Instructions to use jayanthanc/cali3-4b-gguf 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 jayanthanc/cali3-4b-gguf 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 jayanthanc/cali3-4b-gguf:Q4_K_M # Run inference directly in the terminal: llama cli -hf jayanthanc/cali3-4b-gguf:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf jayanthanc/cali3-4b-gguf:Q4_K_M # Run inference directly in the terminal: llama cli -hf jayanthanc/cali3-4b-gguf:Q4_K_M
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 jayanthanc/cali3-4b-gguf:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf jayanthanc/cali3-4b-gguf:Q4_K_M
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 jayanthanc/cali3-4b-gguf:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf jayanthanc/cali3-4b-gguf:Q4_K_M
Use Docker
docker model run hf.co/jayanthanc/cali3-4b-gguf:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use jayanthanc/cali3-4b-gguf with Ollama:
ollama run hf.co/jayanthanc/cali3-4b-gguf:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use jayanthanc/cali3-4b-gguf with Docker Model Runner:
docker model run hf.co/jayanthanc/cali3-4b-gguf:Q4_K_M
- Lemonade
How to use jayanthanc/cali3-4b-gguf with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull jayanthanc/cali3-4b-gguf:Q4_K_M
Run and chat with the model
lemonade run user.cali3-4b-gguf-Q4_K_M
List all available models
lemonade list
- Atomic Chat
File size: 549 Bytes
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FROM .
TEMPLATE """{{- range $i, $_ := .Messages }}
{{- $last := eq (len (slice $.Messages $i)) 1 }}
{{- if or (eq .Role "user") (eq .Role "system") }}<start_of_turn>user
{{ .Content }}<end_of_turn>
{{ if $last }}<start_of_turn>model
{{ end }}
{{- else if eq .Role "assistant" }}<start_of_turn>model
{{ .Content }}{{ if not $last }}<end_of_turn>
{{ end }}
{{- end }}
{{- end }}"""
PARAMETER stop "<end_of_turn>"
PARAMETER stop "<eos>"
PARAMETER temperature 1.0
PARAMETER min_p 0.0
PARAMETER top_k 64
PARAMETER top_p 0.95
PARAMETER num_predict 32768 |