best model for qa

config.json

@@ -0,0 +1,25 @@
+{
+  "_name_or_path": "/projects/SolarWindowsADSP/shu/models/revision/bert/batteryscibert-cased/",
+  "architectures": [
+    "BertForQuestionAnswering"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.17.0.dev0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 31116
+}

optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:911ef92015e7ab1a4d5f33e2da577d6eb8ebff7a30bc7d5258140063b0193f23
+size 874919917

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68e6dd08cba70443649e9cee664b023e0ecc4e82bededaaf9c44524e57a13c25
+size 437486071

rng_state_0.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd1af8d8304655b94035c71de052ea4a2a1c93d3f530f939c314f57445021fd7
+size 14657

rng_state_1.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95101a13f0d4ce7ffaa3ba56f816e138b73804ba09feeface4484867c279632c
+size 14657

rng_state_2.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d039fd5a7226ae7104d945555f30ab032494d801bf72da66be4e2a581e10bcd
+size 14657

rng_state_3.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bfe597543c01ef4960fb56174c74cbba99ea90890573757013d09894338a667
+size 14657

rng_state_4.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2999db9de808ed144ee34bfa73a3956d4e38ef7e2ffc7c95dda7321b71be4519
+size 14657

rng_state_5.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5301369d4baf27ab2a522076a54aa41376303ddfd98c4f194a28705b641e6095
+size 14657

rng_state_6.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04960e269537352a6ca6029c44ca9bf06b3086ebccd5944b5a10547059548854
+size 14657

rng_state_7.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5b1a17321ee7a547808268d9e1bfac64b1ce1e7bb5e16907cc8ac036ad8a149
+size 14657

scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0e6c477ec355b808fd9b5d499f0924289f7b68e9b506debd7715453bbe445b6
+size 623

special_tokens_map.json

@@ -0,0 +1 @@
+{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}

tokenizer_config.json

@@ -0,0 +1 @@
+{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "special_tokens_map_file": null, "name_or_path": "/projects/SolarWindowsADSP/shu/models/revision/bert/batteryscibert-cased/", "do_basic_tokenize": true, "never_split": null, "tokenizer_class": "BertTokenizer"}

trainer_state.json

@@ -0,0 +1,130 @@
+{
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 3.0,
+  "global_step": 8427,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.18,
+      "learning_rate": 1.911000355998576e-05,
+      "loss": 2.0667,
+      "step": 500
+    },
+    {
+      "epoch": 0.36,
+      "learning_rate": 1.822000711997152e-05,
+      "loss": 1.382,
+      "step": 1000
+    },
+    {
+      "epoch": 0.53,
+      "learning_rate": 1.733001067995728e-05,
+      "loss": 1.2498,
+      "step": 1500
+    },
+    {
+      "epoch": 0.71,
+      "learning_rate": 1.644001423994304e-05,
+      "loss": 1.1809,
+      "step": 2000
+    },
+    {
+      "epoch": 0.89,
+      "learning_rate": 1.55500177999288e-05,
+      "loss": 1.1255,
+      "step": 2500
+    },
+    {
+      "epoch": 1.0,
+      "eval_exact_match": 76.79280983916746,
+      "eval_f1": 85.50356159934326,
+      "step": 2809
+    },
+    {
+      "epoch": 1.07,
+      "learning_rate": 1.4660021359914563e-05,
+      "loss": 1.0414,
+      "step": 3000
+    },
+    {
+      "epoch": 1.25,
+      "learning_rate": 1.3770024919900323e-05,
+      "loss": 0.8871,
+      "step": 3500
+    },
+    {
+      "epoch": 1.42,
+      "learning_rate": 1.2880028479886081e-05,
+      "loss": 0.908,
+      "step": 4000
+    },
+    {
+      "epoch": 1.6,
+      "learning_rate": 1.1990032039871841e-05,
+      "loss": 0.864,
+      "step": 4500
+    },
+    {
+      "epoch": 1.78,
+      "learning_rate": 1.1100035599857601e-05,
+      "loss": 0.868,
+      "step": 5000
+    },
+    {
+      "epoch": 1.96,
+      "learning_rate": 1.0210039159843361e-05,
+      "loss": 0.8678,
+      "step": 5500
+    },
+    {
+      "epoch": 2.0,
+      "eval_exact_match": 79.16745506149479,
+      "eval_f1": 86.76959997899563,
+      "step": 5618
+    },
+    {
+      "epoch": 2.14,
+      "learning_rate": 9.320042719829121e-06,
+      "loss": 0.7097,
+      "step": 6000
+    },
+    {
+      "epoch": 2.31,
+      "learning_rate": 8.430046279814883e-06,
+      "loss": 0.6732,
+      "step": 6500
+    },
+    {
+      "epoch": 2.49,
+      "learning_rate": 7.540049839800642e-06,
+      "loss": 0.6801,
+      "step": 7000
+    },
+    {
+      "epoch": 2.67,
+      "learning_rate": 6.650053399786402e-06,
+      "loss": 0.6832,
+      "step": 7500
+    },
+    {
+      "epoch": 2.85,
+      "learning_rate": 5.7600569597721615e-06,
+      "loss": 0.678,
+      "step": 8000
+    },
+    {
+      "epoch": 3.0,
+      "eval_exact_match": 79.65941343424787,
+      "eval_f1": 87.43123506757227,
+      "step": 8427
+    }
+  ],
+  "max_steps": 11236,
+  "num_train_epochs": 4,
+  "total_flos": 5.284674541505741e+16,
+  "trial_name": null,
+  "trial_params": null
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d774f45757f413983d8022ec2f9f9d47bafa1d3630bd1deee42b71700d72390
+size 3183