Instructions to use mradermacher/Occam-2B-CCoT-i1-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/Occam-2B-CCoT-i1-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/Occam-2B-CCoT-i1-GGUF", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/Occam-2B-CCoT-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/Occam-2B-CCoT-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Occam-2B-CCoT-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/Occam-2B-CCoT-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Occam-2B-CCoT-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/Occam-2B-CCoT-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/Occam-2B-CCoT-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/Occam-2B-CCoT-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/Occam-2B-CCoT-i1-GGUF with Ollama:
```
ollama run hf.co/mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M
```
Unsloth Desktop

How to use mradermacher/Occam-2B-CCoT-i1-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use mradermacher/Occam-2B-CCoT-i1-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/Occam-2B-CCoT-i1-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Occam-2B-CCoT-i1-GGUF-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use mradermacher/Occam-2B-CCoT-i1-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use mradermacher/Occam-2B-CCoT-i1-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "mradermacher/Occam-2B-CCoT-i1-GGUF:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

mradermacher commited on Mar 15

Commit

d968a06

verified ·

1 Parent(s): 51e6760

uploaded from nico1

Browse files

Files changed (25) hide show

.gitattributes +24 -0
Occam-2B-CCoT.i1-IQ1_M.gguf +3 -0
Occam-2B-CCoT.i1-IQ1_S.gguf +3 -0
Occam-2B-CCoT.i1-IQ2_M.gguf +3 -0
Occam-2B-CCoT.i1-IQ2_S.gguf +3 -0
Occam-2B-CCoT.i1-IQ2_XS.gguf +3 -0
Occam-2B-CCoT.i1-IQ2_XXS.gguf +3 -0
Occam-2B-CCoT.i1-IQ3_M.gguf +3 -0
Occam-2B-CCoT.i1-IQ3_S.gguf +3 -0
Occam-2B-CCoT.i1-IQ3_XS.gguf +3 -0
Occam-2B-CCoT.i1-IQ3_XXS.gguf +3 -0
Occam-2B-CCoT.i1-IQ4_NL.gguf +3 -0
Occam-2B-CCoT.i1-IQ4_XS.gguf +3 -0
Occam-2B-CCoT.i1-Q2_K.gguf +3 -0
Occam-2B-CCoT.i1-Q2_K_S.gguf +3 -0
Occam-2B-CCoT.i1-Q3_K_L.gguf +3 -0
Occam-2B-CCoT.i1-Q3_K_M.gguf +3 -0
Occam-2B-CCoT.i1-Q3_K_S.gguf +3 -0
Occam-2B-CCoT.i1-Q4_0.gguf +3 -0
Occam-2B-CCoT.i1-Q4_1.gguf +3 -0
Occam-2B-CCoT.i1-Q4_K_M.gguf +3 -0
Occam-2B-CCoT.i1-Q4_K_S.gguf +3 -0
Occam-2B-CCoT.i1-Q5_K_M.gguf +3 -0
Occam-2B-CCoT.i1-Q5_K_S.gguf +3 -0
Occam-2B-CCoT.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
 Occam-2B-CCoT.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
 Occam-2B-CCoT.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+Occam-2B-CCoT.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

Occam-2B-CCoT.i1-IQ1_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4c651428dbc7b6f4e64986434e0f14b6e55e3f0c23d87bf178059ab7f08d51e2
+size 748204544

Occam-2B-CCoT.i1-IQ1_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:d4105e595406ff7d2a82c49f89521563a806afc21c948d8ab541a0da8c8f42a4
+size 722961920

Occam-2B-CCoT.i1-IQ2_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:26210987efe7571d3052edbaae549683bfd2b8d179b822db418852acffe2e415
+size 865748480

Occam-2B-CCoT.i1-IQ2_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:696ae33da9e43fee46632ab15aa0b97bf8509000b09f9e51548d1f8de18b4e22
+size 832091648

Occam-2B-CCoT.i1-IQ2_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:13a1c312164aff58e382c8a608db9abf99e6fba95dbac5a84e6abde4255cbe4a
+size 824718848

Occam-2B-CCoT.i1-IQ2_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f44472c86a6fbec8ca75724df499c284c6bdaf8a9d3d64707fd724f66f5edef2
+size 790275584

Occam-2B-CCoT.i1-IQ3_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:7150dd71f96861daf4db39bb7d00475a95f710de6e0a094fb04365f3ec324337
+size 1059446272

Occam-2B-CCoT.i1-IQ3_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ab9cc4b744fd11fdd1a095808371ca0ac289cd0764d40043915326b506465f10
+size 1051090432

Occam-2B-CCoT.i1-IQ3_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ca533fcb6073ed44d77962cccde6d77ecc19235b5da2d32c43652537042e89a2
+size 1027202560

Occam-2B-CCoT.i1-IQ3_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b804bd0ac4ebdecc2fbf1ff746f8de63727329a973caafce15c026884c57b5b8
+size 927753728

Occam-2B-CCoT.i1-IQ4_NL.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:dd50147bcad6f034c6be52123d7338ac4dc1c966a8d9eba546ffda0e9518f187
+size 1231585792

Occam-2B-CCoT.i1-IQ4_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:090408feb622e359f78b1672f466af10bda0da308b8ebf86e26cf2ad835f719d
+size 1195962880

Occam-2B-CCoT.i1-Q2_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:0e8284f323c0497b20facf64997f5686bdf1fe6107a97a9d65db90da6723d61f
+size 968542720

Occam-2B-CCoT.i1-Q2_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:44415ce8a1ac1a0d6e030d138458a13a78fa12085be0a4384f4bea3f63595158
+size 944163328

Occam-2B-CCoT.i1-Q3_K_L.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:c04c5e036afda63bb73b7f91ac4f671676c5be8cde42f6ffed167a3b53618c59
+size 1164533248

Occam-2B-CCoT.i1-Q3_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:a355ad023bdd9d80f6fdc682d292196de4766477227ba3448e7851057f8f8751
+size 1099259392

Occam-2B-CCoT.i1-Q3_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:c83c8e59948fdeb0a55a0396e76932346c1bc6670f53673474f1b5cadd72a58c
+size 1020173824

Occam-2B-CCoT.i1-Q4_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:63fb209a9e8d00f48e1d50946aa949fcb4484837c5827e8f047743a1e30e56cf
+size 1204847104

Occam-2B-CCoT.i1-Q4_1.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6435b3694415fa1cbf95166a72de8453c392b4134860d0fe9cf8ddbcce1f67f6
+size 1288282624

Occam-2B-CCoT.i1-Q4_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:e95687c691c91790a400dc6938b687d5d822af02ddfba1dbb31759502e030572
+size 1274397184

Occam-2B-CCoT.i1-Q4_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:290f6252b463d9204ef67ce9b588c845c787114dbca68df69f84b3ede8f273d4
+size 1212056064

Occam-2B-CCoT.i1-Q5_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:553d9bde7455942d300699a574c4d7f81ef7cc21475e0290d9bd4018cb97286e
+size 1411121664

Occam-2B-CCoT.i1-Q5_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:aa508d44cb4feb9897afcde8d128f2a752cd53e2d242ae2a7a8a3e4fbb6f34dd
+size 1374077440

Occam-2B-CCoT.i1-Q6_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:fb54ecf4ce0a0a0a777be82e234efbc5092416d7aacd09150ca8080c71cc7e0e
+size 1556391424