Instructions to use microtensor-io/baseline-front-text2sql-mt16g with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use microtensor-io/baseline-front-text2sql-mt16g 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 microtensor-io/baseline-front-text2sql-mt16g
# Run inference directly in the terminal:
llama cli -hf microtensor-io/baseline-front-text2sql-mt16g

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf microtensor-io/baseline-front-text2sql-mt16g
# Run inference directly in the terminal:
llama cli -hf microtensor-io/baseline-front-text2sql-mt16g

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 microtensor-io/baseline-front-text2sql-mt16g
# Run inference directly in the terminal:
./llama-cli -hf microtensor-io/baseline-front-text2sql-mt16g

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 microtensor-io/baseline-front-text2sql-mt16g
# Run inference directly in the terminal:
./build/bin/llama-cli -hf microtensor-io/baseline-front-text2sql-mt16g

Use Docker

docker model run hf.co/microtensor-io/baseline-front-text2sql-mt16g

LM Studio
Jan
Ollama
How to use microtensor-io/baseline-front-text2sql-mt16g with Ollama:
```
ollama run hf.co/microtensor-io/baseline-front-text2sql-mt16g
```
Unsloth Desktop

How to use microtensor-io/baseline-front-text2sql-mt16g with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf microtensor-io/baseline-front-text2sql-mt16g

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": "microtensor-io/baseline-front-text2sql-mt16g"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use microtensor-io/baseline-front-text2sql-mt16g with Docker Model Runner:
```
docker model run hf.co/microtensor-io/baseline-front-text2sql-mt16g
```

Lemonade

How to use microtensor-io/baseline-front-text2sql-mt16g with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull microtensor-io/baseline-front-text2sql-mt16g

Run and chat with the model

lemonade run user.baseline-front-text2sql-mt16g-{{QUANT_TAG}}

List all available models

lemonade list

Hermes Agent

How to use microtensor-io/baseline-front-text2sql-mt16g with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf microtensor-io/baseline-front-text2sql-mt16g

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 microtensor-io/baseline-front-text2sql-mt16g

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use microtensor-io/baseline-front-text2sql-mt16g with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf microtensor-io/baseline-front-text2sql-mt16g

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 "microtensor-io/baseline-front-text2sql-mt16g" \
  --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"

MubarakB commited on Sep 16

Commit

85b45e9

verified ·

1 Parent(s): 2f12936

Upload folder using huggingface_hub

Browse files

Files changed (3) hide show

.gitattributes +1 -0
README.md +8 -0
front.gguf +3 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+front.gguf filter=lfs diff=lfs merge=lfs -text

README.md ADDED Viewed

	@@ -0,0 +1,8 @@

+---
+license: apache-2.0
+base_model: Qwen/Qwen3.5-9B
+---
+# Front baseline
+Qwen/Qwen3.5-9B at Q4_K_M, published front baseline for Microtensor subnet 92.

front.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:03b74727a860a56338e042c4420bb3f04b2fec5734175f4cb9fa853daf52b7e8
+size 5680522464