Update README.md
Browse files
README.md
CHANGED
@@ -1,3 +1,59 @@
|
|
1 |
---
|
2 |
license: other
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
license: other
|
3 |
+
homepage: https://wandb.ai/hampterbyte/Wizard-Vicuna-13B-Uncensored-SpQR/runs/95vcnhr8/overview
|
4 |
+
model-index:
|
5 |
+
- name: Wizard-Vicuna-13B-Uncensored-SpQR
|
6 |
+
results:
|
7 |
+
- task:
|
8 |
+
type: text-generation-inference
|
9 |
+
name: Text Generation
|
10 |
+
dataset:
|
11 |
+
type: c4-new
|
12 |
+
name: C4 New Dataset
|
13 |
+
metrics:
|
14 |
+
- type: perplexity
|
15 |
+
value: 7.354
|
16 |
+
- task:
|
17 |
+
type: text-generation-inference
|
18 |
+
name: Text Generation
|
19 |
+
dataset:
|
20 |
+
type: wikitext2
|
21 |
+
name: WikiText-2 Dataset
|
22 |
+
metrics:
|
23 |
+
- type: perplexity
|
24 |
+
value: 5.685
|
25 |
+
- task:
|
26 |
+
type: text-generation-inference
|
27 |
+
name: Text Generation
|
28 |
+
dataset:
|
29 |
+
type: ptb-new
|
30 |
+
name: PTB New Dataset
|
31 |
+
metrics:
|
32 |
+
- type: perplexity
|
33 |
+
value: 20.822
|
34 |
---
|
35 |
+
|
36 |
+
|
37 |
+
# Wizard-Vicuna-13B-Uncensored-SpQR
|
38 |
+
|
39 |
+
## Overview
|
40 |
+
This model is an SpQR 4-bit quantization of the original [Wizard-Vicuna-13B-Uncensored-HF](https://huggingface.co/TheBloke/Wizard-Vicuna-13B-Uncensored-HF)
|
41 |
+
|
42 |
+
## Quantization Specifications
|
43 |
+
|
44 |
+
- **Quantization**: 4-bit, group size of 16, per-channel with scale and zero-point of 3 bits.
|
45 |
+
- **Outliers**: Threshold set at 0.2.
|
46 |
+
- **Permutation Order**: `act_order`.
|
47 |
+
- **Dampening**: Set at 1e0.
|
48 |
+
- **Sampling**: 128 samples.
|
49 |
+
- **Logging**: Via Weights & Biases.
|
50 |
+
|
51 |
+
## Evaluation Metrics
|
52 |
+
|
53 |
+
The following perplexity scores were obtained on various datasets:
|
54 |
+
|
55 |
+
| Dataset | Perplexity |
|
56 |
+
|:---------:|:----------:|
|
57 |
+
| c4-new | 7.354 |
|
58 |
+
| wikitext2 | 5.685 |
|
59 |
+
| ptb-new | 20.822 |
|