Upload folder using huggingface_hub
Browse files- README.md +68 -0
- config.json +6 -0
- figures/fig1.png +0 -0
- figures/fig2.png +0 -0
- pytorch_model.bin +3 -0
README.md
ADDED
|
@@ -0,0 +1,68 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
library_name: transformers
|
| 4 |
+
---
|
| 5 |
+
# Aurora-Coder-Base
|
| 6 |
+
<!-- markdownlint-disable first-line-h1 -->
|
| 7 |
+
<!-- markdownlint-disable html -->
|
| 8 |
+
<!-- markdownlint-disable no-duplicate-header -->
|
| 9 |
+
|
| 10 |
+
<div align="center">
|
| 11 |
+
<img src="figures/fig1.png" width="60%" alt="Aurora-Coder-Base" />
|
| 12 |
+
</div>
|
| 13 |
+
<hr>
|
| 14 |
+
|
| 15 |
+
<div align="center" style="line-height: 1;">
|
| 16 |
+
<a href="LICENSE" style="margin: 2px;">
|
| 17 |
+
<img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/>
|
| 18 |
+
</a>
|
| 19 |
+
</div>
|
| 20 |
+
|
| 21 |
+
## 1. Introduction
|
| 22 |
+
|
| 23 |
+
Aurora-Coder-Base is a code-specialised checkpoint fine-tuned on a deduplicated multi-language corpus. It targets repository-level code completion and agentic tool use.
|
| 24 |
+
|
| 25 |
+
## 2. Evaluation Results
|
| 26 |
+
|
| 27 |
+
### Comprehensive Benchmark Results
|
| 28 |
+
|
| 29 |
+
<div align="center">
|
| 30 |
+
|
| 31 |
+
| | Benchmark | StarBase | CodeNova | Aurora-mini | Aurora-Coder-Base |
|
| 32 |
+
|---|---|---|---|---|---|
|
| 33 |
+
| **Core Reasoning Tasks** | Math Reasoning | 0.579 | 0.535 | 0.552 | 0.592 |
|
| 34 |
+
| | Logical Reasoning | 0.810 | 0.831 | 0.824 | 0.846 |
|
| 35 |
+
| | Common Sense | 0.731 | 0.734 | 0.750 | 0.761 |
|
| 36 |
+
| **Language Understanding** | Reading Comprehension | 0.681 | 0.711 | 0.673 | 0.732 |
|
| 37 |
+
| | Question Answering | 0.607 | 0.592 | 0.591 | 0.628 |
|
| 38 |
+
| | Text Classification | 0.833 | 0.808 | 0.832 | 0.843 |
|
| 39 |
+
| | Sentiment Analysis | 0.785 | 0.780 | 0.756 | 0.806 |
|
| 40 |
+
| **Generation Tasks** | Code Generation | 0.676 | 0.665 | 0.642 | 0.692 |
|
| 41 |
+
| | Creative Writing | 0.609 | 0.623 | 0.639 | 0.656 |
|
| 42 |
+
| | Dialogue Generation | 0.657 | 0.616 | 0.618 | 0.673 |
|
| 43 |
+
| | Summarization | 0.762 | 0.780 | 0.748 | 0.787 |
|
| 44 |
+
| **Specialized Capabilities** | Translation | 0.808 | 0.778 | 0.808 | 0.816 |
|
| 45 |
+
| | Knowledge Retrieval | 0.655 | 0.645 | 0.691 | 0.697 |
|
| 46 |
+
| | Instruction Following | 0.725 | 0.743 | 0.742 | 0.779 |
|
| 47 |
+
| | Safety Evaluation | 0.715 | 0.700 | 0.703 | 0.759 |
|
| 48 |
+
|
| 49 |
+
</div>
|
| 50 |
+
|
| 51 |
+
### Overall Performance Summary
|
| 52 |
+
The Aurora-Coder-Base demonstrates strong performance across all evaluated benchmark categories, with particularly notable results in reasoning and generation tasks.
|
| 53 |
+
|
| 54 |
+
## 3. Chat Website & API Platform
|
| 55 |
+
We offer a chat interface and API for you to interact with Aurora-Coder-Base. Please check our official website for more details.
|
| 56 |
+
|
| 57 |
+
## 4. How to Run Locally
|
| 58 |
+
|
| 59 |
+
Please refer to our code repository for more information about running Aurora-Coder-Base locally.
|
| 60 |
+
|
| 61 |
+
### Temperature
|
| 62 |
+
We recommend setting the temperature parameter to 0.6.
|
| 63 |
+
|
| 64 |
+
## 5. License
|
| 65 |
+
This repository is released under the mit license. The model supports commercial use.
|
| 66 |
+
|
| 67 |
+
## 6. Contact
|
| 68 |
+
If you have any questions, please contact us at hello@aurora.dev.
|
config.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_type": "bert",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertModel"
|
| 5 |
+
]
|
| 6 |
+
}
|
figures/fig1.png
ADDED
|
figures/fig2.png
ADDED
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:965362299a238de576a92dfdd3e32aea7a2bacc94b2c41541c8c9258b923f587
|
| 3 |
+
size 23
|