update model card
Browse files
README.md
CHANGED
@@ -1,3 +1,67 @@
|
|
1 |
-
---
|
2 |
-
license: apache-2.0
|
3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
language:
|
4 |
+
- en
|
5 |
+
- ja
|
6 |
+
---
|
7 |
+
|
8 |
+
# RakutenAI-2.0-mini
|
9 |
+
## Model Description
|
10 |
+
RakutenAI-2.0-mini is a lightweight Japanese language model trained from scratch using a transformer architecture, designed for efficient performance in resource-constrained environments. As a foundation model, it serves as the backbone for instruct models.
|
11 |
+
|
12 |
+
*If you are looking for instruct model, check [RakutenAI-2.0-mini-instruct](https://huggingface.co/Rakuten/RakutenAI-2.0-mini-instruct)*.
|
13 |
+
|
14 |
+
|
15 |
+
## Model Usage
|
16 |
+
## Usage
|
17 |
+
```python
|
18 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
19 |
+
model_path = "Rakuten/RakutenAI-2.0-mini"
|
20 |
+
tokenizer = AutoTokenizer.from_pretrained(model_path)
|
21 |
+
model = AutoModelForCausalLM.from_pretrained(model_path, torch_dtype="auto", device_map="auto")
|
22 |
+
model.eval()
|
23 |
+
|
24 |
+
requests = [
|
25 |
+
"南硫黄島原生自然環境保全地域は、自然",
|
26 |
+
"The capybara is a giant cavy rodent",
|
27 |
+
]
|
28 |
+
|
29 |
+
for req in requests:
|
30 |
+
input_text = tokenizer(req, return_tensors="pt").to(device=model.device)
|
31 |
+
tokens = model.generate(
|
32 |
+
**input_text,
|
33 |
+
max_new_tokens=512,
|
34 |
+
do_sample=True,
|
35 |
+
pad_token_id=tokenizer.eos_token_id,
|
36 |
+
)
|
37 |
+
out = tokenizer.decode(tokens[0], skip_special_tokens=True)
|
38 |
+
print("INPUT:\n" + req)
|
39 |
+
print("OUTPUT:\n" + out)
|
40 |
+
|
41 |
+
```
|
42 |
+
|
43 |
+
## Model Details
|
44 |
+
|
45 |
+
* **Developed by**: [Rakuten Group, Inc.](https://ai.rakuten.com/)
|
46 |
+
* **Language(s)**: Japanese, English
|
47 |
+
* **License**: This model is licensed under [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0).
|
48 |
+
* **Model Architecture**: Transformer
|
49 |
+
|
50 |
+
### Limitations and Bias
|
51 |
+
|
52 |
+
The suite of RakutenAI-2.0 models is capable of generating human-like text on a wide range of topics. However, like all LLMs, they have limitations and can produce biased, inaccurate, or unsafe outputs. Please exercise caution and judgement while interacting with them.
|
53 |
+
|
54 |
+
## Citation
|
55 |
+
For citing our work on the suite of RakutenAI-2.0 models, please use:
|
56 |
+
|
57 |
+
```
|
58 |
+
@misc{rakutengroup2025rakutenai2.0,
|
59 |
+
author = {Rakuten Group, Inc.},
|
60 |
+
title = {RakutenAI-2.0},
|
61 |
+
year = {2025},
|
62 |
+
publisher = {Hugging Face},
|
63 |
+
url = {https://huggingface.co/Rakuten},
|
64 |
+
}
|
65 |
+
|
66 |
+
```
|
67 |
+
|