Instructions to use anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF",
	filename="Eve-2-MoE-NanoSQL-272M-Q4_K_M.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 anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf anthonym21/Eve-2-MoE-NanoSQL-272M-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 anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf anthonym21/Eve-2-MoE-NanoSQL-272M-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 anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M

Use Docker

docker model run hf.co/anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF with Ollama:
```
ollama run hf.co/anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M
```

Unsloth Studio new

How to use anthonym21/Eve-2-MoE-NanoSQL-272M-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 anthonym21/Eve-2-MoE-NanoSQL-272M-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 anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF to start chatting

Docker Model Runner
How to use anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF with Docker Model Runner:
```
docker model run hf.co/anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M
```

Lemonade

How to use anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull anthonym21/Eve-2-MoE-NanoSQL-272M-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Eve-2-MoE-NanoSQL-272M-GGUF-Q4_K_M

List all available models

lemonade list

anthonym21 commited on Feb 10

Commit

0441b84

verified ·

1 Parent(s): 32ed32c

Add GGUF quantizations (Q8_0, Q4_K_M)

Browse files

Files changed (4) hide show

.gitattributes +2 -0
Eve-2-MoE-NanoSQL-272M-Q4_K_M.gguf +3 -0
Eve-2-MoE-NanoSQL-272M-Q8_0.gguf +3 -0
README.md +46 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+Eve-2-MoE-NanoSQL-272M-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Eve-2-MoE-NanoSQL-272M-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text

Eve-2-MoE-NanoSQL-272M-Q4_K_M.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:13a7eb1ef2530782f772c1ffceff8dbe55b42782aa49a1320369fb5ce3ace786
+size 189484672

Eve-2-MoE-NanoSQL-272M-Q8_0.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:0a56cb2fdfcc82b55be149fc9ce88f9c66cc746c3bab11008778ddb745e775de
+size 290929792

README.md ADDED Viewed

	@@ -0,0 +1,46 @@

+---
+base_model: anthonym21/Eve-2-MoE-NanoSQL-272M
+tags:
+  - gguf
+  - quantized
+  - moe
+  - eve-2
+license: apache-2.0
+---
+# Eve-2-MoE-NanoSQL-272M - GGUF
+GGUF quantizations of [anthonym21/Eve-2-MoE-NanoSQL-272M](https://huggingface.co/anthonym21/Eve-2-MoE-NanoSQL-272M).
+## Quantization Variants
+| Quantization | Filename | Size |
+|---|---|---|
+| Q8_0 | Eve-2-MoE-NanoSQL-272M-Q8_0.gguf | 290.9 MB |
+| Q4_K_M | Eve-2-MoE-NanoSQL-272M-Q4_K_M.gguf | 189.5 MB |
+## Usage with Ollama
+```bash
+ollama run anthonym21/eve-2-moe-nanosql-272m
+```
+## Usage with llama.cpp
+```bash
+llama-cli -m Eve-2-MoE-NanoSQL-272M-Q4_K_M.gguf -p "Your prompt here"
+```
+## Architecture
+- **Type**: DeepSeek-style Mixture of Experts (MoE)
+- **Parameters**: 272M total
+- **Layers**: 12
+- **Hidden dim**: 512
+- **Experts**: 8 routed (top-2) + 1 shared per layer
+- **Context**: 2048 tokens
+- **Tokenizer**: GPT-2
+## Parent Model
+This is a quantized version of [anthonym21/Eve-2-MoE-NanoSQL-272M](https://huggingface.co/anthonym21/Eve-2-MoE-NanoSQL-272M).