Instructions to use Kquant03/ResplendentAI-Flora_7B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Kquant03/ResplendentAI-Flora_7B-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("Kquant03/ResplendentAI-Flora_7B-GGUF", dtype="auto")

llama-cpp-python

How to use Kquant03/ResplendentAI-Flora_7B-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="Kquant03/ResplendentAI-Flora_7B-GGUF",
	filename="Flora-model-q2-k.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use Kquant03/ResplendentAI-Flora_7B-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf Kquant03/ResplendentAI-Flora_7B-GGUF
# Run inference directly in the terminal:
llama-cli -hf Kquant03/ResplendentAI-Flora_7B-GGUF

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf Kquant03/ResplendentAI-Flora_7B-GGUF
# Run inference directly in the terminal:
llama-cli -hf Kquant03/ResplendentAI-Flora_7B-GGUF

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 Kquant03/ResplendentAI-Flora_7B-GGUF
# Run inference directly in the terminal:
./llama-cli -hf Kquant03/ResplendentAI-Flora_7B-GGUF

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 Kquant03/ResplendentAI-Flora_7B-GGUF
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Kquant03/ResplendentAI-Flora_7B-GGUF

Use Docker

docker model run hf.co/Kquant03/ResplendentAI-Flora_7B-GGUF

LM Studio
Jan
Ollama
How to use Kquant03/ResplendentAI-Flora_7B-GGUF with Ollama:
```
ollama run hf.co/Kquant03/ResplendentAI-Flora_7B-GGUF
```

Unsloth Studio new

How to use Kquant03/ResplendentAI-Flora_7B-GGUF 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 Kquant03/ResplendentAI-Flora_7B-GGUF 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 Kquant03/ResplendentAI-Flora_7B-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for Kquant03/ResplendentAI-Flora_7B-GGUF to start chatting

Docker Model Runner
How to use Kquant03/ResplendentAI-Flora_7B-GGUF with Docker Model Runner:
```
docker model run hf.co/Kquant03/ResplendentAI-Flora_7B-GGUF
```

Lemonade

How to use Kquant03/ResplendentAI-Flora_7B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Kquant03/ResplendentAI-Flora_7B-GGUF

Run and chat with the model

lemonade run user.ResplendentAI-Flora_7B-GGUF-{{QUANT_TAG}}

List all available models

lemonade list

Flora

(created by ResplendentAI, quantized by me)

Configuration

The following YAML configuration was used to produce this model:

merge_method: linear
models:
  - model: jeiku/FloraBase+jeiku/Synthetic_Soul_1k_Mistral_128
    parameters:
      weight: 1       
dtype: float16

Downloads last month: 36

GGUF

Model size

7B params

Architecture

llama

Hardware compatibility

We're not able to determine the quantization variants.

View all variants

Inference Providers NEW

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Model tree for Kquant03/ResplendentAI-Flora_7B-GGUF

Base model

jeiku/FloraBase

Quantized

(3)

this model

Kquant03
/

ResplendentAI-Flora_7B-GGUF

Flora

Configuration

Model tree for Kquant03/ResplendentAI-Flora_7B-GGUF

Dataset used to train Kquant03/ResplendentAI-Flora_7B-GGUF