Instructions to use mradermacher/cecilia-2b-instruct-v1-i1-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/cecilia-2b-instruct-v1-i1-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/cecilia-2b-instruct-v1-i1-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/cecilia-2b-instruct-v1-i1-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/cecilia-2b-instruct-v1-i1-GGUF",
	filename="cecilia-2b-instruct-v1.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/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/cecilia-2b-instruct-v1-i1-GGUF with Ollama:
```
ollama run hf.co/mradermacher/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-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/cecilia-2b-instruct-v1-i1-GGUF to start chatting

Atomic Chat new
Docker Model Runner
How to use mradermacher/cecilia-2b-instruct-v1-i1-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/cecilia-2b-instruct-v1-i1-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/cecilia-2b-instruct-v1-i1-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.cecilia-2b-instruct-v1-i1-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on Nov 26, 2025

Commit

06a05ff

verified ·

1 Parent(s): 0c8e7eb

uploaded from rich1

Browse files

Files changed (25) hide show

.gitattributes +24 -0
cecilia-2b-instruct-v1.i1-IQ1_M.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ1_S.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ2_M.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ2_S.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ2_XS.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ2_XXS.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ3_M.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ3_S.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ3_XS.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ3_XXS.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ4_NL.gguf +3 -0
cecilia-2b-instruct-v1.i1-IQ4_XS.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q2_K.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q2_K_S.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q3_K_L.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q3_K_M.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q3_K_S.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q4_0.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q4_1.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q4_K_M.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q4_K_S.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q5_K_M.gguf +3 -0
cecilia-2b-instruct-v1.i1-Q5_K_S.gguf +3 -0
cecilia-2b-instruct-v1.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
 cecilia-2b-instruct-v1.imatrix.gguf filter=lfs diff=lfs merge=lfs -text

 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 cecilia-2b-instruct-v1.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+cecilia-2b-instruct-v1.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

cecilia-2b-instruct-v1.i1-IQ1_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:bd64c57afb950b7f70c0c51665e6a22552dc19c1d5357524009c806a909c52f8
+size 909740832

cecilia-2b-instruct-v1.i1-IQ1_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:a444aec8c031632cd32ba3d0d5c82bca34b6e5b419885fac758641a6c51b8f25
+size 892488480

cecilia-2b-instruct-v1.i1-IQ2_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5d091bf9df2a370d9587c1bfc04e1770460ac6c64057d302a0f64d7e1d2ec403
+size 1065274144

cecilia-2b-instruct-v1.i1-IQ2_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b5ae1aebe67ef116c2acc0f6fbe08b324fcc0b31f140977a9d5a0dc3812a5e47
+size 1042271008

cecilia-2b-instruct-v1.i1-IQ2_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:cf44666f631685e65ce43f55f3bf1b7172c5036bafb62fd3714bf9656caa9c57
+size 964643616

cecilia-2b-instruct-v1.i1-IQ2_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:a0bad117e608770163034f4b59bdfd10e70716ab0dd62b161ab2b8277fb7268a
+size 938494752

cecilia-2b-instruct-v1.i1-IQ3_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:abd98af077eb092152dce49bad96efee593434b47c37fa023997c41ec4c52e7c
+size 1246333728

cecilia-2b-instruct-v1.i1-IQ3_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f2502e5bdff0d4ca1b5a0238e220289e4768ca3366f3cc3efddeac7c78d341c2
+size 1215417120

cecilia-2b-instruct-v1.i1-IQ3_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:e01c479efc25fbbe7b073552362c45fa84fee270ee3fbd1404c6fbad292e4341
+size 1187179296

cecilia-2b-instruct-v1.i1-IQ3_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:db06f7801451d2c0228c0d329c68cc3c96732a47c4db2701822d4036bd5e6c46
+size 1093978912

cecilia-2b-instruct-v1.i1-IQ4_NL.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5c2b09da4fd6cfe974fdf4db2df302d84fdaa2dd1fb42f7a6cf496fd77cb5134
+size 1409551136

cecilia-2b-instruct-v1.i1-IQ4_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:0b38c39e23190ebc0ae2f3e17056736f18b01b21b516dd4f0c5ea6283a178b10
+size 1363872544

cecilia-2b-instruct-v1.i1-Q2_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:e8de7a17e1d6b1e138822f066c338e7a6b469e85aa1a452bd1df584f6b1e28e8
+size 1087408928

cecilia-2b-instruct-v1.i1-Q2_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:71b522513d193229e9a26d38ab8947becce9443c7ac742378985b95af5530cb3
+size 1071139616

cecilia-2b-instruct-v1.i1-Q3_K_L.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b0d08c4da583aabdbf7173893d406edfc5091695b32f83d804d0f393f381aae9
+size 1317456672

cecilia-2b-instruct-v1.i1-Q3_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ece96aa294b46f243bec93fb86b465ed84dca5bee5b024ca79959fc62edd9493
+size 1277324064

cecilia-2b-instruct-v1.i1-Q3_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:fa729c5e9e13c82cb3466fb2baac6a8cb69be9f6f983124c03b9ce00020a6db3
+size 1215417120

cecilia-2b-instruct-v1.i1-Q4_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6eda3ce4ef8f172850b5a230b5b3582c22a2abf07ae5007f25278b829b8ee480
+size 1411640096

cecilia-2b-instruct-v1.i1-Q4_1.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:7662668c4ef9e32cd183e8200dfaf5987d423f314f39c2e80bf608c5566fdcf0
+size 1517620000

cecilia-2b-instruct-v1.i1-Q4_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5f84dc2dcd535b14ac8203c6f522a301ee516644f9506aca88b33a15abffa78a
+size 1506085664

cecilia-2b-instruct-v1.i1-Q4_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b521dda246554016b318af90cab30e6065b400deb5eb6bc07fba0289b242a8bc
+size 1447160608

cecilia-2b-instruct-v1.i1-Q5_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9de7e34ff76b83454b3b86456236244d0b86dcff4160de6a61ac5673c2b8b820
+size 1690864416

cecilia-2b-instruct-v1.i1-Q5_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4c9e26f1f6182e5a96dc3b723fa370ac59537e5b18e5800bd7f3a2d5444b35b4
+size 1642400544

cecilia-2b-instruct-v1.i1-Q6_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:88e2e07aae6b3f430cc47f273b50b280b66f2007900517deb7ba407a8b3781b4
+size 1920092960