Token Classification
GGUF
Safetensors
Chinese
input-method
zhuyin
bopomofo
traditional-chinese
ternary
bitnet
Instructions to use Luigi/sloth-ime-models 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 Luigi/sloth-ime-models 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 Luigi/sloth-ime-models # Run inference directly in the terminal: llama cli -hf Luigi/sloth-ime-models
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Luigi/sloth-ime-models # Run inference directly in the terminal: llama cli -hf Luigi/sloth-ime-models
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 Luigi/sloth-ime-models # Run inference directly in the terminal: ./llama-cli -hf Luigi/sloth-ime-models
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 Luigi/sloth-ime-models # Run inference directly in the terminal: ./build/bin/llama-cli -hf Luigi/sloth-ime-models
Use Docker
docker model run hf.co/Luigi/sloth-ime-models
- LM Studio
- Jan
- Ollama
How to use Luigi/sloth-ime-models with Ollama:
ollama run hf.co/Luigi/sloth-ime-models
- Unsloth Studio
How to use Luigi/sloth-ime-models 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 Luigi/sloth-ime-models 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 Luigi/sloth-ime-models to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Luigi/sloth-ime-models to start chatting
- Docker Model Runner
How to use Luigi/sloth-ime-models with Docker Model Runner:
docker model run hf.co/Luigi/sloth-ime-models
- Lemonade
How to use Luigi/sloth-ime-models with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Luigi/sloth-ime-models
Run and chat with the model
lemonade run user.sloth-ime-models-{{QUANT_TAG}}List all available models
lemonade list
- Atomic Chat
| # slothe GGUF tensor name map | |
| Architecture: `slothe` | ternary in-features padded to multiple of 256 (recorded as `slothe.ternary_pad_to`). | |
| Ternary linears (blocks 1..14 q/o/k/v/w1/w2/w3) are stored TQ2_0 with the in-features zero-padded to the next multiple of 256 (352->512, 960->1024). Strip padding using the original in-features listed below. All other tensors are F16. | |
| | ggml name | original name | role | original shape | stored dtype | padded in-features | | |
| |---|---|---|---|---|---| | |
| | `token_embd.weight` | `embed.weight` | fp | (1539, 352) | F16 | | | |
| | `token_embd_norm.weight` | `embed_norm.w` | fp | (352,) | F16 | | | |
| | `output_norm.weight` | `norm.w` | fp | (352,) | F16 | | | |
| | `output.weight` | `head.weight` | fp | (8342, 352) | F16 | | | |
| | `blk.0.attn_k.weight` | `blocks.0.attn.k.weight` | fp | (88, 352) | F16 | | | |
| | `blk.0.attn_k_rmsnorm.weight` | `blocks.0.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.0.attn_output.weight` | `blocks.0.attn.o.weight` | fp | (352, 352) | F16 | | | |
| | `blk.0.attn_q.weight` | `blocks.0.attn.q.weight` | fp | (352, 352) | F16 | | | |
| | `blk.0.attn_q_rmsnorm.weight` | `blocks.0.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.0.attn_v.weight` | `blocks.0.attn.v.weight` | fp | (88, 352) | F16 | | | |
| | `blk.0.ffn_gate.weight` | `blocks.0.ffn.w1.weight` | fp | (960, 352) | F16 | | | |
| | `blk.0.ffn_down.weight` | `blocks.0.ffn.w2.weight` | fp | (352, 960) | F16 | | | |
| | `blk.0.ffn_up.weight` | `blocks.0.ffn.w3.weight` | fp | (960, 352) | F16 | | | |
| | `blk.0.attn_norm.weight` | `blocks.0.n1.w` | fp | (352,) | F16 | | | |
| | `blk.0.ffn_norm.weight` | `blocks.0.n2.w` | fp | (352,) | F16 | | | |
| | `blk.1.attn_k_subln.weight` | `blocks.1.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.1.attn_k.weight` | `blocks.1.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.1.attn_k_rmsnorm.weight` | `blocks.1.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.1.attn_output_subln.weight` | `blocks.1.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.1.attn_output.weight` | `blocks.1.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.1.attn_q_subln.weight` | `blocks.1.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.1.attn_q.weight` | `blocks.1.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.1.attn_q_rmsnorm.weight` | `blocks.1.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.1.attn_v_subln.weight` | `blocks.1.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.1.attn_v.weight` | `blocks.1.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.1.ffn_gate_subln.weight` | `blocks.1.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.1.ffn_gate.weight` | `blocks.1.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.1.ffn_down_subln.weight` | `blocks.1.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.1.ffn_down.weight` | `blocks.1.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.1.ffn_up_subln.weight` | `blocks.1.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.1.ffn_up.weight` | `blocks.1.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.1.attn_norm.weight` | `blocks.1.n1.w` | fp | (352,) | F16 | | | |
| | `blk.1.ffn_norm.weight` | `blocks.1.n2.w` | fp | (352,) | F16 | | | |
| | `blk.2.attn_k_subln.weight` | `blocks.2.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.2.attn_k.weight` | `blocks.2.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.2.attn_k_rmsnorm.weight` | `blocks.2.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.2.attn_output_subln.weight` | `blocks.2.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.2.attn_output.weight` | `blocks.2.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.2.attn_q_subln.weight` | `blocks.2.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.2.attn_q.weight` | `blocks.2.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.2.attn_q_rmsnorm.weight` | `blocks.2.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.2.attn_v_subln.weight` | `blocks.2.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.2.attn_v.weight` | `blocks.2.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.2.ffn_gate_subln.weight` | `blocks.2.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.2.ffn_gate.weight` | `blocks.2.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.2.ffn_down_subln.weight` | `blocks.2.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.2.ffn_down.weight` | `blocks.2.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.2.ffn_up_subln.weight` | `blocks.2.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.2.ffn_up.weight` | `blocks.2.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.2.attn_norm.weight` | `blocks.2.n1.w` | fp | (352,) | F16 | | | |
| | `blk.2.ffn_norm.weight` | `blocks.2.n2.w` | fp | (352,) | F16 | | | |
| | `blk.3.attn_k_subln.weight` | `blocks.3.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.3.attn_k.weight` | `blocks.3.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.3.attn_k_rmsnorm.weight` | `blocks.3.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.3.attn_output_subln.weight` | `blocks.3.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.3.attn_output.weight` | `blocks.3.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.3.attn_q_subln.weight` | `blocks.3.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.3.attn_q.weight` | `blocks.3.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.3.attn_q_rmsnorm.weight` | `blocks.3.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.3.attn_v_subln.weight` | `blocks.3.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.3.attn_v.weight` | `blocks.3.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.3.ffn_gate_subln.weight` | `blocks.3.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.3.ffn_gate.weight` | `blocks.3.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.3.ffn_down_subln.weight` | `blocks.3.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.3.ffn_down.weight` | `blocks.3.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.3.ffn_up_subln.weight` | `blocks.3.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.3.ffn_up.weight` | `blocks.3.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.3.attn_norm.weight` | `blocks.3.n1.w` | fp | (352,) | F16 | | | |
| | `blk.3.ffn_norm.weight` | `blocks.3.n2.w` | fp | (352,) | F16 | | | |
| | `blk.4.attn_k_subln.weight` | `blocks.4.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.4.attn_k.weight` | `blocks.4.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.4.attn_k_rmsnorm.weight` | `blocks.4.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.4.attn_output_subln.weight` | `blocks.4.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.4.attn_output.weight` | `blocks.4.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.4.attn_q_subln.weight` | `blocks.4.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.4.attn_q.weight` | `blocks.4.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.4.attn_q_rmsnorm.weight` | `blocks.4.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.4.attn_v_subln.weight` | `blocks.4.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.4.attn_v.weight` | `blocks.4.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.4.ffn_gate_subln.weight` | `blocks.4.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.4.ffn_gate.weight` | `blocks.4.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.4.ffn_down_subln.weight` | `blocks.4.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.4.ffn_down.weight` | `blocks.4.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.4.ffn_up_subln.weight` | `blocks.4.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.4.ffn_up.weight` | `blocks.4.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.4.attn_norm.weight` | `blocks.4.n1.w` | fp | (352,) | F16 | | | |
| | `blk.4.ffn_norm.weight` | `blocks.4.n2.w` | fp | (352,) | F16 | | | |
| | `blk.5.attn_k_subln.weight` | `blocks.5.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.5.attn_k.weight` | `blocks.5.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.5.attn_k_rmsnorm.weight` | `blocks.5.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.5.attn_output_subln.weight` | `blocks.5.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.5.attn_output.weight` | `blocks.5.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.5.attn_q_subln.weight` | `blocks.5.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.5.attn_q.weight` | `blocks.5.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.5.attn_q_rmsnorm.weight` | `blocks.5.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.5.attn_v_subln.weight` | `blocks.5.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.5.attn_v.weight` | `blocks.5.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.5.ffn_gate_subln.weight` | `blocks.5.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.5.ffn_gate.weight` | `blocks.5.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.5.ffn_down_subln.weight` | `blocks.5.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.5.ffn_down.weight` | `blocks.5.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.5.ffn_up_subln.weight` | `blocks.5.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.5.ffn_up.weight` | `blocks.5.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.5.attn_norm.weight` | `blocks.5.n1.w` | fp | (352,) | F16 | | | |
| | `blk.5.ffn_norm.weight` | `blocks.5.n2.w` | fp | (352,) | F16 | | | |
| | `blk.6.attn_k_subln.weight` | `blocks.6.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.6.attn_k.weight` | `blocks.6.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.6.attn_k_rmsnorm.weight` | `blocks.6.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.6.attn_output_subln.weight` | `blocks.6.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.6.attn_output.weight` | `blocks.6.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.6.attn_q_subln.weight` | `blocks.6.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.6.attn_q.weight` | `blocks.6.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.6.attn_q_rmsnorm.weight` | `blocks.6.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.6.attn_v_subln.weight` | `blocks.6.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.6.attn_v.weight` | `blocks.6.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.6.ffn_gate_subln.weight` | `blocks.6.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.6.ffn_gate.weight` | `blocks.6.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.6.ffn_down_subln.weight` | `blocks.6.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.6.ffn_down.weight` | `blocks.6.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.6.ffn_up_subln.weight` | `blocks.6.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.6.ffn_up.weight` | `blocks.6.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.6.attn_norm.weight` | `blocks.6.n1.w` | fp | (352,) | F16 | | | |
| | `blk.6.ffn_norm.weight` | `blocks.6.n2.w` | fp | (352,) | F16 | | | |
| | `blk.7.attn_k_subln.weight` | `blocks.7.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.7.attn_k.weight` | `blocks.7.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.7.attn_k_rmsnorm.weight` | `blocks.7.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.7.attn_output_subln.weight` | `blocks.7.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.7.attn_output.weight` | `blocks.7.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.7.attn_q_subln.weight` | `blocks.7.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.7.attn_q.weight` | `blocks.7.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.7.attn_q_rmsnorm.weight` | `blocks.7.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.7.attn_v_subln.weight` | `blocks.7.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.7.attn_v.weight` | `blocks.7.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.7.ffn_gate_subln.weight` | `blocks.7.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.7.ffn_gate.weight` | `blocks.7.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.7.ffn_down_subln.weight` | `blocks.7.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.7.ffn_down.weight` | `blocks.7.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.7.ffn_up_subln.weight` | `blocks.7.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.7.ffn_up.weight` | `blocks.7.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.7.attn_norm.weight` | `blocks.7.n1.w` | fp | (352,) | F16 | | | |
| | `blk.7.ffn_norm.weight` | `blocks.7.n2.w` | fp | (352,) | F16 | | | |
| | `blk.8.attn_k_subln.weight` | `blocks.8.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.8.attn_k.weight` | `blocks.8.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.8.attn_k_rmsnorm.weight` | `blocks.8.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.8.attn_output_subln.weight` | `blocks.8.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.8.attn_output.weight` | `blocks.8.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.8.attn_q_subln.weight` | `blocks.8.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.8.attn_q.weight` | `blocks.8.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.8.attn_q_rmsnorm.weight` | `blocks.8.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.8.attn_v_subln.weight` | `blocks.8.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.8.attn_v.weight` | `blocks.8.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.8.ffn_gate_subln.weight` | `blocks.8.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.8.ffn_gate.weight` | `blocks.8.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.8.ffn_down_subln.weight` | `blocks.8.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.8.ffn_down.weight` | `blocks.8.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.8.ffn_up_subln.weight` | `blocks.8.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.8.ffn_up.weight` | `blocks.8.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.8.attn_norm.weight` | `blocks.8.n1.w` | fp | (352,) | F16 | | | |
| | `blk.8.ffn_norm.weight` | `blocks.8.n2.w` | fp | (352,) | F16 | | | |
| | `blk.9.attn_k_subln.weight` | `blocks.9.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.9.attn_k.weight` | `blocks.9.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.9.attn_k_rmsnorm.weight` | `blocks.9.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.9.attn_output_subln.weight` | `blocks.9.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.9.attn_output.weight` | `blocks.9.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.9.attn_q_subln.weight` | `blocks.9.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.9.attn_q.weight` | `blocks.9.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.9.attn_q_rmsnorm.weight` | `blocks.9.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.9.attn_v_subln.weight` | `blocks.9.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.9.attn_v.weight` | `blocks.9.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.9.ffn_gate_subln.weight` | `blocks.9.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.9.ffn_gate.weight` | `blocks.9.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.9.ffn_down_subln.weight` | `blocks.9.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.9.ffn_down.weight` | `blocks.9.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.9.ffn_up_subln.weight` | `blocks.9.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.9.ffn_up.weight` | `blocks.9.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.9.attn_norm.weight` | `blocks.9.n1.w` | fp | (352,) | F16 | | | |
| | `blk.9.ffn_norm.weight` | `blocks.9.n2.w` | fp | (352,) | F16 | | | |
| | `blk.10.attn_k_subln.weight` | `blocks.10.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.10.attn_k.weight` | `blocks.10.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.10.attn_k_rmsnorm.weight` | `blocks.10.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.10.attn_output_subln.weight` | `blocks.10.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.10.attn_output.weight` | `blocks.10.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.10.attn_q_subln.weight` | `blocks.10.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.10.attn_q.weight` | `blocks.10.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.10.attn_q_rmsnorm.weight` | `blocks.10.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.10.attn_v_subln.weight` | `blocks.10.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.10.attn_v.weight` | `blocks.10.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.10.ffn_gate_subln.weight` | `blocks.10.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.10.ffn_gate.weight` | `blocks.10.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.10.ffn_down_subln.weight` | `blocks.10.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.10.ffn_down.weight` | `blocks.10.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.10.ffn_up_subln.weight` | `blocks.10.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.10.ffn_up.weight` | `blocks.10.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.10.attn_norm.weight` | `blocks.10.n1.w` | fp | (352,) | F16 | | | |
| | `blk.10.ffn_norm.weight` | `blocks.10.n2.w` | fp | (352,) | F16 | | | |
| | `blk.11.attn_k_subln.weight` | `blocks.11.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.11.attn_k.weight` | `blocks.11.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.11.attn_k_rmsnorm.weight` | `blocks.11.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.11.attn_output_subln.weight` | `blocks.11.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.11.attn_output.weight` | `blocks.11.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.11.attn_q_subln.weight` | `blocks.11.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.11.attn_q.weight` | `blocks.11.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.11.attn_q_rmsnorm.weight` | `blocks.11.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.11.attn_v_subln.weight` | `blocks.11.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.11.attn_v.weight` | `blocks.11.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.11.ffn_gate_subln.weight` | `blocks.11.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.11.ffn_gate.weight` | `blocks.11.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.11.ffn_down_subln.weight` | `blocks.11.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.11.ffn_down.weight` | `blocks.11.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.11.ffn_up_subln.weight` | `blocks.11.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.11.ffn_up.weight` | `blocks.11.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.11.attn_norm.weight` | `blocks.11.n1.w` | fp | (352,) | F16 | | | |
| | `blk.11.ffn_norm.weight` | `blocks.11.n2.w` | fp | (352,) | F16 | | | |
| | `blk.12.attn_k_subln.weight` | `blocks.12.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.12.attn_k.weight` | `blocks.12.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.12.attn_k_rmsnorm.weight` | `blocks.12.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.12.attn_output_subln.weight` | `blocks.12.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.12.attn_output.weight` | `blocks.12.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.12.attn_q_subln.weight` | `blocks.12.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.12.attn_q.weight` | `blocks.12.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.12.attn_q_rmsnorm.weight` | `blocks.12.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.12.attn_v_subln.weight` | `blocks.12.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.12.attn_v.weight` | `blocks.12.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.12.ffn_gate_subln.weight` | `blocks.12.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.12.ffn_gate.weight` | `blocks.12.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.12.ffn_down_subln.weight` | `blocks.12.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.12.ffn_down.weight` | `blocks.12.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.12.ffn_up_subln.weight` | `blocks.12.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.12.ffn_up.weight` | `blocks.12.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.12.attn_norm.weight` | `blocks.12.n1.w` | fp | (352,) | F16 | | | |
| | `blk.12.ffn_norm.weight` | `blocks.12.n2.w` | fp | (352,) | F16 | | | |
| | `blk.13.attn_k_subln.weight` | `blocks.13.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.13.attn_k.weight` | `blocks.13.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.13.attn_k_rmsnorm.weight` | `blocks.13.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.13.attn_output_subln.weight` | `blocks.13.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.13.attn_output.weight` | `blocks.13.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.13.attn_q_subln.weight` | `blocks.13.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.13.attn_q.weight` | `blocks.13.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.13.attn_q_rmsnorm.weight` | `blocks.13.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.13.attn_v_subln.weight` | `blocks.13.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.13.attn_v.weight` | `blocks.13.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.13.ffn_gate_subln.weight` | `blocks.13.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.13.ffn_gate.weight` | `blocks.13.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.13.ffn_down_subln.weight` | `blocks.13.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.13.ffn_down.weight` | `blocks.13.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.13.ffn_up_subln.weight` | `blocks.13.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.13.ffn_up.weight` | `blocks.13.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.13.attn_norm.weight` | `blocks.13.n1.w` | fp | (352,) | F16 | | | |
| | `blk.13.ffn_norm.weight` | `blocks.13.n2.w` | fp | (352,) | F16 | | | |
| | `blk.14.attn_k_subln.weight` | `blocks.14.attn.k.pre.w` | fp | (352,) | F16 | | | |
| | `blk.14.attn_k.weight` | `blocks.14.attn.k.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.14.attn_k_rmsnorm.weight` | `blocks.14.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.14.attn_output_subln.weight` | `blocks.14.attn.o.pre.w` | fp | (352,) | F16 | | | |
| | `blk.14.attn_output.weight` | `blocks.14.attn.o.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.14.attn_q_subln.weight` | `blocks.14.attn.q.pre.w` | fp | (352,) | F16 | | | |
| | `blk.14.attn_q.weight` | `blocks.14.attn.q.weight` | ternary | (352, 352) | TQ2_0 | 512 | | |
| | `blk.14.attn_q_rmsnorm.weight` | `blocks.14.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.14.attn_v_subln.weight` | `blocks.14.attn.v.pre.w` | fp | (352,) | F16 | | | |
| | `blk.14.attn_v.weight` | `blocks.14.attn.v.weight` | ternary | (88, 352) | TQ2_0 | 512 | | |
| | `blk.14.ffn_gate_subln.weight` | `blocks.14.ffn.w1.pre.w` | fp | (352,) | F16 | | | |
| | `blk.14.ffn_gate.weight` | `blocks.14.ffn.w1.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.14.ffn_down_subln.weight` | `blocks.14.ffn.w2.pre.w` | fp | (960,) | F16 | | | |
| | `blk.14.ffn_down.weight` | `blocks.14.ffn.w2.weight` | ternary | (352, 960) | TQ2_0 | 1024 | | |
| | `blk.14.ffn_up_subln.weight` | `blocks.14.ffn.w3.pre.w` | fp | (352,) | F16 | | | |
| | `blk.14.ffn_up.weight` | `blocks.14.ffn.w3.weight` | ternary | (960, 352) | TQ2_0 | 512 | | |
| | `blk.14.attn_norm.weight` | `blocks.14.n1.w` | fp | (352,) | F16 | | | |
| | `blk.14.ffn_norm.weight` | `blocks.14.n2.w` | fp | (352,) | F16 | | | |
| | `blk.15.attn_k.weight` | `blocks.15.attn.k.weight` | fp | (88, 352) | F16 | | | |
| | `blk.15.attn_k_rmsnorm.weight` | `blocks.15.attn.kn.w` | fp | (44,) | F16 | | | |
| | `blk.15.attn_output.weight` | `blocks.15.attn.o.weight` | fp | (352, 352) | F16 | | | |
| | `blk.15.attn_q.weight` | `blocks.15.attn.q.weight` | fp | (352, 352) | F16 | | | |
| | `blk.15.attn_q_rmsnorm.weight` | `blocks.15.attn.qn.w` | fp | (44,) | F16 | | | |
| | `blk.15.attn_v.weight` | `blocks.15.attn.v.weight` | fp | (88, 352) | F16 | | | |
| | `blk.15.ffn_gate.weight` | `blocks.15.ffn.w1.weight` | fp | (960, 352) | F16 | | | |
| | `blk.15.ffn_down.weight` | `blocks.15.ffn.w2.weight` | fp | (352, 960) | F16 | | | |
| | `blk.15.ffn_up.weight` | `blocks.15.ffn.w3.weight` | fp | (960, 352) | F16 | | | |
| | `blk.15.attn_norm.weight` | `blocks.15.n1.w` | fp | (352,) | F16 | | | |
| | `blk.15.ffn_norm.weight` | `blocks.15.n2.w` | fp | (352,) | F16 | | | |