+        "f1-score": 0.32421052631578945,
+        "precision": 0.42777777777777776,
+        "recall": 0.26101694915254237,
+        "support": 295.0
+      },
+      "eval_B-MajorClaim": {
+        "f1-score": 0.192090395480226,
+        "precision": 0.8095238095238095,
+        "recall": 0.10897435897435898,
+        "support": 156.0
+      },
+      "eval_B-Premise": {
+        "f1-score": 0.8566265060240965,
+        "precision": 0.7620578778135049,
+        "recall": 0.9779917469050894,
+        "support": 727.0
+      },
+      "eval_I-Claim": {
+        "f1-score": 0.5001390820584144,
+        "precision": 0.5900886117492615,
+        "recall": 0.43398503499879315,
+        "support": 4143.0
+      },
+      "eval_I-MajorClaim": {
+        "f1-score": 0.776470588235294,
+        "precision": 0.6649333766655834,
+        "recall": 0.93296853625171,
+        "support": 2193.0
+      },
+      "eval_I-Premise": {
+        "f1-score": 0.8861458374413376,
+        "precision": 0.8781460059402845,
+        "recall": 0.8942927644670858,
+        "support": 12563.0
+      },
+      "eval_O": {
+        "f1-score": 0.9987647926046939,
+        "precision": 0.9977708781147998,
+        "recall": 0.9997606892150607,
+        "support": 12536.0
+      },
+      "eval_accuracy": 0.8713396498328887,
+      "eval_loss": 0.3092103600502014,
+      "eval_macro avg": {
+        "f1-score": 0.647778246879979,
+        "precision": 0.732899762512146,
+        "recall": 0.6584271542806628,
+        "support": 32613.0
+      },
+      "eval_runtime": 4.965,
+      "eval_samples_per_second": 16.314,
+      "eval_steps_per_second": 2.215,
+      "eval_weighted avg": {
+        "f1-score": 0.8639627599323451,
+        "precision": 0.8662078389010613,
+        "recall": 0.8713396498328887,
+        "support": 32613.0
+      },
+      "step": 81
+    },
+    {
+      "epoch": 2.0,
+      "eval_B-Claim": {
+        "f1-score": 0.6186291739894552,
+        "precision": 0.6423357664233577,
+        "recall": 0.5966101694915255,
+        "support": 295.0
+      },
+      "eval_B-MajorClaim": {
+        "f1-score": 0.8113879003558718,
+        "precision": 0.912,
+        "recall": 0.7307692307692307,
+        "support": 156.0
+      },
+      "eval_B-Premise": {
+        "f1-score": 0.8871181938911022,
+        "precision": 0.8575096277278562,
+        "recall": 0.9188445667125172,
+        "support": 727.0
+      },
+      "eval_I-Claim": {
+        "f1-score": 0.656253149249219,
+        "precision": 0.5633217993079584,
+        "recall": 0.7859039343470915,
+        "support": 4143.0
+      },
+      "eval_I-MajorClaim": {
+        "f1-score": 0.8368159203980099,
+        "precision": 0.9206349206349206,
+        "recall": 0.7669858641130871,
+        "support": 2193.0
+      },
+      "eval_I-Premise": {
+        "f1-score": 0.8831027253668763,
+        "precision": 0.933020288827855,
+        "recall": 0.8382551938231314,
+        "support": 12563.0
+      },
+      "eval_O": {
+        "f1-score": 0.9998006141085457,
+        "precision": 0.9996013077107089,
+        "recall": 1.0,
+        "support": 12536.0
+      },
+      "eval_accuracy": 0.8880814399165977,
+      "eval_loss": 0.2581149935722351,
+      "eval_macro avg": {
+        "f1-score": 0.8133010967655829,
+        "precision": 0.8326319586618081,
+        "recall": 0.8053384227509405,
+        "support": 32613.0
+      },
+      "eval_runtime": 5.0296,
+      "eval_samples_per_second": 16.105,
+      "eval_steps_per_second": 2.187,
+      "eval_weighted avg": {
+        "f1-score": 0.8933836566327042,
+        "precision": 0.9064023864086126,
+        "recall": 0.8880814399165977,
+        "support": 32613.0
+      },
+      "step": 162
+    },
+    {
+      "epoch": 3.0,
+      "eval_B-Claim": {
+        "f1-score": 0.6576271186440678,
+        "precision": 0.6576271186440678,
+        "recall": 0.6576271186440678,
+        "support": 295.0
+      },
+      "eval_B-MajorClaim": {
+        "f1-score": 0.8673139158576051,
+        "precision": 0.8758169934640523,
+        "recall": 0.8589743589743589,
+        "support": 156.0
+      },
+      "eval_B-Premise": {
+        "f1-score": 0.8838487972508591,
+        "precision": 0.8832417582417582,
+        "recall": 0.8844566712517193,
+        "support": 727.0
+      },
+      "eval_I-Claim": {
+        "f1-score": 0.6468460321049062,
+        "precision": 0.6083351052519669,
+        "recall": 0.6905623944001931,
+        "support": 4143.0
+      },
+      "eval_I-MajorClaim": {
+        "f1-score": 0.8695855771482088,
+        "precision": 0.8936477382098171,
+        "recall": 0.8467852257181943,
+        "support": 2193.0
+      },
+      "eval_I-Premise": {
+        "f1-score": 0.8926256077795786,
+        "precision": 0.9090533960551291,
+        "recall": 0.8767810236408501,
+        "support": 12563.0
+      },
+      "eval_O": {
+        "f1-score": 0.9998803589232302,
+        "precision": 0.9997607464710104,
+        "recall": 1.0,
+        "support": 12536.0
+      },
+      "eval_accuracy": 0.8965749854352559,
+      "eval_loss": 0.2399493306875229,
+      "eval_macro avg": {
+        "f1-score": 0.8311039153869222,
+        "precision": 0.8324975509054003,
+        "recall": 0.8307409703756262,
+        "support": 32613.0
+      },
+      "eval_runtime": 5.0024,
+      "eval_samples_per_second": 16.192,
+      "eval_steps_per_second": 2.199,
+      "eval_weighted avg": {
+        "f1-score": 0.8986385496019461,
+        "precision": 0.9016737059631544,
+        "recall": 0.8965749854352559,
+        "support": 32613.0
+      },
+      "step": 243
+    }
+  ],
+  "logging_steps": 500,
+  "max_steps": 4050,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 50,
+  "save_steps": 500,
+  "total_flos": 430032772197000.0,
+  "train_batch_size": 4,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-243/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5eff186592c44100b7fd5c301c21b9eebfc7f8bd335567cdc6ffe4a4d32ec927
+size 4920