Update model - Task: default
Browse files- AttrMaskMolecularEncoder.pt +3 -0
- README.md +74 -0
- config.json +543 -0
AttrMaskMolecularEncoder.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4d39ad8aa21358df26e042ccbed38e1c1af67052e4be47131e6ebe887ed53d80
|
| 3 |
+
size 14545469
|
README.md
ADDED
|
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
tags:
|
| 3 |
+
- torch_molecule
|
| 4 |
+
library_name: torch_molecule
|
| 5 |
+
---
|
| 6 |
+
|
| 7 |
+
# AttrMaskMolecularEncoder Model
|
| 8 |
+
|
| 9 |
+
## Model Description
|
| 10 |
+
- **Model Type**: AttrMaskMolecularEncoder
|
| 11 |
+
- **Framework**: torch_molecule
|
| 12 |
+
- **Last Updated**: 2025-07-28
|
| 13 |
+
|
| 14 |
+
## Task Summary
|
| 15 |
+
| Task | Version | Last Updated | Parameters | Metrics |
|
| 16 |
+
|------|---------|--------------|------------|----------|
|
| 17 |
+
| default | 0.0.1 | 2025-07-28 | 3,594,425 | |
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
## Usage
|
| 21 |
+
|
| 22 |
+
```python
|
| 23 |
+
from torch_molecule import AttrMaskMolecularEncoder
|
| 24 |
+
|
| 25 |
+
# Load model for specific task
|
| 26 |
+
model = AttrMaskMolecularEncoder()
|
| 27 |
+
model.load(
|
| 28 |
+
"local_model_dir/AttrMaskMolecularEncoder.pt",
|
| 29 |
+
repo="Do1Yun/TorchMoleculeEncoderRepo"
|
| 30 |
+
)
|
| 31 |
+
|
| 32 |
+
# For predictor: Make predictions
|
| 33 |
+
# predictions = model.predict(smiles_list)
|
| 34 |
+
# For generator: Make generations
|
| 35 |
+
# generations = model.generate(n_samples)
|
| 36 |
+
# For encoder: Make encodings
|
| 37 |
+
# encodings = model.encode(smiles_list)
|
| 38 |
+
```
|
| 39 |
+
|
| 40 |
+
## Tasks Details
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
### default Task
|
| 44 |
+
- **Current Version**: 0.0.1
|
| 45 |
+
- **Last Updated**: 2025-07-28
|
| 46 |
+
- **Parameters**: 3,594,425
|
| 47 |
+
- **Configuration**:
|
| 48 |
+
```python
|
| 49 |
+
{
|
| 50 |
+
"mask_num": 0,
|
| 51 |
+
"mask_rate": 0.15,
|
| 52 |
+
"encoder_type": "gin-virtual",
|
| 53 |
+
"readout": "sum",
|
| 54 |
+
"num_layer": 5,
|
| 55 |
+
"hidden_size": 300,
|
| 56 |
+
"drop_ratio": 0.5,
|
| 57 |
+
"norm_layer": "batch_norm",
|
| 58 |
+
"batch_size": 128,
|
| 59 |
+
"epochs": 500,
|
| 60 |
+
"learning_rate": 0.001,
|
| 61 |
+
"weight_decay": 0.0,
|
| 62 |
+
"grad_clip_value": null,
|
| 63 |
+
"use_lr_scheduler": false,
|
| 64 |
+
"scheduler_factor": 0.5,
|
| 65 |
+
"scheduler_patience": 5,
|
| 66 |
+
"fitting_epoch": 499,
|
| 67 |
+
"device": {
|
| 68 |
+
"_type": "unknown",
|
| 69 |
+
"repr": "cuda:0"
|
| 70 |
+
},
|
| 71 |
+
"verbose": false,
|
| 72 |
+
"model_name": "AttrMaskMolecularEncoder"
|
| 73 |
+
}
|
| 74 |
+
```
|
config.json
ADDED
|
@@ -0,0 +1,543 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "AttrMaskMolecularEncoder",
|
| 3 |
+
"framework": "torch_molecule",
|
| 4 |
+
"date_created": "2025-07-28T00:54:19.004999",
|
| 5 |
+
"tasks": {
|
| 6 |
+
"default": {
|
| 7 |
+
"versions": [],
|
| 8 |
+
"current_version": "0.0.1",
|
| 9 |
+
"date_added": "2025-07-28T00:54:19.007002",
|
| 10 |
+
"last_updated": "2025-07-28T00:54:19.007002",
|
| 11 |
+
"num_parameters": 3594425,
|
| 12 |
+
"config": {
|
| 13 |
+
"mask_num": 0,
|
| 14 |
+
"mask_rate": 0.15,
|
| 15 |
+
"encoder_type": "gin-virtual",
|
| 16 |
+
"readout": "sum",
|
| 17 |
+
"num_layer": 5,
|
| 18 |
+
"hidden_size": 300,
|
| 19 |
+
"drop_ratio": 0.5,
|
| 20 |
+
"norm_layer": "batch_norm",
|
| 21 |
+
"batch_size": 128,
|
| 22 |
+
"epochs": 500,
|
| 23 |
+
"learning_rate": 0.001,
|
| 24 |
+
"weight_decay": 0.0,
|
| 25 |
+
"grad_clip_value": null,
|
| 26 |
+
"use_lr_scheduler": false,
|
| 27 |
+
"scheduler_factor": 0.5,
|
| 28 |
+
"scheduler_patience": 5,
|
| 29 |
+
"fitting_epoch": 499,
|
| 30 |
+
"fitting_loss": [
|
| 31 |
+
4.764472007751465,
|
| 32 |
+
4.544867038726807,
|
| 33 |
+
3.9980239868164062,
|
| 34 |
+
3.6546471118927,
|
| 35 |
+
3.39884614944458,
|
| 36 |
+
3.1362595558166504,
|
| 37 |
+
2.8394675254821777,
|
| 38 |
+
2.3537685871124268,
|
| 39 |
+
2.1914167404174805,
|
| 40 |
+
1.8822438716888428,
|
| 41 |
+
1.8006387948989868,
|
| 42 |
+
1.238784909248352,
|
| 43 |
+
1.8047645092010498,
|
| 44 |
+
0.9195449948310852,
|
| 45 |
+
0.985482394695282,
|
| 46 |
+
0.8839621543884277,
|
| 47 |
+
1.1678967475891113,
|
| 48 |
+
0.7349730730056763,
|
| 49 |
+
1.0064771175384521,
|
| 50 |
+
0.5381155014038086,
|
| 51 |
+
0.4567200541496277,
|
| 52 |
+
1.0688927173614502,
|
| 53 |
+
0.47689732909202576,
|
| 54 |
+
0.5894492864608765,
|
| 55 |
+
0.888197124004364,
|
| 56 |
+
0.4001030921936035,
|
| 57 |
+
0.7656219601631165,
|
| 58 |
+
0.6548158526420593,
|
| 59 |
+
0.13373324275016785,
|
| 60 |
+
0.6707150936126709,
|
| 61 |
+
0.6506120562553406,
|
| 62 |
+
0.16022665798664093,
|
| 63 |
+
0.5901631116867065,
|
| 64 |
+
0.6654270887374878,
|
| 65 |
+
0.4251519739627838,
|
| 66 |
+
1.0768307447433472,
|
| 67 |
+
0.44971293210983276,
|
| 68 |
+
0.8509683609008789,
|
| 69 |
+
0.4664359986782074,
|
| 70 |
+
0.1646459400653839,
|
| 71 |
+
0.6747926473617554,
|
| 72 |
+
0.8573406338691711,
|
| 73 |
+
0.1898157298564911,
|
| 74 |
+
0.7302974462509155,
|
| 75 |
+
0.4722852110862732,
|
| 76 |
+
0.8059362173080444,
|
| 77 |
+
1.0290491580963135,
|
| 78 |
+
0.7347211241722107,
|
| 79 |
+
1.0394442081451416,
|
| 80 |
+
0.3224506974220276,
|
| 81 |
+
0.6575440764427185,
|
| 82 |
+
0.48986196517944336,
|
| 83 |
+
0.49091261625289917,
|
| 84 |
+
0.38338685035705566,
|
| 85 |
+
0.4473331868648529,
|
| 86 |
+
0.2296726405620575,
|
| 87 |
+
0.8057664632797241,
|
| 88 |
+
0.19308483600616455,
|
| 89 |
+
0.4003160893917084,
|
| 90 |
+
0.33701732754707336,
|
| 91 |
+
0.5262715220451355,
|
| 92 |
+
0.5574578046798706,
|
| 93 |
+
0.21137182414531708,
|
| 94 |
+
0.6227892637252808,
|
| 95 |
+
0.8210393190383911,
|
| 96 |
+
0.5423277616500854,
|
| 97 |
+
0.5109322667121887,
|
| 98 |
+
0.3768884241580963,
|
| 99 |
+
0.4838721752166748,
|
| 100 |
+
0.3778497278690338,
|
| 101 |
+
0.5063009262084961,
|
| 102 |
+
0.35430389642715454,
|
| 103 |
+
0.5378485321998596,
|
| 104 |
+
0.22169749438762665,
|
| 105 |
+
0.3142518103122711,
|
| 106 |
+
0.6079519987106323,
|
| 107 |
+
0.2941969037055969,
|
| 108 |
+
0.7960439920425415,
|
| 109 |
+
0.7694703340530396,
|
| 110 |
+
0.6535846590995789,
|
| 111 |
+
0.5097804665565491,
|
| 112 |
+
0.672694742679596,
|
| 113 |
+
0.5770601034164429,
|
| 114 |
+
0.5267595052719116,
|
| 115 |
+
0.40398818254470825,
|
| 116 |
+
1.1772359609603882,
|
| 117 |
+
0.5172889232635498,
|
| 118 |
+
0.4732534885406494,
|
| 119 |
+
0.8061507344245911,
|
| 120 |
+
1.0994372367858887,
|
| 121 |
+
1.2671587467193604,
|
| 122 |
+
0.6953262686729431,
|
| 123 |
+
0.45972633361816406,
|
| 124 |
+
0.3772338032722473,
|
| 125 |
+
0.18512924015522003,
|
| 126 |
+
1.0673772096633911,
|
| 127 |
+
0.5947011113166809,
|
| 128 |
+
0.24045045673847198,
|
| 129 |
+
0.4496022164821625,
|
| 130 |
+
0.3659657835960388,
|
| 131 |
+
0.5221079587936401,
|
| 132 |
+
0.37367376685142517,
|
| 133 |
+
0.3784685730934143,
|
| 134 |
+
0.4821167588233948,
|
| 135 |
+
0.49352651834487915,
|
| 136 |
+
0.5133582353591919,
|
| 137 |
+
0.5126572847366333,
|
| 138 |
+
0.7270588874816895,
|
| 139 |
+
0.619697630405426,
|
| 140 |
+
0.4337836802005768,
|
| 141 |
+
0.32854753732681274,
|
| 142 |
+
0.32462912797927856,
|
| 143 |
+
0.1735781729221344,
|
| 144 |
+
0.2652208209037781,
|
| 145 |
+
0.43992358446121216,
|
| 146 |
+
0.5552470088005066,
|
| 147 |
+
0.9050247073173523,
|
| 148 |
+
0.3811763823032379,
|
| 149 |
+
0.13736756145954132,
|
| 150 |
+
0.1165664792060852,
|
| 151 |
+
0.23134645819664001,
|
| 152 |
+
0.5555493831634521,
|
| 153 |
+
0.5234754085540771,
|
| 154 |
+
0.326468825340271,
|
| 155 |
+
0.4543178677558899,
|
| 156 |
+
0.7069391012191772,
|
| 157 |
+
0.1040557250380516,
|
| 158 |
+
0.17893031239509583,
|
| 159 |
+
0.28708693385124207,
|
| 160 |
+
0.3749541938304901,
|
| 161 |
+
0.5566312074661255,
|
| 162 |
+
0.3688172698020935,
|
| 163 |
+
0.4265005588531494,
|
| 164 |
+
0.49355584383010864,
|
| 165 |
+
0.8105283975601196,
|
| 166 |
+
0.6003397107124329,
|
| 167 |
+
0.20589907467365265,
|
| 168 |
+
0.36335447430610657,
|
| 169 |
+
0.4546612799167633,
|
| 170 |
+
0.7669928073883057,
|
| 171 |
+
0.9321355819702148,
|
| 172 |
+
0.5275067687034607,
|
| 173 |
+
0.310708224773407,
|
| 174 |
+
0.3838602602481842,
|
| 175 |
+
0.2618749737739563,
|
| 176 |
+
1.2349127531051636,
|
| 177 |
+
0.2400953322649002,
|
| 178 |
+
0.4222833514213562,
|
| 179 |
+
0.5161557793617249,
|
| 180 |
+
0.5511907339096069,
|
| 181 |
+
0.16758044064044952,
|
| 182 |
+
0.42994505167007446,
|
| 183 |
+
0.4170524477958679,
|
| 184 |
+
0.44074076414108276,
|
| 185 |
+
0.2563461363315582,
|
| 186 |
+
0.3534151613712311,
|
| 187 |
+
0.6308066844940186,
|
| 188 |
+
0.5244663953781128,
|
| 189 |
+
0.327192485332489,
|
| 190 |
+
0.4686201512813568,
|
| 191 |
+
0.19045986235141754,
|
| 192 |
+
0.4783918261528015,
|
| 193 |
+
0.4687023162841797,
|
| 194 |
+
0.20397689938545227,
|
| 195 |
+
0.3089330792427063,
|
| 196 |
+
0.45495766401290894,
|
| 197 |
+
0.4017605781555176,
|
| 198 |
+
0.29457077383995056,
|
| 199 |
+
0.7581480145454407,
|
| 200 |
+
0.5536357760429382,
|
| 201 |
+
0.4783876836299896,
|
| 202 |
+
0.6211357116699219,
|
| 203 |
+
0.4625219702720642,
|
| 204 |
+
0.48797735571861267,
|
| 205 |
+
0.7029850482940674,
|
| 206 |
+
0.6113035678863525,
|
| 207 |
+
0.46869006752967834,
|
| 208 |
+
0.3280271887779236,
|
| 209 |
+
0.622326135635376,
|
| 210 |
+
0.5239665508270264,
|
| 211 |
+
0.4158392548561096,
|
| 212 |
+
0.4340725839138031,
|
| 213 |
+
0.29584890604019165,
|
| 214 |
+
0.30864614248275757,
|
| 215 |
+
0.31641262769699097,
|
| 216 |
+
0.30862540006637573,
|
| 217 |
+
0.5511710047721863,
|
| 218 |
+
0.3645276129245758,
|
| 219 |
+
0.30484738945961,
|
| 220 |
+
0.5613224506378174,
|
| 221 |
+
1.165549874305725,
|
| 222 |
+
0.873236358165741,
|
| 223 |
+
0.5863076448440552,
|
| 224 |
+
0.3209250271320343,
|
| 225 |
+
0.8489705324172974,
|
| 226 |
+
0.4143962264060974,
|
| 227 |
+
0.48189353942871094,
|
| 228 |
+
0.2982409596443176,
|
| 229 |
+
0.8418685793876648,
|
| 230 |
+
0.49818888306617737,
|
| 231 |
+
0.3550270199775696,
|
| 232 |
+
0.32753461599349976,
|
| 233 |
+
0.7319191694259644,
|
| 234 |
+
0.3366655707359314,
|
| 235 |
+
0.7464953660964966,
|
| 236 |
+
0.6380022168159485,
|
| 237 |
+
0.20296236872673035,
|
| 238 |
+
0.6115872859954834,
|
| 239 |
+
0.7668977975845337,
|
| 240 |
+
0.350167840719223,
|
| 241 |
+
0.41787537932395935,
|
| 242 |
+
0.81098473072052,
|
| 243 |
+
0.5612358450889587,
|
| 244 |
+
0.3532072901725769,
|
| 245 |
+
0.5818751454353333,
|
| 246 |
+
0.26170843839645386,
|
| 247 |
+
0.2832775413990021,
|
| 248 |
+
0.4594966769218445,
|
| 249 |
+
0.2914867401123047,
|
| 250 |
+
0.712143063545227,
|
| 251 |
+
0.20359782874584198,
|
| 252 |
+
0.4474852979183197,
|
| 253 |
+
0.14939408004283905,
|
| 254 |
+
0.26695773005485535,
|
| 255 |
+
0.6165012121200562,
|
| 256 |
+
0.3570275604724884,
|
| 257 |
+
0.16192667186260223,
|
| 258 |
+
0.485085666179657,
|
| 259 |
+
0.49566131830215454,
|
| 260 |
+
0.4830499291419983,
|
| 261 |
+
1.2026286125183105,
|
| 262 |
+
0.4041597843170166,
|
| 263 |
+
0.3971288502216339,
|
| 264 |
+
0.2806715965270996,
|
| 265 |
+
0.6295962333679199,
|
| 266 |
+
0.3944768011569977,
|
| 267 |
+
0.3492492437362671,
|
| 268 |
+
0.6594496965408325,
|
| 269 |
+
0.14993509650230408,
|
| 270 |
+
0.336683452129364,
|
| 271 |
+
0.898080050945282,
|
| 272 |
+
0.20679692924022675,
|
| 273 |
+
0.18466800451278687,
|
| 274 |
+
0.14492680132389069,
|
| 275 |
+
0.5694973468780518,
|
| 276 |
+
0.34895578026771545,
|
| 277 |
+
0.40574026107788086,
|
| 278 |
+
0.5601716041564941,
|
| 279 |
+
0.31295740604400635,
|
| 280 |
+
0.2852932810783386,
|
| 281 |
+
0.23628000915050507,
|
| 282 |
+
0.2863028049468994,
|
| 283 |
+
0.20241031050682068,
|
| 284 |
+
0.16527824103832245,
|
| 285 |
+
0.2701025903224945,
|
| 286 |
+
0.5139485597610474,
|
| 287 |
+
0.13921883702278137,
|
| 288 |
+
0.21610140800476074,
|
| 289 |
+
0.7548660039901733,
|
| 290 |
+
0.48087939620018005,
|
| 291 |
+
1.0351454019546509,
|
| 292 |
+
0.28710097074508667,
|
| 293 |
+
0.6009814143180847,
|
| 294 |
+
0.8883674740791321,
|
| 295 |
+
0.37141042947769165,
|
| 296 |
+
0.26453348994255066,
|
| 297 |
+
0.28028440475463867,
|
| 298 |
+
0.4829186499118805,
|
| 299 |
+
1.051889419555664,
|
| 300 |
+
0.3220392167568207,
|
| 301 |
+
0.5023170113563538,
|
| 302 |
+
0.34415167570114136,
|
| 303 |
+
0.24774675071239471,
|
| 304 |
+
0.22585424780845642,
|
| 305 |
+
0.6226245164871216,
|
| 306 |
+
0.9718590974807739,
|
| 307 |
+
0.24680845439434052,
|
| 308 |
+
0.5688143968582153,
|
| 309 |
+
0.38876062631607056,
|
| 310 |
+
0.24898335337638855,
|
| 311 |
+
0.24401624500751495,
|
| 312 |
+
0.39333146810531616,
|
| 313 |
+
0.3888915777206421,
|
| 314 |
+
0.5676507949829102,
|
| 315 |
+
0.5076990723609924,
|
| 316 |
+
0.7479982972145081,
|
| 317 |
+
0.2266921103000641,
|
| 318 |
+
0.5825164914131165,
|
| 319 |
+
0.6719176769256592,
|
| 320 |
+
0.14240793883800507,
|
| 321 |
+
0.1941370666027069,
|
| 322 |
+
0.4084247946739197,
|
| 323 |
+
0.3874465227127075,
|
| 324 |
+
0.399616003036499,
|
| 325 |
+
0.24663850665092468,
|
| 326 |
+
0.8380787968635559,
|
| 327 |
+
0.19338223338127136,
|
| 328 |
+
0.5437535643577576,
|
| 329 |
+
0.22490301728248596,
|
| 330 |
+
0.5490919947624207,
|
| 331 |
+
0.20948055386543274,
|
| 332 |
+
0.6155976057052612,
|
| 333 |
+
0.4310721457004547,
|
| 334 |
+
0.4292498230934143,
|
| 335 |
+
0.3285645544528961,
|
| 336 |
+
0.30920296907424927,
|
| 337 |
+
0.8068429827690125,
|
| 338 |
+
0.20271864533424377,
|
| 339 |
+
0.4682299494743347,
|
| 340 |
+
0.30162763595581055,
|
| 341 |
+
0.6347683668136597,
|
| 342 |
+
0.28905123472213745,
|
| 343 |
+
0.4116112291812897,
|
| 344 |
+
0.7422924041748047,
|
| 345 |
+
0.511223316192627,
|
| 346 |
+
0.44917982816696167,
|
| 347 |
+
0.16034051775932312,
|
| 348 |
+
0.6994053721427917,
|
| 349 |
+
0.5515002012252808,
|
| 350 |
+
0.8332356214523315,
|
| 351 |
+
0.29315185546875,
|
| 352 |
+
0.40372729301452637,
|
| 353 |
+
0.19031783938407898,
|
| 354 |
+
0.3686909079551697,
|
| 355 |
+
0.39892953634262085,
|
| 356 |
+
0.4909055829048157,
|
| 357 |
+
0.48739972710609436,
|
| 358 |
+
0.2970333695411682,
|
| 359 |
+
0.3876906931400299,
|
| 360 |
+
0.18347279727458954,
|
| 361 |
+
0.4693169593811035,
|
| 362 |
+
0.4500494599342346,
|
| 363 |
+
0.2638024687767029,
|
| 364 |
+
0.3980661630630493,
|
| 365 |
+
0.4634207785129547,
|
| 366 |
+
0.6068171262741089,
|
| 367 |
+
0.12505106627941132,
|
| 368 |
+
0.36842337250709534,
|
| 369 |
+
0.1339469850063324,
|
| 370 |
+
0.43749386072158813,
|
| 371 |
+
0.3309185206890106,
|
| 372 |
+
0.46752458810806274,
|
| 373 |
+
0.253592848777771,
|
| 374 |
+
0.3772452175617218,
|
| 375 |
+
0.5550950765609741,
|
| 376 |
+
0.3433164060115814,
|
| 377 |
+
0.48865145444869995,
|
| 378 |
+
0.5417929887771606,
|
| 379 |
+
0.56398606300354,
|
| 380 |
+
0.8019916415214539,
|
| 381 |
+
0.4225827157497406,
|
| 382 |
+
0.33257535099983215,
|
| 383 |
+
0.5443005561828613,
|
| 384 |
+
0.42503148317337036,
|
| 385 |
+
0.3772926926612854,
|
| 386 |
+
0.19613930583000183,
|
| 387 |
+
0.3872417211532593,
|
| 388 |
+
0.37456873059272766,
|
| 389 |
+
0.49743717908859253,
|
| 390 |
+
0.49252715706825256,
|
| 391 |
+
0.18111824989318848,
|
| 392 |
+
0.44901251792907715,
|
| 393 |
+
0.6171790957450867,
|
| 394 |
+
0.28231415152549744,
|
| 395 |
+
0.30680760741233826,
|
| 396 |
+
0.3611832857131958,
|
| 397 |
+
0.5075504779815674,
|
| 398 |
+
0.5031283497810364,
|
| 399 |
+
0.6738795042037964,
|
| 400 |
+
0.22359760105609894,
|
| 401 |
+
0.1789151281118393,
|
| 402 |
+
0.3394009470939636,
|
| 403 |
+
0.3731744885444641,
|
| 404 |
+
0.5977973937988281,
|
| 405 |
+
0.5721016526222229,
|
| 406 |
+
1.1245688199996948,
|
| 407 |
+
0.2545037865638733,
|
| 408 |
+
0.3202372193336487,
|
| 409 |
+
0.15801525115966797,
|
| 410 |
+
0.43833693861961365,
|
| 411 |
+
0.28807953000068665,
|
| 412 |
+
0.4755672812461853,
|
| 413 |
+
0.2267470359802246,
|
| 414 |
+
0.5267578959465027,
|
| 415 |
+
0.24601037800312042,
|
| 416 |
+
0.5853449106216431,
|
| 417 |
+
0.36342403292655945,
|
| 418 |
+
0.4269176423549652,
|
| 419 |
+
0.3275391459465027,
|
| 420 |
+
0.5306866765022278,
|
| 421 |
+
0.24024827778339386,
|
| 422 |
+
0.26355764269828796,
|
| 423 |
+
0.3169609606266022,
|
| 424 |
+
0.3756083846092224,
|
| 425 |
+
0.23951315879821777,
|
| 426 |
+
0.3393190801143646,
|
| 427 |
+
0.5112754106521606,
|
| 428 |
+
0.2490222007036209,
|
| 429 |
+
0.40372151136398315,
|
| 430 |
+
0.23615416884422302,
|
| 431 |
+
0.3643728494644165,
|
| 432 |
+
0.30119913816452026,
|
| 433 |
+
0.29788029193878174,
|
| 434 |
+
0.33218255639076233,
|
| 435 |
+
0.6054917573928833,
|
| 436 |
+
0.19920460879802704,
|
| 437 |
+
0.23140719532966614,
|
| 438 |
+
0.3812020421028137,
|
| 439 |
+
0.4388747215270996,
|
| 440 |
+
0.24011719226837158,
|
| 441 |
+
0.23919996619224548,
|
| 442 |
+
0.7569758296012878,
|
| 443 |
+
0.1479988396167755,
|
| 444 |
+
0.2488960325717926,
|
| 445 |
+
0.4071149230003357,
|
| 446 |
+
0.7054296731948853,
|
| 447 |
+
0.2261696308851242,
|
| 448 |
+
0.4963505268096924,
|
| 449 |
+
0.4015374779701233,
|
| 450 |
+
0.8959612846374512,
|
| 451 |
+
0.352359801530838,
|
| 452 |
+
0.4505210816860199,
|
| 453 |
+
0.3853696286678314,
|
| 454 |
+
0.13224074244499207,
|
| 455 |
+
0.26331043243408203,
|
| 456 |
+
0.1665572077035904,
|
| 457 |
+
0.20124423503875732,
|
| 458 |
+
0.33127492666244507,
|
| 459 |
+
0.7509541511535645,
|
| 460 |
+
0.10519872605800629,
|
| 461 |
+
0.10834084451198578,
|
| 462 |
+
0.1687207669019699,
|
| 463 |
+
0.2960459291934967,
|
| 464 |
+
0.24894873797893524,
|
| 465 |
+
0.1996430605649948,
|
| 466 |
+
0.5852850675582886,
|
| 467 |
+
0.2110333889722824,
|
| 468 |
+
1.0807342529296875,
|
| 469 |
+
0.4998689591884613,
|
| 470 |
+
0.1592915654182434,
|
| 471 |
+
0.3360137641429901,
|
| 472 |
+
0.13328199088573456,
|
| 473 |
+
0.11131759732961655,
|
| 474 |
+
0.43889570236206055,
|
| 475 |
+
0.4298892617225647,
|
| 476 |
+
0.24216823279857635,
|
| 477 |
+
0.22369222342967987,
|
| 478 |
+
0.14501644670963287,
|
| 479 |
+
0.648897111415863,
|
| 480 |
+
0.18008340895175934,
|
| 481 |
+
0.36951568722724915,
|
| 482 |
+
0.31575801968574524,
|
| 483 |
+
0.17978926002979279,
|
| 484 |
+
0.4257642328739166,
|
| 485 |
+
0.5344274044036865,
|
| 486 |
+
0.3635292947292328,
|
| 487 |
+
0.42676740884780884,
|
| 488 |
+
0.6979266405105591,
|
| 489 |
+
0.22103960812091827,
|
| 490 |
+
0.25380703806877136,
|
| 491 |
+
0.2753758430480957,
|
| 492 |
+
0.3710435926914215,
|
| 493 |
+
0.13429223001003265,
|
| 494 |
+
0.38892146944999695,
|
| 495 |
+
0.3850158154964447,
|
| 496 |
+
0.4514504075050354,
|
| 497 |
+
0.16888836026191711,
|
| 498 |
+
0.3436366617679596,
|
| 499 |
+
0.7409176826477051,
|
| 500 |
+
0.10608277469873428,
|
| 501 |
+
0.7489938735961914,
|
| 502 |
+
0.3856044411659241,
|
| 503 |
+
0.11617417633533478,
|
| 504 |
+
0.8382635116577148,
|
| 505 |
+
0.23541101813316345,
|
| 506 |
+
0.6099733114242554,
|
| 507 |
+
0.26899391412734985,
|
| 508 |
+
0.5820493698120117,
|
| 509 |
+
0.34132784605026245,
|
| 510 |
+
0.2642642855644226,
|
| 511 |
+
0.47891226410865784,
|
| 512 |
+
0.14440959692001343,
|
| 513 |
+
0.2048477679491043,
|
| 514 |
+
0.2153143435716629,
|
| 515 |
+
0.4282468855381012,
|
| 516 |
+
0.25351038575172424,
|
| 517 |
+
0.36187151074409485,
|
| 518 |
+
0.2813356816768646,
|
| 519 |
+
0.2663208246231079,
|
| 520 |
+
0.28925201296806335,
|
| 521 |
+
0.2058352530002594,
|
| 522 |
+
0.5427945852279663,
|
| 523 |
+
0.6586353778839111,
|
| 524 |
+
0.3366810381412506,
|
| 525 |
+
0.5539037585258484,
|
| 526 |
+
0.32836857438087463,
|
| 527 |
+
0.1206306666135788,
|
| 528 |
+
0.5548465847969055,
|
| 529 |
+
0.44520264863967896,
|
| 530 |
+
0.6476604342460632
|
| 531 |
+
],
|
| 532 |
+
"device": {
|
| 533 |
+
"_type": "unknown",
|
| 534 |
+
"repr": "cuda:0"
|
| 535 |
+
},
|
| 536 |
+
"verbose": false,
|
| 537 |
+
"model_name": "AttrMaskMolecularEncoder"
|
| 538 |
+
},
|
| 539 |
+
"metrics": {}
|
| 540 |
+
}
|
| 541 |
+
},
|
| 542 |
+
"last_updated": "2025-07-28T00:54:19.007002"
|
| 543 |
+
}
|