Instructions to use Flexan/HelioAI-Helio1-Ray-8B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use Flexan/HelioAI-Helio1-Ray-8B-GGUF with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

Use Docker

docker model run hf.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use Flexan/HelioAI-Helio1-Ray-8B-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Flexan/HelioAI-Helio1-Ray-8B-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Flexan/HelioAI-Helio1-Ray-8B-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

Ollama
How to use Flexan/HelioAI-Helio1-Ray-8B-GGUF with Ollama:
```
ollama run hf.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use Flexan/HelioAI-Helio1-Ray-8B-GGUF with Docker Model Runner:
```
docker model run hf.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M
```

Lemonade

How to use Flexan/HelioAI-Helio1-Ray-8B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Flexan/HelioAI-Helio1-Ray-8B-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.HelioAI-Helio1-Ray-8B-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

Flexan commited on Feb 23

Commit

45227e5

verified ·

1 Parent(s): b5edf15

Fix their precious logo asset

Browse files

Files changed (1) hide show

README.md +18 -18

README.md CHANGED Viewed

@@ -33,29 +33,29 @@ model-index:
       value: 78.2
 ---
-# GGUF Files for Helio1-Ray-8B
-These are the GGUF files for [HelioAI/Helio1-Ray-8B](https://huggingface.co/HelioAI/Helio1-Ray-8B).
 > [!NOTE]
 > **Note:** this model has only been quantized to **Q2_K**, **Q4_K_M**, and **Q8_0**. Other quantizations may become available later.
-## Downloads
-| GGUF Link | Quantization | Description |
-| ---- | ----- | ----------- |
 | [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.Q2_K.gguf) | Q2_K | Lowest quality |
 | [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.Q4_K_M.gguf) | Q4_K_M | **Recommended:** Perfect mix of speed and performance |
 | [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.Q8_0.gguf) | Q8_0 | Best quality |
-| [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.f16.gguf) | f16 | Full precision, don't bother; use a quant |
-## Note from Flexan
-I provide GGUFs and quantizations of publicly available models that do not have a GGUF equivalent available yet.
-This process is not yet automated and I download, convert, quantize, and upload them **by hand**, usually for models **I deem interesting and wish to try out**.
-If there are some quants missing that you'd like me to add, you may request one in the community tab.
-If you want to request a public model to be converted, you can also request that in the community tab.
 If you have questions regarding the model, please refer to the original model repo.
 # Model Card for Helio1-Ray-8B
@@ -63,7 +63,7 @@ If you have questions regarding the model, please refer to the original model re
 <div align="center">
   <h1>🌟 Helio1-Ray-8B</h1>
   <p align="center">
-  <img src="logo.png" width="200" alt="HelioAI Logo">
 </p>
   <h3>Agentic Reasoning & Code Model</h3>
   <p><i>8 миллиардов параметров. Агентский подход к решению задач. Программное мышление.</i></p>

       value: 78.2
 ---
+# GGUF Files for Helio1-Ray-8B
+These are the GGUF files for [HelioAI/Helio1-Ray-8B](https://huggingface.co/HelioAI/Helio1-Ray-8B).
 > [!NOTE]
 > **Note:** this model has only been quantized to **Q2_K**, **Q4_K_M**, and **Q8_0**. Other quantizations may become available later.
+## Downloads
+| GGUF Link | Quantization | Description |
+| ---- | ----- | ----------- |
 | [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.Q2_K.gguf) | Q2_K | Lowest quality |
 | [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.Q4_K_M.gguf) | Q4_K_M | **Recommended:** Perfect mix of speed and performance |
 | [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.Q8_0.gguf) | Q8_0 | Best quality |
+| [Download](https://huggingface.co/Flexan/HelioAI-Helio1-Ray-8B-GGUF/resolve/main/Helio1-Ray-8B.f16.gguf) | f16 | Full precision, don't bother; use a quant |
+## Note from Flexan
+I provide GGUFs and quantizations of publicly available models that do not have a GGUF equivalent available yet.
+This process is not yet automated and I download, convert, quantize, and upload them **by hand**, usually for models **I deem interesting and wish to try out**.
+If there are some quants missing that you'd like me to add, you may request one in the community tab.
+If you want to request a public model to be converted, you can also request that in the community tab.
 If you have questions regarding the model, please refer to the original model repo.
 # Model Card for Helio1-Ray-8B
 <div align="center">
   <h1>🌟 Helio1-Ray-8B</h1>
   <p align="center">
+  <img src="https://huggingface.co/HelioAI/Helio1-Ray-8B/resolve/main/logo.png" width="200" alt="HelioAI Logo">
 </p>
   <h3>Agentic Reasoning & Code Model</h3>
   <p><i>8 миллиардов параметров. Агентский подход к решению задач. Программное мышление.</i></p>