Text Generation
Transformers
Safetensors
English
llama
pruning
sparse
sparsegpt
baseline
text-generation-inference
Instructions to use ikimyaii/llama-7b-sparsegpt-60pct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ikimyaii/llama-7b-sparsegpt-60pct with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="ikimyaii/llama-7b-sparsegpt-60pct")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("ikimyaii/llama-7b-sparsegpt-60pct") model = AutoModelForCausalLM.from_pretrained("ikimyaii/llama-7b-sparsegpt-60pct", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use ikimyaii/llama-7b-sparsegpt-60pct with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "ikimyaii/llama-7b-sparsegpt-60pct" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ikimyaii/llama-7b-sparsegpt-60pct", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/ikimyaii/llama-7b-sparsegpt-60pct
- SGLang
How to use ikimyaii/llama-7b-sparsegpt-60pct with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "ikimyaii/llama-7b-sparsegpt-60pct" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ikimyaii/llama-7b-sparsegpt-60pct", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "ikimyaii/llama-7b-sparsegpt-60pct" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ikimyaii/llama-7b-sparsegpt-60pct", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use ikimyaii/llama-7b-sparsegpt-60pct with Docker Model Runner:
docker model run hf.co/ikimyaii/llama-7b-sparsegpt-60pct
Download pruning_summary.json from ikimyaii/llama-7b-sparsegpt-60pct: direct link, hf CLI and curl.
- Browser
- Download file 29.4 kB
-
https://huggingface.co/ikimyaii/llama-7b-sparsegpt-60pct/resolve/2c0d96f28165508ca146a3aa7a802d8acc2c98c4/pruning_summary.json
- Command line
-
hf download hf://ikimyaii/llama-7b-sparsegpt-60pct@2c0d96f28165508ca146a3aa7a802d8acc2c98c4/pruning_summary.json
-
curl -L -o pruning_summary.json https://huggingface.co/ikimyaii/llama-7b-sparsegpt-60pct/resolve/2c0d96f28165508ca146a3aa7a802d8acc2c98c4/pruning_summary.json
29.4 kB
| { | |
| "method": "sparsegpt", | |
| "model": "/mnt/cephfs/share/kimia/hf_cache/hub/models--openlm-research--open_llama_7b/snapshots/6fb184ff23774c25bf84b3628e49c8b78372c7be", | |
| "sparsity_target": 0.6, | |
| "sparsity_actual": 0.5998696340982582, | |
| "ppl_before": null, | |
| "ppl_after": null, | |
| "layer_info": { | |
| "model.layers.0.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.0.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.0.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.0.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.0.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.0.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.0.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.1.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.1.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.1.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.1.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.1.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.1.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.1.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.2.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.2.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.2.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.2.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.2.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.2.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.2.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.3.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.3.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.3.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.3.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.3.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.3.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.3.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.4.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.4.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.4.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.4.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.4.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.4.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.4.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.5.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.5.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.5.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.5.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.5.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.5.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.5.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.6.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.6.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.6.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.6.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.6.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.6.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.6.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.7.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.7.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.7.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.7.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.7.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.7.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.7.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.8.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.8.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.8.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.8.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.8.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.8.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.8.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.9.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.9.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.9.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.9.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.9.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.9.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.9.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.10.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.10.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.10.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.10.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.10.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.10.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.10.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.11.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.11.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.11.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.11.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.11.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.11.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.11.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.12.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.12.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.12.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.12.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.12.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.12.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.12.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.13.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.13.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.13.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.13.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.13.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.13.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.13.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.14.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.14.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.14.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.14.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.14.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.14.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.14.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.15.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.15.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.15.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.15.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.15.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.15.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.15.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.16.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.16.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.16.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.16.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.16.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.16.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.16.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.17.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.17.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.17.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.17.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.17.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.17.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.17.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.18.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.18.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.18.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.18.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.18.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.18.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.18.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.19.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.19.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.19.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.19.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.19.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.19.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.19.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.20.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.20.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.20.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.20.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.20.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.20.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.20.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.21.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.21.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.21.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.21.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.21.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.21.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.21.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.22.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.22.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.22.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.22.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.22.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.22.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.22.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.23.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.23.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.23.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.23.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.23.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.23.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.23.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.24.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.24.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.24.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.24.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.24.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.24.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.24.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.25.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.25.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.25.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.25.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.25.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.25.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.25.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.26.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.26.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.26.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.26.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.26.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.26.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.26.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.27.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.27.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.27.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.27.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.27.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.27.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.27.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.28.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.28.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.28.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.28.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.28.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.28.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.28.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.29.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.29.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.29.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.29.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.29.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.29.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.29.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.30.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.30.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.30.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.30.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.30.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.30.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.30.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "model.layers.31.self_attn.q_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.31.self_attn.k_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.31.self_attn.v_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.31.self_attn.o_proj": { | |
| "out_features": 4096, | |
| "in_features": 4096, | |
| "n_pruned": 10063872 | |
| }, | |
| "model.layers.31.mlp.gate_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.31.mlp.up_proj": { | |
| "out_features": 11008, | |
| "in_features": 4096, | |
| "n_pruned": 27046656 | |
| }, | |
| "model.layers.31.mlp.down_proj": { | |
| "out_features": 4096, | |
| "in_features": 11008, | |
| "n_pruned": 27049984 | |
| }, | |
| "lm_head": { | |
| "out_features": 32000, | |
| "in_features": 4096, | |
| "n_pruned": 78624000 | |
| } | |
| } | |
| } |