Instructions to use ai-babai/giga-embeddings-0826-3b-gguf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ai-babai/giga-embeddings-0826-3b-gguf with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("ai-babai/giga-embeddings-0826-3b-gguf")

sentences = [
    "Это счастливый человек",
    "Это счастливая собака",
    "Это очень счастливый человек",
    "Сегодня солнечный день"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use ai-babai/giga-embeddings-0826-3b-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 ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf ai-babai/giga-embeddings-0826-3b-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 ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf ai-babai/giga-embeddings-0826-3b-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 ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf ai-babai/giga-embeddings-0826-3b-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 ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M

Use Docker

docker model run hf.co/ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M

LM Studio
Jan
Ollama
How to use ai-babai/giga-embeddings-0826-3b-gguf with Ollama:
```
ollama run hf.co/ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use ai-babai/giga-embeddings-0826-3b-gguf with Docker Model Runner:
```
docker model run hf.co/ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M
```

Lemonade

How to use ai-babai/giga-embeddings-0826-3b-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull ai-babai/giga-embeddings-0826-3b-gguf:Q4_K_M

Run and chat with the model

lemonade run user.giga-embeddings-0826-3b-gguf-Q4_K_M

List all available models

lemonade list

Atomic Chat

ai-babai commited on 6 days ago

Commit

04c5a2d

verified ·

1 Parent(s): 4257998

Link the GGUF collection

Browse files

Files changed (2) hide show

README.md +1 -0
README.ru.md +1 -0

README.md CHANGED Viewed

@@ -40,6 +40,7 @@ inference: false
 # Giga Embeddings 0826 3B GGUF — Russian text embeddings for llama.cpp and Ollama
 [Русская карточка](README.ru.md) ·
 [Original model](https://huggingface.co/ai-sage/Giga-Embeddings-instruct-3B-0826) ·
 [Smaller 480M GGUF](https://huggingface.co/ai-babai/giga-embeddings-0826-480m-gguf) ·
 [Original paper](https://arxiv.org/abs/2608.23806)

 # Giga Embeddings 0826 3B GGUF — Russian text embeddings for llama.cpp and Ollama
 [Русская карточка](README.ru.md) ·
+[GGUF collection](https://huggingface.co/collections/ai-babai/giga-embeddings-0826-gguf-llamacpp-and-ollama) ·
 [Original model](https://huggingface.co/ai-sage/Giga-Embeddings-instruct-3B-0826) ·
 [Smaller 480M GGUF](https://huggingface.co/ai-babai/giga-embeddings-0826-480m-gguf) ·
 [Original paper](https://arxiv.org/abs/2608.23806)

README.ru.md CHANGED Viewed

@@ -1,6 +1,7 @@
 # Giga Embeddings 0826 3B GGUF — русские текстовые эмбеддинги для llama.cpp и Ollama
 [English](README.md) ·
 [Исходная модель](https://huggingface.co/ai-sage/Giga-Embeddings-instruct-3B-0826) ·
 [Компактная GGUF-версия 480M](https://huggingface.co/ai-babai/giga-embeddings-0826-480m-gguf) ·
 [Оригинальная статья](https://arxiv.org/abs/2608.23806)

 # Giga Embeddings 0826 3B GGUF — русские текстовые эмбеддинги для llama.cpp и Ollama
 [English](README.md) ·
+[Коллекция GGUF](https://huggingface.co/collections/ai-babai/giga-embeddings-0826-gguf-llamacpp-and-ollama) ·
 [Исходная модель](https://huggingface.co/ai-sage/Giga-Embeddings-instruct-3B-0826) ·
 [Компактная GGUF-версия 480M](https://huggingface.co/ai-babai/giga-embeddings-0826-480m-gguf) ·
 [Оригинальная статья](https://arxiv.org/abs/2608.23806)