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DuoNeural
/
Lattice-1-107M-Poincare-Preview

PyTorch
GGUF
English
cdm
cdm-moe
crystallographic-dynamics-model
competitive-docking-memory
crystallographic
hyperbolic
poincare-ball
knowledge-distillation
glass-box-ai
mechanistic-interpretability
dhp
chp
duoneural
language-model
llama-cpp
conversational
Model card Files Files and versions
xet
Community

Instructions to use DuoNeural/Lattice-1-107M-Poincare-Preview 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 DuoNeural/Lattice-1-107M-Poincare-Preview 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 DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    # Run inference directly in the terminal:
    llama cli -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    Install from WinGet (Windows)
    winget install llama.cpp
    # Start a local OpenAI-compatible server with a web UI:
    llama serve -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    # Run inference directly in the terminal:
    llama cli -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    Build from source code
    git clone https://github.com/ggml-org/llama.cpp.git
    cd llama.cpp
    cmake -B build
    cmake --build build -j --target llama-app
    # Start a local OpenAI-compatible server with a web UI:
    ./build/bin/llama serve -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    # Run inference directly in the terminal:
    ./build/bin/llama cli -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    Use Docker
    docker model run hf.co/DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
  • Llama new
  • LM Studio
  • Jan
  • Ollama

    How to use DuoNeural/Lattice-1-107M-Poincare-Preview with Ollama:

    ollama run hf.co/DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
  • Unsloth Desktop
  • Pi

    How to use DuoNeural/Lattice-1-107M-Poincare-Preview with Pi:

    Start the llama.cpp server
    # Install llama.cpp:
    brew install llama.cpp
    # Start a local OpenAI-compatible server:
    llama serve -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    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": "DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M"
            }
          ]
        }
      }
    }
    Run Pi
    # Start Pi in your project directory:
    pi
  • Docker Model Runner

    How to use DuoNeural/Lattice-1-107M-Poincare-Preview with Docker Model Runner:

    docker model run hf.co/DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
  • Lemonade

    How to use DuoNeural/Lattice-1-107M-Poincare-Preview with Lemonade:

    Pull the model
    # Download Lemonade from https://lemonade-server.ai/
    lemonade pull DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    Run and chat with the model
    lemonade run user.Lattice-1-107M-Poincare-Preview-Q4_K_M
    List all available models
    lemonade list
  • Hermes Agent

    How to use DuoNeural/Lattice-1-107M-Poincare-Preview with Hermes Agent:

    Start the llama.cpp server
    # Install llama.cpp:
    brew install llama.cpp
    # Start a local OpenAI-compatible server:
    llama serve -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    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 DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    Run Hermes
    hermes
  • Atomic Chat
  • OpenClaw

    How to use DuoNeural/Lattice-1-107M-Poincare-Preview with OpenClaw:

    Start the llama.cpp server
    # Install llama.cpp:
    brew install llama.cpp
    # Start a local OpenAI-compatible server:
    llama serve -hf DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M
    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 "DuoNeural/Lattice-1-107M-Poincare-Preview:Q4_K_M" \
      --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"
Lattice-1-107M-Poincare-Preview
2.1 GB
Ctrl+K
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  • 1 contributor
History: 18 commits
DuoNeural's picture
DuoNeural
Add llama cli -hf quickstart and explanation of unknown architecture cdm error on stock builds
e2364a3 verified 22 days ago
  • .gitattributes
    1.84 kB
    Add lattice107m-q4_k_s-text.gguf native GGUF artifact (Kestrel cdm-gguf) 22 days ago
  • README.md
    42.7 kB
    Add llama cli -hf quickstart and explanation of unknown architecture cdm error on stock builds 22 days ago
  • cdm_lm_distill_v1.py
    42.1 kB
    Add CDMMoELM model source (required for checkpoint loading) 23 days ago
  • lattice107m-f32-text.gguf
    436 MB
    xet
    Add lattice107m-f32-text.gguf native GGUF artifact (Kestrel cdm-gguf) 22 days ago
  • lattice107m-q4_k_m-text.gguf
    89.6 MB
    xet
    Add lattice107m-q4_k_m-text.gguf native GGUF artifact (Kestrel cdm-gguf) 22 days ago
  • lattice107m-q4_k_s-text.gguf
    67.4 MB
    xet
    Add lattice107m-q4_k_s-text.gguf native GGUF artifact (Kestrel cdm-gguf) 22 days ago
  • lattice107m-q6_k-text.gguf
    95 MB
    xet
    Add lattice107m-q6_k-text.gguf native GGUF artifact (Kestrel cdm-gguf) 22 days ago
  • lattice107m-q8_0-text.gguf
    121 MB
    xet
    Add lattice107m-q8_0-text.gguf native GGUF artifact (Kestrel cdm-gguf) 22 days ago
  • llama-cdm.patch
    17.2 kB
    Add llama.cpp LLM_ARCH_CDM patch 22 days ago
  • pytorch_model.pt
    1.29 GB
    xet
    Add Lattice-1 100k final checkpoint (BPB=1.1676 best@95k) 23 days ago