Commit
·
846c771
0
Parent(s):
Initial commit: LoRA adapter + model card
Browse files- .gitattributes +1 -0
- README.md +61 -0
- adapters.safetensors +3 -0
.gitattributes
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: other
|
| 3 |
+
tags:
|
| 4 |
+
- lora
|
| 5 |
+
- mlx
|
| 6 |
+
- customer-support
|
| 7 |
+
- placeholder-safe
|
| 8 |
+
- llama-3.2
|
| 9 |
+
base_model: meta-llama/Llama-3.2-3B-Instruct
|
| 10 |
+
library_name: mlx
|
| 11 |
+
datasets:
|
| 12 |
+
- bitext/Bitext-customer-support-llm-chatbot-training-dataset
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# Customer Support LoRA Adapter (Llama-3.2-3B-Instruct · MLX)
|
| 16 |
+
|
| 17 |
+
This repository provides **LoRA adapters** fine-tuned on the
|
| 18 |
+
[Bitext Customer Support dataset](https://huggingface.co/datasets/bitext/Bitext-customer-support-llm-chatbot-training-dataset).
|
| 19 |
+
The goal is **placeholder-safe** answers (e.g., `{{Order Number}}`, `{{Website URL}}` **must remain unchanged**).
|
| 20 |
+
|
| 21 |
+
- **Base model**: [`meta-llama/Llama-3.2-3B-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct)
|
| 22 |
+
- **Runtime**: Apple Silicon **MLX**
|
| 23 |
+
- **This repo contains**: `adapters.safetensors` (**LoRA only**; no base weights)
|
| 24 |
+
|
| 25 |
+
> You must accept/download the base model under its own license (Meta Llama 3.2 Community License).
|
| 26 |
+
> This repo **does not** include base weights.
|
| 27 |
+
|
| 28 |
+
---
|
| 29 |
+
|
| 30 |
+
## Quickstart (MLX CLI)
|
| 31 |
+
|
| 32 |
+
Install once:
|
| 33 |
+
```bash
|
| 34 |
+
pip install -U mlx-lm
|
| 35 |
+
|
| 36 |
+
Generate with adapter:
|
| 37 |
+
python -m mlx_lm.generate \
|
| 38 |
+
--model meta-llama/Llama-3.2-3B-Instruct \
|
| 39 |
+
--adapter-path batuhne/customer-support-llm \
|
| 40 |
+
--prompt "Hello, please cancel order {{Order Number}}" \
|
| 41 |
+
--max-tokens 128 --temp 0.2
|
| 42 |
+
|
| 43 |
+
Interactive chat (optional):
|
| 44 |
+
python -m mlx_lm.chat \
|
| 45 |
+
--model meta-llama/Llama-3.2-3B-Instruct \
|
| 46 |
+
--adapter-path batuhne/customer-support-llm
|
| 47 |
+
|
| 48 |
+
Recommended system prompt
|
| 49 |
+
Keep placeholders exactly:
|
| 50 |
+
You are a concise, helpful customer support agent. Preserve placeholders exactly as given (e.g., {{Order Number}}, {{Website URL}}).
|
| 51 |
+
|
| 52 |
+
Notes
|
| 53 |
+
Trained for placeholder integrity; do not modify {{…}} tokens in outputs.
|
| 54 |
+
Use MLX quantized base weights if you need lower RAM/VRAM usage on Apple Silicon.
|
| 55 |
+
|
| 56 |
+
Limitations
|
| 57 |
+
Adapter quality is tied to the base model and dataset scope (customer support).
|
| 58 |
+
This is not a general safety or policy layer; review outputs before production use.
|
| 59 |
+
|
| 60 |
+
License
|
| 61 |
+
Base model license: Meta Llama 3.2 Community License (must be accepted separately).
|
adapters.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:15321469c49362e86b18f5481139f7d0843a4e547b55cb5660f458cacf564dd6
|
| 3 |
+
size 5249791
|