Instructions to use pankajmathur/model_007_preview with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use pankajmathur/model_007_preview with Transformers:

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

pipe = pipeline("text-generation", model="pankajmathur/model_007_preview")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("pankajmathur/model_007_preview")
model = AutoModelForCausalLM.from_pretrained("pankajmathur/model_007_preview")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use pankajmathur/model_007_preview with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "pankajmathur/model_007_preview"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "pankajmathur/model_007_preview",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/pankajmathur/model_007_preview

SGLang

How to use pankajmathur/model_007_preview 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 "pankajmathur/model_007_preview" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "pankajmathur/model_007_preview",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "pankajmathur/model_007_preview" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "pankajmathur/model_007_preview",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use pankajmathur/model_007_preview with Docker Model Runner:
```
docker model run hf.co/pankajmathur/model_007_preview
```

model_007_preview

Commit History

Adding `safetensors` variant of this model

39595c1
verified

SFconvertbot commited on May 1, 2025

Adding Evaluation Results (#4)

b138ff6
verified

pankajmathur

leaderboard-pr-bot commited on Mar 4, 2024

Adding Evaluation Results (#3)

b21111e

pankajmathur

leaderboard-pr-bot commited on Nov 18, 2023

Update README.md

e4297c8

psmathur commited on Aug 25, 2023

Update README.md

899b6ad

psmathur commited on Aug 25, 2023

Update README.md

cd003a8

psmathur commited on Aug 25, 2023

License update (#2)

2c5b141

psmathur

multimodalart HF Staff commited on Aug 24, 2023

Create README.md

3d95e0f

psmathur commited on Aug 12, 2023

Initial Commit

201686a

pankajmathur commited on Aug 10, 2023

initial commit

61a488c

pankajmathur commited on Aug 10, 2023

Commit History

Adding `safetensors` variant of this model 39595c1 verified

Adding Evaluation Results (#4) b138ff6 verified

Adding Evaluation Results (#3) b21111e

Update README.md e4297c8

Update README.md 899b6ad

Update README.md cd003a8

License update (#2) 2c5b141

Create README.md 3d95e0f

Initial Commit 201686a

initial commit 61a488c

Adding `safetensors` variant of this model

39595c1
verified

Adding Evaluation Results (#4)

b138ff6
verified

Adding Evaluation Results (#3)

b21111e

Update README.md

e4297c8

Update README.md

899b6ad

Update README.md

cd003a8

License update (#2)

2c5b141

Create README.md

3d95e0f

Initial Commit

201686a

initial commit

61a488c