Instructions to use ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e"
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e 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 "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e"
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 ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e
Run Hermes
hermes
- OpenClaw new
How to use ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e"
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 "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e" \ --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"
- MLX LM
How to use ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ZQ-Dev/KAT-Coder-V2.5-Dev-oQ6e", "messages": [ {"role": "user", "content": "Hello"} ] }'
| { | |
| "enabled": true, | |
| "cache_path": "KAT-Coder-V2.5-Dev-c9f7b6143f2b-s128-l512.npz", | |
| "cache_reused": false, | |
| "entry_count": 510, | |
| "calib_dataset": "oqe_code_multilingual", | |
| "collection": { | |
| "dataset": "oqe_code_multilingual", | |
| "requested_samples": 128, | |
| "seq_length": 512, | |
| "adaptive": true, | |
| "adaptive_step_samples": 128, | |
| "adaptive_max_samples": 1024, | |
| "available_samples": 1024, | |
| "micro_batch_size": 16, | |
| "micro_batches": 8, | |
| "batch_plan": { | |
| "micro_batch_size": 16, | |
| "estimated_sample_bytes": 33554432, | |
| "capture_budget_bytes": 805306368, | |
| "system_available_bytes": 108952518656, | |
| "metal_available_bytes": 130563287946, | |
| "live_available_bytes": 108952518656, | |
| "hidden_size": 2048, | |
| "num_experts": 256, | |
| "top_k": 8 | |
| }, | |
| "processed_samples": 128, | |
| "installed_modules": 621, | |
| "capture_module_classes": { | |
| "Linear": 501, | |
| "SwitchLinear": 120 | |
| }, | |
| "switch_capture_modules": 120, | |
| "requires_expert_counts": true, | |
| "coverage_sufficient": true, | |
| "collection_sufficient": true, | |
| "coverage": { | |
| "has_expert_counts": true, | |
| "expert_modules": 120, | |
| "total_experts": 30720, | |
| "active_experts": 30720, | |
| "zero_count_experts": 0, | |
| "active_ratio": 1.0, | |
| "min_count": 31, | |
| "p05_count": 639.95, | |
| "p10_count": 818.9000000000001, | |
| "median_count": 1755.0, | |
| "max_count": 19615, | |
| "min_required_count": 16, | |
| "required_percentile": 5 | |
| }, | |
| "rounds": [ | |
| { | |
| "processed_samples": 128, | |
| "coverage_sufficient": true, | |
| "collection_sufficient": true, | |
| "coverage": { | |
| "has_expert_counts": true, | |
| "expert_modules": 120, | |
| "total_experts": 30720, | |
| "active_experts": 30720, | |
| "zero_count_experts": 0, | |
| "active_ratio": 1.0, | |
| "min_count": 31, | |
| "p05_count": 639.95, | |
| "p10_count": 818.9000000000001, | |
| "median_count": 1755.0, | |
| "max_count": 19615, | |
| "min_required_count": 16, | |
| "required_percentile": 5 | |
| } | |
| } | |
| ] | |
| }, | |
| "expert_coverage": { | |
| "has_expert_counts": true, | |
| "expert_modules": 120, | |
| "total_experts": 30720, | |
| "active_experts": 30720, | |
| "zero_count_experts": 0, | |
| "active_ratio": 1.0, | |
| "min_count": 31, | |
| "p05_count": 639.95, | |
| "p10_count": 818.9000000000001, | |
| "median_count": 1755.0, | |
| "max_count": 19615, | |
| "min_required_count": 16, | |
| "required_percentile": 5 | |
| }, | |
| "applied": [ | |
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| "language_model.model.layers.0.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.0.linear_attn.in_proj_z", | |
| "language_model.model.layers.0.linear_attn.out_proj", | |
| "language_model.model.layers.0.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.0.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.0.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.0.mlp.shared_expert_gate", | |
| "language_model.model.layers.0.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.0.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.0.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.1.linear_attn.in_proj_a", | |
| "language_model.model.layers.1.linear_attn.in_proj_b", | |
| "language_model.model.layers.1.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.1.linear_attn.in_proj_z", | |
| "language_model.model.layers.1.linear_attn.out_proj", | |
| "language_model.model.layers.1.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.1.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.1.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.1.mlp.shared_expert_gate", | |
| "language_model.model.layers.1.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.1.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.1.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.10.linear_attn.in_proj_a", | |
| "language_model.model.layers.10.linear_attn.in_proj_b", | |
| "language_model.model.layers.10.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.10.linear_attn.in_proj_z", | |
| "language_model.model.layers.10.linear_attn.out_proj", | |
| "language_model.model.layers.10.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.10.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.10.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.10.mlp.shared_expert_gate", | |
| "language_model.model.layers.10.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.10.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.10.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.11.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.11.mlp.shared_expert.gate_proj", | |
| "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", | |
| "language_model.model.layers.11.self_attn.q_proj", | |
| "language_model.model.layers.11.self_attn.v_proj", | |
| "language_model.model.layers.12.linear_attn.in_proj_a", | |
| "language_model.model.layers.12.linear_attn.in_proj_b", | |
| "language_model.model.layers.12.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.12.linear_attn.in_proj_z", | |
| "language_model.model.layers.12.linear_attn.out_proj", | |
| "language_model.model.layers.12.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.12.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.12.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.12.mlp.shared_expert_gate", | |
| "language_model.model.layers.12.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.12.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.12.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.13.linear_attn.in_proj_a", | |
| "language_model.model.layers.13.linear_attn.in_proj_b", | |
| "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", | |
| "language_model.model.layers.14.linear_attn.in_proj_b", | |
| "language_model.model.layers.14.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.14.linear_attn.in_proj_z", | |
| "language_model.model.layers.14.linear_attn.out_proj", | |
| "language_model.model.layers.14.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.14.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.14.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.14.mlp.shared_expert_gate", | |
| "language_model.model.layers.14.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.14.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.14.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.15.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.15.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.15.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.15.mlp.shared_expert_gate", | |
| "language_model.model.layers.15.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.15.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.15.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.15.self_attn.k_proj", | |
| "language_model.model.layers.15.self_attn.o_proj", | |
| "language_model.model.layers.15.self_attn.q_proj", | |
| "language_model.model.layers.15.self_attn.v_proj", | |
| "language_model.model.layers.16.linear_attn.in_proj_a", | |
| "language_model.model.layers.16.linear_attn.in_proj_b", | |
| "language_model.model.layers.16.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.16.linear_attn.in_proj_z", | |
| "language_model.model.layers.16.linear_attn.out_proj", | |
| "language_model.model.layers.16.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.16.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.16.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.16.mlp.shared_expert_gate", | |
| "language_model.model.layers.16.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.16.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.16.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.17.linear_attn.in_proj_a", | |
| "language_model.model.layers.17.linear_attn.in_proj_b", | |
| "language_model.model.layers.17.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.17.linear_attn.in_proj_z", | |
| "language_model.model.layers.17.linear_attn.out_proj", | |
| "language_model.model.layers.17.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.17.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.17.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.17.mlp.shared_expert_gate", | |
| "language_model.model.layers.17.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.17.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.17.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.18.linear_attn.in_proj_a", | |
| "language_model.model.layers.18.linear_attn.in_proj_b", | |
| "language_model.model.layers.18.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.18.linear_attn.in_proj_z", | |
| "language_model.model.layers.18.linear_attn.out_proj", | |
| "language_model.model.layers.18.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.18.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.18.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.18.mlp.shared_expert_gate", | |
| "language_model.model.layers.18.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.18.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.18.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.19.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.19.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.19.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.19.mlp.shared_expert_gate", | |
| "language_model.model.layers.19.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.19.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.19.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.19.self_attn.k_proj", | |
| "language_model.model.layers.19.self_attn.o_proj", | |
| "language_model.model.layers.19.self_attn.q_proj", | |
| "language_model.model.layers.19.self_attn.v_proj", | |
| "language_model.model.layers.2.linear_attn.in_proj_a", | |
| "language_model.model.layers.2.linear_attn.in_proj_b", | |
| "language_model.model.layers.2.linear_attn.in_proj_qkv", | |
| "language_model.model.layers.2.linear_attn.in_proj_z", | |
| "language_model.model.layers.2.linear_attn.out_proj", | |
| "language_model.model.layers.2.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.2.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.2.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.2.mlp.shared_expert_gate", | |
| "language_model.model.layers.2.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.2.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.2.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.20.linear_attn.in_proj_a", | |
| "language_model.model.layers.20.linear_attn.in_proj_b", | |
| "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", | |
| "language_model.model.layers.24.linear_attn.out_proj", | |
| "language_model.model.layers.24.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.24.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.24.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.24.mlp.shared_expert_gate", | |
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