Instructions to use orcarouter/GLM-5.3-Flash-MLX with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use orcarouter/GLM-5.3-Flash-MLX with MLX:

# Make sure mlx-vlm is installed
# pip install --upgrade mlx-vlm

from mlx_vlm import load, generate
from mlx_vlm.prompt_utils import apply_chat_template
from mlx_vlm.utils import load_config

# Load the model
model, processor = load("orcarouter/GLM-5.3-Flash-MLX")
config = load_config("orcarouter/GLM-5.3-Flash-MLX")

# Prepare input
image = ["http://images.cocodataset.org/val2017/000000039769.jpg"]
prompt = "Describe this image."

# Apply chat template
formatted_prompt = apply_chat_template(
    processor, config, prompt, num_images=1
)

# Generate output
output = generate(model, processor, formatted_prompt, image)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings
LM Studio

How to use orcarouter/GLM-5.3-Flash-MLX with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "orcarouter/GLM-5.3-Flash-MLX"

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "mlx-lm": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "orcarouter/GLM-5.3-Flash-MLX"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent

How to use orcarouter/GLM-5.3-Flash-MLX with Hermes Agent:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "orcarouter/GLM-5.3-Flash-MLX"

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 orcarouter/GLM-5.3-Flash-MLX

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use orcarouter/GLM-5.3-Flash-MLX with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "orcarouter/GLM-5.3-Flash-MLX"

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 "orcarouter/GLM-5.3-Flash-MLX" \
  --custom-provider-id mlx-lm \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

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

hugging-yiii commited on about 8 hours ago

Commit

8e485d6

verified ·

1 Parent(s): 85b8b52

Add 2-bit MLX quantization (4/9)

Browse files

Files changed (6) hide show

2-bit/model-00017-of-00062.safetensors +2 -2
2-bit/model-00018-of-00062.safetensors +2 -2
2-bit/model-00019-of-00062.safetensors +2 -2
2-bit/model-00021-of-00062.safetensors +2 -2
2-bit/model-00022-of-00062.safetensors +2 -2
2-bit/model-00024-of-00062.safetensors +2 -2

2-bit/model-00017-of-00062.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d2d1d46a058b699bd66b752efd2bddd38e4fa2697639d51b8aec23948792ad45
-size 2426378296

 version https://git-lfs.github.com/spec/v1
+oid sha256:c6156ab3bfde5a45e4b731bd438a0e2356d7cb2b4575be3329797f4a34773c4b
+size 2426395472

2-bit/model-00018-of-00062.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fb7c8504a746a7470222a6a501e41b6a6c9d56f537dd8c133eeafe1f9043dcfa
-size 2401461692

 version https://git-lfs.github.com/spec/v1
+oid sha256:a9d0bc6482973e2984adcf82da2b8040a551da456cda7237afe92a0f17df7a52
+size 2401478808

2-bit/model-00019-of-00062.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:26f174fdcd1ca1f5306e5c5d83ca8daf1cba278ec2d3761b381c60563326bfe9
-size 2401461668

 version https://git-lfs.github.com/spec/v1
+oid sha256:e9bbb22d48c05a349d26882dc1ec58574143a6288d9940e4f784f096f8dfdc9a
+size 2401478784

2-bit/model-00021-of-00062.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:68a45187b2bd37650289bcd989bd92d5405fe0bb76a26cf79702e6f98033b115
-size 2401461796

 version https://git-lfs.github.com/spec/v1
+oid sha256:fdff196f642c174e1a3bf797e663abf397449a5145c02b54d4558af0f0542906
+size 2401478912

2-bit/model-00022-of-00062.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b2c403739ffcae03abb23a1110088b9df939c34064635a2fce51fc748fa0ec02
-size 2264684220

 version https://git-lfs.github.com/spec/v1
+oid sha256:6e975cdbd2a320d3b6ee0a11511b6183d692a184c53ffc8fe03228f99ca8b7fa
+size 2264684840

2-bit/model-00024-of-00062.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:96ec9dfddfc89e76cf70f53d6d86fc6cb3e3630328125d5446e87cd1d83c71be
-size 2401462196

 version https://git-lfs.github.com/spec/v1
+oid sha256:17ed9a1decd54ece7b04ba26b06e4f597b5790ec24d4355117ec230181e4e159
+size 2401479312