Text Generation
Transformers
Safetensors
English
llama
small
cpu
supra
v4
tiny
mini
open
open-source
text-generation-inference
Instructions to use SupraLabs/Supra-Mini-v4-2M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use SupraLabs/Supra-Mini-v4-2M with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="SupraLabs/Supra-Mini-v4-2M")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("SupraLabs/Supra-Mini-v4-2M") model = AutoModelForCausalLM.from_pretrained("SupraLabs/Supra-Mini-v4-2M") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use SupraLabs/Supra-Mini-v4-2M with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "SupraLabs/Supra-Mini-v4-2M" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SupraLabs/Supra-Mini-v4-2M", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/SupraLabs/Supra-Mini-v4-2M
- SGLang
How to use SupraLabs/Supra-Mini-v4-2M 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 "SupraLabs/Supra-Mini-v4-2M" \ --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": "SupraLabs/Supra-Mini-v4-2M", "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 "SupraLabs/Supra-Mini-v4-2M" \ --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": "SupraLabs/Supra-Mini-v4-2M", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use SupraLabs/Supra-Mini-v4-2M with Docker Model Runner:
docker model run hf.co/SupraLabs/Supra-Mini-v4-2M
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## Examples
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**Prompt:** "Artificial intelligence is "<br>
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**Output:**: *"Artificial intelligence is \
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The idea of the theory that the world has a very high-performance technology, which is also more important to society’s lives than people who are being able to find their own knowledge and understanding how it can be used for future generations. It would have been an essential step in thinking about what they think about and why they do not work with them.
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It was just one thing you need to know as many ways to get involved on our planet. So if we did this new approach to AI in science or physics, then I am going to make sure there were no things that really could be done so much like that. But I don't want to take into consideration the way that they might change. That's"*
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<br><br>
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**Prompt:** "The main concept of physics is "<br>
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**Output:**
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In this case, a theory that is not only used to explain what it can be called "the universe" or 'two planets, which are exactly about the earth's gravitational energy, but also in reality, we know how much things do. It will actually mean that the stars from the Earth’s orbit, as the galaxy, would say, they have to get into the planet. The same thing that has been discovered at all, there was nothing more than that of anthropological world than those who were now doing so. And if you don't think, why does this matter?
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It seems that I am"*
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<br><br>
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**Prompt:** "Once upon a time, "<br>
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**Output:**
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The first step in our work is that it would be very difficult for us to do with my students and then I will not know what you have to read on the same page but if you are going to find out more about how we need to look at some of your questions from each other. If you think there is an opportunity to tell the story to make sure you’re interested in writing a book, please see a picture here: http://www.cidpubs.com/diside-growing-built_number/will-title/maybeat/kiki+femin -malej"*
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## Usage
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## Examples
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**Prompt:** "Artificial intelligence is "<br>
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**Output:**: *"Artificial intelligence is the idea of the theory that the world has a very high-performance technology, which is also more important to society\’s lives than people who are being able to find their own knowledge and understanding how it can be used for future generations. It would have been an essential step in thinking about what they think about and why they do not work with them.
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It was just one thing you need to know as many ways to get involved on our planet. So if we did this new approach to AI in science or physics, then I am going to make sure there were no things that really could be done so much like that. But I don't want to take into consideration the way that they might change. That's"*
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<br><br>
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**Prompt:** "The main concept of physics is "<br>
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**Output:** *"The main concept of physics is `'animi-'hisi', and therefore the universe's own light.
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In this case, a theory that is not only used to explain what it can be called "the universe" or 'two planets, which are exactly about the earth's gravitational energy, but also in reality, we know how much things do. It will actually mean that the stars from the Earth’s orbit, as the galaxy, would say, they have to get into the planet. The same thing that has been discovered at all, there was nothing more than that of anthropological world than those who were now doing so. And if you don't think, why does this matter?
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It seems that I am"*
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<br><br>
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**Prompt:** "Once upon a time, "<br>
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**Output:** *"Once upon a time, iconico was taken to the end of this year.
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The first step in our work is that it would be very difficult for us to do with my students and then I will not know what you have to read on the same page but if you are going to find out more about how we need to look at some of your questions from each other. If you think there is an opportunity to tell the story to make sure you’re interested in writing a book, please see a picture here: http://www.cidpubs.com/diside-growing-built_number/will-title/maybeat/kiki+femin -malej"*
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## Usage
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