Instructions to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers 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 meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers
# Run inference directly in the terminal:
llama cli -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers
# Run inference directly in the terminal:
llama cli -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

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 meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers
# Run inference directly in the terminal:
./llama-cli -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

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 meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers
# Run inference directly in the terminal:
./build/bin/llama-cli -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

Use Docker

docker model run hf.co/meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

LM Studio
Jan

vLLM

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

Ollama
How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with Ollama:
```
ollama run hf.co/meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers
```

Unsloth Studio

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers to start chatting

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

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": "meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with Docker Model Runner:
```
docker model run hf.co/meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers
```

Lemonade

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

Run and chat with the model

lemonade run user.MiniMax-M2.7-UD-Q4_K_XL-layers-{{QUANT_TAG}}

List all available models

lemonade list

Hermes Agent

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

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 meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers

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 "meshllm/MiniMax-M2.7-UD-Q4_K_XL-layers" \
  --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"

MiniMax-M2.7-UD-Q4_K_XL-layers

File size: 17,911 Bytes

b50f1c6

{
  "schema_version": 1,
  "model_id": "unsloth/MiniMax-M2.7-GGUF:UD-Q4_K_XL",
  "source_model": {
    "path": "/source/UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00001-of-00004.gguf",
    "sha256": "92986e39a0c0b5f12c2c9b6a811dad59e3317caaf1b7ad5c7f0d7d12abc4a6e8",
    "repo": "unsloth/MiniMax-M2.7-GGUF",
    "revision": "main",
    "primary_file": "UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00001-of-00004.gguf",
    "canonical_ref": "unsloth/MiniMax-M2.7-GGUF@main/UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00001-of-00004.gguf",
    "distribution_id": "MiniMax-M2.7-UD-Q4_K_XL",
    "files": [
      {
        "path": "UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00001-of-00004.gguf",
        "size_bytes": null,
        "sha256": null
      },
      {
        "path": "UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00002-of-00004.gguf",
        "size_bytes": null,
        "sha256": null
      },
      {
        "path": "UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00003-of-00004.gguf",
        "size_bytes": null,
        "sha256": null
      },
      {
        "path": "UD-Q4_K_XL/MiniMax-M2.7-UD-Q4_K_XL-00004-of-00004.gguf",
        "size_bytes": null,
        "sha256": null
      }
    ]
  },
  "format": "layer-package",
  "layer_count": 62,
  "activation_width": 3072,
  "shared": {
    "metadata": {
      "path": "shared/metadata.gguf",
      "tensor_count": 0,
      "tensor_bytes": 0,
      "artifact_bytes": 8238112,
      "sha256": "48b08e5c2318a0216ff171917974ad2198a440c15596717659a8f4fd61959fc0"
    },
    "embeddings": {
      "path": "shared/embeddings.gguf",
      "tensor_count": 1,
      "tensor_bytes": 653008896,
      "artifact_bytes": 661247040,
      "sha256": "248cc26559607a1c48bb261dc5c040091414c1b6a6d3e6f7a84cb138f3f1f028"
    },
    "output": {
      "path": "shared/output.gguf",
      "tensor_count": 2,
      "tensor_bytes": 653021184,
      "artifact_bytes": 661259392,
      "sha256": "0b7ff0224405f71f57c6c968af856909cfdb66f7870253de276832fc2531c203"
    }
  },
  "layers": [
    {
      "layer_index": 0,
      "path": "layers/layer-000.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "932dab2e24f7cc98c3766458c1fc86c50fd42d804ab96e3f805e532084a9a6eb"
    },
    {
      "layer_index": 1,
      "path": "layers/layer-001.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "f4a394c48a7264afe406e05a189d1e60ddc5a84b82303cebfd2ebcc48e870cba"
    },
    {
      "layer_index": 2,
      "path": "layers/layer-002.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "5a97653e61b6a27e2b54eec33638d343054989b5d216d4d7e351d513dcdd2921"
    },
    {
      "layer_index": 3,
      "path": "layers/layer-003.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "3934978439a975d57a52b016a182bdafdb2e6c68598769161cbea5e00bb342e7"
    },
    {
      "layer_index": 4,
      "path": "layers/layer-004.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "c905f69e4ae2d0c991981788a083d9bdd4e42488358d9f0b8a846f27c82d1c6d"
    },
    {
      "layer_index": 5,
      "path": "layers/layer-005.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "83fee131ea16e36f47e729af6123e204c9eb500d7e8b84fbb0f01f76db4ba973"
    },
    {
      "layer_index": 6,
      "path": "layers/layer-006.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "526e3a5b3450f700324a702212ae36ca24615a71ecb853883d13cc05e68b720c"
    },
    {
      "layer_index": 7,
      "path": "layers/layer-007.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "6f14b54d5e6d65b5ab71664ac8949ef87f8e9021d93c016aa2f4d1eaecc0b09a"
    },
    {
      "layer_index": 8,
      "path": "layers/layer-008.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "9db804f191fc94c898364fbb69c884fbda6d21ecbf71d50bcbb4db029319226e"
    },
    {
      "layer_index": 9,
      "path": "layers/layer-009.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "973c28dda4f7dd6758bec8a6f19e27c38c46f6237489649f936cd9c9573a6ded"
    },
    {
      "layer_index": 10,
      "path": "layers/layer-010.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "4f19dd2fddba756b734efe240c3809c5c92fb8efd2cb8852c437efcd664b2339"
    },
    {
      "layer_index": 11,
      "path": "layers/layer-011.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "d20293e4a365314922bff55a700f4b472db14e5a9e22d22bbde71ca7544245c6"
    },
    {
      "layer_index": 12,
      "path": "layers/layer-012.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "18b2a37dfc6d970e6064789e3d70f046a01fdb32b7bf1d3039e516893937d1b0"
    },
    {
      "layer_index": 13,
      "path": "layers/layer-013.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "5eb69d5163f61dde23cc7b5ce367abc761cb48ee70441f10ac4c87cab4d9470b"
    },
    {
      "layer_index": 14,
      "path": "layers/layer-014.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "092e668f5206f77ecfcd8e3d7ff6f8046971baeb10b44ae694e11dd321d22376"
    },
    {
      "layer_index": 15,
      "path": "layers/layer-015.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "3b9053fe8a67d824d857df57f2d38f5d06623eb7d07ab0944dd29a3600851014"
    },
    {
      "layer_index": 16,
      "path": "layers/layer-016.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "b757ba647d67a1969566220436c855c2bab16c6bd36714eff7059da585268ed6"
    },
    {
      "layer_index": 17,
      "path": "layers/layer-017.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "98c2cff498213becb3d240c531fbe1dcc5d6d2dcaf9d69822dc97e47c9125b55"
    },
    {
      "layer_index": 18,
      "path": "layers/layer-018.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "e58e29af0f90090d8c06704a3147947465c9e39de3a34fbb6eb87100a9e74d63"
    },
    {
      "layer_index": 19,
      "path": "layers/layer-019.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "e8378e7e64e562f7df95eae0b52a73747449c3fd7ebd66ef496f5c39a7c0fe31"
    },
    {
      "layer_index": 20,
      "path": "layers/layer-020.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "e714e6471a061f64b5bc185dc375a37e9c3b00e087332d3e41db479ba7062868"
    },
    {
      "layer_index": 21,
      "path": "layers/layer-021.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "65d7ed7c2d0eb27b97000908fc01bd2e2413427fbf07feafca5a7bda61494587"
    },
    {
      "layer_index": 22,
      "path": "layers/layer-022.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "e750f38b62633f50e6f3d778f23f9963efc2eeb43fc303ff03504967afe8672e"
    },
    {
      "layer_index": 23,
      "path": "layers/layer-023.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "7f6f9163ea72509cfb48cbee3a23a8c0b3e2dd48bf60e1bb96be0e4160e4f47c"
    },
    {
      "layer_index": 24,
      "path": "layers/layer-024.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "1dfaec864f1366bed2668ed0cd5b9bbbf1eec2f2cc263ddf153d357fb7c5b320"
    },
    {
      "layer_index": 25,
      "path": "layers/layer-025.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "bfc85f6130ece26e3a5b6d7b46a22c47cac8283afe3349867ce0e05fc86ff696"
    },
    {
      "layer_index": 26,
      "path": "layers/layer-026.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "719e3f26366eec1beeb043fe32b23a785887153d5129b19d43a89ea744560bda"
    },
    {
      "layer_index": 27,
      "path": "layers/layer-027.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "b48eee26a64568a3363a27204f98d5dc1425f49a51be112e17d3c1476b5ef7b4"
    },
    {
      "layer_index": 28,
      "path": "layers/layer-028.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "9cc678f3e70724523eb5796a70ab1f0735468586390637cd7ba914b9b8b335e3"
    },
    {
      "layer_index": 29,
      "path": "layers/layer-029.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "3614845e5d46cfdb7cd57ecd249857873b12039ffaa236866b8ae785d5002abd"
    },
    {
      "layer_index": 30,
      "path": "layers/layer-030.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "69da64e516c1c13de7c73f90ba9dfd93df7aa301b9ebaa33e89bfd5cf2773216"
    },
    {
      "layer_index": 31,
      "path": "layers/layer-031.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "e321a6dee733e62edb23554e94d4f55bc9a03180b82baa746970ece85bc12d90"
    },
    {
      "layer_index": 32,
      "path": "layers/layer-032.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "97346d3fb7b32bd4e5c9d993006dfbdf8d5fa8bbaece07ac21603b94a8faa4df"
    },
    {
      "layer_index": 33,
      "path": "layers/layer-033.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "aaa4445b7288d4f883e5821ce81379d331e1552292800bfb4e4588326690e842"
    },
    {
      "layer_index": 34,
      "path": "layers/layer-034.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "656c96c933fffc3eb695188ef349b5411982fdbf5336b7f043e6f81918fc0ae2"
    },
    {
      "layer_index": 35,
      "path": "layers/layer-035.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "0b11ef497bbe87ecae524ffe7255d8a817f884751ab1d3080215d29e72e63576"
    },
    {
      "layer_index": 36,
      "path": "layers/layer-036.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "380232a281280a7d520a6659f76a121ec1e73c81811b53ddb5627d3439e3342f"
    },
    {
      "layer_index": 37,
      "path": "layers/layer-037.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "98d941633652ec3ebd9a674ca4abcb1113fa129a42476c7ce097a997a388365e"
    },
    {
      "layer_index": 38,
      "path": "layers/layer-038.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "4b649b3ea1f532126dcb59cc3f8df3a6f78b7a1877f36eb8379dd722372a290f"
    },
    {
      "layer_index": 39,
      "path": "layers/layer-039.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "b5bc1a4e1f64e47fa0a5e3047ac8aa1e32e7fce6ebbb49abd4616f76329bcbbc"
    },
    {
      "layer_index": 40,
      "path": "layers/layer-040.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "28bbaa77aa80c6c8235245f3d5aa2574085a27f283073d3807323b7e71699af7"
    },
    {
      "layer_index": 41,
      "path": "layers/layer-041.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "cb223229725fd0efc6386d136208fef96cddf6820d045edac849363797239a6f"
    },
    {
      "layer_index": 42,
      "path": "layers/layer-042.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "7e047aa7263b549e0709f2ea5e5a755215a211902eb07949a9db20ae1390815e"
    },
    {
      "layer_index": 43,
      "path": "layers/layer-043.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "3ccfd07c55c65170e0bd4d45f462b1f8770413be86bb0b809aed0e680e1f7c19"
    },
    {
      "layer_index": 44,
      "path": "layers/layer-044.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "509e4d3bc84fb90a31b4b7ba7e48753100bf84082d17b2fb563697e5a0935047"
    },
    {
      "layer_index": 45,
      "path": "layers/layer-045.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "2f7fbdf91971d26710de7da49b325ad84bef59323f23af2bf97fbb0d6db5794b"
    },
    {
      "layer_index": 46,
      "path": "layers/layer-046.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "f371c7027661a2e43caaa432a39e4273750423ea1cda3ab73a8dd3921f54b1fd"
    },
    {
      "layer_index": 47,
      "path": "layers/layer-047.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "36fefe538f5ea765083c0934deea9148db2cc5443d727afac17c753c6713e3a1"
    },
    {
      "layer_index": 48,
      "path": "layers/layer-048.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "308e4f87d98b184a2bf3213af8ef2cc4fc16c4ec3e005ce727e65d69b2e14525"
    },
    {
      "layer_index": 49,
      "path": "layers/layer-049.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "64e9e59d6951fe17f4bbfcf0bbc017b24a96068753c39ee3af5697e4a31d56ba"
    },
    {
      "layer_index": 50,
      "path": "layers/layer-050.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "64a65ae345cb85c5a59bd12875f897835d93a60166fd055b51abb74489c40efc"
    },
    {
      "layer_index": 51,
      "path": "layers/layer-051.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "10c70bec62b106dd8aacbd2023005f6284724aa1b9d6e94443383123008e2aef"
    },
    {
      "layer_index": 52,
      "path": "layers/layer-052.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "bb707da9a99007a7092b671f346ea03a1eb7a3247ac7055b8d057f9bdcff8c1c"
    },
    {
      "layer_index": 53,
      "path": "layers/layer-053.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "b9929d27c09fe9786833b79eae70038a1b9932537272733cad7d442b41aaf018"
    },
    {
      "layer_index": 54,
      "path": "layers/layer-054.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "9e988491cb82beef44c94b7a609ee1e12d3bdbf8370e05fbbdb8eb2211809de4"
    },
    {
      "layer_index": 55,
      "path": "layers/layer-055.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "c3d220c3cf7da43cee53f1d1b50bb6de0c302aa3a2238de177db525650d0881c"
    },
    {
      "layer_index": 56,
      "path": "layers/layer-056.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "f4f6d048f1c74a6e9f257b494ac0b46f13aa9665042d8ac9280b5da09101ef9a"
    },
    {
      "layer_index": 57,
      "path": "layers/layer-057.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "2cfa4a5372983f29f4637e914e412a5390cdba61e98fdaa91b9fb04937fec7ee"
    },
    {
      "layer_index": 58,
      "path": "layers/layer-058.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "d88dac109cb10e9bbe6f86c083288c9cc604dab0313bda5f6bc563a9d15f84ce"
    },
    {
      "layer_index": 59,
      "path": "layers/layer-059.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2239419392,
      "artifact_bytes": 2247658304,
      "sha256": "a1c9f71f8d322a47f6511cdd0a11f6ee418af0d0a733f63dbb20991b27e5e839"
    },
    {
      "layer_index": 60,
      "path": "layers/layer-060.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2701841408,
      "artifact_bytes": 2710080320,
      "sha256": "e2dfd36b17735f3fc622d864b58a676b8ca65aeec07827e236acde356f9d9c60"
    },
    {
      "layer_index": 61,
      "path": "layers/layer-061.gguf",
      "tensor_count": 13,
      "tensor_bytes": 2399851520,
      "artifact_bytes": 2408090432,
      "sha256": "ec23e077cc848454897fe31fff23d50bbc601bac727e1a62f26d4222a0164891"
    }
  ],
  "skippy_abi_version": "0.1.24",
  "created_at_unix_secs": 1779737403
}