Update README.md
Browse files
README.md
CHANGED
@@ -1,23 +1,37 @@
|
|
1 |
---
|
|
|
2 |
base_model:
|
3 |
- Qwen/Qwen1.5-7B-Chat
|
4 |
- deepseek-ai/deepseek-coder-6.7b-instruct
|
5 |
tags:
|
6 |
- merge
|
7 |
- mergekit
|
8 |
-
-
|
9 |
-
-
|
10 |
-
-
|
|
|
11 |
---
|
|
|
|
|
|
|
|
|
|
|
12 |
|
13 |
-
|
14 |
|
15 |
-
|
16 |
-
|
17 |
-
|
18 |
|
19 |
-
|
|
|
|
|
20 |
|
|
|
|
|
|
|
|
|
|
|
21 |
```yaml
|
22 |
slices:
|
23 |
- sources:
|
@@ -32,27 +46,26 @@ parameters:
|
|
32 |
dtype: bfloat16
|
33 |
```
|
34 |
|
35 |
-
##
|
36 |
-
|
37 |
-
|
38 |
-
|
39 |
-
|
40 |
-
|
41 |
-
import transformers
|
42 |
-
import torch
|
43 |
|
44 |
-
model
|
45 |
-
|
|
|
|
|
|
|
|
|
46 |
|
47 |
-
|
48 |
-
|
49 |
-
|
50 |
-
|
51 |
-
|
52 |
-
|
53 |
-
device_map="auto",
|
54 |
-
)
|
55 |
|
56 |
-
|
57 |
-
|
58 |
-
```
|
|
|
1 |
---
|
2 |
+
license: apache-2.0
|
3 |
base_model:
|
4 |
- Qwen/Qwen1.5-7B-Chat
|
5 |
- deepseek-ai/deepseek-coder-6.7b-instruct
|
6 |
tags:
|
7 |
- merge
|
8 |
- mergekit
|
9 |
+
- qwen
|
10 |
+
- deepseek
|
11 |
+
- coder
|
12 |
+
- slerp
|
13 |
---
|
14 |
+
# Qwen15-DeepSeek-Coder-Merge
|
15 |
+
This is a merge of pre-trained language models created using MergeKit, combining the foundational capabilities of Qwen 1.5 with DeepSeek Coder's programming expertise through an efficient SLERP fusion.
|
16 |
+
|
17 |
+
## About Me
|
18 |
+
I'm David Soeiro-Vuong, a third-year Computer Science student working as an apprentice at TW3 Partners, a company specialized in Generative AI. Passionate about artificial intelligence and language models optimization, I focus on creating efficient model merges that balance performance and capabilities.
|
19 |
|
20 |
+
🔗 [Connect with me on LinkedIn](https://www.linkedin.com/in/david-soeiro-vuong-a28b582ba/)
|
21 |
|
22 |
+
## Merge Details
|
23 |
+
### Merge Method
|
24 |
+
This model uses SLERP (Spherical Linear Interpolation) with carefully tuned parameters to achieve optimal performance balance:
|
25 |
|
26 |
+
- **Weighted Blend**: t=0.6 provides a slightly stronger influence from the DeepSeek Coder model
|
27 |
+
- **Complete Layer Merging**: Full layer-range coverage ensures comprehensive knowledge transfer
|
28 |
+
- **Format**: bfloat16 precision for efficient memory usage
|
29 |
|
30 |
+
### Models Merged
|
31 |
+
* [Qwen/Qwen1.5-7B-Chat](https://huggingface.co/Qwen/Qwen1.5-7B-Chat) - Alibaba's Qwen 1.5 chat model known for its strong conversational capabilities and instruction following
|
32 |
+
* [deepseek-ai/deepseek-coder-6.7b-instruct](https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct) - DeepSeek's specialized coding model with excellent programming language understanding and code generation abilities
|
33 |
+
|
34 |
+
### Configuration
|
35 |
```yaml
|
36 |
slices:
|
37 |
- sources:
|
|
|
46 |
dtype: bfloat16
|
47 |
```
|
48 |
|
49 |
+
## Model Capabilities
|
50 |
+
This merge combines:
|
51 |
+
- Qwen 1.5's strong instruction following and general knowledge capabilities
|
52 |
+
- DeepSeek Coder's specialized programming expertise and code generation abilities
|
53 |
+
- Enhanced technical understanding and explanation capabilities
|
54 |
+
- Fully open architecture with no usage restrictions
|
|
|
|
|
55 |
|
56 |
+
The resulting model provides enhanced performance on tasks requiring both conversational fluency and programming expertise, such as:
|
57 |
+
- Code generation across multiple programming languages
|
58 |
+
- Technical documentation and explanations
|
59 |
+
- Algorithm implementation and problem-solving
|
60 |
+
- Software development assistance with natural language understanding
|
61 |
+
- Debugging and code optimization suggestions
|
62 |
|
63 |
+
## Limitations
|
64 |
+
- Inherits limitations from both base models
|
65 |
+
- May exhibit inconsistent behavior for certain advanced programming tasks
|
66 |
+
- No additional alignment or fine-tuning beyond the base models' training
|
67 |
+
- Model was created through parameter merging without additional training data
|
68 |
+
- Slight model size mismatch (7B vs 6.7B) may introduce some parameter interpolation artifacts
|
|
|
|
|
69 |
|
70 |
+
## License
|
71 |
+
This model is released under the Apache 2.0 license, consistent with the underlying models' licenses.
|
|