Image-Text-to-Text
MLX
Safetensors
English
Chinese
glm5_next
jang
janght
jangt
jangh
quantized
apple-silicon
vision
video
reasoning
thinking
agent
tool-use
speculative-decoding
dflash
Mixture of Experts
conversational
8-bit precision
Instructions to use OsaurusAI/GLM-5.3-Flash-JANGHT2.4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use OsaurusAI/GLM-5.3-Flash-JANGHT2.4 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("OsaurusAI/GLM-5.3-Flash-JANGHT2.4") config = load_config("OsaurusAI/GLM-5.3-Flash-JANGHT2.4") # 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
- Pi
How to use OsaurusAI/GLM-5.3-Flash-JANGHT2.4 with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "OsaurusAI/GLM-5.3-Flash-JANGHT2.4"
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": "OsaurusAI/GLM-5.3-Flash-JANGHT2.4" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent
How to use OsaurusAI/GLM-5.3-Flash-JANGHT2.4 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 "OsaurusAI/GLM-5.3-Flash-JANGHT2.4"
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 OsaurusAI/GLM-5.3-Flash-JANGHT2.4
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use OsaurusAI/GLM-5.3-Flash-JANGHT2.4 with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "OsaurusAI/GLM-5.3-Flash-JANGHT2.4"
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 "OsaurusAI/GLM-5.3-Flash-JANGHT2.4" \ --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"
Download evaluation/native_transcripts_vs_bf16.json from OsaurusAI/GLM-5.3-Flash-JANGHT2.4: direct link, hf CLI and curl.
- Browser
- Download file 27.2 kB
-
https://huggingface.co/OsaurusAI/GLM-5.3-Flash-JANGHT2.4/resolve/main/evaluation/native_transcripts_vs_bf16.json
- Command line
-
hf download hf://OsaurusAI/GLM-5.3-Flash-JANGHT2.4/evaluation/native_transcripts_vs_bf16.json
-
curl -L -o native_transcripts_vs_bf16.json https://huggingface.co/OsaurusAI/GLM-5.3-Flash-JANGHT2.4/resolve/main/evaluation/native_transcripts_vs_bf16.json
27.2 kB
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