Instructions to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF",
	filename="Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_M.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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 mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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 mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF with Ollama:
```
ollama run hf.co/mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-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/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF to start chatting

Atomic Chat new
Docker Model Runner
How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Gemma-2-Llama-Swallow-2b-it-v0.1-i1-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on May 19, 2025

Commit

2444f64

verified ·

1 Parent(s): 47b28d8

uploaded from kaos

Browse files

Files changed (25) hide show

.gitattributes +24 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_M.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_M.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_XS.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_XXS.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_M.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_XS.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_XXS.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ4_NL.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ4_XS.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q2_K.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q2_K_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_L.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_M.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_0.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_1.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_K_M.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_K_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q5_K_M.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q5_K_S.gguf +3 -0
Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q6_K.gguf +3 -0

.gitattributes CHANGED Viewed

@@ -34,3 +34,27 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 imatrix.dat filter=lfs diff=lfs merge=lfs -text

 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 imatrix.dat filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6e528507e34985eab77c5f8fba38edb7217a2c852aa32ec7ced5434d53ed100e
+size 873799360

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ1_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b7405acb092dd5d3e5d019f1df60b5d7b1dd4c9c4b5fb541bb3874f305a583a3
+size 832161472

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f2acb9551450409c3feab17bb18911f9eaa49775d3b4a52763e24407ba617eb1
+size 1088016064

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b9f204ab9c946dda8b9dc9fe64b946a5c2e605e978b3edf621302fddf9f82226
+size 1032498880

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:504120f7107dea91927ab82a5289d19e36c878b352b2bb4c4eb5aa3afe175487
+size 1002546880

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ2_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5a3150f5d10a2283a45457a24187dc981fd28c2a3c9f2f472f1ba3907fe57edb
+size 943195840

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1f1bae4a43536428a20d8bc4c56d21d383da53546f4f7af3461fcab96142d1e9
+size 1393563328

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:59b2e558058797101e1f50ef8decdd722834ca891323a64fcef588c1b425f191
+size 1360662208

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:755d5001567ec5c43db7491b6a22f3c3ce5b6d8ca843602c583e5689a383025f
+size 1314213568

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ3_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:03d2a395e661c8aa3d8266cc500014dda51da952dcef488ab996d92673db80b3
+size 1181687488

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ4_NL.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:2d6370e8bf5cbe10d8d1cc133b224fbbb06702b08e3a08870cfb44cdb8633329
+size 1629511360

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-IQ4_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6763aa7b4b97f639d288bc091d71e0addf82af840707a8729ff880792bccdd4d
+size 1566252736

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q2_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:a956f5e1155950cffbc122f863638e0d4fef166f5780ccc6c35a129b50ab2471
+size 1229831872

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q2_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:56e9407c9c56aa9479c70d6f9c22395d333990c033b3b0bbb33b0e06767f5c79
+size 1170001600

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_L.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b71867138c783ca6dbe90f21c67492b41e5b2b102ff748811117477a94e66aeb
+size 1550438080

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:18f615b592a49da682f33545b443b25698061ef06e855093c87688637401119f
+size 1461669568

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q3_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1c15ac61a4b2966a1ec74db4a562fea5c0308a719b20af655a6dd4c62eba7a82
+size 1360662208

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4ce56e6f59b0639e11725eca59f6484cdd12d78fdcadb9a482efd05139d1a8cf
+size 1633492672

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_1.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:66c4d92a6a478857f07f13eecfd5191356c7d63c2137b414aadb17898d1d6843
+size 1756028608

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4b0c1e8884145a0fe2e077c878cf4e921f0d4197fa80e6fb042d6016bf472f14
+size 1708584640

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q4_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1627ecbb90b1dc15ffb4818ecc30d60b7330267fb0c429367b77fcf20dc7a663
+size 1638653632

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q5_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f69d07f71d13985e1988112d47c0f2d7f5262dcb7601b9a082938b2fafaa80c0
+size 1923280576

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q5_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:d8c4df963f43713b78f5d40ececd756662b3eae1a7f5f09aa0772553997cae48
+size 1882545856

Gemma-2-Llama-Swallow-2b-it-v0.1.i1-Q6_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6611acd1eb6a20f74e415517bd57fe06155211c7a24669c873359c4ff9216b7e
+size 2151395008