Image-Text-to-Text
MLX
Safetensors
qwen3_5_moe
omlx
oq
quantized
qwen3.6
Mixture of Experts
mtp
multimodal
conversational
8-bit precision
Instructions to use pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp 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("pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp") config = load_config("pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp") # 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 pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp"
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": "pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent
How to use pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp 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 "pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp"
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 pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp"
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 "pyros-vault/Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp" \ --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"
| { | |
| "enabled": true, | |
| "cache_path": "/Users/ara/.omlx/models/.oqe_imatrix/Ornith-1.5-35B-A3B-BigBang-MTP-dba84b68c8a0-s128-l512.npz", | |
| "cache_reused": true, | |
| "entry_count": 523, | |
| "calib_dataset": "oqe_code_multilingual", | |
| "collection": { | |
| "dataset": "oqe_code_multilingual", | |
| "requested_samples": 128, | |
| "seq_length": 512, | |
| "adaptive": true, | |
| "adaptive_step_samples": 128, | |
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| "available_samples": 1024, | |
| "micro_batch_size": 12, | |
| "micro_batches": 11, | |
| "batch_plan": { | |
| "micro_batch_size": 12, | |
| "estimated_sample_bytes": 33554432, | |
| "capture_budget_bytes": 435403910, | |
| "system_available_bytes": 118444326912, | |
| "metal_available_bytes": 115444169096, | |
| "live_available_bytes": 115444169096, | |
| "model_bytes": 71903778072, | |
| "remaining_available_bytes": 43540391024, | |
| "fits_one_sample": true, | |
| "hidden_size": 2048, | |
| "num_experts": 256, | |
| "top_k": 8, | |
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| "num_hidden_layers": 40, | |
| "num_kv_shared_layers": 0, | |
| "per_layer_input_size": 0 | |
| }, | |
| "processed_samples": 128, | |
| "installed_modules": 634, | |
| "capture_module_classes": { | |
| "Linear": 511, | |
| "SwitchLinear": 123 | |
| }, | |
| "switch_capture_modules": 123, | |
| "requires_expert_counts": true, | |
| "coverage_sufficient": true, | |
| "collection_sufficient": true, | |
| "coverage": { | |
| "has_expert_counts": true, | |
| "expert_modules": 123, | |
| "total_experts": 31488, | |
| "active_experts": 31488, | |
| "zero_count_experts": 0, | |
| "active_ratio": 1.0, | |
| "min_count": 55, | |
| "p05_count": 607.0, | |
| "p10_count": 798.0, | |
| "median_count": 1728.5, | |
| "max_count": 35988, | |
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| "rounds": [ | |
| { | |
| "processed_samples": 128, | |
| "coverage_sufficient": true, | |
| "collection_sufficient": true, | |
| "coverage": { | |
| "has_expert_counts": true, | |
| "expert_modules": 123, | |
| "total_experts": 31488, | |
| "active_experts": 31488, | |
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| "median_count": 1728.5, | |
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| "has_expert_counts": true, | |
| "expert_modules": 123, | |
| "total_experts": 31488, | |
| "active_experts": 31488, | |
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| "active_ratio": 1.0, | |
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| "median_count": 1728.5, | |
| "max_count": 35988, | |
| "min_required_count": 16, | |
| "required_percentile": 5 | |
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| "language_model.model.layers.10.linear_attn.in_proj_qkv", | |
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| "language_model.model.layers.11.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.11.mlp.shared_expert_gate", | |
| "language_model.model.layers.11.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.11.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.11.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.11.self_attn.k_proj", | |
| "language_model.model.layers.11.self_attn.o_proj", | |
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| "language_model.model.layers.12.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.12.linear_attn.in_proj_z", | |
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| "language_model.model.layers.12.mlp.shared_expert.down_proj", | |
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| "language_model.model.layers.12.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.12.mlp.switch_mlp.up_proj", | |
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| "language_model.model.layers.13.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.13.linear_attn.in_proj_z", | |
| "language_model.model.layers.13.linear_attn.out_proj", | |
| "language_model.model.layers.13.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.13.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.13.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.13.mlp.shared_expert_gate", | |
| "language_model.model.layers.13.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.13.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.13.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.14.linear_attn.in_proj_a", | |
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| "language_model.model.layers.14.linear_attn.in_proj_z", | |
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| "language_model.model.layers.17.linear_attn.in_proj_z", | |
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| "language_model.model.layers.2.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.2.mlp.switch_mlp.gate_proj", | |
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| "language_model.model.layers.20.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.20.linear_attn.in_proj_z", | |
| "language_model.model.layers.20.linear_attn.out_proj", | |
| "language_model.model.layers.20.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.20.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.20.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.20.mlp.shared_expert_gate", | |
| "language_model.model.layers.20.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.20.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.20.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.21.linear_attn.in_proj_a", | |
| "language_model.model.layers.21.linear_attn.in_proj_b", | |
| "language_model.model.layers.21.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.21.linear_attn.in_proj_z", | |
| "language_model.model.layers.21.linear_attn.out_proj", | |
| "language_model.model.layers.21.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.21.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.21.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.21.mlp.shared_expert_gate", | |
| "language_model.model.layers.21.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.21.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.21.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.22.linear_attn.in_proj_a", | |
| "language_model.model.layers.22.linear_attn.in_proj_b", | |
| "language_model.model.layers.22.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.22.linear_attn.in_proj_z", | |
| "language_model.model.layers.22.linear_attn.out_proj", | |
| "language_model.model.layers.22.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.22.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.22.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.22.mlp.shared_expert_gate", | |
| "language_model.model.layers.22.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.22.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.22.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.23.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.23.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.23.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.23.mlp.shared_expert_gate", | |
| "language_model.model.layers.23.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.23.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.23.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.23.self_attn.k_proj", | |
| "language_model.model.layers.23.self_attn.o_proj", | |
| "language_model.model.layers.23.self_attn.q_proj", | |
| "language_model.model.layers.23.self_attn.v_proj", | |
| "language_model.model.layers.24.linear_attn.in_proj_a", | |
| "language_model.model.layers.24.linear_attn.in_proj_b", | |
| "language_model.model.layers.24.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.24.linear_attn.in_proj_z", | |
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