Instructions to use mradermacher/Tema_Q-R-4B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/Tema_Q-R-4B-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/Tema_Q-R-4B-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/Tema_Q-R-4B-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/Tema_Q-R-4B-GGUF",
	filename="Tema_Q-R-4B.IQ4_XS.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use mradermacher/Tema_Q-R-4B-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/Tema_Q-R-4B-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 mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/Tema_Q-R-4B-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 mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/Tema_Q-R-4B-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 mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/Tema_Q-R-4B-GGUF with Ollama:
```
ollama run hf.co/mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/Tema_Q-R-4B-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 mradermacher/Tema_Q-R-4B-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 mradermacher/Tema_Q-R-4B-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for mradermacher/Tema_Q-R-4B-GGUF to start chatting

Docker Model Runner
How to use mradermacher/Tema_Q-R-4B-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/Tema_Q-R-4B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/Tema_Q-R-4B-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Tema_Q-R-4B-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on Jan 10

Commit

f69a9ce

verified ·

1 Parent(s): 6dfa444

uploaded from nico1

Browse files

Files changed (13) hide show

.gitattributes +12 -0
Tema_Q-R-4B.IQ4_XS.gguf +3 -0
Tema_Q-R-4B.Q2_K.gguf +3 -0
Tema_Q-R-4B.Q3_K_L.gguf +3 -0
Tema_Q-R-4B.Q3_K_M.gguf +3 -0
Tema_Q-R-4B.Q3_K_S.gguf +3 -0
Tema_Q-R-4B.Q4_K_M.gguf +3 -0
Tema_Q-R-4B.Q4_K_S.gguf +3 -0
Tema_Q-R-4B.Q5_K_M.gguf +3 -0
Tema_Q-R-4B.Q5_K_S.gguf +3 -0
Tema_Q-R-4B.Q6_K.gguf +3 -0
Tema_Q-R-4B.Q8_0.gguf +3 -0
Tema_Q-R-4B.f16.gguf +3 -0

@@ -35,3 +35,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 Tema_Q-R-4B.mmproj-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
 Tema_Q-R-4B.mmproj-f16.gguf filter=lfs diff=lfs merge=lfs -text

 *tfevents* filter=lfs diff=lfs merge=lfs -text
 Tema_Q-R-4B.mmproj-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
 Tema_Q-R-4B.mmproj-f16.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Tema_Q-R-4B.f16.gguf filter=lfs diff=lfs merge=lfs -text

+version https://git-lfs.github.com/spec/v1
+oid sha256:f1e1ed5d459b4565f2b7c70838ba53762d4f9f0a99e6ce4547a8bd9bb9396742
+size 2279626528

+version https://git-lfs.github.com/spec/v1
+oid sha256:7428379c2b771d609266e6bc30e7d0d17f5b77c6d23306a5d65799d10e8e2d3b
+size 1729165088

+version https://git-lfs.github.com/spec/v1
+oid sha256:3410e87b5dcceb0b6da531882cff0ea031b3fe973ea12ef2a4ef7a981475230d
+size 2236086048

+version https://git-lfs.github.com/spec/v1
+oid sha256:e74adb77468e4831acff50c6a0287d947c3627d561c596a9c50f087b66e3d2b2
+size 2098460448

+version https://git-lfs.github.com/spec/v1
+oid sha256:3d4f1e288afce153f9bcb372aedff23d1954762341c730c7c680404c96e323dc
+size 1937364768

+version https://git-lfs.github.com/spec/v1
+oid sha256:d34697d6393981300d79e44762681b806a790fa3028b6499274ed37108385a50
+size 2489894688

+version https://git-lfs.github.com/spec/v1
+oid sha256:8e29bc99725975459601501e6e4e49a7f3b75110f7778331971beecb3addb453
+size 2377930528

+version https://git-lfs.github.com/spec/v1
+oid sha256:0b6e2b1066623899909591e4193a8a30d36fe03fbcd4badcae7d687b84104b83
+size 2829698848

+version https://git-lfs.github.com/spec/v1
+oid sha256:444dd21ea2728acb6c301fc6b480aa0c0334cdd011ac003e7fd940da244a7e8b
+size 2764592928

+version https://git-lfs.github.com/spec/v1
+oid sha256:f57d1e4599536147c0fbdec617e5bcd5109471bddceafec7cf3982f59fa9d4c1
+size 3190740768

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

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

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

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:abf0947f55c36bb63fa2070681a00815e21750d2ad512f361d10718b69bf0589
+size 4130402848

+version https://git-lfs.github.com/spec/v1
+oid sha256:6001d546322711393da8f986d65b742a852c2a391a3bbad117077235d177092d
+size 7767804448