Manish Dhakal commited on
Commit
2841907
·
1 Parent(s): 3a6414e

[ADD]: first model push

Browse files
README.md CHANGED
@@ -1,3 +1,37 @@
1
  ---
2
  license: apache-2.0
 
 
 
 
 
 
 
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: apache-2.0
3
+ datasets:
4
+ - databricks/databricks-dolly-15k
5
+ language:
6
+ - en
7
+ metrics:
8
+ - rouge
9
+ base_model:
10
+ - openai-community/gpt2
11
+ pipeline_tag: text-generation
12
  ---
13
+
14
+ # DistillLens-gpt2-base
15
+
16
+ [paper](https://arxiv.org/abs/2602.13567) | [code](https://github.com/manishdhakal/DistillLens)
17
+
18
+ **DistillLens-gpt2-base** is a gpt2-base (120M) model distilled from [gpt2-xlarge (1.5B)](https://huggingface.co/MiniLLM/teacher-gpt2-1.5B) on [databricks-dolly-15k](https://huggingface.co/datasets/aisquared/databricks-dolly-15k).
19
+
20
+ ## Method
21
+
22
+ <p align='left'>
23
+ <img src="architecture.png" width="1000">
24
+ </p>
25
+
26
+ **Note**: DistillLens requires a [GPT2-Base](https://huggingface.co/openai-community/gpt2) for initilization to perform the distillation.
27
+
28
+
29
+ ## Citation
30
+ ```
31
+ @article{dhakal2026distilllens,
32
+ title={DistillLens: Symmetric Knowledge Distillation Through Logit Lens},
33
+ author={Dhakal, Manish and Jinadu, Uthman and Budathoki, Anjila and Sunderraman, Rajshekhar and Ding, Yi},
34
+ journal={arXiv preprint arXiv:2602.13567},
35
+ year={2026}
36
+ }
37
+ ```
architecture.png ADDED
config.json ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "activation_function": "gelu_new",
3
+ "add_cross_attention": false,
4
+ "architectures": [
5
+ "GPT2LMHeadModel"
6
+ ],
7
+ "attn_pdrop": 0.1,
8
+ "bos_token_id": 50256,
9
+ "dtype": "bfloat16",
10
+ "embd_pdrop": 0.1,
11
+ "eos_token_id": 50256,
12
+ "initializer_range": 0.02,
13
+ "is_model_parallel": false,
14
+ "layer_norm_epsilon": 1e-05,
15
+ "model_type": "gpt2",
16
+ "n_ctx": 1024,
17
+ "n_embd": 768,
18
+ "n_head": 12,
19
+ "n_inner": null,
20
+ "n_layer": 12,
21
+ "n_positions": 1024,
22
+ "pad_token_id": null,
23
+ "reorder_and_upcast_attn": false,
24
+ "resid_pdrop": 0.1,
25
+ "scale_attn_by_inverse_layer_idx": false,
26
+ "scale_attn_weights": true,
27
+ "summary_activation": null,
28
+ "summary_first_dropout": 0.1,
29
+ "summary_proj_to_labels": true,
30
+ "summary_type": "cls_index",
31
+ "summary_use_proj": true,
32
+ "task_specific_params": {
33
+ "text-generation": {
34
+ "do_sample": true,
35
+ "max_length": 50
36
+ }
37
+ },
38
+ "tie_word_embeddings": true,
39
+ "transformers_version": "5.2.0",
40
+ "use_cache": true,
41
+ "vocab_size": 50257
42
+ }
generation_config.json ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "_from_model_config": true,
3
+ "bos_token_id": 50256,
4
+ "eos_token_id": 50256,
5
+ "transformers_version": "5.2.0"
6
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5f9d20d1909bdfcd7ef7802dac552e1943c07b3e8b8c71f4a4746e57b0dcf7e6
3
+ size 248894656
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_prefix_space": false,
3
+ "backend": "tokenizers",
4
+ "bos_token": "<|endoftext|>",
5
+ "eos_token": "<|endoftext|>",
6
+ "errors": "replace",
7
+ "is_local": true,
8
+ "model_max_length": 1024,
9
+ "pad_token": "<|endoftext|>",
10
+ "tokenizer_class": "GPT2Tokenizer",
11
+ "unk_token": "<|endoftext|>"
12
+ }