Jiawei Zhang
commited on
Commit
•
5ae9b45
1
Parent(s):
b71beca
Upload 5 files
Browse files- README.md +29 -3
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- metadata.json +3 -0
README.md
CHANGED
@@ -1,3 +1,29 @@
|
|
1 |
-
---
|
2 |
-
license: mit
|
3 |
-
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
---
|
4 |
+
|
5 |
+
**Base model:** [westlake-repl/SaProt_650M_AF2](https://huggingface.co/westlake-repl/SaProt_650M_AF2)
|
6 |
+
|
7 |
+
**Dataset:** This dataset contains 100K randomly generated mutants derived from the wild type EYFP protein. The number of samples for
|
8 |
+
training, validation and test is 100317, 5969 and 5968. 10% of double-site mutants and 10% of triple-site mutants were used for validation and test
|
9 |
+
respectively, and the remains for training. This model was trained by Jia Zheng's lab at Westlake University. The dataset will be released later by this team.
|
10 |
+
|
11 |
+
**Performance (on test set):** 0.94 Spearman's ρ
|
12 |
+
|
13 |
+
**LoRA config:**
|
14 |
+
- **r:** 8
|
15 |
+
- **lora_dropout:** 0.0
|
16 |
+
- **lora_alpha:** 16
|
17 |
+
- **target_modules:** ["query", "key", "value", "intermediate.dense", "output.dense"]
|
18 |
+
- **modules_to_save:** ["classifier"]
|
19 |
+
|
20 |
+
**Training config:**
|
21 |
+
|
22 |
+
- **optimizer:**
|
23 |
+
- **class:** AdamW
|
24 |
+
- **betas:** (0.9, 0.98)
|
25 |
+
- **weight_decay:** 0.01
|
26 |
+
- **learning rate:** 1e-4
|
27 |
+
- **epoch:** 20
|
28 |
+
- **batch size:** 64
|
29 |
+
- **precision:** 16-mixed
|
adapter_config.json
ADDED
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"alpha_pattern": {},
|
3 |
+
"auto_mapping": null,
|
4 |
+
"base_model_name_or_path": "/sujin/Models/SaProt/SaProt_650M_AF2",
|
5 |
+
"bias": "none",
|
6 |
+
"fan_in_fan_out": false,
|
7 |
+
"inference_mode": true,
|
8 |
+
"init_lora_weights": true,
|
9 |
+
"layer_replication": null,
|
10 |
+
"layers_pattern": null,
|
11 |
+
"layers_to_transform": null,
|
12 |
+
"loftq_config": {},
|
13 |
+
"lora_alpha": 16,
|
14 |
+
"lora_dropout": 0.0,
|
15 |
+
"megatron_config": null,
|
16 |
+
"megatron_core": "megatron.core",
|
17 |
+
"modules_to_save": [
|
18 |
+
"classifier"
|
19 |
+
],
|
20 |
+
"peft_type": "LORA",
|
21 |
+
"r": 8,
|
22 |
+
"rank_pattern": {},
|
23 |
+
"revision": null,
|
24 |
+
"target_modules": [
|
25 |
+
"value",
|
26 |
+
"key",
|
27 |
+
"output.dense",
|
28 |
+
"intermediate.dense",
|
29 |
+
"query"
|
30 |
+
],
|
31 |
+
"task_type": "SEQ_CLS",
|
32 |
+
"use_dora": false,
|
33 |
+
"use_rslora": false
|
34 |
+
}
|
adapter_model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:74c5dd376ee3552f3fd9d57094cc15ae10182569f5a1d8471e03a6e4b5aa37ae
|
3 |
+
size 15502914
|
metadata.json
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"training_data_type": "AA"
|
3 |
+
}
|