Instructions to use prithivMLmods/Dorado-WebSurf_Tool-ext with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use prithivMLmods/Dorado-WebSurf_Tool-ext with Transformers:

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

pipe = pipeline("text-generation", model="prithivMLmods/Dorado-WebSurf_Tool-ext")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("prithivMLmods/Dorado-WebSurf_Tool-ext")
model = AutoModelForCausalLM.from_pretrained("prithivMLmods/Dorado-WebSurf_Tool-ext", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use prithivMLmods/Dorado-WebSurf_Tool-ext with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/prithivMLmods/Dorado-WebSurf_Tool-ext

SGLang

How to use prithivMLmods/Dorado-WebSurf_Tool-ext 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 "prithivMLmods/Dorado-WebSurf_Tool-ext" \
    --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": "prithivMLmods/Dorado-WebSurf_Tool-ext",
		"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 "prithivMLmods/Dorado-WebSurf_Tool-ext" \
        --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": "prithivMLmods/Dorado-WebSurf_Tool-ext",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use prithivMLmods/Dorado-WebSurf_Tool-ext with Docker Model Runner:
```
docker model run hf.co/prithivMLmods/Dorado-WebSurf_Tool-ext
```

prithivMLmods commited on Sep 30, 2025

Commit

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@@ -101,6 +101,23 @@ Answer: India defeated Pakistan in the Asia Cup 2025 Final with Tilak Varma scor
 ## Example : 02
 ```
 Give the latest news about the Nepal protests in 2025.
 (India Today News)

 ## Example : 02
+```
+Kallakurichi illicit liquor death toll under the DMK government in Tamil Nadu, 2024
+(India Today)
+```
+```py
+The death toll in Tamil Nadu's Kallakurichi district due to illicit liquor consumption reached **53** as of June 19, 2024, according to an India Today report.
+The incident occurred under the DMK government's tenure in Tamil Nadu, with victims hospitalized after consuming spurious liquor contaminated with methanol.
+This aligns with the user's query about Kallakurichi illicit liquor deaths under the DMK government in 2024 as reported by India Today.
+**Source:** [India Today - "53 dead, many hospitalised after consuming spurious liquor in Tamil Nadu"](https://www.indiatoday.in/india/tamil-nadu/story/tamil-nadu-spurious-liquor-hooch-kallakurichi-death-hospitalised-mk-stalin-2555476-2024-06-19)
+```
+## Example : 03
 ```
 Give the latest news about the Nepal protests in 2025.
 (India Today News)