Instructions to use mradermacher/GRM-1.5b-i1-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/GRM-1.5b-i1-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/GRM-1.5b-i1-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/GRM-1.5b-i1-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/GRM-1.5b-i1-GGUF",
	filename="GRM-1.5b.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/GRM-1.5b-i1-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/GRM-1.5b-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/GRM-1.5b-i1-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/GRM-1.5b-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/GRM-1.5b-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/GRM-1.5b-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/GRM-1.5b-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/GRM-1.5b-i1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/GRM-1.5b-i1-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/GRM-1.5b-i1-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/GRM-1.5b-i1-GGUF with Ollama:
```
ollama run hf.co/mradermacher/GRM-1.5b-i1-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/GRM-1.5b-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/GRM-1.5b-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/GRM-1.5b-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/GRM-1.5b-i1-GGUF to start chatting

How to use mradermacher/GRM-1.5b-i1-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf mradermacher/GRM-1.5b-i1-GGUF:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/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/GRM-1.5b-i1-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use mradermacher/GRM-1.5b-i1-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf mradermacher/GRM-1.5b-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/GRM-1.5b-i1-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat new
Docker Model Runner
How to use mradermacher/GRM-1.5b-i1-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/GRM-1.5b-i1-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/GRM-1.5b-i1-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/GRM-1.5b-i1-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.GRM-1.5b-i1-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on Mar 14

Commit

c4699e8

verified ·

1 Parent(s): a77202a

uploaded from rich1

Browse files

Files changed (25) hide show

.gitattributes +24 -0
GRM-1.5b.i1-IQ1_M.gguf +3 -0
GRM-1.5b.i1-IQ1_S.gguf +3 -0
GRM-1.5b.i1-IQ2_M.gguf +3 -0
GRM-1.5b.i1-IQ2_S.gguf +3 -0
GRM-1.5b.i1-IQ2_XS.gguf +3 -0
GRM-1.5b.i1-IQ2_XXS.gguf +3 -0
GRM-1.5b.i1-IQ3_M.gguf +3 -0
GRM-1.5b.i1-IQ3_S.gguf +3 -0
GRM-1.5b.i1-IQ3_XS.gguf +3 -0
GRM-1.5b.i1-IQ3_XXS.gguf +3 -0
GRM-1.5b.i1-IQ4_NL.gguf +3 -0
GRM-1.5b.i1-IQ4_XS.gguf +3 -0
GRM-1.5b.i1-Q2_K.gguf +3 -0
GRM-1.5b.i1-Q2_K_S.gguf +3 -0
GRM-1.5b.i1-Q3_K_L.gguf +3 -0
GRM-1.5b.i1-Q3_K_M.gguf +3 -0
GRM-1.5b.i1-Q3_K_S.gguf +3 -0
GRM-1.5b.i1-Q4_0.gguf +3 -0
GRM-1.5b.i1-Q4_1.gguf +3 -0
GRM-1.5b.i1-Q4_K_M.gguf +3 -0
GRM-1.5b.i1-Q4_K_S.gguf +3 -0
GRM-1.5b.i1-Q5_K_M.gguf +3 -0
GRM-1.5b.i1-Q5_K_S.gguf +3 -0
GRM-1.5b.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
 GRM-1.5b.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
 GRM-1.5b.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+GRM-1.5b.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

GRM-1.5b.i1-IQ1_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:225bc6f119f5c16e104cf30b61b63ff671235b152d249fb5f30618e3442d641e
+size 464463104

GRM-1.5b.i1-IQ1_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9af8364a12c59348c114f846236f4cf37c88027f67d3afabc70fe35bb3533139
+size 436529408

GRM-1.5b.i1-IQ2_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f46304e072f6b268a6f01fe5bf9252475621a01af8b1f7182bdbcf9d402a6dcb
+size 601056512

GRM-1.5b.i1-IQ2_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:d4a02f7629a7f0189bf62f66efd4844340230beba05213f63d44a5566035c85d
+size 563811584

GRM-1.5b.i1-IQ2_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:01c04e7b1fb5df91287873659df8e2b0aa0f83791c493446287d858de0af977d
+size 550328576

GRM-1.5b.i1-IQ2_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ec73ba0220f1af845f77deb0b0c9cb8788b29721de3ee70ed4b651df77d91a34
+size 511019264

GRM-1.5b.i1-IQ3_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4dd0d19f1de63feea7478648673631122b8ec3902b3d5305848c094a9e5e94d5
+size 776665856

GRM-1.5b.i1-IQ3_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5bf09cf711f768c1da10df511042018c1aa2de23300c05ef53af53e39cc0ff21
+size 762408704

GRM-1.5b.i1-IQ3_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:d5ba47f180d59eb3457db104a6daf1c425d53ecd765efd4396b64dc2f6c663c5
+size 731700992

GRM-1.5b.i1-IQ3_XXS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6de9eed91c19f3a511d0bb5bfa713163f639df0ecc66dbf80071bb6ba6d12f92
+size 668794112

GRM-1.5b.i1-IQ4_NL.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:7d401a23182895f7d04f3b57e0588de6069dc286494b25722ce52e9725018194
+size 936333056

GRM-1.5b.i1-IQ4_XS.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b50472d34feae67c8461a9ef6b68cb9a10bf9b73b3195530499276facd9acb03
+size 895733504

GRM-1.5b.i1-Q2_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:49aba1b7e79139a4157036c2eb63a61934fb0bef43c60e5d7c72f69039f0fb7a
+size 676306688

GRM-1.5b.i1-Q2_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ed5a30317f522f037da21ad9dca498711991a5d972144ca9cfcab65b2cfd6a15
+size 640136960

GRM-1.5b.i1-Q3_K_L.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:76796877801841187092c9d248aec34c1fc0c09b213d10af34d16125eb8f8b62
+size 880164608

GRM-1.5b.i1-Q3_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:cf92b38de8cc405b9a2658f90e9793d2caa89454d7d22749c7732991d6b35e80
+size 824180480

GRM-1.5b.i1-Q3_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:939adf191d23873a29b7835d862acaa9828e994e104df222e812c289ed16846c
+size 760946432

GRM-1.5b.i1-Q4_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:dbb223a4bc85b6d156551a5ba957b002f8f3170d2776f49076c9c90ea0860a7e
+size 937537280

GRM-1.5b.i1-Q4_1.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b0137dc2214cdf2f8d2678272eb7b2c68064632ed7b06d6a16a44acc86c59f05
+size 1016844032

GRM-1.5b.i1-Q4_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b702a63246a4f81eb03a607208945ae13f039b34fa653ba1a89a639c5ba6e42b
+size 986050304

GRM-1.5b.i1-Q4_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:12dbb0174f221ab2ab92409008118dd43e04f122acd3415747f1cc6a0a9f6d70
+size 940314368

GRM-1.5b.i1-Q5_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:bd7e4e3cf4840658b482702339e0388dcbe37642f9f3e1373390b675e9466f36
+size 1125052160

GRM-1.5b.i1-Q5_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:0d926182666a8748a52e1a033a1cc4d197dd6170bbf9ab7a4ebc9e1431ad5e75
+size 1098731264

GRM-1.5b.i1-Q6_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:20e1fb063dcdaddcec63d419b8b9b05178de1745f6023cd17e3780d2baf616bf
+size 1272741632