Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
tags:
|
| 4 |
+
- control vectors
|
| 5 |
+
- exllamav2
|
| 6 |
+
- creative writing
|
| 7 |
+
- text generation
|
| 8 |
+
- inference
|
| 9 |
+
- model integration
|
| 10 |
+
---
|
| 11 |
+
# Creative Writing Control Vectors Integration for ExLlamaV2
|
| 12 |
+
|
| 13 |
+
This project provides a wrapper to integrate [jukofyork's creative writing control vectors](https://huggingface.co/jukofyork/creative-writing-control-vectors-v3.0) with [ExLlamaV2](https://github.com/turboderp/exllamav2/). While ExLlamaV2 does not natively support control vectors, this wrapper enables loading and injecting GGUF control vectors into the model for dynamic text generation control.
|
| 14 |
+
|
| 15 |
+
## Overview
|
| 16 |
+
|
| 17 |
+
- Wrapper for using control vectors with ExLlamaV2
|
| 18 |
+
- Supports loading control vectors from GGUF format
|
| 19 |
+
- Injects vectors directly into ExLlamaV2 inference
|
| 20 |
+
- Enables dynamic text generation control
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
- Wrapper for using control vectors with ExLlamaV2
|
| 24 |
+
- Supports loading control vectors from GGUF format
|
| 25 |
+
- Injects vectors directly into ExLlamaV2 inference
|
| 26 |
+
- Enables dynamic text generation control
|
| 27 |
+
|
| 28 |
+
## Usage
|
| 29 |
+
|
| 30 |
+
1. Download model in ExLlamaV2 format
|
| 31 |
+
2. Create a "-vectors" directory next to model directory
|
| 32 |
+
3. Download the control vectors from [jukofyork's repository](https://huggingface.co/jukofyork/creative-writing-control-vectors-v3.0) and place them in the "-vectors" directory.
|
| 33 |
+
4. Run inference with the `--control_vectors` (`-vc`) parameter.
|
| 34 |
+
|
| 35 |
+
Example command:
|
| 36 |
+
```bash
|
| 37 |
+
python test_inference.py -m Meta-Llama-3-70B-Instruct-8bpw \
|
| 38 |
+
-p "<prompt>" \
|
| 39 |
+
--control_vectors language:simple:0.5,optimism:optimism:0.5
|
| 40 |
+
```
|
| 41 |
+
|
| 42 |
+
## Directory Structure
|
| 43 |
+
|
| 44 |
+
Ensure your directory structure follows this format to correctly load the control vectors:
|
| 45 |
+
|
| 46 |
+
```
|
| 47 |
+
models/
|
| 48 |
+
βββ Meta-Llama-3-70B-Instruct-8bpw/
|
| 49 |
+
β βββ model files...
|
| 50 |
+
βββ Meta-Llama-3-70B-Instruct-8bpw-vectors/
|
| 51 |
+
βββ llama-3:70b-language__debias.gguf
|
| 52 |
+
βββ llama-3:70b-language__simple.gguf
|
| 53 |
+
βββ llama-3:70b-language__ornate.gguf
|
| 54 |
+
βββ ...
|
| 55 |
+
```
|
| 56 |
+
|
| 57 |
+
## Limitations
|
| 58 |
+
|
| 59 |
+
- Proof of concept implementation
|
| 60 |
+
- May impact model performance
|
| 61 |
+
- Limited testing with different vector combinations
|
| 62 |
+
- No guarantee of exact equivalence to llama.cpp behavior
|
| 63 |
+
|
| 64 |
+
## Acknowledgments
|
| 65 |
+
|
| 66 |
+
- Control vectors from [jukofyork's creative-writing-control-vectors-v3.0](https://huggingface.co/jukofyork/creative-writing-control-vectors-v3.0)
|
| 67 |
+
- [ExLlamaV2 by turboderp](https://github.com/turboderp/exllamav2/)
|