diff --git a/models/finetuned/bace/config.json b/models/finetuned/bace/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/bace/finetuning_optimized_config.json b/models/finetuned/bace/finetuning_optimized_config.json
deleted file mode 100644
index 990f891548f7e8006ced416643b393abc97f1a79..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/classification/bace/bace.csv",
- "dataset_embs_npz": "data/finetuning_datasets/classification/bace/bace_embs.npz",
- "use_scaffold": 1,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "binary",
- "label_column": "Class",
- "num_labels": 2,
- "batch_size": 16,
- "max_len": 128,
- "epochs": 25,
- "backbone_lr": 5e-06,
- "head_lr": 5e-05,
- "weight_decay": 0.001,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/bace"
-}
diff --git a/models/finetuned/bace/merges.txt b/models/finetuned/bace/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
-Na +1
-\ N
-S +1
-/ O
-\ S
-\ O
-Br -1
-I -1
-Cl -1
-/ C@H1
-Branch 3
-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
-P @
-2 H
-P H1
-/ Br
-N @
-P +1
-/ Cl
-\ NH1
-\ Br
-@ +1
-/ I
-/ C@
-T e
-\ N+1
-P@ @
-1 2
-5 I
-\ O-1
-12 5I
-/ F
-# N+1
-\ Cl
-N@ +1
-\ I
-- /
-/ C@@
-N@ @
-N@ @+1
--/ Ring2
-- \
-1 4
-B -1
-C -1
-S @+1
-14 C
-H 2
-H 4
-I +1
-S -1
-\ P
-=S +1
-=P @
-Si H4
-+ 2
-3 H
-@ @+1
-A g
-C +1
-S @@+1
-Cl +1
-=S e
--\ Ring1
-H 0
-O H0
-1 1
-= Branch3
-= Te
-M g
-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
-11 C
-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
-B H2
-B H1-1
-C a
-H 3
-O H1-1
-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/bace/model.pt b/models/finetuned/bace/model.pt
deleted file mode 100644
index b899331cde40c9e7f760f7f8dd4af573845a8cde..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f17ebde0f06fdca997a8be88bb399bd42ff14b293ddc28bd8223fcb9253dfb13
-size 1022855293
diff --git a/models/finetuned/bace/special_tokens_map.json b/models/finetuned/bace/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/bace/tokenizer.json b/models/finetuned/bace/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
- "strategy": {
- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
- "pad_type_id": 0,
- "pad_token": ""
- },
- "added_tokens": [
- {
- "id": 0,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
- "rstrip": false,
- "normalized": true,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "",
- 2
- ],
- "cls": [
- "",
- 1
- ],
- "trim_offsets": true,
- "add_prefix_space": false
- },
- "decoder": {
- "type": "ByteLevel",
- "add_prefix_space": true,
- "trim_offsets": true,
- "use_regex": true
- },
- "model": {
- "type": "BPE",
- "dropout": null,
- "unk_token": null,
- "continuing_subword_prefix": "",
- "end_of_word_suffix": "",
- "fuse_unk": false,
- "vocab": {
- "": 0,
- "": 1,
- "": 2,
- "": 3,
- "": 4,
- "\n": 5,
- "#": 6,
- "+": 7,
- "-": 8,
- ".": 9,
- "/": 10,
- "0": 11,
- "1": 12,
- "2": 13,
- "3": 14,
- "4": 15,
- "5": 16,
- "8": 17,
- "=": 18,
- "@": 19,
- "A": 20,
- "B": 21,
- "C": 22,
- "F": 23,
- "H": 24,
- "I": 25,
- "K": 26,
- "L": 27,
- "M": 28,
- "N": 29,
- "O": 30,
- "P": 31,
- "R": 32,
- "S": 33,
- "T": 34,
- "Z": 35,
- "\\": 36,
- "a": 37,
- "c": 38,
- "e": 39,
- "g": 40,
- "h": 41,
- "i": 42,
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- "r": 45,
- "s": 46,
- "Br": 47,
- "an": 48,
- "ch": 49,
- "Bran": 50,
- "Branch": 51,
- "Branch1": 52,
- "=C": 53,
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- "Ring": 56,
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- "Cl": 71,
- "#C": 72,
- "/C": 73,
- "NH1": 74,
- "+1": 75,
- "-1": 76,
- "=Ring1": 77,
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- "/N": 81,
- "#N": 82,
- "=Ring2": 83,
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- "=N+1": 85,
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- "\\N": 88,
- "S+1": 89,
- "/O": 90,
- "\\S": 91,
- "\\O": 92,
- "Br-1": 93,
- "I-1": 94,
- "Cl-1": 95,
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- "Branch3": 97,
- "/C@@H1": 98,
- "=P": 99,
- "/S": 100,
- "=N-1": 101,
- "Si": 102,
- "K+1": 103,
- "N-1": 104,
- "Se": 105,
- "Li": 106,
- "Li+1": 107,
- "+3": 108,
- "Cl+3": 109,
- "\\C@H1": 110,
- "Ring3": 111,
- "\\C@@H1": 112,
- "/N+1": 113,
- "/P": 114,
- "\\F": 115,
- "P@": 116,
- "2H": 117,
- "PH1": 118,
- "/Br": 119,
- "N@": 120,
- "P+1": 121,
- "/Cl": 122,
- "\\NH1": 123,
- "\\Br": 124,
- "@+1": 125,
- "/I": 126,
- "/C@": 127,
- "Te": 128,
- "\\N+1": 129,
- "P@@": 130,
- "12": 131,
- "5I": 132,
- "\\O-1": 133,
- "125I": 134,
- "/F": 135,
- "#N+1": 136,
- "\\Cl": 137,
- "N@+1": 138,
- "\\I": 139,
- "-/": 140,
- "/C@@": 141,
- "N@@": 142,
- "N@@+1": 143,
- "-/Ring2": 144,
- "-\\": 145,
- "14": 146,
- "B-1": 147,
- "C-1": 148,
- "S@+1": 149,
- "14C": 150,
- "H2": 151,
- "H4": 152,
- "I+1": 153,
- "S-1": 154,
- "\\P": 155,
- "=S+1": 156,
- "=P@": 157,
- "SiH4": 158,
- "+2": 159,
- "3H": 160,
- "@@+1": 161,
- "Ag": 162,
- "C+1": 163,
- "S@@+1": 164,
- "Cl+1": 165,
- "=Se": 166,
- "-\\Ring1": 167,
- "H0": 168,
- "OH0": 169,
- "11": 170,
- "=Branch3": 171,
- "=Te": 172,
- "Mg": 173,
- "O+1": 174,
- "Zn": 175,
- "\\C@": 176,
- "\\S+1": 177,
- "H1-1": 178,
- "SeH1": 179,
- "P@+1": 180,
- "-\\Ring2": 181,
- "11C": 182,
- "=Te+1": 183,
- "Zn+2": 184,
- "/NH1": 185,
- "18": 186,
- "As": 187,
- "BH2": 188,
- "BH1-1": 189,
- "Ca": 190,
- "H3": 191,
- "OH1-1": 192,
- "SH2": 193,
- "=O+1": 194,
- "Se+1": 195,
- "TeH2": 196,
- "125IH1": 197,
- "-/Ring1": 198,
- "14CH2": 199,
- "Ag+1": 200,
- "=Se+1": 201,
- "MgH2": 202,
- "Mg+2": 203,
- "11CH3": 204,
- "18F": 205,
- "BH2-1": 206,
- "Ca+2": 207
- },
- "merges": [
- "B r",
- "a n",
- "c h",
- "Br an",
- "Bran ch",
- "Branch 1",
- "= C",
- "R i",
- "n g",
- "Ri ng",
- "Ring 1",
- "= Branch1",
- "Branch 2",
- "= O",
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- "C @",
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- "Na +1",
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- "Br -1",
- "I -1",
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- "/ C@H1",
- "Branch 3",
- "/ C@@H1",
- "= P",
- "/ S",
- "=N -1",
- "S i",
- "K +1",
- "N -1",
- "S e",
- "L i",
- "Li +1",
- "+ 3",
- "Cl +3",
- "\\ C@H1",
- "Ring 3",
- "\\ C@@H1",
- "/ N+1",
- "/ P",
- "\\ F",
- "P @",
- "2 H",
- "P H1",
- "/ Br",
- "N @",
- "P +1",
- "/ Cl",
- "\\ NH1",
- "\\ Br",
- "@ +1",
- "/ I",
- "/ C@",
- "T e",
- "\\ N+1",
- "P@ @",
- "1 2",
- "5 I",
- "\\ O-1",
- "12 5I",
- "/ F",
- "# N+1",
- "\\ Cl",
- "N@ +1",
- "\\ I",
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- "-/ Ring2",
- "- \\",
- "1 4",
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- "Si H4",
- "+ 2",
- "3 H",
- "@ @+1",
- "A g",
- "C +1",
- "S @@+1",
- "Cl +1",
- "=S e",
- "-\\ Ring1",
- "H 0",
- "O H0",
- "1 1",
- "= Branch3",
- "= Te",
- "M g",
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- "Z n",
- "\\ C@",
- "\\ S+1",
- "H1 -1",
- "Se H1",
- "P@ +1",
- "-\\ Ring2",
- "11 C",
- "=Te +1",
- "Zn +2",
- "/ NH1",
- "1 8",
- "A s",
- "B H2",
- "B H1-1",
- "C a",
- "H 3",
- "O H1-1",
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- "=O +1",
- "Se +1",
- "Te H2",
- "125I H1",
- "-/ Ring1",
- "14C H2",
- "Ag +1",
- "=Se +1",
- "Mg H2",
- "Mg +2",
- "11C H3",
- "18 F",
- "BH2 -1",
- "Ca +2"
- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/bace/tokenizer_config.json b/models/finetuned/bace/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "1": {
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- "normalized": true,
- "rstrip": false,
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- "special": true
- },
- "2": {
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- "lstrip": false,
- "normalized": true,
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- "single_word": false,
- "special": true
- },
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- "lstrip": false,
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- "single_word": false,
- "special": true
- },
- "4": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/bace/vocab.json b/models/finetuned/bace/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/bace/vocab.json
+++ /dev/null
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diff --git a/models/finetuned/bbbp/config.json b/models/finetuned/bbbp/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/bbbp/finetuning_optimized_config.json b/models/finetuned/bbbp/finetuning_optimized_config.json
deleted file mode 100644
index 9d65735621e777148d8a4b6e0c463c340b841a0d..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/classification/bbbp/bbbp.csv",
- "dataset_embs_npz": "data/finetuning_datasets/classification/bbbp/bbbp_embs.npz",
- "use_scaffold": 1,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "binary",
- "label_column": "p_np",
- "num_labels": 2,
- "batch_size": 32,
- "max_len": 128,
- "epochs": 25,
- "backbone_lr": 5e-05,
- "head_lr": 1e-05,
- "weight_decay": 0.1,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/bbbp"
-}
diff --git a/models/finetuned/bbbp/merges.txt b/models/finetuned/bbbp/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
-Na +1
-\ N
-S +1
-/ O
-\ S
-\ O
-Br -1
-I -1
-Cl -1
-/ C@H1
-Branch 3
-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
-P @
-2 H
-P H1
-/ Br
-N @
-P +1
-/ Cl
-\ NH1
-\ Br
-@ +1
-/ I
-/ C@
-T e
-\ N+1
-P@ @
-1 2
-5 I
-\ O-1
-12 5I
-/ F
-# N+1
-\ Cl
-N@ +1
-\ I
-- /
-/ C@@
-N@ @
-N@ @+1
--/ Ring2
-- \
-1 4
-B -1
-C -1
-S @+1
-14 C
-H 2
-H 4
-I +1
-S -1
-\ P
-=S +1
-=P @
-Si H4
-+ 2
-3 H
-@ @+1
-A g
-C +1
-S @@+1
-Cl +1
-=S e
--\ Ring1
-H 0
-O H0
-1 1
-= Branch3
-= Te
-M g
-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
-11 C
-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
-B H2
-B H1-1
-C a
-H 3
-O H1-1
-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/bbbp/model.pt b/models/finetuned/bbbp/model.pt
deleted file mode 100644
index e837b16d488811f5c451f90349bc413eeadb2f1b..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bfd9b008df03c05aeba73099ed9af31c62e30b961ae1d0946e486465996ae64b
-size 1022855293
diff --git a/models/finetuned/bbbp/special_tokens_map.json b/models/finetuned/bbbp/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/bbbp/tokenizer.json b/models/finetuned/bbbp/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
- "strategy": {
- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
- "pad_type_id": 0,
- "pad_token": ""
- },
- "added_tokens": [
- {
- "id": 0,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
- "rstrip": false,
- "normalized": true,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "",
- 2
- ],
- "cls": [
- "",
- 1
- ],
- "trim_offsets": true,
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- },
- "decoder": {
- "type": "ByteLevel",
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- "trim_offsets": true,
- "use_regex": true
- },
- "model": {
- "type": "BPE",
- "dropout": null,
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- "fuse_unk": false,
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- "Ca +2"
- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/bbbp/tokenizer_config.json b/models/finetuned/bbbp/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
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- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/bbbp/vocab.json b/models/finetuned/bbbp/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/bbbp/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
-{"":0,"":1,"":2,"":3,"":4,"\n":5,"#":6,"+":7,"-":8,".":9,"/":10,"0":11,"1":12,"2":13,"3":14,"4":15,"5":16,"8":17,"=":18,"@":19,"A":20,"B":21,"C":22,"F":23,"H":24,"I":25,"K":26,"L":27,"M":28,"N":29,"O":30,"P":31,"R":32,"S":33,"T":34,"Z":35,"\\":36,"a":37,"c":38,"e":39,"g":40,"h":41,"i":42,"l":43,"n":44,"r":45,"s":46,"Br":47,"an":48,"ch":49,"Bran":50,"Branch":51,"Branch1":52,"=C":53,"Ri":54,"ng":55,"Ring":56,"Ring1":57,"=Branch1":58,"Branch2":59,"=O":60,"Ring2":61,"H1":62,"C@":63,"=N":64,"#Branch1":65,"C@@":66,"=Branch2":67,"C@H1":68,"C@@H1":69,"#Branch2":70,"Cl":71,"#C":72,"/C":73,"NH1":74,"+1":75,"-1":76,"=Ring1":77,"O-1":78,"N+1":79,"\\C":80,"/N":81,"#N":82,"=Ring2":83,"=S":84,"=N+1":85,"Na":86,"Na+1":87,"\\N":88,"S+1":89,"/O":90,"\\S":91,"\\O":92,"Br-1":93,"I-1":94,"Cl-1":95,"/C@H1":96,"Branch3":97,"/C@@H1":98,"=P":99,"/S":100,"=N-1":101,"Si":102,"K+1":103,"N-1":104,"Se":105,"Li":106,"Li+1":107,"+3":108,"Cl+3":109,"\\C@H1":110,"Ring3":111,"\\C@@H1":112,"/N+1":113,"/P":114,"\\F":115,"P@":116,"2H":117,"PH1":118,"/Br":119,"N@":120,"P+1":121,"/Cl":122,"\\NH1":123,"\\Br":124,"@+1":125,"/I":126,"/C@":127,"Te":128,"\\N+1":129,"P@@":130,"12":131,"5I":132,"\\O-1":133,"125I":134,"/F":135,"#N+1":136,"\\Cl":137,"N@+1":138,"\\I":139,"-/":140,"/C@@":141,"N@@":142,"N@@+1":143,"-/Ring2":144,"-\\":145,"14":146,"B-1":147,"C-1":148,"S@+1":149,"14C":150,"H2":151,"H4":152,"I+1":153,"S-1":154,"\\P":155,"=S+1":156,"=P@":157,"SiH4":158,"+2":159,"3H":160,"@@+1":161,"Ag":162,"C+1":163,"S@@+1":164,"Cl+1":165,"=Se":166,"-\\Ring1":167,"H0":168,"OH0":169,"11":170,"=Branch3":171,"=Te":172,"Mg":173,"O+1":174,"Zn":175,"\\C@":176,"\\S+1":177,"H1-1":178,"SeH1":179,"P@+1":180,"-\\Ring2":181,"11C":182,"=Te+1":183,"Zn+2":184,"/NH1":185,"18":186,"As":187,"BH2":188,"BH1-1":189,"Ca":190,"H3":191,"OH1-1":192,"SH2":193,"=O+1":194,"Se+1":195,"TeH2":196,"125IH1":197,"-/Ring1":198,"14CH2":199,"Ag+1":200,"=Se+1":201,"MgH2":202,"Mg+2":203,"11CH3":204,"18F":205,"BH2-1":206,"Ca+2":207}
\ No newline at end of file
diff --git a/models/finetuned/esol/config.json b/models/finetuned/esol/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/esol/finetuning_optimized_config.json b/models/finetuned/esol/finetuning_optimized_config.json
deleted file mode 100644
index e7e6237919a5786da27257b0426e8e5cb1ec20bd..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/regression/esol/esol.csv",
- "dataset_embs_npz": "data/finetuning_datasets/regression/esol/esol_embs.npz",
- "use_scaffold": 0,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "regression",
- "label_column": "measured log solubility in mols per litre",
- "num_labels": 1,
- "batch_size": 8,
- "max_len": 128,
- "epochs": 100,
- "backbone_lr": 5e-05,
- "head_lr": 5e-05,
- "weight_decay": 0.1,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/esol"
-}
diff --git a/models/finetuned/esol/merges.txt b/models/finetuned/esol/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
-Na +1
-\ N
-S +1
-/ O
-\ S
-\ O
-Br -1
-I -1
-Cl -1
-/ C@H1
-Branch 3
-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
-P @
-2 H
-P H1
-/ Br
-N @
-P +1
-/ Cl
-\ NH1
-\ Br
-@ +1
-/ I
-/ C@
-T e
-\ N+1
-P@ @
-1 2
-5 I
-\ O-1
-12 5I
-/ F
-# N+1
-\ Cl
-N@ +1
-\ I
-- /
-/ C@@
-N@ @
-N@ @+1
--/ Ring2
-- \
-1 4
-B -1
-C -1
-S @+1
-14 C
-H 2
-H 4
-I +1
-S -1
-\ P
-=S +1
-=P @
-Si H4
-+ 2
-3 H
-@ @+1
-A g
-C +1
-S @@+1
-Cl +1
-=S e
--\ Ring1
-H 0
-O H0
-1 1
-= Branch3
-= Te
-M g
-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
-11 C
-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
-B H2
-B H1-1
-C a
-H 3
-O H1-1
-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/esol/model.pt b/models/finetuned/esol/model.pt
deleted file mode 100644
index 322c69143595f6e3d4436cb9d71119065d555f36..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:eed86c02f896cfdf36e8f5e519d66ae82d7eae4a0993911ee8f89ceb76e8b07b
-size 1022843005
diff --git a/models/finetuned/esol/special_tokens_map.json b/models/finetuned/esol/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/esol/tokenizer.json b/models/finetuned/esol/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
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- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
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- "pad_token": ""
- },
- "added_tokens": [
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- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
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- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "",
- 2
- ],
- "cls": [
- "",
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- "trim_offsets": true,
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- "decoder": {
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- "use_regex": true
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- "model": {
- "type": "BPE",
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- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/esol/tokenizer_config.json b/models/finetuned/esol/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "1": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "2": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "3": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "4": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/esol/vocab.json b/models/finetuned/esol/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/esol/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
-{"":0,"":1,"":2,"":3,"":4,"\n":5,"#":6,"+":7,"-":8,".":9,"/":10,"0":11,"1":12,"2":13,"3":14,"4":15,"5":16,"8":17,"=":18,"@":19,"A":20,"B":21,"C":22,"F":23,"H":24,"I":25,"K":26,"L":27,"M":28,"N":29,"O":30,"P":31,"R":32,"S":33,"T":34,"Z":35,"\\":36,"a":37,"c":38,"e":39,"g":40,"h":41,"i":42,"l":43,"n":44,"r":45,"s":46,"Br":47,"an":48,"ch":49,"Bran":50,"Branch":51,"Branch1":52,"=C":53,"Ri":54,"ng":55,"Ring":56,"Ring1":57,"=Branch1":58,"Branch2":59,"=O":60,"Ring2":61,"H1":62,"C@":63,"=N":64,"#Branch1":65,"C@@":66,"=Branch2":67,"C@H1":68,"C@@H1":69,"#Branch2":70,"Cl":71,"#C":72,"/C":73,"NH1":74,"+1":75,"-1":76,"=Ring1":77,"O-1":78,"N+1":79,"\\C":80,"/N":81,"#N":82,"=Ring2":83,"=S":84,"=N+1":85,"Na":86,"Na+1":87,"\\N":88,"S+1":89,"/O":90,"\\S":91,"\\O":92,"Br-1":93,"I-1":94,"Cl-1":95,"/C@H1":96,"Branch3":97,"/C@@H1":98,"=P":99,"/S":100,"=N-1":101,"Si":102,"K+1":103,"N-1":104,"Se":105,"Li":106,"Li+1":107,"+3":108,"Cl+3":109,"\\C@H1":110,"Ring3":111,"\\C@@H1":112,"/N+1":113,"/P":114,"\\F":115,"P@":116,"2H":117,"PH1":118,"/Br":119,"N@":120,"P+1":121,"/Cl":122,"\\NH1":123,"\\Br":124,"@+1":125,"/I":126,"/C@":127,"Te":128,"\\N+1":129,"P@@":130,"12":131,"5I":132,"\\O-1":133,"125I":134,"/F":135,"#N+1":136,"\\Cl":137,"N@+1":138,"\\I":139,"-/":140,"/C@@":141,"N@@":142,"N@@+1":143,"-/Ring2":144,"-\\":145,"14":146,"B-1":147,"C-1":148,"S@+1":149,"14C":150,"H2":151,"H4":152,"I+1":153,"S-1":154,"\\P":155,"=S+1":156,"=P@":157,"SiH4":158,"+2":159,"3H":160,"@@+1":161,"Ag":162,"C+1":163,"S@@+1":164,"Cl+1":165,"=Se":166,"-\\Ring1":167,"H0":168,"OH0":169,"11":170,"=Branch3":171,"=Te":172,"Mg":173,"O+1":174,"Zn":175,"\\C@":176,"\\S+1":177,"H1-1":178,"SeH1":179,"P@+1":180,"-\\Ring2":181,"11C":182,"=Te+1":183,"Zn+2":184,"/NH1":185,"18":186,"As":187,"BH2":188,"BH1-1":189,"Ca":190,"H3":191,"OH1-1":192,"SH2":193,"=O+1":194,"Se+1":195,"TeH2":196,"125IH1":197,"-/Ring1":198,"14CH2":199,"Ag+1":200,"=Se+1":201,"MgH2":202,"Mg+2":203,"11CH3":204,"18F":205,"BH2-1":206,"Ca+2":207}
\ No newline at end of file
diff --git a/models/finetuned/freesolv/config.json b/models/finetuned/freesolv/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/freesolv/finetuning_optimized_config.json b/models/finetuned/freesolv/finetuning_optimized_config.json
deleted file mode 100644
index 016fb1d8c559c6f670e0c87129e63c68129e1678..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/regression/freesolv/freesolv.csv",
- "dataset_embs_npz": "data/finetuning_datasets/regression/freesolv/freesolv_embs.npz",
- "use_scaffold": 0,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "regression",
- "label_column": "freesolv",
- "num_labels": 1,
- "batch_size": 4,
- "max_len": 128,
- "epochs": 25,
- "backbone_lr": 5e-05,
- "head_lr": 0.0002,
- "weight_decay": 0.001,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/freesolv"
-}
diff --git a/models/finetuned/freesolv/merges.txt b/models/finetuned/freesolv/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
-Na +1
-\ N
-S +1
-/ O
-\ S
-\ O
-Br -1
-I -1
-Cl -1
-/ C@H1
-Branch 3
-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
-P @
-2 H
-P H1
-/ Br
-N @
-P +1
-/ Cl
-\ NH1
-\ Br
-@ +1
-/ I
-/ C@
-T e
-\ N+1
-P@ @
-1 2
-5 I
-\ O-1
-12 5I
-/ F
-# N+1
-\ Cl
-N@ +1
-\ I
-- /
-/ C@@
-N@ @
-N@ @+1
--/ Ring2
-- \
-1 4
-B -1
-C -1
-S @+1
-14 C
-H 2
-H 4
-I +1
-S -1
-\ P
-=S +1
-=P @
-Si H4
-+ 2
-3 H
-@ @+1
-A g
-C +1
-S @@+1
-Cl +1
-=S e
--\ Ring1
-H 0
-O H0
-1 1
-= Branch3
-= Te
-M g
-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
-11 C
-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
-B H2
-B H1-1
-C a
-H 3
-O H1-1
-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/freesolv/model.pt b/models/finetuned/freesolv/model.pt
deleted file mode 100644
index 2d90f1436ed122818acc422967c96fb3cb953bd2..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bc69910d6e2d4ebf7f440f7737b3c3360533076dea6d985b22f8882bc795237a
-size 1022843005
diff --git a/models/finetuned/freesolv/special_tokens_map.json b/models/finetuned/freesolv/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/freesolv/tokenizer.json b/models/finetuned/freesolv/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
- "strategy": {
- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
- "pad_type_id": 0,
- "pad_token": ""
- },
- "added_tokens": [
- {
- "id": 0,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
- "rstrip": false,
- "normalized": true,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "",
- 2
- ],
- "cls": [
- "",
- 1
- ],
- "trim_offsets": true,
- "add_prefix_space": false
- },
- "decoder": {
- "type": "ByteLevel",
- "add_prefix_space": true,
- "trim_offsets": true,
- "use_regex": true
- },
- "model": {
- "type": "BPE",
- "dropout": null,
- "unk_token": null,
- "continuing_subword_prefix": "",
- "end_of_word_suffix": "",
- "fuse_unk": false,
- "vocab": {
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- "": 2,
- "": 3,
- "": 4,
- "\n": 5,
- "#": 6,
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- "3": 14,
- "4": 15,
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- "=": 18,
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- "C": 22,
- "F": 23,
- "H": 24,
- "I": 25,
- "K": 26,
- "L": 27,
- "M": 28,
- "N": 29,
- "O": 30,
- "P": 31,
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- "S": 33,
- "T": 34,
- "Z": 35,
- "\\": 36,
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- "c": 38,
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- "g": 40,
- "h": 41,
- "i": 42,
- "l": 43,
- "n": 44,
- "r": 45,
- "s": 46,
- "Br": 47,
- "an": 48,
- "ch": 49,
- "Bran": 50,
- "Branch": 51,
- "Branch1": 52,
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- "=Branch2": 67,
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- "#Branch2": 70,
- "Cl": 71,
- "#C": 72,
- "/C": 73,
- "NH1": 74,
- "+1": 75,
- "-1": 76,
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- "N+1": 79,
- "\\C": 80,
- "/N": 81,
- "#N": 82,
- "=Ring2": 83,
- "=S": 84,
- "=N+1": 85,
- "Na": 86,
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- "\\N": 88,
- "S+1": 89,
- "/O": 90,
- "\\S": 91,
- "\\O": 92,
- "Br-1": 93,
- "I-1": 94,
- "Cl-1": 95,
- "/C@H1": 96,
- "Branch3": 97,
- "/C@@H1": 98,
- "=P": 99,
- "/S": 100,
- "=N-1": 101,
- "Si": 102,
- "K+1": 103,
- "N-1": 104,
- "Se": 105,
- "Li": 106,
- "Li+1": 107,
- "+3": 108,
- "Cl+3": 109,
- "\\C@H1": 110,
- "Ring3": 111,
- "\\C@@H1": 112,
- "/N+1": 113,
- "/P": 114,
- "\\F": 115,
- "P@": 116,
- "2H": 117,
- "PH1": 118,
- "/Br": 119,
- "N@": 120,
- "P+1": 121,
- "/Cl": 122,
- "\\NH1": 123,
- "\\Br": 124,
- "@+1": 125,
- "/I": 126,
- "/C@": 127,
- "Te": 128,
- "\\N+1": 129,
- "P@@": 130,
- "12": 131,
- "5I": 132,
- "\\O-1": 133,
- "125I": 134,
- "/F": 135,
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- "\\Cl": 137,
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- "\\I": 139,
- "-/": 140,
- "/C@@": 141,
- "N@@": 142,
- "N@@+1": 143,
- "-/Ring2": 144,
- "-\\": 145,
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- "H2": 151,
- "H4": 152,
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- "\\P": 155,
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- "+2": 159,
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- "H1-1": 178,
- "SeH1": 179,
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- "11C": 182,
- "=Te+1": 183,
- "Zn+2": 184,
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- "18": 186,
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- "BH2": 188,
- "BH1-1": 189,
- "Ca": 190,
- "H3": 191,
- "OH1-1": 192,
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- "=O+1": 194,
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- "TeH2": 196,
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- "-/Ring1": 198,
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- "=Se+1": 201,
- "MgH2": 202,
- "Mg+2": 203,
- "11CH3": 204,
- "18F": 205,
- "BH2-1": 206,
- "Ca+2": 207
- },
- "merges": [
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- "a n",
- "c h",
- "Br an",
- "Bran ch",
- "Branch 1",
- "= C",
- "R i",
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- "A g",
- "C +1",
- "S @@+1",
- "Cl +1",
- "=S e",
- "-\\ Ring1",
- "H 0",
- "O H0",
- "1 1",
- "= Branch3",
- "= Te",
- "M g",
- "O +1",
- "Z n",
- "\\ C@",
- "\\ S+1",
- "H1 -1",
- "Se H1",
- "P@ +1",
- "-\\ Ring2",
- "11 C",
- "=Te +1",
- "Zn +2",
- "/ NH1",
- "1 8",
- "A s",
- "B H2",
- "B H1-1",
- "C a",
- "H 3",
- "O H1-1",
- "S H2",
- "=O +1",
- "Se +1",
- "Te H2",
- "125I H1",
- "-/ Ring1",
- "14C H2",
- "Ag +1",
- "=Se +1",
- "Mg H2",
- "Mg +2",
- "11C H3",
- "18 F",
- "BH2 -1",
- "Ca +2"
- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/freesolv/tokenizer_config.json b/models/finetuned/freesolv/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "1": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "2": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "3": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "4": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/freesolv/vocab.json b/models/finetuned/freesolv/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/freesolv/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
-{"":0,"":1,"":2,"":3,"":4,"\n":5,"#":6,"+":7,"-":8,".":9,"/":10,"0":11,"1":12,"2":13,"3":14,"4":15,"5":16,"8":17,"=":18,"@":19,"A":20,"B":21,"C":22,"F":23,"H":24,"I":25,"K":26,"L":27,"M":28,"N":29,"O":30,"P":31,"R":32,"S":33,"T":34,"Z":35,"\\":36,"a":37,"c":38,"e":39,"g":40,"h":41,"i":42,"l":43,"n":44,"r":45,"s":46,"Br":47,"an":48,"ch":49,"Bran":50,"Branch":51,"Branch1":52,"=C":53,"Ri":54,"ng":55,"Ring":56,"Ring1":57,"=Branch1":58,"Branch2":59,"=O":60,"Ring2":61,"H1":62,"C@":63,"=N":64,"#Branch1":65,"C@@":66,"=Branch2":67,"C@H1":68,"C@@H1":69,"#Branch2":70,"Cl":71,"#C":72,"/C":73,"NH1":74,"+1":75,"-1":76,"=Ring1":77,"O-1":78,"N+1":79,"\\C":80,"/N":81,"#N":82,"=Ring2":83,"=S":84,"=N+1":85,"Na":86,"Na+1":87,"\\N":88,"S+1":89,"/O":90,"\\S":91,"\\O":92,"Br-1":93,"I-1":94,"Cl-1":95,"/C@H1":96,"Branch3":97,"/C@@H1":98,"=P":99,"/S":100,"=N-1":101,"Si":102,"K+1":103,"N-1":104,"Se":105,"Li":106,"Li+1":107,"+3":108,"Cl+3":109,"\\C@H1":110,"Ring3":111,"\\C@@H1":112,"/N+1":113,"/P":114,"\\F":115,"P@":116,"2H":117,"PH1":118,"/Br":119,"N@":120,"P+1":121,"/Cl":122,"\\NH1":123,"\\Br":124,"@+1":125,"/I":126,"/C@":127,"Te":128,"\\N+1":129,"P@@":130,"12":131,"5I":132,"\\O-1":133,"125I":134,"/F":135,"#N+1":136,"\\Cl":137,"N@+1":138,"\\I":139,"-/":140,"/C@@":141,"N@@":142,"N@@+1":143,"-/Ring2":144,"-\\":145,"14":146,"B-1":147,"C-1":148,"S@+1":149,"14C":150,"H2":151,"H4":152,"I+1":153,"S-1":154,"\\P":155,"=S+1":156,"=P@":157,"SiH4":158,"+2":159,"3H":160,"@@+1":161,"Ag":162,"C+1":163,"S@@+1":164,"Cl+1":165,"=Se":166,"-\\Ring1":167,"H0":168,"OH0":169,"11":170,"=Branch3":171,"=Te":172,"Mg":173,"O+1":174,"Zn":175,"\\C@":176,"\\S+1":177,"H1-1":178,"SeH1":179,"P@+1":180,"-\\Ring2":181,"11C":182,"=Te+1":183,"Zn+2":184,"/NH1":185,"18":186,"As":187,"BH2":188,"BH1-1":189,"Ca":190,"H3":191,"OH1-1":192,"SH2":193,"=O+1":194,"Se+1":195,"TeH2":196,"125IH1":197,"-/Ring1":198,"14CH2":199,"Ag+1":200,"=Se+1":201,"MgH2":202,"Mg+2":203,"11CH3":204,"18F":205,"BH2-1":206,"Ca+2":207}
\ No newline at end of file
diff --git a/models/finetuned/hiv/config.json b/models/finetuned/hiv/config.json
deleted file mode 100644
index 3811e21539577b37e06313eab31ec11e53f0cbbc..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/config.json
+++ /dev/null
@@ -1,27 +0,0 @@
-{
- "_name_or_path": "/home/erva/SELFormerMM/data/pretrained_multimodal_chembl36",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/hiv/finetuning_optimized_config.json b/models/finetuned/hiv/finetuning_optimized_config.json
deleted file mode 100644
index c83842257d4c1e98018376ba0924df5ca5daa6d8..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/classification/hiv/hiv.csv",
- "dataset_embs_npz": "data/finetuning_datasets/classification/hiv/hiv_embs.npz",
- "use_scaffold": 1,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "binary",
- "label_column": "HIV_active",
- "num_labels": 2,
- "batch_size": 16,
- "max_len": 128,
- "epochs": 50,
- "backbone_lr": 5e-5,
- "head_lr": 5e-5,
- "weight_decay": 0.0,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/hiv"
-}
diff --git a/models/finetuned/hiv/merges.txt b/models/finetuned/hiv/merges.txt
deleted file mode 100644
index 7cd5ec62809503c23f18c80afc0ba3bdf9d253d0..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/merges.txt
+++ /dev/null
@@ -1,378 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-# C
-C l
-/ C
-N H1
-= Ring1
-+ 1
-- 1
-O -1
-N +1
-\ C
-# N
-/ N
-= Ring2
-= S
-=N +1
-\ N
-N a
-Na +1
-/ O
-\ O
-Br -1
-Branch 3
-\ S
-S +1
-Cl -1
-I -1
-/ C@@H1
-S i
-/ C@H1
-/ S
-=N -1
-S e
-= P
-N -1
-Ring 3
-2 H
-P +1
-K +1
-\ C@@H1
-\ C@H1
-/ N+1
-@ @
-C -1
-# N+1
-B -1
-+ 3
-Cl +3
-\ NH1
-L i
-Li +1
-P H1
-1 8
-18 F
-@ +1
-3 H
-P @@
-H 0
-O H0
-1 2
-P @
-+ 2
-@@ +1
-S -1
-/ Br
-- /
-\ Cl
--/ Ring2
-\ O-1
-1 1
-5 I
-12 5I
-11 C
-H 3
-\ N+1
-- \
-/ C@@
-S @+1
-A s
-/ Cl
-11C H3
-=S e
-S @@+1
-N @+1
-1 4
--\ Ring2
-14 C
-\ F
-/ C@
-T e
-H 2
-H1 -1
-=O +1
-N @@+1
-C +1
-=S +1
-Z n
-/ P
-a +2
-/ I
-O H1-1
-C a+2
-\ Br
-M g
-Zn +2
-A l
-/ F
-Mg +2
-12 3
-123 I
-1 3
-I +1
-/ O-1
--\ Ring1
-B H2
-BH2 -1
-\ I
-/ NH1
-O +1
-13 1
-131 I
-= 14C
-/ S+1
-= Ring3
-\ C@@
-H2 +1
-\ C@
-A g
-= As
-=Se +1
-N H2+1
-Se H1
--/ Ring1
-= Te
-Al +3
-Na H1
-=Te +1
-NH1 +1
-Ag +1
-H1 +1
-NH1 -1
-\ P
-14C H2
-13 C
-14C H1
-= 11C
-S @@
-=P @@
-Si H2
-H3 -1
-14C H3
-B H3-1
-S @
-=14C H1
-=P H1
-=P @
-=N H1+1
-\S +1
-12 4
-C H1-1
-S r
-=S i
-124 I
-Sr +2
-#C -1
-/C -1
-N @
-/N -1
-13C H1
-/ B
-1 9
-B a+2
-H 4
-S H1+1
-Se +1
-19 F
-/ 125I
-P @+1
-R b
-Cl +1
-Si H4
-Rb +1
-= Branch3
-N @@
-As +1
-/ Si
-B H1-1
-S H1
-/ 123I
-3 2
-= Mg
-H +1
-\ B
-Si H1
-P@@ +1
-- 2
-1 5
-1 7
-3 5
-= 13CH1
-C s
-=N H2+1
-=S H1
-Mg H2
-32 P
-17 F
-35 S
-Cs +1
-# 11C
-/ 131I
-B i
-\ 125I
-=S @@
-\S -1
-6 Br
-7 I
-7 6Br
-= B
-e H1
-\N -1
-18 O
-12 7I
-11C H2
-14 C@@H1
-Te H2
-15 NH1
-Bi +3
-/ P+1
-/ 13C
-/ 13CH1
-0 B
-1 0B
-= Al
-= 18O
-B H0
-F -1
-N H3
-S -2
-Br +2
-Cl +2
-\S i
-/S -1
-=P H2
-14 C@H1
-NH3 +1
-# 14C
-# O+1
-- 3
-2 2
-4 H
-5 Se
-5 Sr+2
-7 5Se
-8 5Sr+2
-= B-1
-= 13C
-@ -1
-B e
-B @@
-B @-1
-C a
-C H1
-I +3
-K H1
-O H1+1
-R a+2
-S H1-1
-\ PH1
-\ 123I
-=C a
-\C H1-1
-=S @
-\S eH1
-/S eH1
-Se -1
-Li H1
-18F -1
-125I H1
-11C H1
-Te H1
-Zn +1
-Zn -2
-Al -3
-13C H3
-15 N
-Be +2
-B@@ -1
-# P
-# S
-- 4
-/ PH1
-/ P@@
-/ As
-/ 14C
-/ 14CH1
-2 K+1
-2 Rb+1
-3 Se
-3 Ra+2
-4 5
-4 7
-4 2K+1
-5 I-1
-7 3Se
-8 9
-8 2Rb+1
-= 32
-= 32P
-C H0
-C H2
-I +2
-N H0
-N H4
-O H1
-P H2+1
-S H0
-S H2
-\ 3H
-\ 11CH3
-\C -1
-\S e
-Si @
-Si -1
-Si H1-1
-Si H3-1
-/S e
-Se -2
-\NH1 -1
-18F H1
-12 5I-1
-11 C@@H1
-11 C-1
-As H1
-As -1
-14 C@@
-Te -1
-Mg +1
-123 I-1
-123 Te
-123I H1
-13 5I
-131 I-1
-Ag -4
-124 I-1
-76Br H1
-18O H1
-22 Na+1
-22 3Ra+2
-Ca H2
-45 Ca+2
-47 Ca+2
-89 Sr+2
-=32 PH1
-NH4 +1
diff --git a/models/finetuned/hiv/model.pt b/models/finetuned/hiv/model.pt
deleted file mode 100644
index 87b0c30b31733df3b61cb311842030ca0b163d51..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e256d9c1f34dc1d3521586b383cb58b01238a2d5229e4383cb7a0cae792fb7a8
-size 1022855293
diff --git a/models/finetuned/hiv/special_tokens_map.json b/models/finetuned/hiv/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/hiv/tokenizer.json b/models/finetuned/hiv/tokenizer.json
deleted file mode 100644
index 3b64b273e6fa9799e2d8375722b9e815de9ebb8f..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/tokenizer.json
+++ /dev/null
@@ -1,909 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
- "strategy": {
- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
- "pad_type_id": 0,
- "pad_token": ""
- },
- "added_tokens": [
- {
- "id": 0,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
- "rstrip": false,
- "normalized": true,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "",
- 2
- ],
- "cls": [
- "",
- 1
- ],
- "trim_offsets": true,
- "add_prefix_space": false
- },
- "decoder": {
- "type": "ByteLevel",
- "add_prefix_space": true,
- "trim_offsets": true,
- "use_regex": true
- },
- "model": {
- "type": "BPE",
- "dropout": null,
- "unk_token": null,
- "continuing_subword_prefix": "",
- "end_of_word_suffix": "",
- "fuse_unk": false,
- "vocab": {
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- "": 1,
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- "#": 6,
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- "ch": 53,
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- "=N": 68,
- "#Branch1": 69,
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- "=Branch2": 71,
- "C@H1": 72,
- "C@@H1": 73,
- "#Branch2": 74,
- "#C": 75,
- "Cl": 76,
- "/C": 77,
- "NH1": 78,
- "=Ring1": 79,
- "+1": 80,
- "-1": 81,
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- "\\C": 84,
- "#N": 85,
- "/N": 86,
- "=Ring2": 87,
- "=S": 88,
- "=N+1": 89,
- "\\N": 90,
- "Na": 91,
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- "/O": 93,
- "\\O": 94,
- "Br-1": 95,
- "Branch3": 96,
- "\\S": 97,
- "S+1": 98,
- "Cl-1": 99,
- "I-1": 100,
- "/C@@H1": 101,
- "Si": 102,
- "/C@H1": 103,
- "/S": 104,
- "=N-1": 105,
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- "=P": 107,
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- "Ring3": 109,
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- "\\C@@H1": 113,
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- "B-1": 119,
- "+3": 120,
- "Cl+3": 121,
- "\\NH1": 122,
- "Li": 123,
- "Li+1": 124,
- "PH1": 125,
- "18": 126,
- "18F": 127,
- "@+1": 128,
- "3H": 129,
- "P@@": 130,
- "H0": 131,
- "OH0": 132,
- "12": 133,
- "P@": 134,
- "+2": 135,
- "@@+1": 136,
- "S-1": 137,
- "/Br": 138,
- "-/": 139,
- "\\Cl": 140,
- "-/Ring2": 141,
- "\\O-1": 142,
- "11": 143,
- "5I": 144,
- "125I": 145,
- "11C": 146,
- "H3": 147,
- "\\N+1": 148,
- "-\\": 149,
- "/C@@": 150,
- "S@+1": 151,
- "As": 152,
- "/Cl": 153,
- "11CH3": 154,
- "=Se": 155,
- "S@@+1": 156,
- "N@+1": 157,
- "14": 158,
- "-\\Ring2": 159,
- "14C": 160,
- "\\F": 161,
- "/C@": 162,
- "Te": 163,
- "H2": 164,
- "H1-1": 165,
- "=O+1": 166,
- "N@@+1": 167,
- "C+1": 168,
- "=S+1": 169,
- "Zn": 170,
- "/P": 171,
- "a+2": 172,
- "/I": 173,
- "OH1-1": 174,
- "Ca+2": 175,
- "\\Br": 176,
- "Mg": 177,
- "Zn+2": 178,
- "Al": 179,
- "/F": 180,
- "Mg+2": 181,
- "123": 182,
- "123I": 183,
- "13": 184,
- "I+1": 185,
- "/O-1": 186,
- "-\\Ring1": 187,
- "BH2": 188,
- "BH2-1": 189,
- "\\I": 190,
- "/NH1": 191,
- "O+1": 192,
- "131": 193,
- "131I": 194,
- "=14C": 195,
- "/S+1": 196,
- "=Ring3": 197,
- "\\C@@": 198,
- "H2+1": 199,
- "\\C@": 200,
- "Ag": 201,
- "=As": 202,
- "=Se+1": 203,
- "NH2+1": 204,
- "SeH1": 205,
- "-/Ring1": 206,
- "=Te": 207,
- "Al+3": 208,
- "NaH1": 209,
- "=Te+1": 210,
- "NH1+1": 211,
- "Ag+1": 212,
- "H1+1": 213,
- "NH1-1": 214,
- "\\P": 215,
- "14CH2": 216,
- "13C": 217,
- "14CH1": 218,
- "=11C": 219,
- "S@@": 220,
- "=P@@": 221,
- "SiH2": 222,
- "H3-1": 223,
- "14CH3": 224,
- "BH3-1": 225,
- "S@": 226,
- "=14CH1": 227,
- "=PH1": 228,
- "=P@": 229,
- "=NH1+1": 230,
- "\\S+1": 231,
- "124": 232,
- "CH1-1": 233,
- "Sr": 234,
- "=Si": 235,
- "124I": 236,
- "Sr+2": 237,
- "#C-1": 238,
- "/C-1": 239,
- "N@": 240,
- "/N-1": 241,
- "13CH1": 242,
- "/B": 243,
- "19": 244,
- "Ba+2": 245,
- "H4": 246,
- "SH1+1": 247,
- "Se+1": 248,
- "19F": 249,
- "/125I": 250,
- "P@+1": 251,
- "Rb": 252,
- "Cl+1": 253,
- "SiH4": 254,
- "Rb+1": 255,
- "=Branch3": 256,
- "N@@": 257,
- "As+1": 258,
- "/Si": 259,
- "BH1-1": 260,
- "SH1": 261,
- "/123I": 262,
- "32": 263,
- "=Mg": 264,
- "H+1": 265,
- "\\B": 266,
- "SiH1": 267,
- "P@@+1": 268,
- "-2": 269,
- "15": 270,
- "17": 271,
- "35": 272,
- "=13CH1": 273,
- "Cs": 274,
- "=NH2+1": 275,
- "=SH1": 276,
- "MgH2": 277,
- "32P": 278,
- "17F": 279,
- "35S": 280,
- "Cs+1": 281,
- "#11C": 282,
- "/131I": 283,
- "Bi": 284,
- "\\125I": 285,
- "=S@@": 286,
- "\\S-1": 287,
- "6Br": 288,
- "7I": 289,
- "76Br": 290,
- "=B": 291,
- "eH1": 292,
- "\\N-1": 293,
- "18O": 294,
- "127I": 295,
- "11CH2": 296,
- "14C@@H1": 297,
- "TeH2": 298,
- "15NH1": 299,
- "Bi+3": 300,
- "/P+1": 301,
- "/13C": 302,
- "/13CH1": 303,
- "0B": 304,
- "10B": 305,
- "=Al": 306,
- "=18O": 307,
- "BH0": 308,
- "F-1": 309,
- "NH3": 310,
- "S-2": 311,
- "Br+2": 312,
- "Cl+2": 313,
- "\\Si": 314,
- "/S-1": 315,
- "=PH2": 316,
- "14C@H1": 317,
- "NH3+1": 318,
- "#14C": 319,
- "#O+1": 320,
- "-3": 321,
- "22": 322,
- "4H": 323,
- "5Se": 324,
- "5Sr+2": 325,
- "75Se": 326,
- "85Sr+2": 327,
- "=B-1": 328,
- "=13C": 329,
- "@-1": 330,
- "Be": 331,
- "B@@": 332,
- "B@-1": 333,
- "Ca": 334,
- "CH1": 335,
- "I+3": 336,
- "KH1": 337,
- "OH1+1": 338,
- "Ra+2": 339,
- "SH1-1": 340,
- "\\PH1": 341,
- "\\123I": 342,
- "=Ca": 343,
- "\\CH1-1": 344,
- "=S@": 345,
- "\\SeH1": 346,
- "/SeH1": 347,
- "Se-1": 348,
- "LiH1": 349,
- "18F-1": 350,
- "125IH1": 351,
- "11CH1": 352,
- "TeH1": 353,
- "Zn+1": 354,
- "Zn-2": 355,
- "Al-3": 356,
- "13CH3": 357,
- "15N": 358,
- "Be+2": 359,
- "B@@-1": 360,
- "#P": 361,
- "#S": 362,
- "-4": 363,
- "/PH1": 364,
- "/P@@": 365,
- "/As": 366,
- "/14C": 367,
- "/14CH1": 368,
- "2K+1": 369,
- "2Rb+1": 370,
- "3Se": 371,
- "3Ra+2": 372,
- "45": 373,
- "47": 374,
- "42K+1": 375,
- "5I-1": 376,
- "73Se": 377,
- "89": 378,
- "82Rb+1": 379,
- "=32": 380,
- "=32P": 381,
- "CH0": 382,
- "CH2": 383,
- "I+2": 384,
- "NH0": 385,
- "NH4": 386,
- "OH1": 387,
- "PH2+1": 388,
- "SH0": 389,
- "SH2": 390,
- "\\3H": 391,
- "\\11CH3": 392,
- "\\C-1": 393,
- "\\Se": 394,
- "Si@": 395,
- "Si-1": 396,
- "SiH1-1": 397,
- "SiH3-1": 398,
- "/Se": 399,
- "Se-2": 400,
- "\\NH1-1": 401,
- "18FH1": 402,
- "125I-1": 403,
- "11C@@H1": 404,
- "11C-1": 405,
- "AsH1": 406,
- "As-1": 407,
- "14C@@": 408,
- "Te-1": 409,
- "Mg+1": 410,
- "123I-1": 411,
- "123Te": 412,
- "123IH1": 413,
- "135I": 414,
- "131I-1": 415,
- "Ag-4": 416,
- "124I-1": 417,
- "76BrH1": 418,
- "18OH1": 419,
- "22Na+1": 420,
- "223Ra+2": 421,
- "CaH2": 422,
- "45Ca+2": 423,
- "47Ca+2": 424,
- "89Sr+2": 425,
- "=32PH1": 426,
- "NH4+1": 427
- },
- "merges": [
- "B r",
- "a n",
- "c h",
- "Br an",
- "Bran ch",
- "Branch 1",
- "= C",
- "R i",
- "n g",
- "Ri ng",
- "Ring 1",
- "= Branch1",
- "Branch 2",
- "= O",
- "Ring 2",
- "H 1",
- "C @",
- "= N",
- "# Branch1",
- "C@ @",
- "= Branch2",
- "C@ H1",
- "C@@ H1",
- "# Branch2",
- "# C",
- "C l",
- "/ C",
- "N H1",
- "= Ring1",
- "+ 1",
- "- 1",
- "O -1",
- "N +1",
- "\\ C",
- "# N",
- "/ N",
- "= Ring2",
- "= S",
- "=N +1",
- "\\ N",
- "N a",
- "Na +1",
- "/ O",
- "\\ O",
- "Br -1",
- "Branch 3",
- "\\ S",
- "S +1",
- "Cl -1",
- "I -1",
- "/ C@@H1",
- "S i",
- "/ C@H1",
- "/ S",
- "=N -1",
- "S e",
- "= P",
- "N -1",
- "Ring 3",
- "2 H",
- "P +1",
- "K +1",
- "\\ C@@H1",
- "\\ C@H1",
- "/ N+1",
- "@ @",
- "C -1",
- "# N+1",
- "B -1",
- "+ 3",
- "Cl +3",
- "\\ NH1",
- "L i",
- "Li +1",
- "P H1",
- "1 8",
- "18 F",
- "@ +1",
- "3 H",
- "P @@",
- "H 0",
- "O H0",
- "1 2",
- "P @",
- "+ 2",
- "@@ +1",
- "S -1",
- "/ Br",
- "- /",
- "\\ Cl",
- "-/ Ring2",
- "\\ O-1",
- "1 1",
- "5 I",
- "12 5I",
- "11 C",
- "H 3",
- "\\ N+1",
- "- \\",
- "/ C@@",
- "S @+1",
- "A s",
- "/ Cl",
- "11C H3",
- "=S e",
- "S @@+1",
- "N @+1",
- "1 4",
- "-\\ Ring2",
- "14 C",
- "\\ F",
- "/ C@",
- "T e",
- "H 2",
- "H1 -1",
- "=O +1",
- "N @@+1",
- "C +1",
- "=S +1",
- "Z n",
- "/ P",
- "a +2",
- "/ I",
- "O H1-1",
- "C a+2",
- "\\ Br",
- "M g",
- "Zn +2",
- "A l",
- "/ F",
- "Mg +2",
- "12 3",
- "123 I",
- "1 3",
- "I +1",
- "/ O-1",
- "-\\ Ring1",
- "B H2",
- "BH2 -1",
- "\\ I",
- "/ NH1",
- "O +1",
- "13 1",
- "131 I",
- "= 14C",
- "/ S+1",
- "= Ring3",
- "\\ C@@",
- "H2 +1",
- "\\ C@",
- "A g",
- "= As",
- "=Se +1",
- "N H2+1",
- "Se H1",
- "-/ Ring1",
- "= Te",
- "Al +3",
- "Na H1",
- "=Te +1",
- "NH1 +1",
- "Ag +1",
- "H1 +1",
- "NH1 -1",
- "\\ P",
- "14C H2",
- "13 C",
- "14C H1",
- "= 11C",
- "S @@",
- "=P @@",
- "Si H2",
- "H3 -1",
- "14C H3",
- "B H3-1",
- "S @",
- "=14C H1",
- "=P H1",
- "=P @",
- "=N H1+1",
- "\\S +1",
- "12 4",
- "C H1-1",
- "S r",
- "=S i",
- "124 I",
- "Sr +2",
- "#C -1",
- "/C -1",
- "N @",
- "/N -1",
- "13C H1",
- "/ B",
- "1 9",
- "B a+2",
- "H 4",
- "S H1+1",
- "Se +1",
- "19 F",
- "/ 125I",
- "P @+1",
- "R b",
- "Cl +1",
- "Si H4",
- "Rb +1",
- "= Branch3",
- "N @@",
- "As +1",
- "/ Si",
- "B H1-1",
- "S H1",
- "/ 123I",
- "3 2",
- "= Mg",
- "H +1",
- "\\ B",
- "Si H1",
- "P@@ +1",
- "- 2",
- "1 5",
- "1 7",
- "3 5",
- "= 13CH1",
- "C s",
- "=N H2+1",
- "=S H1",
- "Mg H2",
- "32 P",
- "17 F",
- "35 S",
- "Cs +1",
- "# 11C",
- "/ 131I",
- "B i",
- "\\ 125I",
- "=S @@",
- "\\S -1",
- "6 Br",
- "7 I",
- "7 6Br",
- "= B",
- "e H1",
- "\\N -1",
- "18 O",
- "12 7I",
- "11C H2",
- "14 C@@H1",
- "Te H2",
- "15 NH1",
- "Bi +3",
- "/ P+1",
- "/ 13C",
- "/ 13CH1",
- "0 B",
- "1 0B",
- "= Al",
- "= 18O",
- "B H0",
- "F -1",
- "N H3",
- "S -2",
- "Br +2",
- "Cl +2",
- "\\S i",
- "/S -1",
- "=P H2",
- "14 C@H1",
- "NH3 +1",
- "# 14C",
- "# O+1",
- "- 3",
- "2 2",
- "4 H",
- "5 Se",
- "5 Sr+2",
- "7 5Se",
- "8 5Sr+2",
- "= B-1",
- "= 13C",
- "@ -1",
- "B e",
- "B @@",
- "B @-1",
- "C a",
- "C H1",
- "I +3",
- "K H1",
- "O H1+1",
- "R a+2",
- "S H1-1",
- "\\ PH1",
- "\\ 123I",
- "=C a",
- "\\C H1-1",
- "=S @",
- "\\S eH1",
- "/S eH1",
- "Se -1",
- "Li H1",
- "18F -1",
- "125I H1",
- "11C H1",
- "Te H1",
- "Zn +1",
- "Zn -2",
- "Al -3",
- "13C H3",
- "15 N",
- "Be +2",
- "B@@ -1",
- "# P",
- "# S",
- "- 4",
- "/ PH1",
- "/ P@@",
- "/ As",
- "/ 14C",
- "/ 14CH1",
- "2 K+1",
- "2 Rb+1",
- "3 Se",
- "3 Ra+2",
- "4 5",
- "4 7",
- "4 2K+1",
- "5 I-1",
- "7 3Se",
- "8 9",
- "8 2Rb+1",
- "= 32",
- "= 32P",
- "C H0",
- "C H2",
- "I +2",
- "N H0",
- "N H4",
- "O H1",
- "P H2+1",
- "S H0",
- "S H2",
- "\\ 3H",
- "\\ 11CH3",
- "\\C -1",
- "\\S e",
- "Si @",
- "Si -1",
- "Si H1-1",
- "Si H3-1",
- "/S e",
- "Se -2",
- "\\NH1 -1",
- "18F H1",
- "12 5I-1",
- "11 C@@H1",
- "11 C-1",
- "As H1",
- "As -1",
- "14 C@@",
- "Te -1",
- "Mg +1",
- "123 I-1",
- "123 Te",
- "123I H1",
- "13 5I",
- "131 I-1",
- "Ag -4",
- "124 I-1",
- "76Br H1",
- "18O H1",
- "22 Na+1",
- "22 3Ra+2",
- "Ca H2",
- "45 Ca+2",
- "47 Ca+2",
- "89 Sr+2",
- "=32 PH1",
- "NH4 +1"
- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/hiv/tokenizer_config.json b/models/finetuned/hiv/tokenizer_config.json
deleted file mode 100644
index 08860954acd34fad07fd77f7635298fa565f3149..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/tokenizer_config.json
+++ /dev/null
@@ -1,65 +0,0 @@
-{
- "add_prefix_space": false,
- "bos_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "errors": "replace",
- "mask_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "/home/erva/SELFormerMM/data/pretrained_multimodal_chembl36",
- "pad_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "special_tokens_map_file": null,
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": {
- "__type": "AddedToken",
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/hiv/vocab.json b/models/finetuned/hiv/vocab.json
deleted file mode 100644
index f7e4cc22809f4e9035cc450ef189c8a7da8fd03e..0000000000000000000000000000000000000000
--- a/models/finetuned/hiv/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/models/finetuned/lipo/config.json b/models/finetuned/lipo/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/lipo/finetuning_optimized_config.json b/models/finetuned/lipo/finetuning_optimized_config.json
deleted file mode 100644
index c4a442aa42678be758db1c453dd4587895fb322c..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/regression/lipo/lipo.csv",
- "dataset_embs_npz": "data/finetuning_datasets/regression/lipo/lipo_embs.npz",
- "use_scaffold": 0,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "regression",
- "label_column": "lipo",
- "num_labels": 1,
- "batch_size": 32,
- "max_len": 128,
- "epochs": 100,
- "backbone_lr": 5e-05,
- "head_lr": 5e-06,
- "weight_decay": 0.1,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/lipo"
-}
diff --git a/models/finetuned/lipo/merges.txt b/models/finetuned/lipo/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
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-a n
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-C@@ H1
-# Branch2
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-+ 1
-- 1
-= Ring1
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-\ C
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-# N
-= Ring2
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-=N +1
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-Na +1
-\ N
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-\ O
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-\ F
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-\ NH1
-\ Br
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-\ N+1
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-1 2
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-\ O-1
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-/ F
-# N+1
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-\ I
-- /
-/ C@@
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--/ Ring2
-- \
-1 4
-B -1
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-=S +1
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-+ 2
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-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
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-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
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-B H1-1
-C a
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-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/lipo/model.pt b/models/finetuned/lipo/model.pt
deleted file mode 100644
index 07fce230abadc7c643b938ef04ae0ffcec087efb..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1b92b270751c67da0e55692cd40d5d0aa33e73b669f41e5f1e920b4ca1e3735a
-size 1022843005
diff --git a/models/finetuned/lipo/special_tokens_map.json b/models/finetuned/lipo/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
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- "rstrip": false,
- "single_word": false
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- "content": "",
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- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/lipo/tokenizer.json b/models/finetuned/lipo/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
- "strategy": {
- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
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- "pad_token": ""
- },
- "added_tokens": [
- {
- "id": 0,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
- "rstrip": false,
- "normalized": true,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
- "sep": [
- "",
- 2
- ],
- "cls": [
- "",
- 1
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- "trim_offsets": true,
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- "decoder": {
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- "trim_offsets": true,
- "use_regex": true
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- "model": {
- "type": "BPE",
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- "18 F",
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- ]
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-}
\ No newline at end of file
diff --git a/models/finetuned/lipo/tokenizer_config.json b/models/finetuned/lipo/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "1": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "2": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "3": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "4": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/lipo/vocab.json b/models/finetuned/lipo/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/lipo/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
-{"":0,"":1,"":2,"":3,"":4,"\n":5,"#":6,"+":7,"-":8,".":9,"/":10,"0":11,"1":12,"2":13,"3":14,"4":15,"5":16,"8":17,"=":18,"@":19,"A":20,"B":21,"C":22,"F":23,"H":24,"I":25,"K":26,"L":27,"M":28,"N":29,"O":30,"P":31,"R":32,"S":33,"T":34,"Z":35,"\\":36,"a":37,"c":38,"e":39,"g":40,"h":41,"i":42,"l":43,"n":44,"r":45,"s":46,"Br":47,"an":48,"ch":49,"Bran":50,"Branch":51,"Branch1":52,"=C":53,"Ri":54,"ng":55,"Ring":56,"Ring1":57,"=Branch1":58,"Branch2":59,"=O":60,"Ring2":61,"H1":62,"C@":63,"=N":64,"#Branch1":65,"C@@":66,"=Branch2":67,"C@H1":68,"C@@H1":69,"#Branch2":70,"Cl":71,"#C":72,"/C":73,"NH1":74,"+1":75,"-1":76,"=Ring1":77,"O-1":78,"N+1":79,"\\C":80,"/N":81,"#N":82,"=Ring2":83,"=S":84,"=N+1":85,"Na":86,"Na+1":87,"\\N":88,"S+1":89,"/O":90,"\\S":91,"\\O":92,"Br-1":93,"I-1":94,"Cl-1":95,"/C@H1":96,"Branch3":97,"/C@@H1":98,"=P":99,"/S":100,"=N-1":101,"Si":102,"K+1":103,"N-1":104,"Se":105,"Li":106,"Li+1":107,"+3":108,"Cl+3":109,"\\C@H1":110,"Ring3":111,"\\C@@H1":112,"/N+1":113,"/P":114,"\\F":115,"P@":116,"2H":117,"PH1":118,"/Br":119,"N@":120,"P+1":121,"/Cl":122,"\\NH1":123,"\\Br":124,"@+1":125,"/I":126,"/C@":127,"Te":128,"\\N+1":129,"P@@":130,"12":131,"5I":132,"\\O-1":133,"125I":134,"/F":135,"#N+1":136,"\\Cl":137,"N@+1":138,"\\I":139,"-/":140,"/C@@":141,"N@@":142,"N@@+1":143,"-/Ring2":144,"-\\":145,"14":146,"B-1":147,"C-1":148,"S@+1":149,"14C":150,"H2":151,"H4":152,"I+1":153,"S-1":154,"\\P":155,"=S+1":156,"=P@":157,"SiH4":158,"+2":159,"3H":160,"@@+1":161,"Ag":162,"C+1":163,"S@@+1":164,"Cl+1":165,"=Se":166,"-\\Ring1":167,"H0":168,"OH0":169,"11":170,"=Branch3":171,"=Te":172,"Mg":173,"O+1":174,"Zn":175,"\\C@":176,"\\S+1":177,"H1-1":178,"SeH1":179,"P@+1":180,"-\\Ring2":181,"11C":182,"=Te+1":183,"Zn+2":184,"/NH1":185,"18":186,"As":187,"BH2":188,"BH1-1":189,"Ca":190,"H3":191,"OH1-1":192,"SH2":193,"=O+1":194,"Se+1":195,"TeH2":196,"125IH1":197,"-/Ring1":198,"14CH2":199,"Ag+1":200,"=Se+1":201,"MgH2":202,"Mg+2":203,"11CH3":204,"18F":205,"BH2-1":206,"Ca+2":207}
\ No newline at end of file
diff --git a/models/finetuned/pdbbind_full/config.json b/models/finetuned/pdbbind_full/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/pdbbind_full/finetuning_optimized_config.json b/models/finetuned/pdbbind_full/finetuning_optimized_config.json
deleted file mode 100644
index fc22694722f7dd1fb9657adf0e0809b97708b4fb..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/finetuning_optimized_config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/regression/pdbbind_full/pdbbind_full.csv",
- "dataset_embs_npz": "data/finetuning_datasets/regression/pdbbind_full/pdbbind_full_embs.npz",
- "use_scaffold": 0,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "regression",
- "label_column": "-logKd/Ki",
- "num_labels": 1,
- "batch_size": 32,
- "max_len": 128,
- "epochs": 75,
- "backbone_lr": 5e-05,
- "head_lr": 1e-06,
- "weight_decay": 0.01,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/pdbbind_full"
-}
diff --git a/models/finetuned/pdbbind_full/merges.txt b/models/finetuned/pdbbind_full/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
-Na +1
-\ N
-S +1
-/ O
-\ S
-\ O
-Br -1
-I -1
-Cl -1
-/ C@H1
-Branch 3
-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
-P @
-2 H
-P H1
-/ Br
-N @
-P +1
-/ Cl
-\ NH1
-\ Br
-@ +1
-/ I
-/ C@
-T e
-\ N+1
-P@ @
-1 2
-5 I
-\ O-1
-12 5I
-/ F
-# N+1
-\ Cl
-N@ +1
-\ I
-- /
-/ C@@
-N@ @
-N@ @+1
--/ Ring2
-- \
-1 4
-B -1
-C -1
-S @+1
-14 C
-H 2
-H 4
-I +1
-S -1
-\ P
-=S +1
-=P @
-Si H4
-+ 2
-3 H
-@ @+1
-A g
-C +1
-S @@+1
-Cl +1
-=S e
--\ Ring1
-H 0
-O H0
-1 1
-= Branch3
-= Te
-M g
-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
-11 C
-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
-B H2
-B H1-1
-C a
-H 3
-O H1-1
-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/pdbbind_full/model.pt b/models/finetuned/pdbbind_full/model.pt
deleted file mode 100644
index db2db3cc556804a8b3f815d3d4b4b617f343f1ad..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:277b22d16091f3a608b0b34aa5783abfd80c773e6ea70788f13aa25ae5d35d42
-size 1022843005
diff --git a/models/finetuned/pdbbind_full/special_tokens_map.json b/models/finetuned/pdbbind_full/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
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- "eos_token": {
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- "normalized": true,
- "rstrip": false,
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- "normalized": true,
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- "pad_token": {
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- "single_word": false
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- "sep_token": {
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- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/pdbbind_full/tokenizer.json b/models/finetuned/pdbbind_full/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
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- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
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- },
- "added_tokens": [
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- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
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- "content": "",
- "single_word": false,
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- "rstrip": false,
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- "special": true
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- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
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- "content": "",
- "single_word": false,
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- "normalizer": null,
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- "type": "RobertaProcessing",
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- "MgH2": 202,
- "Mg+2": 203,
- "11CH3": 204,
- "18F": 205,
- "BH2-1": 206,
- "Ca+2": 207
- },
- "merges": [
- "B r",
- "a n",
- "c h",
- "Br an",
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- "= O",
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- "\\ C@@H1",
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- "\\ F",
- "P @",
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- "/ Cl",
- "\\ NH1",
- "\\ Br",
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- "/ C@",
- "T e",
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- "12 5I",
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- "=Te +1",
- "Zn +2",
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- "B H1-1",
- "C a",
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- "=Se +1",
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- "Mg +2",
- "11C H3",
- "18 F",
- "BH2 -1",
- "Ca +2"
- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/pdbbind_full/tokenizer_config.json b/models/finetuned/pdbbind_full/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "1": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "2": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "3": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "4": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/pdbbind_full/vocab.json b/models/finetuned/pdbbind_full/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/pdbbind_full/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
-{"":0,"":1,"":2,"":3,"":4,"\n":5,"#":6,"+":7,"-":8,".":9,"/":10,"0":11,"1":12,"2":13,"3":14,"4":15,"5":16,"8":17,"=":18,"@":19,"A":20,"B":21,"C":22,"F":23,"H":24,"I":25,"K":26,"L":27,"M":28,"N":29,"O":30,"P":31,"R":32,"S":33,"T":34,"Z":35,"\\":36,"a":37,"c":38,"e":39,"g":40,"h":41,"i":42,"l":43,"n":44,"r":45,"s":46,"Br":47,"an":48,"ch":49,"Bran":50,"Branch":51,"Branch1":52,"=C":53,"Ri":54,"ng":55,"Ring":56,"Ring1":57,"=Branch1":58,"Branch2":59,"=O":60,"Ring2":61,"H1":62,"C@":63,"=N":64,"#Branch1":65,"C@@":66,"=Branch2":67,"C@H1":68,"C@@H1":69,"#Branch2":70,"Cl":71,"#C":72,"/C":73,"NH1":74,"+1":75,"-1":76,"=Ring1":77,"O-1":78,"N+1":79,"\\C":80,"/N":81,"#N":82,"=Ring2":83,"=S":84,"=N+1":85,"Na":86,"Na+1":87,"\\N":88,"S+1":89,"/O":90,"\\S":91,"\\O":92,"Br-1":93,"I-1":94,"Cl-1":95,"/C@H1":96,"Branch3":97,"/C@@H1":98,"=P":99,"/S":100,"=N-1":101,"Si":102,"K+1":103,"N-1":104,"Se":105,"Li":106,"Li+1":107,"+3":108,"Cl+3":109,"\\C@H1":110,"Ring3":111,"\\C@@H1":112,"/N+1":113,"/P":114,"\\F":115,"P@":116,"2H":117,"PH1":118,"/Br":119,"N@":120,"P+1":121,"/Cl":122,"\\NH1":123,"\\Br":124,"@+1":125,"/I":126,"/C@":127,"Te":128,"\\N+1":129,"P@@":130,"12":131,"5I":132,"\\O-1":133,"125I":134,"/F":135,"#N+1":136,"\\Cl":137,"N@+1":138,"\\I":139,"-/":140,"/C@@":141,"N@@":142,"N@@+1":143,"-/Ring2":144,"-\\":145,"14":146,"B-1":147,"C-1":148,"S@+1":149,"14C":150,"H2":151,"H4":152,"I+1":153,"S-1":154,"\\P":155,"=S+1":156,"=P@":157,"SiH4":158,"+2":159,"3H":160,"@@+1":161,"Ag":162,"C+1":163,"S@@+1":164,"Cl+1":165,"=Se":166,"-\\Ring1":167,"H0":168,"OH0":169,"11":170,"=Branch3":171,"=Te":172,"Mg":173,"O+1":174,"Zn":175,"\\C@":176,"\\S+1":177,"H1-1":178,"SeH1":179,"P@+1":180,"-\\Ring2":181,"11C":182,"=Te+1":183,"Zn+2":184,"/NH1":185,"18":186,"As":187,"BH2":188,"BH1-1":189,"Ca":190,"H3":191,"OH1-1":192,"SH2":193,"=O+1":194,"Se+1":195,"TeH2":196,"125IH1":197,"-/Ring1":198,"14CH2":199,"Ag+1":200,"=Se+1":201,"MgH2":202,"Mg+2":203,"11CH3":204,"18F":205,"BH2-1":206,"Ca+2":207}
\ No newline at end of file
diff --git a/models/finetuned/sider/config.json b/models/finetuned/sider/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/sider/finetuning_optimized_config.json b/models/finetuned/sider/finetuning_optimized_config.json
deleted file mode 100644
index 039476500e2840173dc884b21a6563ab845a3f95..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/finetuning_optimized_config.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/classification/sider/sider.csv",
- "dataset_embs_npz": "data/finetuning_datasets/classification/sider/sider_embs.npz",
- "use_scaffold": 0,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "multilabel",
- "num_labels": 0,
- "batch_size": 8,
- "max_len": 128,
- "epochs": 25,
- "backbone_lr": 5e-05,
- "head_lr": 5e-06,
- "weight_decay": 0.001,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/sider"
-}
diff --git a/models/finetuned/sider/merges.txt b/models/finetuned/sider/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
-= C
-R i
-n g
-Ri ng
-Ring 1
-= Branch1
-Branch 2
-= O
-Ring 2
-H 1
-C @
-= N
-# Branch1
-C@ @
-= Branch2
-C@ H1
-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
-Na +1
-\ N
-S +1
-/ O
-\ S
-\ O
-Br -1
-I -1
-Cl -1
-/ C@H1
-Branch 3
-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
-P @
-2 H
-P H1
-/ Br
-N @
-P +1
-/ Cl
-\ NH1
-\ Br
-@ +1
-/ I
-/ C@
-T e
-\ N+1
-P@ @
-1 2
-5 I
-\ O-1
-12 5I
-/ F
-# N+1
-\ Cl
-N@ +1
-\ I
-- /
-/ C@@
-N@ @
-N@ @+1
--/ Ring2
-- \
-1 4
-B -1
-C -1
-S @+1
-14 C
-H 2
-H 4
-I +1
-S -1
-\ P
-=S +1
-=P @
-Si H4
-+ 2
-3 H
-@ @+1
-A g
-C +1
-S @@+1
-Cl +1
-=S e
--\ Ring1
-H 0
-O H0
-1 1
-= Branch3
-= Te
-M g
-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
-11 C
-=Te +1
-Zn +2
-/ NH1
-1 8
-A s
-B H2
-B H1-1
-C a
-H 3
-O H1-1
-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/sider/model.pt b/models/finetuned/sider/model.pt
deleted file mode 100644
index 56e71b846b3bb896ae3c0bdba2311015805ea384..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dd89653008c78dcd0f09b46c16d389153df6d9a0afb37069163ca270e2e6bf00
-size 1023162557
diff --git a/models/finetuned/sider/special_tokens_map.json b/models/finetuned/sider/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "cls_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "sep_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/sider/tokenizer.json b/models/finetuned/sider/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
- "stride": 0
- },
- "padding": {
- "strategy": {
- "Fixed": 128
- },
- "direction": "Right",
- "pad_to_multiple_of": null,
- "pad_id": 3,
- "pad_type_id": 0,
- "pad_token": ""
- },
- "added_tokens": [
- {
- "id": 0,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 1,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 2,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 3,
- "content": "",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": true,
- "special": true
- },
- {
- "id": 4,
- "content": "",
- "single_word": false,
- "lstrip": true,
- "rstrip": false,
- "normalized": true,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": {
- "type": "RobertaProcessing",
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- "",
- 2
- ],
- "cls": [
- "",
- 1
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- "trim_offsets": true,
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- "decoder": {
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- "use_regex": true
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- "model": {
- "type": "BPE",
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- "/O": 90,
- "\\S": 91,
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- "=P": 99,
- "/S": 100,
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- "K+1": 103,
- "N-1": 104,
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- "Li+1": 107,
- "+3": 108,
- "Cl+3": 109,
- "\\C@H1": 110,
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- "/N+1": 113,
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- "2H": 117,
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- "/Cl": 122,
- "\\NH1": 123,
- "\\Br": 124,
- "@+1": 125,
- "/I": 126,
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- "Te": 128,
- "\\N+1": 129,
- "P@@": 130,
- "12": 131,
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- "-/Ring2": 144,
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diff --git a/models/finetuned/sider/tokenizer_config.json b/models/finetuned/sider/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
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- "normalized": true,
- "rstrip": false,
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- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/sider/vocab.json b/models/finetuned/sider/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/sider/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
-{"":0,"":1,"":2,"":3,"":4,"\n":5,"#":6,"+":7,"-":8,".":9,"/":10,"0":11,"1":12,"2":13,"3":14,"4":15,"5":16,"8":17,"=":18,"@":19,"A":20,"B":21,"C":22,"F":23,"H":24,"I":25,"K":26,"L":27,"M":28,"N":29,"O":30,"P":31,"R":32,"S":33,"T":34,"Z":35,"\\":36,"a":37,"c":38,"e":39,"g":40,"h":41,"i":42,"l":43,"n":44,"r":45,"s":46,"Br":47,"an":48,"ch":49,"Bran":50,"Branch":51,"Branch1":52,"=C":53,"Ri":54,"ng":55,"Ring":56,"Ring1":57,"=Branch1":58,"Branch2":59,"=O":60,"Ring2":61,"H1":62,"C@":63,"=N":64,"#Branch1":65,"C@@":66,"=Branch2":67,"C@H1":68,"C@@H1":69,"#Branch2":70,"Cl":71,"#C":72,"/C":73,"NH1":74,"+1":75,"-1":76,"=Ring1":77,"O-1":78,"N+1":79,"\\C":80,"/N":81,"#N":82,"=Ring2":83,"=S":84,"=N+1":85,"Na":86,"Na+1":87,"\\N":88,"S+1":89,"/O":90,"\\S":91,"\\O":92,"Br-1":93,"I-1":94,"Cl-1":95,"/C@H1":96,"Branch3":97,"/C@@H1":98,"=P":99,"/S":100,"=N-1":101,"Si":102,"K+1":103,"N-1":104,"Se":105,"Li":106,"Li+1":107,"+3":108,"Cl+3":109,"\\C@H1":110,"Ring3":111,"\\C@@H1":112,"/N+1":113,"/P":114,"\\F":115,"P@":116,"2H":117,"PH1":118,"/Br":119,"N@":120,"P+1":121,"/Cl":122,"\\NH1":123,"\\Br":124,"@+1":125,"/I":126,"/C@":127,"Te":128,"\\N+1":129,"P@@":130,"12":131,"5I":132,"\\O-1":133,"125I":134,"/F":135,"#N+1":136,"\\Cl":137,"N@+1":138,"\\I":139,"-/":140,"/C@@":141,"N@@":142,"N@@+1":143,"-/Ring2":144,"-\\":145,"14":146,"B-1":147,"C-1":148,"S@+1":149,"14C":150,"H2":151,"H4":152,"I+1":153,"S-1":154,"\\P":155,"=S+1":156,"=P@":157,"SiH4":158,"+2":159,"3H":160,"@@+1":161,"Ag":162,"C+1":163,"S@@+1":164,"Cl+1":165,"=Se":166,"-\\Ring1":167,"H0":168,"OH0":169,"11":170,"=Branch3":171,"=Te":172,"Mg":173,"O+1":174,"Zn":175,"\\C@":176,"\\S+1":177,"H1-1":178,"SeH1":179,"P@+1":180,"-\\Ring2":181,"11C":182,"=Te+1":183,"Zn+2":184,"/NH1":185,"18":186,"As":187,"BH2":188,"BH1-1":189,"Ca":190,"H3":191,"OH1-1":192,"SH2":193,"=O+1":194,"Se+1":195,"TeH2":196,"125IH1":197,"-/Ring1":198,"14CH2":199,"Ag+1":200,"=Se+1":201,"MgH2":202,"Mg+2":203,"11CH3":204,"18F":205,"BH2-1":206,"Ca+2":207}
\ No newline at end of file
diff --git a/models/finetuned/tox21/config.json b/models/finetuned/tox21/config.json
deleted file mode 100644
index 228d2b8873a018f2297c9a6e4c9ed365bed86152..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/config.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
- "_name_or_path": "data/epoch_267/hf",
- "architectures": [
- "RobertaForMaskedLM"
- ],
- "attention_probs_dropout_prob": 0.1,
- "bos_token_id": 0,
- "classifier_dropout": null,
- "eos_token_id": 2,
- "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": 514,
- "model_type": "roberta",
- "num_attention_heads": 4,
- "num_hidden_layers": 12,
- "output_hidden_states": true,
- "pad_token_id": 1,
- "position_embedding_type": "absolute",
- "torch_dtype": "float32",
- "transformers_version": "4.26.1",
- "type_vocab_size": 1,
- "use_cache": true,
- "vocab_size": 800
-}
diff --git a/models/finetuned/tox21/finetuning_optimized_config.json b/models/finetuned/tox21/finetuning_optimized_config.json
deleted file mode 100644
index 12bef724d38f154a8bbd9c20dd2a46b726d2118a..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/finetuning_optimized_config.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
- "dataset_meta_csv": "data/finetuning_datasets/classification/tox21/tox21.csv",
- "dataset_embs_npz": "data/finetuning_datasets/classification/tox21/tox21_embs.npz",
- "use_scaffold": 0,
- "seed": 42,
- "train_frac": 0.8,
- "val_frac": 0.1,
- "test_frac": 0.1,
- "model_path": "HUBioDataLab/SELFormer",
- "tokenizer_path": "HUBioDataLab/SELFormer",
- "pretrained_multimodal_dir": "data/models/SELFormerMM",
- "task_type": "multilabel",
- "num_labels": 0,
- "batch_size": 4,
- "max_len": 128,
- "epochs": 25,
- "backbone_lr": 1e-05,
- "head_lr": 0.0001,
- "weight_decay": 0.01,
- "checkpoint_every": 25,
- "test_eval_every": 0,
- "save_dir": "data/models/finetuned/tox21"
-}
diff --git a/models/finetuned/tox21/merges.txt b/models/finetuned/tox21/merges.txt
deleted file mode 100644
index e630115f8c73e6a19033b40484129e4cd9e2e859..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/merges.txt
+++ /dev/null
@@ -1,162 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-B r
-a n
-c h
-Br an
-Bran ch
-Branch 1
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-n g
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-= O
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-C@@ H1
-# Branch2
-C l
-# C
-/ C
-N H1
-+ 1
-- 1
-= Ring1
-O -1
-N +1
-\ C
-/ N
-# N
-= Ring2
-= S
-=N +1
-N a
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-\ N
-S +1
-/ O
-\ S
-\ O
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-I -1
-Cl -1
-/ C@H1
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-/ C@@H1
-= P
-/ S
-=N -1
-S i
-K +1
-N -1
-S e
-L i
-Li +1
-+ 3
-Cl +3
-\ C@H1
-Ring 3
-\ C@@H1
-/ N+1
-/ P
-\ F
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-2 H
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-P +1
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-\ NH1
-\ Br
-@ +1
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-/ C@
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-\ N+1
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-\ O-1
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-/ F
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-\ I
-- /
-/ C@@
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--/ Ring2
-- \
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-Cl +1
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--\ Ring1
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-1 1
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-O +1
-Z n
-\ C@
-\ S+1
-H1 -1
-Se H1
-P@ +1
--\ Ring2
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-=Te +1
-Zn +2
-/ NH1
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-B H1-1
-C a
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-S H2
-=O +1
-Se +1
-Te H2
-125I H1
--/ Ring1
-14C H2
-Ag +1
-=Se +1
-Mg H2
-Mg +2
-11C H3
-18 F
-BH2 -1
-Ca +2
diff --git a/models/finetuned/tox21/model.pt b/models/finetuned/tox21/model.pt
deleted file mode 100644
index 9dbb281dbc265f10c71465020aaedd35ff604209..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/model.pt
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
-oid sha256:c2d19a58605ba7627b297ebe21e23520375332a7cafce848b30fca3313ca6ac3
-size 1022978173
diff --git a/models/finetuned/tox21/special_tokens_map.json b/models/finetuned/tox21/special_tokens_map.json
deleted file mode 100644
index 06a55849fa69a91e7179d909e373179ff7467d8c..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/special_tokens_map.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "bos_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
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- "cls_token": {
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- "sep_token": {
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- "rstrip": false,
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- "unk_token": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/models/finetuned/tox21/tokenizer.json b/models/finetuned/tox21/tokenizer.json
deleted file mode 100644
index 352fe17863f4a3195683ccc43d7ad3fa2f7b339c..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/tokenizer.json
+++ /dev/null
@@ -1,473 +0,0 @@
-{
- "version": "1.0",
- "truncation": {
- "direction": "Right",
- "max_length": 128,
- "strategy": "LongestFirst",
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- "padding": {
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- "direction": "Right",
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- "added_tokens": [
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- "single_word": false,
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- "rstrip": false,
- "normalized": true,
- "special": true
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- {
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- "content": "",
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- "normalized": true,
- "special": true
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- "single_word": false,
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- "normalized": true,
- "special": true
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- "\\O-1": 133,
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- "-\\": 145,
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- "As": 187,
- "BH2": 188,
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- "Ca": 190,
- "H3": 191,
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- "=O+1": 194,
- "Se+1": 195,
- "TeH2": 196,
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- "MgH2": 202,
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- "11CH3": 204,
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- "Ca+2": 207
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- ]
- }
-}
\ No newline at end of file
diff --git a/models/finetuned/tox21/tokenizer_config.json b/models/finetuned/tox21/tokenizer_config.json
deleted file mode 100644
index 7ee3b92e7e4f8d9582d9dd6a5fe466405399cec4..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/tokenizer_config.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
- "add_prefix_space": false,
- "added_tokens_decoder": {
- "0": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "1": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "2": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "3": {
- "content": "",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "4": {
- "content": "",
- "lstrip": true,
- "normalized": true,
- "rstrip": false,
- "single_word": false,
- "special": true
- }
- },
- "bos_token": "",
- "clean_up_tokenization_spaces": true,
- "cls_token": "",
- "eos_token": "",
- "errors": "replace",
- "mask_token": "",
- "model_max_length": 1000000000000000019884624838656,
- "name_or_path": "data/epoch_267/hf",
- "pad_token": "",
- "sep_token": "",
- "special_tokens_map_file": "data/epoch_267/hf/special_tokens_map.json",
- "tokenizer_class": "RobertaTokenizer",
- "trim_offsets": true,
- "unk_token": ""
-}
diff --git a/models/finetuned/tox21/vocab.json b/models/finetuned/tox21/vocab.json
deleted file mode 100644
index daba22de60cb1e3d92619fc69f523dd7592bde00..0000000000000000000000000000000000000000
--- a/models/finetuned/tox21/vocab.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file