Text Generation
LiteRT
Safetensors
GGUF
Bengali
English
agriculture
bangladesh
crop-disease-detection
yolov8
gemma
lora
rag
faiss
bm25
bengali-nlp
computer-vision
conversational
Instructions to use Shaq2/KrishokChat-Advisory-System 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 Shaq2/KrishokChat-Advisory-System 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 Shaq2/KrishokChat-Advisory-System:F16 # Run inference directly in the terminal: llama cli -hf Shaq2/KrishokChat-Advisory-System:F16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Shaq2/KrishokChat-Advisory-System:F16 # Run inference directly in the terminal: llama cli -hf Shaq2/KrishokChat-Advisory-System:F16
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 Shaq2/KrishokChat-Advisory-System:F16 # Run inference directly in the terminal: ./build/bin/llama cli -hf Shaq2/KrishokChat-Advisory-System:F16
Use Docker
docker model run hf.co/Shaq2/KrishokChat-Advisory-System:F16
- Llama new
- LM Studio
- Jan
- vLLM
How to use Shaq2/KrishokChat-Advisory-System with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Shaq2/KrishokChat-Advisory-System" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Shaq2/KrishokChat-Advisory-System", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Shaq2/KrishokChat-Advisory-System:F16
- Ollama
How to use Shaq2/KrishokChat-Advisory-System with Ollama:
ollama run hf.co/Shaq2/KrishokChat-Advisory-System:F16
- Unsloth Desktop
- Pi
How to use Shaq2/KrishokChat-Advisory-System with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf Shaq2/KrishokChat-Advisory-System:F16
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": "Shaq2/KrishokChat-Advisory-System:F16" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use Shaq2/KrishokChat-Advisory-System with Docker Model Runner:
docker model run hf.co/Shaq2/KrishokChat-Advisory-System:F16
- Lemonade
How to use Shaq2/KrishokChat-Advisory-System with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Shaq2/KrishokChat-Advisory-System:F16
Run and chat with the model
lemonade run user.KrishokChat-Advisory-System-F16
List all available models
lemonade list
- Hermes Agent
How to use Shaq2/KrishokChat-Advisory-System with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf Shaq2/KrishokChat-Advisory-System:F16
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 Shaq2/KrishokChat-Advisory-System:F16
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use Shaq2/KrishokChat-Advisory-System with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf Shaq2/KrishokChat-Advisory-System:F16
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 "Shaq2/KrishokChat-Advisory-System:F16" \ --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 vision/verification_report.json from Shaq2/KrishokChat-Advisory-System: direct link, hf CLI and curl.
- Browser
- Download file 6.57 kB
-
https://huggingface.co/Shaq2/KrishokChat-Advisory-System/resolve/main/vision/verification_report.json
- Command line
-
hf download hf://Shaq2/KrishokChat-Advisory-System/vision/verification_report.json
-
curl -L -o verification_report.json https://huggingface.co/Shaq2/KrishokChat-Advisory-System/resolve/main/vision/verification_report.json
6.57 kB
| { | |
| "crop_classifier": { | |
| "name": "crop_classifier", | |
| "classes": [ | |
| "Brassica", | |
| "Corn", | |
| "GourdGuava", | |
| "Potato", | |
| "Solanacea", | |
| "Wheat" | |
| ], | |
| "task": "classify", | |
| "model_size_mb": 12.55, | |
| "predictions": [ | |
| { | |
| "image": "0001.jpg", | |
| "predicted_class": "Solanacea", | |
| "confidence": 0.9683, | |
| "top3": [ | |
| { | |
| "class": "Solanacea", | |
| "conf": 0.9683 | |
| }, | |
| { | |
| "class": "Brassica", | |
| "conf": 0.017 | |
| }, | |
| { | |
| "class": "Potato", | |
| "conf": 0.0146 | |
| } | |
| ] | |
| }, | |
| { | |
| "image": "0002.jpg", | |
| "predicted_class": "Brassica", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Brassica", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "Solanacea", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Potato", | |
| "conf": 0.0 | |
| } | |
| ] | |
| }, | |
| { | |
| "image": "0001.png", | |
| "predicted_class": "Brassica", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Brassica", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "GourdGuava", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Solanacea", | |
| "conf": 0.0 | |
| } | |
| ] | |
| } | |
| ] | |
| }, | |
| "rice_disease": { | |
| "name": "rice_disease", | |
| "classes": [ | |
| "Rice__Bacterial_Leaf_Blight", | |
| "Rice__Brown_Spot", | |
| "Rice__Healthy_Leaf", | |
| "Rice__Leaf_Blast", | |
| "Rice__Leaf_Scald", | |
| "Rice__Narrow_Brown_Leaf_Spot", | |
| "Rice__Rice_Hispa", | |
| "Rice__Sheath_Blight" | |
| ], | |
| "task": "classify", | |
| "model_size_mb": 3.21, | |
| "predictions": [ | |
| { | |
| "image": "0001.jpg", | |
| "predicted_class": "Rice__Sheath_Blight", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Rice__Sheath_Blight", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "Rice__Bacterial_Leaf_Blight", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Rice__Rice_Hispa", | |
| "conf": 0.0 | |
| } | |
| ] | |
| }, | |
| { | |
| "image": "0002.jpg", | |
| "predicted_class": "Rice__Sheath_Blight", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Rice__Sheath_Blight", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "Rice__Leaf_Blast", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Rice__Bacterial_Leaf_Blight", | |
| "conf": 0.0 | |
| } | |
| ] | |
| } | |
| ] | |
| }, | |
| "wheat_disease": { | |
| "name": "wheat_disease", | |
| "classes": [ | |
| "BlackPoint", | |
| "Blast", | |
| "FusariumFootRot", | |
| "Healthy", | |
| "HealthyLeaf", | |
| "Leaf Rust", | |
| "LeafBlight", | |
| "Powdery Mildew", | |
| "Stem Rust", | |
| "Stripe Rust", | |
| "WheatBlast" | |
| ], | |
| "task": "classify", | |
| "model_size_mb": 9.44, | |
| "predictions": [] | |
| }, | |
| "corn_disease": { | |
| "name": "corn_disease", | |
| "classes": [ | |
| "Common_Rust", | |
| "Gray_Leaf_Spot", | |
| "Healthy", | |
| "Northern_Leaf_Blight" | |
| ], | |
| "task": "classify", | |
| "predictions": [] | |
| }, | |
| "potato_disease": { | |
| "name": "potato_disease", | |
| "classes": [ | |
| "Potato__Early_Blight", | |
| "Potato__Healthy_Leaf", | |
| "Potato__Late_Blight" | |
| ], | |
| "task": "classify", | |
| "model_size_mb": 11.03, | |
| "predictions": [ | |
| { | |
| "image": "0001.jpg", | |
| "predicted_class": "Potato__Early_Blight", | |
| "confidence": 0.9764, | |
| "top3": [ | |
| { | |
| "class": "Potato__Early_Blight", | |
| "conf": 0.9764 | |
| }, | |
| { | |
| "class": "Potato__Late_Blight", | |
| "conf": 0.0236 | |
| }, | |
| { | |
| "class": "Potato__Healthy_Leaf", | |
| "conf": 0.0 | |
| } | |
| ] | |
| }, | |
| { | |
| "image": "0002.jpg", | |
| "predicted_class": "Potato__Late_Blight", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Potato__Late_Blight", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "Potato__Early_Blight", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Potato__Healthy_Leaf", | |
| "conf": 0.0 | |
| } | |
| ] | |
| } | |
| ] | |
| }, | |
| "brassica_disease": { | |
| "name": "brassica_disease", | |
| "classes": [ | |
| "Cabbage__Alternaria_Spot", | |
| "Cabbage__Black_Rot", | |
| "Cabbage__Downy_Mildew", | |
| "Cabbage__Healthy_Leaf", | |
| "Cauliflower__Alternaria_Disease", | |
| "Cauliflower__Bacterial_Soft_Rot", | |
| "Cauliflower__Bacterial_Spot", | |
| "Cauliflower__Black_Spot", | |
| "Cauliflower__Downy_Mildew", | |
| "Cauliflower__Healthy", | |
| "Cauliflower__Nutrient_Deficiency" | |
| ], | |
| "task": "classify", | |
| "model_size_mb": 11.05, | |
| "predictions": [ | |
| { | |
| "image": "0001.jpg", | |
| "predicted_class": "Cauliflower__Downy_Mildew", | |
| "confidence": 0.9996, | |
| "top3": [ | |
| { | |
| "class": "Cauliflower__Downy_Mildew", | |
| "conf": 0.9996 | |
| }, | |
| { | |
| "class": "Cabbage__Downy_Mildew", | |
| "conf": 0.0003 | |
| }, | |
| { | |
| "class": "Cauliflower__Healthy", | |
| "conf": 0.0001 | |
| } | |
| ] | |
| }, | |
| { | |
| "image": "0002.jpg", | |
| "predicted_class": "Cauliflower__Healthy", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Cauliflower__Healthy", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "Cauliflower__Nutrient_Deficiency", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Cauliflower__Black_Spot", | |
| "conf": 0.0 | |
| } | |
| ] | |
| }, | |
| { | |
| "image": "0001.png", | |
| "predicted_class": "Cauliflower__Healthy", | |
| "confidence": 1.0, | |
| "top3": [ | |
| { | |
| "class": "Cauliflower__Healthy", | |
| "conf": 1.0 | |
| }, | |
| { | |
| "class": "Cauliflower__Downy_Mildew", | |
| "conf": 0.0 | |
| }, | |
| { | |
| "class": "Cauliflower__Bacterial_Spot", | |
| "conf": 0.0 | |
| } | |
| ] | |
| } | |
| ] | |
| } | |
| } |