Instructions to use ncylich/temporal-moe-extras with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use ncylich/temporal-moe-extras with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf ncylich/temporal-moe-extras # Run inference directly in the terminal: llama cli -hf ncylich/temporal-moe-extras
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf ncylich/temporal-moe-extras # Run inference directly in the terminal: llama cli -hf ncylich/temporal-moe-extras
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf ncylich/temporal-moe-extras # Run inference directly in the terminal: ./llama-cli -hf ncylich/temporal-moe-extras
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf ncylich/temporal-moe-extras # Run inference directly in the terminal: ./build/bin/llama-cli -hf ncylich/temporal-moe-extras
Use Docker
docker model run hf.co/ncylich/temporal-moe-extras
- LM Studio
- Jan
- Ollama
How to use ncylich/temporal-moe-extras with Ollama:
ollama run hf.co/ncylich/temporal-moe-extras
- Unsloth Desktop
- Pi
How to use ncylich/temporal-moe-extras with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf ncylich/temporal-moe-extras
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "ncylich/temporal-moe-extras" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use ncylich/temporal-moe-extras with Docker Model Runner:
docker model run hf.co/ncylich/temporal-moe-extras
- Lemonade
How to use ncylich/temporal-moe-extras with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull ncylich/temporal-moe-extras
Run and chat with the model
lemonade run user.temporal-moe-extras-{{QUANT_TAG}}List all available models
lemonade list
- Hermes Agent
How to use ncylich/temporal-moe-extras with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf ncylich/temporal-moe-extras
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 ncylich/temporal-moe-extras
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use ncylich/temporal-moe-extras with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf ncylich/temporal-moe-extras
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 "ncylich/temporal-moe-extras" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Download ablations/alignment_frontier.csv from ncylich/temporal-moe-extras: direct link, hf CLI and curl.
- Browser
- Download file 1.36 kB
-
https://huggingface.co/ncylich/temporal-moe-extras/resolve/main/ablations/alignment_frontier.csv
- Command line
-
hf download hf://ncylich/temporal-moe-extras/ablations/alignment_frontier.csv
-
curl -L -o alignment_frontier.csv https://huggingface.co/ncylich/temporal-moe-extras/resolve/main/ablations/alignment_frontier.csv
1.36 kB
| cell,run,test_bpb,a3_pct,union,eff_experts,max_residency_pct,pinned_per_layer | |
| plain-s2@1e17,g3_tmoe_s2_1e17,1.2873,32.93,160.75,187.83,15.17,0.00 | |
| karen-s2@1e17,g3_tmoe_s2_1e17_karen,1.2881,39.88,152.51,127.87,85.28,0.20 | |
| ant_l0.02_g0.5-s0@1e16,g3_tmoe_s0_1e16_ant0p02,1.4952,55.53,49.64,49.57,46.14,0.00 | |
| ant_l0.1_g0.5-s0@1e16,g3_tmoe_s0_1e16_ant0p1,1.5068,80.53,24.33,24.33,84.60,7.33 | |
| ant_l0.02_g0.9-s0@1e16,g3_tmoe_s0_1e16_ant0p02_g0p9,1.5013,57.72,50.60,50.56,43.75,0.00 | |
| auxfree-nomom-s2@1e17,g3_tmoe_s2_1e17_auxfree,1.3005,37.96,150.92,128.23,81.5,0.20 | |
| mom-on-plain-s0@1e16,g3_tmoe_s0_1e16_mom,1.4717,28.37,162.80,181.82,16.3,0.00 | |
| mom-logratio-s0@1e16,g3_tmoe_s0_1e16_momr,1.4714,28.63,164.6,182.2,20.2,0.00 | |
| bursty-s0@1e16,g3_tmoe_s0_1e16_bursty,1.5206,79.19,42.3,33.2,100.0,5.00 | |
| momr-b1.0-s0@1e16,g3_tmoe_s0_1e16_momr_b1,1.4686,29.36,168.5,179.0,21.6,0.00 | |
| momr-b2.0-s0@1e16,g3_tmoe_s0_1e16_momr_b2,1.4720,30.89,170.8,172.7,34.1,0.00 | |
| head-s0@1e16,g3_tmoe_s0_1e16_head,1.4857,37.98,102.3,102.6,41.4,0.00 | |
| head_c-center-s0@1e16,g3_tmoe_s0_1e16_head_c,1.4857,30.22,157.2,162.5,31.4,0.00 | |
| head_b0.5-s0@1e16,g3_tmoe_s0_1e16_head_b05,1.4765,32.42,127.2,134.8,28.2,0.00 | |
| momg-gates-b0.5-s0@1e16,g3_tmoe_s0_1e16_momg_b05,1.4754,28.61,165.6,181.3,20.1,0.00 | |
| head_tc-targetcenter-g0.75-s0@1e16,g3_tmoe_s0_1e16_head_tc,1.4751,34.21,123.2,125.2,49.3,0.00 | |