End of training
Browse files- README.md +82 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +529 -0
README.md
ADDED
@@ -0,0 +1,82 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: cc-by-nc-sa-4.0
|
3 |
+
base_model: InstaDeepAI/nucleotide-transformer-2.5b-multi-species
|
4 |
+
tags:
|
5 |
+
- generated_from_trainer
|
6 |
+
metrics:
|
7 |
+
- precision
|
8 |
+
- recall
|
9 |
+
- accuracy
|
10 |
+
model-index:
|
11 |
+
- name: nucleotide-transformer-2.5b-multi-species_ft_Hepg2_1kbpHG19_DHSs_H3K27AC
|
12 |
+
results: []
|
13 |
+
---
|
14 |
+
|
15 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
16 |
+
should probably proofread and complete it, then remove this comment. -->
|
17 |
+
|
18 |
+
# nucleotide-transformer-2.5b-multi-species_ft_Hepg2_1kbpHG19_DHSs_H3K27AC
|
19 |
+
|
20 |
+
This model is a fine-tuned version of [InstaDeepAI/nucleotide-transformer-2.5b-multi-species](https://huggingface.co/InstaDeepAI/nucleotide-transformer-2.5b-multi-species) on the None dataset.
|
21 |
+
It achieves the following results on the evaluation set:
|
22 |
+
- Loss: 2.2344
|
23 |
+
- F1 Score: 0.8878
|
24 |
+
- Precision: 0.8690
|
25 |
+
- Recall: 0.9074
|
26 |
+
- Accuracy: 0.8836
|
27 |
+
|
28 |
+
## Model description
|
29 |
+
|
30 |
+
More information needed
|
31 |
+
|
32 |
+
## Intended uses & limitations
|
33 |
+
|
34 |
+
More information needed
|
35 |
+
|
36 |
+
## Training and evaluation data
|
37 |
+
|
38 |
+
More information needed
|
39 |
+
|
40 |
+
## Training procedure
|
41 |
+
|
42 |
+
### Training hyperparameters
|
43 |
+
|
44 |
+
The following hyperparameters were used during training:
|
45 |
+
- learning_rate: 1e-05
|
46 |
+
- train_batch_size: 24
|
47 |
+
- eval_batch_size: 24
|
48 |
+
- seed: 42
|
49 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
50 |
+
- lr_scheduler_type: linear
|
51 |
+
- num_epochs: 10
|
52 |
+
- mixed_precision_training: Native AMP
|
53 |
+
|
54 |
+
### Training results
|
55 |
+
|
56 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 Score | Precision | Recall | Accuracy |
|
57 |
+
|:-------------:|:------:|:----:|:---------------:|:--------:|:---------:|:------:|:--------:|
|
58 |
+
| 0.3737 | 0.5593 | 500 | 0.3067 | 0.8745 | 0.8377 | 0.9147 | 0.8668 |
|
59 |
+
| 0.292 | 1.1186 | 1000 | 0.3043 | 0.8852 | 0.8332 | 0.9441 | 0.8757 |
|
60 |
+
| 0.1865 | 1.6779 | 1500 | 0.3219 | 0.8854 | 0.8324 | 0.9456 | 0.8757 |
|
61 |
+
| 0.1744 | 2.2371 | 2000 | 2.0896 | 0.8683 | 0.8712 | 0.8654 | 0.8668 |
|
62 |
+
| 0.2341 | 2.7964 | 2500 | 1.9718 | 0.8887 | 0.8383 | 0.9456 | 0.8799 |
|
63 |
+
| 0.1357 | 3.3557 | 3000 | 2.2402 | 0.8787 | 0.8268 | 0.9375 | 0.8687 |
|
64 |
+
| 0.0779 | 3.9150 | 3500 | 2.0910 | 0.8857 | 0.8664 | 0.9059 | 0.8813 |
|
65 |
+
| 0.0426 | 4.4743 | 4000 | 2.2457 | 0.8724 | 0.8911 | 0.8544 | 0.8731 |
|
66 |
+
| 0.0549 | 5.0336 | 4500 | 1.8462 | 0.8952 | 0.8718 | 0.9199 | 0.8907 |
|
67 |
+
| 0.0331 | 5.5928 | 5000 | 1.9918 | 0.8803 | 0.8790 | 0.8816 | 0.8784 |
|
68 |
+
| 0.0206 | 6.1521 | 5500 | 2.0727 | 0.8847 | 0.8811 | 0.8882 | 0.8825 |
|
69 |
+
| 0.0101 | 6.7114 | 6000 | 2.0343 | 0.8882 | 0.8853 | 0.8912 | 0.8862 |
|
70 |
+
| 0.0099 | 7.2707 | 6500 | 2.1056 | 0.8831 | 0.8914 | 0.875 | 0.8825 |
|
71 |
+
| 0.0058 | 7.8300 | 7000 | 2.3964 | 0.8673 | 0.9036 | 0.8338 | 0.8705 |
|
72 |
+
| 0.0 | 8.3893 | 7500 | 2.2680 | 0.8808 | 0.8814 | 0.8801 | 0.8791 |
|
73 |
+
| 0.0047 | 8.9485 | 8000 | 2.1908 | 0.8863 | 0.8730 | 0.9 | 0.8828 |
|
74 |
+
| 0.0 | 9.5078 | 8500 | 2.2344 | 0.8878 | 0.8690 | 0.9074 | 0.8836 |
|
75 |
+
|
76 |
+
|
77 |
+
### Framework versions
|
78 |
+
|
79 |
+
- Transformers 4.42.3
|
80 |
+
- Pytorch 2.3.0+cu121
|
81 |
+
- Datasets 2.18.0
|
82 |
+
- Tokenizers 0.19.0
|
model-00001-of-00003.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6ac4baf8cdb63911cb871d1e508742a2eef25df02f0d5128bc0e800488de5355
|
3 |
+
size 4982732160
|
model-00002-of-00003.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:82e8e57be739fbfd30c036237dd71d3d3c3e165dade5114553dd5f4d37e83d97
|
3 |
+
size 4930426368
|
model-00003-of-00003.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c2de36f03e9fe5edc49707c957dcc8fc593a440adfd4131cd1129b07a441a838
|
3 |
+
size 236056548
|
model.safetensors.index.json
ADDED
@@ -0,0 +1,529 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"metadata": {
|
3 |
+
"total_size": 10149153292
|
4 |
+
},
|
5 |
+
"weight_map": {
|
6 |
+
"classifier.dense.bias": "model-00003-of-00003.safetensors",
|
7 |
+
"classifier.dense.weight": "model-00003-of-00003.safetensors",
|
8 |
+
"classifier.out_proj.bias": "model-00003-of-00003.safetensors",
|
9 |
+
"classifier.out_proj.weight": "model-00003-of-00003.safetensors",
|
10 |
+
"esm.contact_head.regression.bias": "model-00003-of-00003.safetensors",
|
11 |
+
"esm.contact_head.regression.weight": "model-00003-of-00003.safetensors",
|
12 |
+
"esm.embeddings.position_embeddings.weight": "model-00001-of-00003.safetensors",
|
13 |
+
"esm.embeddings.word_embeddings.weight": "model-00001-of-00003.safetensors",
|
14 |
+
"esm.encoder.emb_layer_norm_after.bias": "model-00003-of-00003.safetensors",
|
15 |
+
"esm.encoder.emb_layer_norm_after.weight": "model-00003-of-00003.safetensors",
|
16 |
+
"esm.encoder.layer.0.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
17 |
+
"esm.encoder.layer.0.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
18 |
+
"esm.encoder.layer.0.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
19 |
+
"esm.encoder.layer.0.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
20 |
+
"esm.encoder.layer.0.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
21 |
+
"esm.encoder.layer.0.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
22 |
+
"esm.encoder.layer.0.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
23 |
+
"esm.encoder.layer.0.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
24 |
+
"esm.encoder.layer.0.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
25 |
+
"esm.encoder.layer.0.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
26 |
+
"esm.encoder.layer.0.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
27 |
+
"esm.encoder.layer.0.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
28 |
+
"esm.encoder.layer.0.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
29 |
+
"esm.encoder.layer.0.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
30 |
+
"esm.encoder.layer.0.output.dense.bias": "model-00001-of-00003.safetensors",
|
31 |
+
"esm.encoder.layer.0.output.dense.weight": "model-00001-of-00003.safetensors",
|
32 |
+
"esm.encoder.layer.1.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
33 |
+
"esm.encoder.layer.1.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
34 |
+
"esm.encoder.layer.1.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
35 |
+
"esm.encoder.layer.1.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
36 |
+
"esm.encoder.layer.1.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
37 |
+
"esm.encoder.layer.1.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
38 |
+
"esm.encoder.layer.1.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
39 |
+
"esm.encoder.layer.1.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
40 |
+
"esm.encoder.layer.1.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
41 |
+
"esm.encoder.layer.1.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
42 |
+
"esm.encoder.layer.1.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
43 |
+
"esm.encoder.layer.1.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
44 |
+
"esm.encoder.layer.1.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
45 |
+
"esm.encoder.layer.1.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
46 |
+
"esm.encoder.layer.1.output.dense.bias": "model-00001-of-00003.safetensors",
|
47 |
+
"esm.encoder.layer.1.output.dense.weight": "model-00001-of-00003.safetensors",
|
48 |
+
"esm.encoder.layer.10.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
49 |
+
"esm.encoder.layer.10.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
50 |
+
"esm.encoder.layer.10.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
51 |
+
"esm.encoder.layer.10.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
52 |
+
"esm.encoder.layer.10.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
53 |
+
"esm.encoder.layer.10.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
54 |
+
"esm.encoder.layer.10.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
55 |
+
"esm.encoder.layer.10.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
56 |
+
"esm.encoder.layer.10.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
57 |
+
"esm.encoder.layer.10.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
58 |
+
"esm.encoder.layer.10.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
59 |
+
"esm.encoder.layer.10.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
60 |
+
"esm.encoder.layer.10.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
61 |
+
"esm.encoder.layer.10.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
62 |
+
"esm.encoder.layer.10.output.dense.bias": "model-00001-of-00003.safetensors",
|
63 |
+
"esm.encoder.layer.10.output.dense.weight": "model-00001-of-00003.safetensors",
|
64 |
+
"esm.encoder.layer.11.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
65 |
+
"esm.encoder.layer.11.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
66 |
+
"esm.encoder.layer.11.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
67 |
+
"esm.encoder.layer.11.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
68 |
+
"esm.encoder.layer.11.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
69 |
+
"esm.encoder.layer.11.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
70 |
+
"esm.encoder.layer.11.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
71 |
+
"esm.encoder.layer.11.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
72 |
+
"esm.encoder.layer.11.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
73 |
+
"esm.encoder.layer.11.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
74 |
+
"esm.encoder.layer.11.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
75 |
+
"esm.encoder.layer.11.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
76 |
+
"esm.encoder.layer.11.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
77 |
+
"esm.encoder.layer.11.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
78 |
+
"esm.encoder.layer.11.output.dense.bias": "model-00001-of-00003.safetensors",
|
79 |
+
"esm.encoder.layer.11.output.dense.weight": "model-00001-of-00003.safetensors",
|
80 |
+
"esm.encoder.layer.12.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
81 |
+
"esm.encoder.layer.12.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
82 |
+
"esm.encoder.layer.12.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
83 |
+
"esm.encoder.layer.12.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
84 |
+
"esm.encoder.layer.12.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
85 |
+
"esm.encoder.layer.12.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
86 |
+
"esm.encoder.layer.12.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
87 |
+
"esm.encoder.layer.12.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
88 |
+
"esm.encoder.layer.12.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
89 |
+
"esm.encoder.layer.12.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
90 |
+
"esm.encoder.layer.12.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
91 |
+
"esm.encoder.layer.12.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
92 |
+
"esm.encoder.layer.12.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
93 |
+
"esm.encoder.layer.12.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
94 |
+
"esm.encoder.layer.12.output.dense.bias": "model-00001-of-00003.safetensors",
|
95 |
+
"esm.encoder.layer.12.output.dense.weight": "model-00001-of-00003.safetensors",
|
96 |
+
"esm.encoder.layer.13.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
97 |
+
"esm.encoder.layer.13.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
98 |
+
"esm.encoder.layer.13.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
99 |
+
"esm.encoder.layer.13.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
100 |
+
"esm.encoder.layer.13.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
101 |
+
"esm.encoder.layer.13.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
102 |
+
"esm.encoder.layer.13.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
103 |
+
"esm.encoder.layer.13.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
104 |
+
"esm.encoder.layer.13.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
105 |
+
"esm.encoder.layer.13.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
106 |
+
"esm.encoder.layer.13.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
107 |
+
"esm.encoder.layer.13.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
108 |
+
"esm.encoder.layer.13.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
109 |
+
"esm.encoder.layer.13.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
110 |
+
"esm.encoder.layer.13.output.dense.bias": "model-00001-of-00003.safetensors",
|
111 |
+
"esm.encoder.layer.13.output.dense.weight": "model-00001-of-00003.safetensors",
|
112 |
+
"esm.encoder.layer.14.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
113 |
+
"esm.encoder.layer.14.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
114 |
+
"esm.encoder.layer.14.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
115 |
+
"esm.encoder.layer.14.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
116 |
+
"esm.encoder.layer.14.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
117 |
+
"esm.encoder.layer.14.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
118 |
+
"esm.encoder.layer.14.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
119 |
+
"esm.encoder.layer.14.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
120 |
+
"esm.encoder.layer.14.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
121 |
+
"esm.encoder.layer.14.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
122 |
+
"esm.encoder.layer.14.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
123 |
+
"esm.encoder.layer.14.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
124 |
+
"esm.encoder.layer.14.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
125 |
+
"esm.encoder.layer.14.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
126 |
+
"esm.encoder.layer.14.output.dense.bias": "model-00001-of-00003.safetensors",
|
127 |
+
"esm.encoder.layer.14.output.dense.weight": "model-00001-of-00003.safetensors",
|
128 |
+
"esm.encoder.layer.15.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
129 |
+
"esm.encoder.layer.15.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
130 |
+
"esm.encoder.layer.15.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
131 |
+
"esm.encoder.layer.15.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
132 |
+
"esm.encoder.layer.15.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
133 |
+
"esm.encoder.layer.15.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
134 |
+
"esm.encoder.layer.15.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
135 |
+
"esm.encoder.layer.15.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
136 |
+
"esm.encoder.layer.15.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
137 |
+
"esm.encoder.layer.15.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
138 |
+
"esm.encoder.layer.15.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
139 |
+
"esm.encoder.layer.15.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
140 |
+
"esm.encoder.layer.15.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
141 |
+
"esm.encoder.layer.15.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
142 |
+
"esm.encoder.layer.15.output.dense.bias": "model-00002-of-00003.safetensors",
|
143 |
+
"esm.encoder.layer.15.output.dense.weight": "model-00002-of-00003.safetensors",
|
144 |
+
"esm.encoder.layer.16.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
145 |
+
"esm.encoder.layer.16.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
146 |
+
"esm.encoder.layer.16.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
147 |
+
"esm.encoder.layer.16.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
148 |
+
"esm.encoder.layer.16.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
149 |
+
"esm.encoder.layer.16.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
150 |
+
"esm.encoder.layer.16.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
151 |
+
"esm.encoder.layer.16.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
152 |
+
"esm.encoder.layer.16.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
153 |
+
"esm.encoder.layer.16.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
154 |
+
"esm.encoder.layer.16.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
155 |
+
"esm.encoder.layer.16.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
156 |
+
"esm.encoder.layer.16.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
157 |
+
"esm.encoder.layer.16.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
158 |
+
"esm.encoder.layer.16.output.dense.bias": "model-00002-of-00003.safetensors",
|
159 |
+
"esm.encoder.layer.16.output.dense.weight": "model-00002-of-00003.safetensors",
|
160 |
+
"esm.encoder.layer.17.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
161 |
+
"esm.encoder.layer.17.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
162 |
+
"esm.encoder.layer.17.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
163 |
+
"esm.encoder.layer.17.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
164 |
+
"esm.encoder.layer.17.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
165 |
+
"esm.encoder.layer.17.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
166 |
+
"esm.encoder.layer.17.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
167 |
+
"esm.encoder.layer.17.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
168 |
+
"esm.encoder.layer.17.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
169 |
+
"esm.encoder.layer.17.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
170 |
+
"esm.encoder.layer.17.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
171 |
+
"esm.encoder.layer.17.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
172 |
+
"esm.encoder.layer.17.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
173 |
+
"esm.encoder.layer.17.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
174 |
+
"esm.encoder.layer.17.output.dense.bias": "model-00002-of-00003.safetensors",
|
175 |
+
"esm.encoder.layer.17.output.dense.weight": "model-00002-of-00003.safetensors",
|
176 |
+
"esm.encoder.layer.18.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
177 |
+
"esm.encoder.layer.18.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
178 |
+
"esm.encoder.layer.18.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
179 |
+
"esm.encoder.layer.18.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
180 |
+
"esm.encoder.layer.18.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
181 |
+
"esm.encoder.layer.18.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
182 |
+
"esm.encoder.layer.18.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
183 |
+
"esm.encoder.layer.18.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
184 |
+
"esm.encoder.layer.18.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
185 |
+
"esm.encoder.layer.18.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
186 |
+
"esm.encoder.layer.18.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
187 |
+
"esm.encoder.layer.18.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
188 |
+
"esm.encoder.layer.18.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
189 |
+
"esm.encoder.layer.18.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
190 |
+
"esm.encoder.layer.18.output.dense.bias": "model-00002-of-00003.safetensors",
|
191 |
+
"esm.encoder.layer.18.output.dense.weight": "model-00002-of-00003.safetensors",
|
192 |
+
"esm.encoder.layer.19.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
193 |
+
"esm.encoder.layer.19.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
194 |
+
"esm.encoder.layer.19.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
195 |
+
"esm.encoder.layer.19.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
196 |
+
"esm.encoder.layer.19.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
197 |
+
"esm.encoder.layer.19.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
198 |
+
"esm.encoder.layer.19.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
199 |
+
"esm.encoder.layer.19.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
200 |
+
"esm.encoder.layer.19.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
201 |
+
"esm.encoder.layer.19.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
202 |
+
"esm.encoder.layer.19.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
203 |
+
"esm.encoder.layer.19.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
204 |
+
"esm.encoder.layer.19.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
205 |
+
"esm.encoder.layer.19.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
206 |
+
"esm.encoder.layer.19.output.dense.bias": "model-00002-of-00003.safetensors",
|
207 |
+
"esm.encoder.layer.19.output.dense.weight": "model-00002-of-00003.safetensors",
|
208 |
+
"esm.encoder.layer.2.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
209 |
+
"esm.encoder.layer.2.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
210 |
+
"esm.encoder.layer.2.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
211 |
+
"esm.encoder.layer.2.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
212 |
+
"esm.encoder.layer.2.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
213 |
+
"esm.encoder.layer.2.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
214 |
+
"esm.encoder.layer.2.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
215 |
+
"esm.encoder.layer.2.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
216 |
+
"esm.encoder.layer.2.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
217 |
+
"esm.encoder.layer.2.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
218 |
+
"esm.encoder.layer.2.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
219 |
+
"esm.encoder.layer.2.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
220 |
+
"esm.encoder.layer.2.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
221 |
+
"esm.encoder.layer.2.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
222 |
+
"esm.encoder.layer.2.output.dense.bias": "model-00001-of-00003.safetensors",
|
223 |
+
"esm.encoder.layer.2.output.dense.weight": "model-00001-of-00003.safetensors",
|
224 |
+
"esm.encoder.layer.20.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
225 |
+
"esm.encoder.layer.20.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
226 |
+
"esm.encoder.layer.20.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
227 |
+
"esm.encoder.layer.20.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
228 |
+
"esm.encoder.layer.20.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
229 |
+
"esm.encoder.layer.20.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
230 |
+
"esm.encoder.layer.20.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
231 |
+
"esm.encoder.layer.20.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
232 |
+
"esm.encoder.layer.20.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
233 |
+
"esm.encoder.layer.20.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
234 |
+
"esm.encoder.layer.20.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
235 |
+
"esm.encoder.layer.20.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
236 |
+
"esm.encoder.layer.20.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
237 |
+
"esm.encoder.layer.20.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
238 |
+
"esm.encoder.layer.20.output.dense.bias": "model-00002-of-00003.safetensors",
|
239 |
+
"esm.encoder.layer.20.output.dense.weight": "model-00002-of-00003.safetensors",
|
240 |
+
"esm.encoder.layer.21.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
241 |
+
"esm.encoder.layer.21.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
242 |
+
"esm.encoder.layer.21.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
243 |
+
"esm.encoder.layer.21.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
244 |
+
"esm.encoder.layer.21.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
245 |
+
"esm.encoder.layer.21.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
246 |
+
"esm.encoder.layer.21.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
247 |
+
"esm.encoder.layer.21.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
248 |
+
"esm.encoder.layer.21.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
249 |
+
"esm.encoder.layer.21.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
250 |
+
"esm.encoder.layer.21.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
251 |
+
"esm.encoder.layer.21.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
252 |
+
"esm.encoder.layer.21.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
253 |
+
"esm.encoder.layer.21.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
254 |
+
"esm.encoder.layer.21.output.dense.bias": "model-00002-of-00003.safetensors",
|
255 |
+
"esm.encoder.layer.21.output.dense.weight": "model-00002-of-00003.safetensors",
|
256 |
+
"esm.encoder.layer.22.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
257 |
+
"esm.encoder.layer.22.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
258 |
+
"esm.encoder.layer.22.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
259 |
+
"esm.encoder.layer.22.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
260 |
+
"esm.encoder.layer.22.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
261 |
+
"esm.encoder.layer.22.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
262 |
+
"esm.encoder.layer.22.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
263 |
+
"esm.encoder.layer.22.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
264 |
+
"esm.encoder.layer.22.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
265 |
+
"esm.encoder.layer.22.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
266 |
+
"esm.encoder.layer.22.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
267 |
+
"esm.encoder.layer.22.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
268 |
+
"esm.encoder.layer.22.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
269 |
+
"esm.encoder.layer.22.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
270 |
+
"esm.encoder.layer.22.output.dense.bias": "model-00002-of-00003.safetensors",
|
271 |
+
"esm.encoder.layer.22.output.dense.weight": "model-00002-of-00003.safetensors",
|
272 |
+
"esm.encoder.layer.23.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
273 |
+
"esm.encoder.layer.23.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
274 |
+
"esm.encoder.layer.23.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
275 |
+
"esm.encoder.layer.23.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
276 |
+
"esm.encoder.layer.23.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
277 |
+
"esm.encoder.layer.23.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
278 |
+
"esm.encoder.layer.23.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
279 |
+
"esm.encoder.layer.23.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
280 |
+
"esm.encoder.layer.23.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
281 |
+
"esm.encoder.layer.23.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
282 |
+
"esm.encoder.layer.23.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
283 |
+
"esm.encoder.layer.23.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
284 |
+
"esm.encoder.layer.23.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
285 |
+
"esm.encoder.layer.23.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
286 |
+
"esm.encoder.layer.23.output.dense.bias": "model-00002-of-00003.safetensors",
|
287 |
+
"esm.encoder.layer.23.output.dense.weight": "model-00002-of-00003.safetensors",
|
288 |
+
"esm.encoder.layer.24.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
289 |
+
"esm.encoder.layer.24.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
290 |
+
"esm.encoder.layer.24.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
291 |
+
"esm.encoder.layer.24.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
292 |
+
"esm.encoder.layer.24.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
293 |
+
"esm.encoder.layer.24.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
294 |
+
"esm.encoder.layer.24.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
295 |
+
"esm.encoder.layer.24.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
296 |
+
"esm.encoder.layer.24.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
297 |
+
"esm.encoder.layer.24.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
298 |
+
"esm.encoder.layer.24.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
299 |
+
"esm.encoder.layer.24.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
300 |
+
"esm.encoder.layer.24.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
301 |
+
"esm.encoder.layer.24.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
302 |
+
"esm.encoder.layer.24.output.dense.bias": "model-00002-of-00003.safetensors",
|
303 |
+
"esm.encoder.layer.24.output.dense.weight": "model-00002-of-00003.safetensors",
|
304 |
+
"esm.encoder.layer.25.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
305 |
+
"esm.encoder.layer.25.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
306 |
+
"esm.encoder.layer.25.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
307 |
+
"esm.encoder.layer.25.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
308 |
+
"esm.encoder.layer.25.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
309 |
+
"esm.encoder.layer.25.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
310 |
+
"esm.encoder.layer.25.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
311 |
+
"esm.encoder.layer.25.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
312 |
+
"esm.encoder.layer.25.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
313 |
+
"esm.encoder.layer.25.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
314 |
+
"esm.encoder.layer.25.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
315 |
+
"esm.encoder.layer.25.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
316 |
+
"esm.encoder.layer.25.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
317 |
+
"esm.encoder.layer.25.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
318 |
+
"esm.encoder.layer.25.output.dense.bias": "model-00002-of-00003.safetensors",
|
319 |
+
"esm.encoder.layer.25.output.dense.weight": "model-00002-of-00003.safetensors",
|
320 |
+
"esm.encoder.layer.26.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
321 |
+
"esm.encoder.layer.26.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
322 |
+
"esm.encoder.layer.26.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
323 |
+
"esm.encoder.layer.26.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
324 |
+
"esm.encoder.layer.26.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
325 |
+
"esm.encoder.layer.26.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
326 |
+
"esm.encoder.layer.26.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
327 |
+
"esm.encoder.layer.26.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
328 |
+
"esm.encoder.layer.26.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
329 |
+
"esm.encoder.layer.26.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
330 |
+
"esm.encoder.layer.26.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
331 |
+
"esm.encoder.layer.26.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
332 |
+
"esm.encoder.layer.26.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
333 |
+
"esm.encoder.layer.26.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
334 |
+
"esm.encoder.layer.26.output.dense.bias": "model-00002-of-00003.safetensors",
|
335 |
+
"esm.encoder.layer.26.output.dense.weight": "model-00002-of-00003.safetensors",
|
336 |
+
"esm.encoder.layer.27.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
337 |
+
"esm.encoder.layer.27.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
338 |
+
"esm.encoder.layer.27.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
339 |
+
"esm.encoder.layer.27.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
340 |
+
"esm.encoder.layer.27.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
341 |
+
"esm.encoder.layer.27.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
342 |
+
"esm.encoder.layer.27.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
343 |
+
"esm.encoder.layer.27.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
344 |
+
"esm.encoder.layer.27.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
345 |
+
"esm.encoder.layer.27.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
346 |
+
"esm.encoder.layer.27.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
347 |
+
"esm.encoder.layer.27.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
348 |
+
"esm.encoder.layer.27.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
349 |
+
"esm.encoder.layer.27.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
350 |
+
"esm.encoder.layer.27.output.dense.bias": "model-00002-of-00003.safetensors",
|
351 |
+
"esm.encoder.layer.27.output.dense.weight": "model-00002-of-00003.safetensors",
|
352 |
+
"esm.encoder.layer.28.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
353 |
+
"esm.encoder.layer.28.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
354 |
+
"esm.encoder.layer.28.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
355 |
+
"esm.encoder.layer.28.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
356 |
+
"esm.encoder.layer.28.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
357 |
+
"esm.encoder.layer.28.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
358 |
+
"esm.encoder.layer.28.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
359 |
+
"esm.encoder.layer.28.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
360 |
+
"esm.encoder.layer.28.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
361 |
+
"esm.encoder.layer.28.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
362 |
+
"esm.encoder.layer.28.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
363 |
+
"esm.encoder.layer.28.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
364 |
+
"esm.encoder.layer.28.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
365 |
+
"esm.encoder.layer.28.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
366 |
+
"esm.encoder.layer.28.output.dense.bias": "model-00002-of-00003.safetensors",
|
367 |
+
"esm.encoder.layer.28.output.dense.weight": "model-00002-of-00003.safetensors",
|
368 |
+
"esm.encoder.layer.29.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
369 |
+
"esm.encoder.layer.29.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
370 |
+
"esm.encoder.layer.29.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
371 |
+
"esm.encoder.layer.29.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
372 |
+
"esm.encoder.layer.29.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
373 |
+
"esm.encoder.layer.29.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
374 |
+
"esm.encoder.layer.29.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
375 |
+
"esm.encoder.layer.29.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
376 |
+
"esm.encoder.layer.29.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
377 |
+
"esm.encoder.layer.29.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
378 |
+
"esm.encoder.layer.29.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
379 |
+
"esm.encoder.layer.29.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
380 |
+
"esm.encoder.layer.29.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
381 |
+
"esm.encoder.layer.29.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
382 |
+
"esm.encoder.layer.29.output.dense.bias": "model-00002-of-00003.safetensors",
|
383 |
+
"esm.encoder.layer.29.output.dense.weight": "model-00002-of-00003.safetensors",
|
384 |
+
"esm.encoder.layer.3.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
385 |
+
"esm.encoder.layer.3.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
386 |
+
"esm.encoder.layer.3.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
387 |
+
"esm.encoder.layer.3.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
388 |
+
"esm.encoder.layer.3.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
389 |
+
"esm.encoder.layer.3.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
390 |
+
"esm.encoder.layer.3.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
391 |
+
"esm.encoder.layer.3.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
392 |
+
"esm.encoder.layer.3.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
393 |
+
"esm.encoder.layer.3.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
394 |
+
"esm.encoder.layer.3.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
395 |
+
"esm.encoder.layer.3.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
396 |
+
"esm.encoder.layer.3.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
397 |
+
"esm.encoder.layer.3.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
398 |
+
"esm.encoder.layer.3.output.dense.bias": "model-00001-of-00003.safetensors",
|
399 |
+
"esm.encoder.layer.3.output.dense.weight": "model-00001-of-00003.safetensors",
|
400 |
+
"esm.encoder.layer.30.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
401 |
+
"esm.encoder.layer.30.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
402 |
+
"esm.encoder.layer.30.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
403 |
+
"esm.encoder.layer.30.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
404 |
+
"esm.encoder.layer.30.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
405 |
+
"esm.encoder.layer.30.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
406 |
+
"esm.encoder.layer.30.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
407 |
+
"esm.encoder.layer.30.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
408 |
+
"esm.encoder.layer.30.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
409 |
+
"esm.encoder.layer.30.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
410 |
+
"esm.encoder.layer.30.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
411 |
+
"esm.encoder.layer.30.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
412 |
+
"esm.encoder.layer.30.intermediate.dense.bias": "model-00002-of-00003.safetensors",
|
413 |
+
"esm.encoder.layer.30.intermediate.dense.weight": "model-00002-of-00003.safetensors",
|
414 |
+
"esm.encoder.layer.30.output.dense.bias": "model-00002-of-00003.safetensors",
|
415 |
+
"esm.encoder.layer.30.output.dense.weight": "model-00002-of-00003.safetensors",
|
416 |
+
"esm.encoder.layer.31.LayerNorm.bias": "model-00003-of-00003.safetensors",
|
417 |
+
"esm.encoder.layer.31.LayerNorm.weight": "model-00003-of-00003.safetensors",
|
418 |
+
"esm.encoder.layer.31.attention.LayerNorm.bias": "model-00002-of-00003.safetensors",
|
419 |
+
"esm.encoder.layer.31.attention.LayerNorm.weight": "model-00002-of-00003.safetensors",
|
420 |
+
"esm.encoder.layer.31.attention.output.dense.bias": "model-00002-of-00003.safetensors",
|
421 |
+
"esm.encoder.layer.31.attention.output.dense.weight": "model-00002-of-00003.safetensors",
|
422 |
+
"esm.encoder.layer.31.attention.self.key.bias": "model-00002-of-00003.safetensors",
|
423 |
+
"esm.encoder.layer.31.attention.self.key.weight": "model-00002-of-00003.safetensors",
|
424 |
+
"esm.encoder.layer.31.attention.self.query.bias": "model-00002-of-00003.safetensors",
|
425 |
+
"esm.encoder.layer.31.attention.self.query.weight": "model-00002-of-00003.safetensors",
|
426 |
+
"esm.encoder.layer.31.attention.self.value.bias": "model-00002-of-00003.safetensors",
|
427 |
+
"esm.encoder.layer.31.attention.self.value.weight": "model-00002-of-00003.safetensors",
|
428 |
+
"esm.encoder.layer.31.intermediate.dense.bias": "model-00003-of-00003.safetensors",
|
429 |
+
"esm.encoder.layer.31.intermediate.dense.weight": "model-00003-of-00003.safetensors",
|
430 |
+
"esm.encoder.layer.31.output.dense.bias": "model-00003-of-00003.safetensors",
|
431 |
+
"esm.encoder.layer.31.output.dense.weight": "model-00003-of-00003.safetensors",
|
432 |
+
"esm.encoder.layer.4.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
433 |
+
"esm.encoder.layer.4.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
434 |
+
"esm.encoder.layer.4.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
435 |
+
"esm.encoder.layer.4.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
436 |
+
"esm.encoder.layer.4.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
437 |
+
"esm.encoder.layer.4.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
438 |
+
"esm.encoder.layer.4.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
439 |
+
"esm.encoder.layer.4.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
440 |
+
"esm.encoder.layer.4.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
441 |
+
"esm.encoder.layer.4.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
442 |
+
"esm.encoder.layer.4.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
443 |
+
"esm.encoder.layer.4.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
444 |
+
"esm.encoder.layer.4.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
445 |
+
"esm.encoder.layer.4.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
446 |
+
"esm.encoder.layer.4.output.dense.bias": "model-00001-of-00003.safetensors",
|
447 |
+
"esm.encoder.layer.4.output.dense.weight": "model-00001-of-00003.safetensors",
|
448 |
+
"esm.encoder.layer.5.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
449 |
+
"esm.encoder.layer.5.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
450 |
+
"esm.encoder.layer.5.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
451 |
+
"esm.encoder.layer.5.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
452 |
+
"esm.encoder.layer.5.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
453 |
+
"esm.encoder.layer.5.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
454 |
+
"esm.encoder.layer.5.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
455 |
+
"esm.encoder.layer.5.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
456 |
+
"esm.encoder.layer.5.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
457 |
+
"esm.encoder.layer.5.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
458 |
+
"esm.encoder.layer.5.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
459 |
+
"esm.encoder.layer.5.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
460 |
+
"esm.encoder.layer.5.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
461 |
+
"esm.encoder.layer.5.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
462 |
+
"esm.encoder.layer.5.output.dense.bias": "model-00001-of-00003.safetensors",
|
463 |
+
"esm.encoder.layer.5.output.dense.weight": "model-00001-of-00003.safetensors",
|
464 |
+
"esm.encoder.layer.6.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
465 |
+
"esm.encoder.layer.6.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
466 |
+
"esm.encoder.layer.6.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
467 |
+
"esm.encoder.layer.6.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
468 |
+
"esm.encoder.layer.6.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
469 |
+
"esm.encoder.layer.6.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
470 |
+
"esm.encoder.layer.6.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
471 |
+
"esm.encoder.layer.6.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
472 |
+
"esm.encoder.layer.6.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
473 |
+
"esm.encoder.layer.6.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
474 |
+
"esm.encoder.layer.6.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
475 |
+
"esm.encoder.layer.6.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
476 |
+
"esm.encoder.layer.6.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
477 |
+
"esm.encoder.layer.6.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
478 |
+
"esm.encoder.layer.6.output.dense.bias": "model-00001-of-00003.safetensors",
|
479 |
+
"esm.encoder.layer.6.output.dense.weight": "model-00001-of-00003.safetensors",
|
480 |
+
"esm.encoder.layer.7.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
481 |
+
"esm.encoder.layer.7.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
482 |
+
"esm.encoder.layer.7.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
483 |
+
"esm.encoder.layer.7.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
484 |
+
"esm.encoder.layer.7.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
485 |
+
"esm.encoder.layer.7.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
486 |
+
"esm.encoder.layer.7.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
487 |
+
"esm.encoder.layer.7.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
488 |
+
"esm.encoder.layer.7.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
489 |
+
"esm.encoder.layer.7.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
490 |
+
"esm.encoder.layer.7.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
491 |
+
"esm.encoder.layer.7.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
492 |
+
"esm.encoder.layer.7.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
493 |
+
"esm.encoder.layer.7.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
494 |
+
"esm.encoder.layer.7.output.dense.bias": "model-00001-of-00003.safetensors",
|
495 |
+
"esm.encoder.layer.7.output.dense.weight": "model-00001-of-00003.safetensors",
|
496 |
+
"esm.encoder.layer.8.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
497 |
+
"esm.encoder.layer.8.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
498 |
+
"esm.encoder.layer.8.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
499 |
+
"esm.encoder.layer.8.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
500 |
+
"esm.encoder.layer.8.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
501 |
+
"esm.encoder.layer.8.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
502 |
+
"esm.encoder.layer.8.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
503 |
+
"esm.encoder.layer.8.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
504 |
+
"esm.encoder.layer.8.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
505 |
+
"esm.encoder.layer.8.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
506 |
+
"esm.encoder.layer.8.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
507 |
+
"esm.encoder.layer.8.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
508 |
+
"esm.encoder.layer.8.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
509 |
+
"esm.encoder.layer.8.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
510 |
+
"esm.encoder.layer.8.output.dense.bias": "model-00001-of-00003.safetensors",
|
511 |
+
"esm.encoder.layer.8.output.dense.weight": "model-00001-of-00003.safetensors",
|
512 |
+
"esm.encoder.layer.9.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
513 |
+
"esm.encoder.layer.9.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
514 |
+
"esm.encoder.layer.9.attention.LayerNorm.bias": "model-00001-of-00003.safetensors",
|
515 |
+
"esm.encoder.layer.9.attention.LayerNorm.weight": "model-00001-of-00003.safetensors",
|
516 |
+
"esm.encoder.layer.9.attention.output.dense.bias": "model-00001-of-00003.safetensors",
|
517 |
+
"esm.encoder.layer.9.attention.output.dense.weight": "model-00001-of-00003.safetensors",
|
518 |
+
"esm.encoder.layer.9.attention.self.key.bias": "model-00001-of-00003.safetensors",
|
519 |
+
"esm.encoder.layer.9.attention.self.key.weight": "model-00001-of-00003.safetensors",
|
520 |
+
"esm.encoder.layer.9.attention.self.query.bias": "model-00001-of-00003.safetensors",
|
521 |
+
"esm.encoder.layer.9.attention.self.query.weight": "model-00001-of-00003.safetensors",
|
522 |
+
"esm.encoder.layer.9.attention.self.value.bias": "model-00001-of-00003.safetensors",
|
523 |
+
"esm.encoder.layer.9.attention.self.value.weight": "model-00001-of-00003.safetensors",
|
524 |
+
"esm.encoder.layer.9.intermediate.dense.bias": "model-00001-of-00003.safetensors",
|
525 |
+
"esm.encoder.layer.9.intermediate.dense.weight": "model-00001-of-00003.safetensors",
|
526 |
+
"esm.encoder.layer.9.output.dense.bias": "model-00001-of-00003.safetensors",
|
527 |
+
"esm.encoder.layer.9.output.dense.weight": "model-00001-of-00003.safetensors"
|
528 |
+
}
|
529 |
+
}
|