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 1 day ago

Commit

9a4e209

verified ·

1 Parent(s): 7a5847e

Add 2bit-lite MLX quantization (4/9)

Browse files

Files changed (6) hide show

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

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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:487a02b290b7b5bcb4201b62da3c97caffeaab3ad84c2ff19ddff274d8209301
-size 1748473008

 version https://git-lfs.github.com/spec/v1
+oid sha256:0df4c64de6c01119bc14a81754974163272f500096bab812bef2ad2af2618f62
+size 1748490176

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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:69ef560b2708ca28c79ca500231f77a441340a020bffa948a85d55614d23a5e7
-size 1712546300

 version https://git-lfs.github.com/spec/v1
+oid sha256:993f70cdf1c82abd373708a09f69582db0490d7fc5e5ec87f0cc041304438757
+size 1712563416

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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:58fb473aa60a9743c4c5681bc818ee677a6c3c72cac35775e507e98a75ca1884
-size 1712546276

 version https://git-lfs.github.com/spec/v1
+oid sha256:5d69d1b279826280feda9cff982cb2a51f2d9ea221742536000b05b561589d43
+size 1712563392

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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:69a3db1cffc89a2db82b22c0405d221d3564edea3e1dce08ed0670c5fd087205
-size 1712546404

 version https://git-lfs.github.com/spec/v1
+oid sha256:33de2d8e788d5a19f9505ec96f8618a58e0c44b40059969a132395f91bcebc03
+size 1712563520

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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:062860a135afef572f051c77488acac1e748a7a96249fa01388ba17ce4914e2e
-size 1549292284

 version https://git-lfs.github.com/spec/v1
+oid sha256:3f811a7d4784028aa940ff4e40f5a03ae759819a67b60a538a3b773ff9dddd0e
+size 1549292904

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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:700f21775769525fd38a7f59472adb0c75975d6b3ffa6b74ca6f4d338379c609
-size 1712546804

 version https://git-lfs.github.com/spec/v1
+oid sha256:464d8a99db2b87141dd1ab92292b5afae1402331dcccf3dc2872e72666d2a6ed
+size 1712563920