Instructions to use tensorblock/CodeBarcenas-13b-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use tensorblock/CodeBarcenas-13b-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="tensorblock/CodeBarcenas-13b-GGUF",
	filename="CodeBarcenas-13b-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 tensorblock/CodeBarcenas-13b-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf tensorblock/CodeBarcenas-13b-GGUF:Q2_K
# Run inference directly in the terminal:
llama-cli -hf tensorblock/CodeBarcenas-13b-GGUF:Q2_K

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf tensorblock/CodeBarcenas-13b-GGUF:Q2_K
# Run inference directly in the terminal:
llama-cli -hf tensorblock/CodeBarcenas-13b-GGUF:Q2_K

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 tensorblock/CodeBarcenas-13b-GGUF:Q2_K
# Run inference directly in the terminal:
./llama-cli -hf tensorblock/CodeBarcenas-13b-GGUF:Q2_K

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 tensorblock/CodeBarcenas-13b-GGUF:Q2_K
# Run inference directly in the terminal:
./build/bin/llama-cli -hf tensorblock/CodeBarcenas-13b-GGUF:Q2_K

Use Docker

docker model run hf.co/tensorblock/CodeBarcenas-13b-GGUF:Q2_K

LM Studio
Jan
Ollama
How to use tensorblock/CodeBarcenas-13b-GGUF with Ollama:
```
ollama run hf.co/tensorblock/CodeBarcenas-13b-GGUF:Q2_K
```

Unsloth Studio

How to use tensorblock/CodeBarcenas-13b-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 tensorblock/CodeBarcenas-13b-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 tensorblock/CodeBarcenas-13b-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for tensorblock/CodeBarcenas-13b-GGUF to start chatting

Docker Model Runner
How to use tensorblock/CodeBarcenas-13b-GGUF with Docker Model Runner:
```
docker model run hf.co/tensorblock/CodeBarcenas-13b-GGUF:Q2_K
```

Lemonade

How to use tensorblock/CodeBarcenas-13b-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull tensorblock/CodeBarcenas-13b-GGUF:Q2_K

Run and chat with the model

lemonade run user.CodeBarcenas-13b-GGUF-Q2_K

List all available models

lemonade list

morriszms commited on Jan 6, 2025

Commit

cedaa16

verified ·

1 Parent(s): c0e9f6f

Upload folder using huggingface_hub

Browse files

Files changed (14) hide show

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+---
+license: llama2
+base_model: Danielbrdz/CodeBarcenas-13b
+tags:
+- TensorBlock
+- GGUF
+---
+<div style="width: auto; margin-left: auto; margin-right: auto">
+<img src="https://i.imgur.com/jC7kdl8.jpeg" alt="TensorBlock" style="width: 100%; min-width: 400px; display: block; margin: auto;">
+</div>
+<div style="display: flex; justify-content: space-between; width: 100%;">
+    <div style="display: flex; flex-direction: column; align-items: flex-start;">
+        <p style="margin-top: 0.5em; margin-bottom: 0em;">
+            Feedback and support: TensorBlock's  <a href="https://x.com/tensorblock_aoi">Twitter/X</a>, <a href="https://t.me/TensorBlock">Telegram Group</a> and <a href="https://x.com/tensorblock_aoi">Discord server</a>
+        </p>
+    </div>
+</div>
+## Danielbrdz/CodeBarcenas-13b - GGUF
+This repo contains GGUF format model files for [Danielbrdz/CodeBarcenas-13b](https://huggingface.co/Danielbrdz/CodeBarcenas-13b).
+The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b4242](https://github.com/ggerganov/llama.cpp/commit/a6744e43e80f4be6398fc7733a01642c846dce1d).
+<div style="text-align: left; margin: 20px 0;">
+    <a href="https://tensorblock.co/waitlist/client" style="display: inline-block; padding: 10px 20px; background-color: #007bff; color: white; text-decoration: none; border-radius: 5px; font-weight: bold;">
+        Run them on the TensorBlock client using your local machine ↗
+    </a>
+</div>
+## Prompt template
+```
+```
+## Model file specification
+| Filename | Quant type | File Size | Description |
+| -------- | ---------- | --------- | ----------- |
+| [CodeBarcenas-13b-Q2_K.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q2_K.gguf) | Q2_K | 4.854 GB | smallest, significant quality loss - not recommended for most purposes |
+| [CodeBarcenas-13b-Q3_K_S.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q3_K_S.gguf) | Q3_K_S | 5.659 GB | very small, high quality loss |
+| [CodeBarcenas-13b-Q3_K_M.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q3_K_M.gguf) | Q3_K_M | 6.338 GB | very small, high quality loss |
+| [CodeBarcenas-13b-Q3_K_L.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q3_K_L.gguf) | Q3_K_L | 6.930 GB | small, substantial quality loss |
+| [CodeBarcenas-13b-Q4_0.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q4_0.gguf) | Q4_0 | 7.366 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
+| [CodeBarcenas-13b-Q4_K_S.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q4_K_S.gguf) | Q4_K_S | 7.423 GB | small, greater quality loss |
+| [CodeBarcenas-13b-Q4_K_M.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q4_K_M.gguf) | Q4_K_M | 7.866 GB | medium, balanced quality - recommended |
+| [CodeBarcenas-13b-Q5_0.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q5_0.gguf) | Q5_0 | 8.972 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
+| [CodeBarcenas-13b-Q5_K_S.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q5_K_S.gguf) | Q5_K_S | 8.972 GB | large, low quality loss - recommended |
+| [CodeBarcenas-13b-Q5_K_M.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q5_K_M.gguf) | Q5_K_M | 9.230 GB | large, very low quality loss - recommended |
+| [CodeBarcenas-13b-Q6_K.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q6_K.gguf) | Q6_K | 10.679 GB | very large, extremely low quality loss |
+| [CodeBarcenas-13b-Q8_0.gguf](https://huggingface.co/tensorblock/CodeBarcenas-13b-GGUF/blob/main/CodeBarcenas-13b-Q8_0.gguf) | Q8_0 | 13.831 GB | very large, extremely low quality loss - not recommended |
+## Downloading instruction
+### Command line
+Firstly, install Huggingface Client
+```shell
+pip install -U "huggingface_hub[cli]"
+```
+Then, downoad the individual model file the a local directory
+```shell
+huggingface-cli download tensorblock/CodeBarcenas-13b-GGUF --include "CodeBarcenas-13b-Q2_K.gguf" --local-dir MY_LOCAL_DIR
+```
+If you wanna download multiple model files with a pattern (e.g., `*Q4_K*gguf`), you can try:
+```shell
+huggingface-cli download tensorblock/CodeBarcenas-13b-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
+```