How to use from
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 Samzzzed/dolphin-mistral-7b:Q4_0
# Run inference directly in the terminal:
llama cli -hf Samzzzed/dolphin-mistral-7b:Q4_0
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Samzzzed/dolphin-mistral-7b:Q4_0
# Run inference directly in the terminal:
llama cli -hf Samzzzed/dolphin-mistral-7b:Q4_0
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 Samzzzed/dolphin-mistral-7b:Q4_0
# Run inference directly in the terminal:
./llama-cli -hf Samzzzed/dolphin-mistral-7b:Q4_0
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 Samzzzed/dolphin-mistral-7b:Q4_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Samzzzed/dolphin-mistral-7b:Q4_0
Use Docker
docker model run hf.co/Samzzzed/dolphin-mistral-7b:Q4_0
Quick Links

dolphin-mistral-7b (JARVIS mimic)

Original Dolphin-Mistral 7B v2.8 Q4_0 GGUF weights (same family as Ollama dolphin-mistral:7b used by the JARVIS FastAPI app), plus a FastAPI-aligned IMDb/MPAA multi-level system prompt.

Weights are not re-trained (no GPU LoRA here). Behavior is updated the same way the Python app does: ChatML template + rating ladder.

What changed vs stock Ollama

Layer Stock dolphin-mistral:7b This mimic
GGUF Q4_0 7B, 32k ctx Same v2.8 Q4_0 defaults
SYSTEM "You are Dolphin, a helpful AI assistant." FastAPI PROMPTS G / PG / PG-13 / R / NC-17
Extra none Infer IMDb-style rating, emit IMDB_RATING:, then answer at that level. FastAPI rating is a ceiling.

Use with Ollama

ollama create dolphin-mistral-imdb:7b -f Modelfile
ollama run dolphin-mistral-imdb:7b

Python helper: fastapi_imdb_prompts.py (build_ollama_payload).

Provenance

  • GGUF: bartowski/dolphin-2.8-mistral-7b-v02-GGUF file dolphin-2.8-mistral-7b-v02-Q4_0.gguf
  • Upstream: cognitivecomputations/dolphin-2.8-mistral-7b-v02 (Apache-2.0)
  • Prompt ladder: JARVIS_APP FastAPI main.py PROMPTS / build_ollama_payload
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