init

experiments/main.sh

@@ -0,0 +1,40 @@
+MODEL=""
+MODEL="roberta-base"
+
+
+# NERD
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_temporal"
+
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random0_seed0"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random1_seed0"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random2_seed0"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random3_seed0"
+
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random0_seed1"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random1_seed1"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random2_seed1"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random3_seed1"
+
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random0_seed2"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random1_seed2"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random2_seed2"
+python model_finetuning_nerd.py -m "${MODEL}" -d "nerd_random3_seed2"
+
+
+# TOPIC
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_temporal"
+
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random0_seed0"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random1_seed0"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random2_seed0"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random3_seed0"
+
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random0_seed1"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random1_seed1"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random2_seed1"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random3_seed1"
+
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random0_seed2"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random1_seed2"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random2_seed2"
+python model_finetuning_topic.py -m "${MODEL}" -d "topic_random3_seed2"

experiments/model_finetuning_nerd.py

@@ -2,21 +2,6 @@
 
 ```
 python model_finetuning_nerd.py -m "roberta-base" -d "nerd_temporal"
-
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random0_seed0"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random1_seed0"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random2_seed0"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random3_seed0"
-
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random0_seed1"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random1_seed1"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random2_seed1"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random3_seed1"
-
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random0_seed2"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random1_seed2"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random2_seed2"
-python model_finetuning_nerd.py -m "roberta-base" -d "nerd_random3_seed2"
 ```
 """
 import argparse

experiments/model_finetuning_topic.py

@@ -2,21 +2,6 @@
 
 ```
 python model_finetuning_topic.py -m "roberta-base" -d "topic_temporal"
-
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random0_seed0"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random1_seed0"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random2_seed0"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random3_seed0"
-
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random0_seed1"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random1_seed1"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random2_seed1"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random3_seed1"
-
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random0_seed2"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random1_seed2"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random2_seed2"
-python model_finetuning_topic.py -m "roberta-base" -d "topic_random3_seed2"
 ```
 """
 import argparse
@@ -146,13 +131,12 @@ def main(
             setattr(trainer.args, n, v)
         trainer.train()
         trainer.save_model(best_model_path)
-
     if not skip_test:
         logging.info("testing model")
         test_split = ["test"]
         if dataset_type.endswith("temporal"):
             test_split += ["test_1", "test_2", "test_3", "test_4"]
-        summary_file = pj(output_dir, "summary.json")
+        summary_file = pj(best_model_path, "summary.json")
         if os.path.exists(summary_file):
             with open(summary_file) as f:
                 metric = json.load(f)
@@ -191,7 +175,6 @@ def main(
             id2label=ID2LABEL,
             label2id=LABEL2ID
         )
-        tokenizer = AutoTokenizer.from_pretrained(best_model_path)
         model_instance.push_to_hub(f"{model_organization}/{model_alias}", use_auth_token=True)
         tokenizer.push_to_hub(f"{model_organization}/{model_alias}", use_auth_token=True)
         repo = Repository(model_alias, f"{model_organization}/{model_alias}")