retnet-summarization-small
Browse files- README.md +61 -0
- added_tokens.json +4 -0
- config.json +37 -0
- generation_config.json +6 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Nov12_22-21-47_6aff2f325475/events.out.tfevents.1699827707.6aff2f325475.167.0 +3 -0
- special_tokens_map.json +19 -0
- tokenizer.json +0 -0
- tokenizer_config.json +37 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
ADDED
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
tags:
|
3 |
+
- generated_from_trainer
|
4 |
+
datasets:
|
5 |
+
- xsum
|
6 |
+
model-index:
|
7 |
+
- name: retnet-summarization_small
|
8 |
+
results: []
|
9 |
+
---
|
10 |
+
|
11 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
12 |
+
should probably proofread and complete it, then remove this comment. -->
|
13 |
+
|
14 |
+
# retnet-summarization_small
|
15 |
+
|
16 |
+
This model is a fine-tuned version of [](https://huggingface.co/) on the xsum dataset.
|
17 |
+
It achieves the following results on the evaluation set:
|
18 |
+
- Loss: 5.1335
|
19 |
+
|
20 |
+
## Model description
|
21 |
+
|
22 |
+
More information needed
|
23 |
+
|
24 |
+
## Intended uses & limitations
|
25 |
+
|
26 |
+
More information needed
|
27 |
+
|
28 |
+
## Training and evaluation data
|
29 |
+
|
30 |
+
More information needed
|
31 |
+
|
32 |
+
## Training procedure
|
33 |
+
|
34 |
+
### Training hyperparameters
|
35 |
+
|
36 |
+
The following hyperparameters were used during training:
|
37 |
+
- learning_rate: 0.0006
|
38 |
+
- train_batch_size: 4
|
39 |
+
- eval_batch_size: 4
|
40 |
+
- seed: 42
|
41 |
+
- gradient_accumulation_steps: 4
|
42 |
+
- total_train_batch_size: 16
|
43 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
44 |
+
- lr_scheduler_type: cosine
|
45 |
+
- lr_scheduler_warmup_steps: 10
|
46 |
+
- num_epochs: 1
|
47 |
+
- mixed_precision_training: Native AMP
|
48 |
+
|
49 |
+
### Training results
|
50 |
+
|
51 |
+
| Training Loss | Epoch | Step | Validation Loss |
|
52 |
+
|:-------------:|:-----:|:-----:|:---------------:|
|
53 |
+
| 5.606 | 1.0 | 11525 | 5.1335 |
|
54 |
+
|
55 |
+
|
56 |
+
### Framework versions
|
57 |
+
|
58 |
+
- Transformers 4.35.0
|
59 |
+
- Pytorch 2.1.0+cu118
|
60 |
+
- Datasets 2.14.6
|
61 |
+
- Tokenizers 0.14.1
|
added_tokens.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"<|pad|>": 50257,
|
3 |
+
"<|sep|>": 50258
|
4 |
+
}
|
config.json
ADDED
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"activation_dropout": 0.0,
|
3 |
+
"activation_fn": "swish",
|
4 |
+
"architectures": [
|
5 |
+
"RetNetForCausalLM"
|
6 |
+
],
|
7 |
+
"decoder_embed_dim": 128,
|
8 |
+
"decoder_ffn_embed_dim": 216,
|
9 |
+
"decoder_layers": 3,
|
10 |
+
"decoder_normalize_before": true,
|
11 |
+
"decoder_retention_heads": 2,
|
12 |
+
"decoder_value_embed_dim": 216,
|
13 |
+
"deepnorm": false,
|
14 |
+
"drop_path_rate": 0.0,
|
15 |
+
"dropout": 0.5,
|
16 |
+
"eos_token_id": 50256,
|
17 |
+
"forward_impl": "parallel",
|
18 |
+
"initializer_range": 0.02,
|
19 |
+
"is_decoder": true,
|
20 |
+
"layernorm_embedding": true,
|
21 |
+
"layernorm_eps": 1e-06,
|
22 |
+
"model_type": "retnet",
|
23 |
+
"no_scale_embedding": false,
|
24 |
+
"output_retentions": false,
|
25 |
+
"pad_token_id": 50257,
|
26 |
+
"recurrent_chunk_size": 128,
|
27 |
+
"subln": true,
|
28 |
+
"tie_word_embeddings": false,
|
29 |
+
"torch_dtype": "float32",
|
30 |
+
"transformers_version": "4.35.0",
|
31 |
+
"use_cache": true,
|
32 |
+
"use_ffn_rms_norm": false,
|
33 |
+
"use_glu": true,
|
34 |
+
"use_lm_decay": false,
|
35 |
+
"vocab_size": 50259,
|
36 |
+
"z_loss_coeff": 0.0
|
37 |
+
}
|
generation_config.json
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_from_model_config": true,
|
3 |
+
"eos_token_id": 50256,
|
4 |
+
"pad_token_id": 50257,
|
5 |
+
"transformers_version": "4.35.0"
|
6 |
+
}
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:25ae8604af53a3ee320071c5154d6e1d82bde7ce62cfd5a1bdd154646d54e5a3
|
3 |
+
size 53857264
|
runs/Nov12_22-21-47_6aff2f325475/events.out.tfevents.1699827707.6aff2f325475.167.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fae5981acfaae6f6a98c6cafb9a4facf16b5b8132be81048277be1a6d309639c
|
3 |
+
size 5244
|
special_tokens_map.json
ADDED
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": "<|endoftext|>",
|
3 |
+
"eos_token": "<|endoftext|>",
|
4 |
+
"pad_token": {
|
5 |
+
"content": "<|pad|>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": false,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false
|
10 |
+
},
|
11 |
+
"sep_token": {
|
12 |
+
"content": "<|sep|>",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false
|
17 |
+
},
|
18 |
+
"unk_token": "<|endoftext|>"
|
19 |
+
}
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"50256": {
|
5 |
+
"content": "<|endoftext|>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": true,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"50257": {
|
13 |
+
"content": "<|pad|>",
|
14 |
+
"lstrip": false,
|
15 |
+
"normalized": false,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
},
|
20 |
+
"50258": {
|
21 |
+
"content": "<|sep|>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": false,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false,
|
26 |
+
"special": true
|
27 |
+
}
|
28 |
+
},
|
29 |
+
"bos_token": "<|endoftext|>",
|
30 |
+
"clean_up_tokenization_spaces": true,
|
31 |
+
"eos_token": "<|endoftext|>",
|
32 |
+
"model_max_length": 1024,
|
33 |
+
"pad_token": "<|pad|>",
|
34 |
+
"sep_token": "<|sep|>",
|
35 |
+
"tokenizer_class": "GPT2Tokenizer",
|
36 |
+
"unk_token": "<|endoftext|>"
|
37 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7cf246cae8cc6d428c85463086983fbe3337dec9b6b9912a24e85fc82cbd653b
|
3 |
+
size 4600
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|