Instructions to use betterdataai/large-tabular-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use betterdataai/large-tabular-model with Transformers:

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

pipe = pipeline("text-generation", model="betterdataai/large-tabular-model")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("betterdataai/large-tabular-model", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use betterdataai/large-tabular-model with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/betterdataai/large-tabular-model

SGLang

How to use betterdataai/large-tabular-model 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 "betterdataai/large-tabular-model" \
    --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": "betterdataai/large-tabular-model",
		"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 "betterdataai/large-tabular-model" \
        --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": "betterdataai/large-tabular-model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Studio new

How to use betterdataai/large-tabular-model with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for betterdataai/large-tabular-model to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for betterdataai/large-tabular-model to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for betterdataai/large-tabular-model to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="betterdataai/large-tabular-model",
    max_seq_length=2048,
)

Docker Model Runner
How to use betterdataai/large-tabular-model with Docker Model Runner:
```
docker model run hf.co/betterdataai/large-tabular-model
```

betterdataai commited on Feb 27, 2025

Commit

d31e35c

verified ·

1 Parent(s): a0e1a10

Update README.md

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README.md +2 -2

README.md CHANGED Viewed

@@ -9,6 +9,7 @@ tags:
 license: apache-2.0
 language:
 - en
 ---
 - **Developed by:** betterdataai
@@ -111,5 +112,4 @@ IPV4_SRC_ADDR,L4_SRC_PORT,IPV4_DST_ADDR,L4_DST_PORT,PROTOCOL,L7_PROTO,IN_BYTES,O
 59.166.0.2,51911,149.171.126.6,53,17,0.0,146,178,2,2,0,0,0
 59.166.0.1,17727,149.171.126.9,5190,6,0.0,2158,2464,24,24,27,7,0
 59.166.0.3,56144,149.171.126.0,5190,6,0.0,1470,1728,22,14,27,0,0<|eot_id|>
-```

 license: apache-2.0
 language:
 - en
+pipeline_tag: text-generation
 ---
 - **Developed by:** betterdataai
 59.166.0.2,51911,149.171.126.6,53,17,0.0,146,178,2,2,0,0,0
 59.166.0.1,17727,149.171.126.9,5190,6,0.0,2158,2464,24,24,27,7,0
 59.166.0.3,56144,149.171.126.0,5190,6,0.0,1470,1728,22,14,27,0,0<|eot_id|>
+```