Instructions to use Arain119/sophia 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 Arain119/sophia 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 Arain119/sophia:Q4_K_M # Run inference directly in the terminal: llama cli -hf Arain119/sophia:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Arain119/sophia:Q4_K_M # Run inference directly in the terminal: llama cli -hf Arain119/sophia: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 Arain119/sophia:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf Arain119/sophia: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 Arain119/sophia:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf Arain119/sophia:Q4_K_M
Use Docker
docker model run hf.co/Arain119/sophia:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use Arain119/sophia with Ollama:
ollama run hf.co/Arain119/sophia:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use Arain119/sophia with Docker Model Runner:
docker model run hf.co/Arain119/sophia:Q4_K_M
- Lemonade
How to use Arain119/sophia with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Arain119/sophia:Q4_K_M
Run and chat with the model
lemonade run user.sophia-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Upload lineage.json with huggingface_hub
Browse files- lineage.json +58 -58
lineage.json
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{
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"deliverable": "sophia.pt",
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"sha256": "e49ddc2cbbd311330f21fe52ada853e3ed745cf5f2e47de83da3898234592268",
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"equals": "runs/dpo_e3",
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"chain": [
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{
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"stage": "pretrain",
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"run": "runs/pretrain_e3bc2d5_bf16_qkclip",
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"ckpt": "checkpoints/ckpt_step15259.pt",
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"steps": 15259,
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"tokens": "20B",
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"seed": 42
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},
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{
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"stage": "sft",
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"run": "runs/sft",
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"ckpt": "ckpt_final.pt",
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"steps": 7176,
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"data": "release/corpus (88,267 rows x 3ep)",
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"val_loss": 2.6183438087448114,
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"selected": "epoch3 via haiku rank (mean rank 1.88, repeat 9.7%)"
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},
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{
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"stage": "rft_experiment",
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"run": "runs/rft_e3.pt",
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"steps": 104,
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"verdict": "null result on powered probe; not shipped"
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},
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{
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"stage": "dpo",
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"run": "runs/dpo_e3",
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"steps": 500,
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"pairs": 1953,
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"beta": 0.1,
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"lr": 1e-06,
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"verdict": "WINNER: probe paired +2.10 (t=+3.71), pass70 z=+3.62, pack +1.16, all flags down, no diversity loss"
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}
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],
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"eval": {
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"judge": "claude-haiku-4-5 via frostfox",
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"probe_n16_t04": {
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"e3": 49.16,
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"dpo": 51.37,
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"paired_diff": 2.1,
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"t": 3.71
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},
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"pack_30x6_t07": {
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"e3": 27.93,
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"dpo": 29.08,
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"paired_diff": 1.16,
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"t": 0.94
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}
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},
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"external_upload": false,
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"release_name": "sophia",
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"release_dir": "release/sophia",
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"version": "1.0.0"
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}
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{
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"deliverable": "sophia.pt",
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"sha256": "e49ddc2cbbd311330f21fe52ada853e3ed745cf5f2e47de83da3898234592268",
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"equals": "runs/dpo_e3",
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"chain": [
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{
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"stage": "pretrain",
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"run": "runs/pretrain_e3bc2d5_bf16_qkclip",
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"ckpt": "checkpoints/ckpt_step15259.pt",
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"steps": 15259,
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"tokens": "20B",
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"seed": 42
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},
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{
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"stage": "sft",
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"run": "runs/sft",
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"ckpt": "ckpt_final.pt",
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"steps": 7176,
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"data": "release/corpus (88,267 rows x 3ep)",
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"val_loss": 2.6183438087448114,
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"selected": "epoch3 via haiku rank (mean rank 1.88, repeat 9.7%)"
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},
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{
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"stage": "rft_experiment",
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"run": "runs/rft_e3.pt",
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"steps": 104,
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"verdict": "null result on powered probe; not shipped"
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},
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{
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"stage": "dpo",
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"run": "runs/dpo_e3",
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"steps": 500,
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"pairs": 1953,
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"beta": 0.1,
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"lr": 1e-06,
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"verdict": "WINNER: probe paired +2.10 (t=+3.71), pass70 z=+3.62, pack +1.16, all flags down, no diversity loss"
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}
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],
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"eval": {
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"judge": "claude-haiku-4-5 via frostfox",
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"probe_n16_t04": {
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"e3": 49.16,
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"dpo": 51.37,
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"paired_diff": 2.1,
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"t": 3.71
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},
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"pack_30x6_t07": {
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"e3": 27.93,
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"dpo": 29.08,
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"paired_diff": 1.16,
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"t": 0.94
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}
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},
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"external_upload": false,
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"release_name": "sophia",
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"release_dir": "release/sophia",
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"version": "1.0.0"
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}
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