├── .gitignore ├── LICENSE ├── README.md ├── app.py ├── assets ├── hedgehog_llamas.png ├── hedgehog_llamas_big.png └── lolcats_and_tk_llamas.png ├── configs ├── experiment │ ├── distill_alpaca_clean_xent0_mse1000_lr1e-2.yaml │ ├── distill_alpaca_clean_xent1_mse1000_lr1e-2.yaml │ ├── eval_alpaca_clean.yaml │ ├── finetune_lora_fqkvo_alpaca_clean.yaml │ ├── finetune_lora_qkvo_alpaca_clean.yaml │ └── no_distill_alpaca_clean.yaml └── model │ ├── base_llama3_1_8b.yaml │ ├── base_llama3_8b.yaml │ ├── base_mistral_7b.yaml │ ├── chunked_experimental │ ├── distill_long_llama3_1_8b_lk_smd_wsw64_fd64_w01.yaml │ ├── distill_long_llama3_1_8b_lk_smd_wtk64_fd64_w01.yaml │ ├── distill_long_llama3_8b_lk_smd_wsw64_fd64_w01.yaml │ ├── distill_long_llama3_8b_lk_smd_wtk64_fd64_w01.yaml │ ├── distill_long_mistral_7b_lk_smd_wsw64_fd64_w01.yaml │ └── distill_long_mistral_7b_lk_smd_wtk64_fd64_w01.yaml │ ├── distill_llama3_1_8b_lk_smd_fd64.yaml │ ├── distill_llama3_1_8b_lk_smd_wsw64_fd64_w01.yaml │ ├── distill_llama3_1_8b_lk_smd_wtk64_fd64_w01.yaml │ ├── distill_llama3_1_8b_lk_t2r.yaml │ ├── distill_llama3_8b_lk_smd_fd64.yaml │ ├── distill_llama3_8b_lk_smd_wsw64_fd64_w01.yaml │ ├── distill_llama3_8b_lk_smd_wtk64_fd64_w01.yaml │ ├── distill_llama3_8b_lk_t2r.yaml │ ├── distill_mistral_7b_lk_smd_fd64.yaml │ ├── distill_mistral_7b_lk_smd_wsw64_fd64_w01.yaml │ ├── distill_mistral_7b_lk_smd_wtk64_fd64_w01.yaml │ └── distill_mistral_7b_lk_t2r.yaml ├── csrc ├── __init__.py ├── causal_attention.cpp ├── causal_attention.py ├── causal_attention_cuda.cu ├── causal_attention_kv_cuda.cu └── setup.py ├── demo_lolcats_llm.py ├── demos ├── README.md ├── benchmark_8b.sh ├── demo_8b.sh ├── demo_lolcats_hf.py └── llm_mmlu_eval │ ├── demo_405b.sh │ ├── demo_70b.sh │ ├── eval_mmlu.py │ └── mmlu.pkl.zip ├── distill_llama.py ├── environment.yaml ├── lm_eval_harness ├── README.md ├── __init__.py ├── eval_lm_harness.py ├── eval_lm_harness_big.py ├── models.py └── models_huggingface.py ├── lolcats_preprint_v0.pdf └── src ├── __init__.py ├── dataloaders ├── __init__.py ├── alpaca_clean.py ├── alpaca_clean_instruct.py └── utils │ ├── __init__.py │ ├── llama3.py │ ├── packing.py │ └── setup.py ├── finetune.py ├── model ├── __init__.py ├── convert_model.py ├── feature_map.py ├── linear_attention │ ├── __init__.py │ ├── linear_attention.py │ ├── linear_window_attention_sw.py │ ├── linear_window_attention_sw_linear.py │ ├── linear_window_attention_sw_long.py │ ├── linear_window_attention_tk.py │ ├── linear_window_attention_tk_gen.py │ ├── linear_window_attention_tk_long.py │ └── utils.py ├── load_model.py ├── load_model_for_eval.py ├── modeling_llama.py ├── modeling_llama_sharded.py ├── modeling_mistral.py ├── peft.py ├── pretrained.py ├── rotary.py └── utils.py ├── trainer ├── __init__.py ├── default_lm.py ├── distill_attention_mse_linear.py ├── distill_attention_xent_mse.py ├── finetune_seq2seq.py ├── optim.py └── utils.py └── utils ├── __init__.py ├── logging.py └── 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