Instructions to use selili688/tiny-chatbot-model-dpo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use selili688/tiny-chatbot-model-dpo with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("TinyLlama/TinyLlama-1.1B-Chat-v1.0")
model = PeftModel.from_pretrained(base_model, "selili688/tiny-chatbot-model-dpo")

Transformers

How to use selili688/tiny-chatbot-model-dpo with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="selili688/tiny-chatbot-model-dpo")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("selili688/tiny-chatbot-model-dpo", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use selili688/tiny-chatbot-model-dpo with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "selili688/tiny-chatbot-model-dpo"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "selili688/tiny-chatbot-model-dpo",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/selili688/tiny-chatbot-model-dpo

SGLang

How to use selili688/tiny-chatbot-model-dpo with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "selili688/tiny-chatbot-model-dpo" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "selili688/tiny-chatbot-model-dpo",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "selili688/tiny-chatbot-model-dpo" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "selili688/tiny-chatbot-model-dpo",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use selili688/tiny-chatbot-model-dpo with Docker Model Runner:
```
docker model run hf.co/selili688/tiny-chatbot-model-dpo
```

selili688 commited on Aug 11, 2025

Commit

6028948

verified ·

1 Parent(s): 922becb

DPO adapter

Browse files

Files changed (2) hide show

README.md +6 -2
special_tokens_map.json +1 -7

README.md CHANGED Viewed

@@ -1,12 +1,15 @@
 ---
 base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
-library_name: transformers
 model_name: tiny-chatbot-model-dpo
 tags:
-- generated_from_trainer
 - dpo
 - trl
 licence: license
 ---
 # Model Card for tiny-chatbot-model-dpo
@@ -34,6 +37,7 @@ This model was trained with DPO, a method introduced in [Direct Preference Optim
 ### Framework versions
 - TRL: 0.21.0
 - Transformers: 4.55.0
 - Pytorch: 2.6.0+cu124

 ---
 base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
+library_name: peft
 model_name: tiny-chatbot-model-dpo
 tags:
+- base_model:adapter:TinyLlama/TinyLlama-1.1B-Chat-v1.0
 - dpo
+- lora
+- transformers
 - trl
 licence: license
+pipeline_tag: text-generation
 ---
 # Model Card for tiny-chatbot-model-dpo
 ### Framework versions
+- PEFT 0.17.0
 - TRL: 0.21.0
 - Transformers: 4.55.0
 - Pytorch: 2.6.0+cu124

special_tokens_map.json CHANGED Viewed

@@ -13,13 +13,7 @@
     "rstrip": false,
     "single_word": false
   },
-  "pad_token": {
-    "content": "</s>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  },
   "unk_token": {
     "content": "<unk>",
     "lstrip": false,

     "rstrip": false,
     "single_word": false
   },
+  "pad_token": "</s>",
   "unk_token": {
     "content": "<unk>",
     "lstrip": false,