SebastianSchramm
commited on
Commit
·
a83e129
1
Parent(s):
5b6fd23
Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
language:
|
3 |
+
- en
|
4 |
+
pipeline_tag: text-generation
|
5 |
+
library_name: transformers
|
6 |
+
tags:
|
7 |
+
- cerebras
|
8 |
+
- LLM
|
9 |
+
---
|
10 |
+
|
11 |
+
# Instruction-tuned Cerebras GPT 111M
|
12 |
+
|
13 |
+
The smallest of [cerebras GPT models](https://huggingface.co/cerebras) with only 111M parameters instruction fine-tuned.
|
14 |
+
|
15 |
+
## Model Description
|
16 |
+
|
17 |
+
Instruction fine-tuned [cerebras-GPT-111M](https://huggingface.co/cerebras/Cerebras-GPT-111M)
|
18 |
+
|
19 |
+
## Training data
|
20 |
+
|
21 |
+
The model was fine-tuned with the following data: [alpaca_gpt4_data](https://github.com/Instruction-Tuning-with-GPT-4/GPT-4-LLM/blob/main/data/alpaca_gpt4_data.json) (data generated by GPT-4 using Alpaca prompts for fine-tuning LLMs) and [alpaca_data_cleaned](https://github.com/tloen/alpaca-lora/blob/a3027fea37c2087b8b0131b21a4cd948bbdcd9e0/alpaca_data_cleaned.json).
|
22 |
+
|
23 |
+
## Prompt template
|
24 |
+
|
25 |
+
Fine-tuning was performed with the promp template from [stanford alpaca](https://github.com/tatsu-lab/stanford_alpaca):
|
26 |
+
|
27 |
+
```python
|
28 |
+
PROMPT_DICT = {
|
29 |
+
"prompt_input": (
|
30 |
+
"Below is an instruction that describes a task, paired with an input that provides further context. "
|
31 |
+
"Write a response that appropriately completes the request.\n\n"
|
32 |
+
"### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:"
|
33 |
+
),
|
34 |
+
"prompt_no_input": (
|
35 |
+
"Below is an instruction that describes a task. "
|
36 |
+
"Write a response that appropriately completes the request.\n\n"
|
37 |
+
"### Instruction:\n{instruction}\n\n### Response:"
|
38 |
+
),
|
39 |
+
}
|
40 |
+
```
|
41 |
+
|
42 |
+
## Usage
|
43 |
+
|
44 |
+
It is recommended to format input according to the prompt template mentioned above during inference for best results.
|