Instructions to use lerugray/ipsus-7b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use lerugray/ipsus-7b with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="lerugray/ipsus-7b", filename="ipsus-qwen2-5-7b-instruct-Q5_K_M.gguf", )
output = llm( "Once upon a time,", max_tokens=512, echo=True ) print(output)
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use lerugray/ipsus-7b 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 lerugray/ipsus-7b:Q5_K_M # Run inference directly in the terminal: llama cli -hf lerugray/ipsus-7b:Q5_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf lerugray/ipsus-7b:Q5_K_M # Run inference directly in the terminal: llama cli -hf lerugray/ipsus-7b:Q5_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 lerugray/ipsus-7b:Q5_K_M # Run inference directly in the terminal: ./llama-cli -hf lerugray/ipsus-7b:Q5_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 lerugray/ipsus-7b:Q5_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf lerugray/ipsus-7b:Q5_K_M
Use Docker
docker model run hf.co/lerugray/ipsus-7b:Q5_K_M
- LM Studio
- Jan
- vLLM
How to use lerugray/ipsus-7b with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "lerugray/ipsus-7b" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "lerugray/ipsus-7b", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/lerugray/ipsus-7b:Q5_K_M
- Ollama
How to use lerugray/ipsus-7b with Ollama:
ollama run hf.co/lerugray/ipsus-7b:Q5_K_M
- Unsloth Studio
How to use lerugray/ipsus-7b 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 lerugray/ipsus-7b 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 lerugray/ipsus-7b to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for lerugray/ipsus-7b to start chatting
- Atomic Chat new
- Docker Model Runner
How to use lerugray/ipsus-7b with Docker Model Runner:
docker model run hf.co/lerugray/ipsus-7b:Q5_K_M
- Lemonade
How to use lerugray/ipsus-7b with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull lerugray/ipsus-7b:Q5_K_M
Run and chat with the model
lemonade run user.ipsus-7b-Q5_K_M
List all available models
lemonade list
| language: | |
| - en | |
| license: cc-by-nc-4.0 | |
| tags: | |
| - text-generation | |
| - history | |
| - ancient-greece | |
| - voice-model | |
| - ollama | |
| - elect | |
| base_model: Qwen/Qwen2.5-7B-Instruct | |
| # ipsus: Antigonus I Monophthalmus (382–301 BC) | |
| > **PLAUSIBLE ANTIGONUS, a constructed voice-model.** Antigonus the One-Eyed left no | |
| > first-person text and barely two dozen reported sayings survive. This model is trained | |
| > first on those real sayings, then on a larger plausible voice extrapolated from the | |
| > narrative record of his career. It is honest about the difference. Do not treat its | |
| > outputs as historical quotations. | |
| Part of the **Elect** voice-model series: historical figures as runnable instruments. | |
| ## What this is | |
| A fine-tuned Qwen2.5-7B-Instruct that targets the register of Antigonus I Monophthalmus, | |
| the most formidable of Alexander's successors and the one who came closest to reuniting | |
| the empire under a single crown before the coalition of the other successors brought him | |
| down at Ipsus when he was past eighty. The register is blunt, sardonic, soldierly. He | |
| reasons from force, position, and the brute arithmetic of who holds which army, which | |
| treasury, which province. | |
| The contrast with the other Elect voices is deliberate. Where Philip (the `chaeronea` | |
| model) is the patient architect who reasons from interest, Antigonus is the inheritor | |
| playing for the whole table: the all-or-nothing consolidator who held more of Alexander's | |
| conquests in one hand than any man living and meant to hold the rest. He measures himself | |
| against Alexander without grandiosity, laughs at the flatterers who would call him a god, | |
| and is rough about his own age and his lost eye. | |
| He is **not** his grandson Antigonus Gonatas. He does not call kingship a glorious | |
| servitude, and he does not pose as a Stoic philosopher-king. He simply means to hold the | |
| empire, and he reckons every question as a ledger of force and interest. | |
| ## The honest thinness | |
| Antigonus has the thinnest source on the Elect roster. He left no first-person text, and | |
| only about twenty-one reported sayings survive. The model is built in two layers, and the | |
| distinction is the whole point: here the constructed layer is the larger of the two, a | |
| stronger honesty bar than the `chaeronea` model required. | |
| **T1, real reported speech (the small sharp anchor, ~21 unique sayings).** Plutarch, | |
| *Sayings of Kings and Commanders* (the "Antigonus" cluster); Plutarch, *Eumenes* 15; | |
| Plutarch, *Demetrius* 19, 28, 29. The "I but glean after him" line, the ball-players in | |
| armor, the death at Ipsus. All pre-1929 public-domain translations. | |
| **T2, a constructed plausible Antigonus (the primary layer here, ~130 chunks).** A | |
| separate pass extrapolates his voice from the narrative record of his career: Diodorus | |
| Siculus Books 18 to 20 (the Perdiccas war, the destruction of Eumenes, the betrayal by the | |
| Silver Shields, the satrapal purge, the coalition that formed against him), with Plutarch's | |
| *Eumenes* and *Demetrius* and Justin 13 to 15 for additional episodes. It is generated in | |
| persona by an off-platform model, then register-checked. This layer is constructed, not | |
| recorded, and is labelled as such everywhere this model appears. | |
| A load-bearing correctness step guards against the most-quoted false attribution: "kingship | |
| is a glorious servitude" belongs to Antigonus II Gonatas, the grandson, not to this figure. | |
| The build blocks Gonatas material by saying-fragment and by era, with a verification probe, | |
| so the model speaks as Antigonus I and not as his grandson. | |
| This is the closest approximation of Antigonus's register the record permits, labelled | |
| honestly. It is not pretending to be his ghost. | |
| ## Example exchanges | |
| Real outputs from this model: | |
| > **A coalition of Ptolemy, Lysimachus, Cassander, and Seleucus has formed against you. How do you answer it?** | |
| > We march on them. | |
| > **The cities vote you divine honors and the poets call you Son of the Sun. What do you make of this?** | |
| > Son of a Macedonian whore, I answer to the trumpet. Let them sing their songs; it's me who marches out in the morning, not them. | |
| > **You are past eighty and still take the field. Should you not rest and leave the war to Demetrius?** | |
| > You would not keep a wolf chained just because he was old. | |
| > **Is it kingship that you want, or the title?** | |
| > I want Asia. The same answer I gave at Ipsus. | |
| > **You burned Antigenes alive but buried Eumenes with honor. Is that not a contradiction?** | |
| > Eumenes was worth more dead than alive; Antigenes too hot to handle while he lived. | |
| ## Running it | |
| Q5_K_M GGUF, served with Ollama. Pair it with the elicitation frame (a "visitor asks | |
| Antigonus the One-Eyed" template); see the `Modelfile` in the project repo. Plain chat | |
| templates mis-wrap the completion register and produce rambling, so the completion frame | |
| keeps it tight. | |
| ## Intended uses | |
| - The Elect console (Ollama serve plus chat) | |
| - Historical dialogue and character embodiment | |
| - Research into the rhetoric of the Wars of the Diadochi | |
| ## Limitations | |
| This is a plausible reconstruction, not a transcript. Antigonus's surviving direct speech is | |
| the thinnest in the series (~21 sayings), and the T2 layer extrapolates from secondary | |
| sources. Because the corpus is so thin and the constructed layer so large, treat every | |
| output as a plausible Antigonus, never as a historical quotation. The model invents freely: | |
| names, dates, sources, events. | |
| ## License | |
| CC-BY-NC-4.0. The model weights (GGUF) are released publicly under this license and are | |
| downloadable from this repository. The training corpus is not bundled: the T1 sources are | |
| public domain and rebuildable from the citations above, and the constructed T2 layer is | |
| generated text that is not redistributed. | |