Model Properties Table

	n_params	n_layers	d_model	n_heads	act_fn	n_ctx	d_vocab	d_head	d_mlp	n_key_value_heads
gpt2-small	85M	12	768	12	gelu	1024	50257	64	3072
gpt2-medium	302M	24	1024	16	gelu	1024	50257	64	4096
gpt2-large	708M	36	1280	20	gelu	1024	50257	64	5120
gpt2-xl	1.5B	48	1600	25	gelu	1024	50257	64	6400
distillgpt2	42M	6	768	12	gelu	1024	50257	64	3072
opt-125m	85M	12	768	12	relu	2048	50272	64	3072
opt-1.3b	1.2B	24	2048	32	relu	2048	50272	64	8192
opt-2.7b	2.5B	32	2560	32	relu	2048	50272	80	10240
opt-6.7b	6.4B	32	4096	32	relu	2048	50272	128	16384
opt-13b	13B	40	5120	40	relu	2048	50272	128	20480
opt-30b	30B	48	7168	56	relu	2048	50272	128	28672
opt-66b	65B	64	9216	72	relu	2048	50272	128	36864
gpt-neo-125M	85M	12	768	12	gelu	2048	50257	64	3072
gpt-neo-1.3B	1.2B	24	2048	16	gelu	2048	50257	128	8192
gpt-neo-2.7B	2.5B	32	2560	20	gelu	2048	50257	128	10240
gpt-j-6B	5.6B	28	4096	16	gelu	2048	50400	256	16384
gpt-neox-20b	20B	44	6144	64	gelu	2048	50432	96	24576
stanford-gpt2-small-a	85M	12	768	12	gelu	1024	50257	64	3072
stanford-gpt2-small-b	85M	12	768	12	gelu	1024	50257	64	3072
stanford-gpt2-small-c	85M	12	768	12	gelu	1024	50257	64	3072
stanford-gpt2-small-d	85M	12	768	12	gelu	1024	50257	64	3072
stanford-gpt2-small-e	85M	12	768	12	gelu	1024	50257	64	3072
stanford-gpt2-medium-a	302M	24	1024	16	gelu	1024	50257	64	4096
stanford-gpt2-medium-b	302M	24	1024	16	gelu	1024	50257	64	4096
stanford-gpt2-medium-c	302M	24	1024	16	gelu	1024	50257	64	4096
stanford-gpt2-medium-d	302M	24	1024	16	gelu	1024	50257	64	4096
stanford-gpt2-medium-e	302M	24	1024	16	gelu	1024	50257	64	4096
pythia-14m	1.2M	6	128	4	gelu	2048	50304	32	512
pythia-31m	4.7M	6	256	8	gelu	2048	50304	32	1024
pythia-70m	19M	6	512	8	gelu	2048	50304	64	2048
pythia-160m	85M	12	768	12	gelu	2048	50304	64	3072
pythia-410m	302M	24	1024	16	gelu	2048	50304	64	4096
pythia-1b	805M	16	2048	8	gelu	2048	50304	256	8192
pythia-1.4b	1.2B	24	2048	16	gelu	2048	50304	128	8192
pythia-2.8b	2.5B	32	2560	32	gelu	2048	50304	80	10240
pythia-6.9b	6.4B	32	4096	32	gelu	2048	50432	128	16384
pythia-12b	11B	36	5120	40	gelu	2048	50688	128	20480
pythia-70m-deduped	19M	6	512	8	gelu	2048	50304	64	2048
pythia-160m-deduped	85M	12	768	12	gelu	2048	50304	64	3072
pythia-410m-deduped	302M	24	1024	16	gelu	2048	50304	64	4096
pythia-1b-deduped	805M	16	2048	8	gelu	2048	50304	256	8192
pythia-1.4b-deduped	1.2B	24	2048	16	gelu	2048	50304	128	8192
pythia-2.8b-deduped	2.5B	32	2560	32	gelu	2048	50304	80	10240
pythia-6.9b-deduped	6.4B	32	4096	32	gelu	2048	50432	128	16384
pythia-12b-deduped	11B	36	5120	40	gelu	2048	50688	128	20480
pythia-70m-v0	19M	6	512	8	gelu	2048	50304	64	2048
pythia-160m-v0	85M	12	768	12	gelu	2048	50304	64	3072
pythia-410m-v0	302M	24	1024	16	gelu	2048	50304	64	4096
pythia-1b-v0	805M	16	2048	8	gelu	2048	50304	256	8192
pythia-1.4b-v0	1.2B	24	2048	16	gelu	2048	50304	128	8192
pythia-2.8b-v0	2.5B	32	2560	32	gelu	2048	50304	80	10240
pythia-6.9b-v0	6.4B	32	4096	32	gelu	2048	50432	128	16384
pythia-12b-v0	11B	36	5120	40	gelu	2048	50688	128	20480
pythia-70m-deduped-v0	19M	6	512	8	gelu	2048	50304	64	2048
pythia-160m-deduped-v0	85M	12	768	12	gelu	2048	50304	64	3072
pythia-410m-deduped-v0	302M	24	1024	16	gelu	2048	50304	64	4096
pythia-1b-deduped-v0	805M	16	2048	8	gelu	2048	50304	256	8192
pythia-1.4b-deduped-v0	1.2B	24	2048	16	gelu	2048	50304	128	8192
pythia-2.8b-deduped-v0	2.5B	32	2560	32	gelu	2048	50304	80	10240
pythia-6.9b-deduped-v0	6.4B	32	4096	32	gelu	2048	50432	128	16384
pythia-12b-deduped-v0	11B	36	5120	40	gelu	2048	50688	128	20480
pythia-160m-seed1	85M	12	768	12	gelu	2048	50304	64	3072
pythia-160m-seed2	85M	12	768	12	gelu	2048	50304	64	3072
pythia-160m-seed3	85M	12	768	12	gelu	2048	50304	64	3072
solu-1l-pile	13M	1	1024	16	solu	1024	50278	64	4096
solu-2l-pile	13M	2	736	11	solu	1024	50278	64	2944
solu-4l-pile	13M	4	512	8	solu	1024	50278	64	2048
solu-6l-pile	42M	6	768	12	solu	1024	50278	64	3072
solu-8l-pile	101M	8	1024	16	solu	1024	50278	64	4096
solu-10l-pile	197M	10	1280	20	solu	1024	50278	64	5120
solu-12l-pile	340M	12	1536	24	solu	1024	50278	64	6144
solu-1l	3.1M	1	512	8	solu	1024	48262	64	2048
solu-2l	6.3M	2	512	8	solu	1024	48262	64	2048
solu-3l	9.4M	3	512	8	solu	1024	48262	64	2048
solu-4l	13M	4	512	8	solu	1024	48262	64	2048
solu-6l	42M	6	768	12	solu	1024	48262	64	3072
solu-8l	101M	8	1024	16	solu	1024	48262	64	4096
solu-10l	197M	10	1280	20	solu	1024	48262	64	5120
solu-12l	340M	12	1536	24	solu	1024	48262	64	6144
gelu-1l	3.1M	1	512	8	gelu	1024	48262	64	2048
gelu-2l	6.3M	2	512	8	gelu	1024	48262	64	2048
gelu-3l	9.4M	3	512	8	gelu	1024	48262	64	2048
gelu-4l	13M	4	512	8	gelu	1024	48262	64	2048
attn-only-1l	1.0M	1	512	8	attn_only	1024	48262	64	2048
attn-only-2l	2.1M	2	512	8	attn_only	1024	48262	64	2048
attn-only-3l	3.1M	3	512	8	attn_only	1024	48262	64	2048
attn-only-4l	4.2M	4	512	8	attn_only	1024	48262	64	2048
attn-only-2l-demo	2.1M	2	512	8	attn_only	1024	50277	64	2048
solu-1l-wiki	3.1M	1	512	8	solu	1024	48262	64	2048
solu-4l-wiki	13M	4	512	8	solu	1024	48262	64	2048
redwood_attn_2l	524K	2	256	8	attn_only	2048	50259	32	-1
llama-7b	6.5B	32	4096	32	silu	2048	32000	128	11008
llama-13b	13B	40	5120	40	silu	2048	32000	128	13824
llama-30b	32B	60	6656	52	silu	2048	32000	128	17920
llama-65b	65B	80	8192	64	silu	2048	32000	128	22016
Llama-2-7b	6.5B	32	4096	32	silu	4096	32000	128	11008
Llama-2-7b-chat	6.5B	32	4096	32	silu	4096	32000	128	11008
Llama-2-13b	13B	40	5120	40	silu	4096	32000	128	13824
Llama-2-13b-chat	13B	40	5120	40	silu	4096	32000	128	13824
Llama-2-70b-chat	78B	80	8192	64	silu	4096	32000	128	28672	8
CodeLlamallama-2-7b	6.5B	32	4096	32	silu	4096	32016	128	11008
CodeLlama-7b-python	6.5B	32	4096	32	silu	4096	32000	128	11008
CodeLlama-7b-instruct	6.5B	32	4096	32	silu	4096	32016	128	11008
meta-llama/Meta-Llama-3-8B	7.8B	32	4096	32	silu	8192	128256	128	14336	8
meta-llama/Meta-Llama-3-8B-Instruct	7.8B	32	4096	32	silu	8192	128256	128	14336	8
meta-llama/Meta-Llama-3-70B	78B	80	8192	64	silu	8192	128256	128	28672	8
meta-llama/Meta-Llama-3-70B-Instruct	78B	80	8192	64	silu	8192	128256	128	28672	8
meta-llama/Llama-3.2-1B	1.1B	16	2048	32	silu	2048	128256	64	8192	8
meta-llama/Llama-3.2-3B	3.2B	28	3072	24	silu	2048	128256	128	8192	8
meta-llama/Llama-3.2-1B-Instruct	1.1B	16	2048	32	silu	2048	128256	64	8192	8
meta-llama/Llama-3.2-3B-Instruct	3.2B	28	3072	24	silu	2048	128256	128	8192	8
meta-llama/Llama-3.1-70B	78B	80	8192	64	silu	2048	128256	128	28672	8
meta-llama/Llama-3.1-8B	7.8B	32	4096	32	silu	2048	128256	128	14336	8
meta-llama/Llama-3.1-8B-Instruct	7.8B	32	4096	32	silu	2048	128256	128	14336	8
meta-llama/Llama-3.1-70B-Instruct	78B	80	8192	64	silu	2048	128256	128	28672	8
othello-gpt	25M	8	512	8	gelu	59	61	64	2048
bert-base-cased	85M	12	768	12	gelu	512	28996	64	3072
tiny-stories-1M	393K	8	64	16	gelu	2048	50257	4	256
tiny-stories-3M	1.6M	8	128	16	gelu	2048	50257	8	512
tiny-stories-8M	6.3M	8	256	16	gelu	2048	50257	16	1024
tiny-stories-28M	25M	8	512	16	gelu	2048	50257	32	2048
tiny-stories-33M	28M	4	768	16	gelu	2048	50257	48	3072
tiny-stories-instruct-1M	393K	8	64	16	gelu	2048	50257	4	256
tiny-stories-instruct-3M	1.6M	8	128	16	gelu	2048	50257	8	512
tiny-stories-instruct-8M	6.3M	8	256	16	gelu	2048	50257	16	1024
tiny-stories-instruct-28M	25M	8	512	16	gelu	2048	50257	32	2048
tiny-stories-instruct-33M	28M	4	768	16	gelu	2048	50257	48	3072
tiny-stories-1L-21M	13M	1	1024	16	gelu	2048	50257	64	4096
tiny-stories-2L-33M	25M	2	1024	16	gelu	2048	50257	64	4096
tiny-stories-instruct-1L-21M	13M	1	1024	16	gelu	2048	50257	64	4096
tiny-stories-instruct-2L-33M	25M	2	1024	16	gelu	2048	50257	64	4096
stablelm-base-alpha-3b	3.2B	16	4096	32	gelu	4096	50688	128	16384
stablelm-base-alpha-7b	7.2B	16	6144	48	gelu	4096	50432	128	24576
stablelm-tuned-alpha-3b	3.2B	16	4096	32	gelu	4096	50688	128	16384
stablelm-tuned-alpha-7b	7.2B	16	6144	48	gelu	4096	50432	128	24576
mistral-7b	7.8B	32	4096	32	silu	2048	32000	128	14336	8
mistral-7b-instruct	7.8B	32	4096	32	silu	2048	32000	128	14336	8
mistral-nemo-base-2407	12B	40	5120	32	silu	2048	131072	128	14336	8
mixtral	47B	32	4096	32	silu	32768	32000	128	14336	8
mixtral-instruct	47B	32	4096	32	silu	32768	32000	128	14336	8
bloom-560m	302M	24	1024	16	gelu	2048	250880	64	4096
bloom-1b1	679M	24	1536	16	gelu	2048	250880	96	6144
bloom-1b7	1.2B	24	2048	16	gelu	2048	250880	128	8192
bloom-3b	2.4B	30	2560	32	gelu	2048	250880	80	10240
bloom-7b1	6.0B	30	4096	32	gelu	2048	250880	128	16384
santacoder	1.2B	24	2048	16	gelu	2048	49280	128	8192
qwen-1.8b	1.2B	24	2048	16	silu	2048	151936	128	5504
qwen-7b	6.5B	32	4096	32	silu	2048	151936	128	11008
qwen-14b	13B	40	5120	40	silu	2048	152064	128	13696
qwen-1.8b-chat	1.2B	24	2048	16	silu	2048	151936	128	5504
qwen-7b-chat	6.5B	32	4096	32	silu	2048	151936	128	11008
qwen-14b-chat	13B	40	5120	40	silu	2048	152064	128	13696
qwen1.5-0.5b	308M	24	1024	16	silu	2048	151936	64	2816	16
qwen1.5-0.5b-chat	308M	24	1024	16	silu	2048	151936	64	2816	16
qwen1.5-1.8b	1.2B	24	2048	16	silu	2048	151936	128	5504	16
qwen1.5-1.8b-chat	1.2B	24	2048	16	silu	2048	151936	128	5504	16
qwen1.5-4b	3.2B	40	2560	20	silu	2048	151936	128	6912	20
qwen1.5-4b-chat	3.2B	40	2560	20	silu	2048	151936	128	6912	20
qwen1.5-7b	6.5B	32	4096	32	silu	2048	151936	128	11008	32
qwen1.5-7b-chat	6.5B	32	4096	32	silu	2048	151936	128	11008	32
qwen1.5-14b	13B	40	5120	40	silu	2048	152064	128	13696	40
qwen1.5-14b-chat	13B	40	5120	40	silu	2048	152064	128	13696	40
Qwen/Qwen2-0.5B	391M	24	896	14	silu	2048	151936	64	4864	2
Qwen/Qwen2-0.5B-Instruct	391M	24	896	14	silu	2048	151936	64	4864	2
Qwen/Qwen2-1.5B	1.4B	28	1536	12	silu	2048	151936	128	8960	2
Qwen/Qwen2-1.5B-Instruct	1.4B	28	1536	12	silu	2048	151936	128	8960	2
Qwen/Qwen2-7B	7.1B	28	3584	28	silu	2048	152064	128	18944	4
Qwen/Qwen2-7B-Instruct	7.1B	28	3584	28	silu	2048	152064	128	18944	4
phi-1	1.2B	24	2048	32	gelu	2048	51200	64	8192
phi-1_5	1.2B	24	2048	32	gelu	2048	51200	64	8192
phi-2	2.5B	32	2560	32	gelu	2048	51200	80	10240
phi-3	3.6B	32	3072	32	silu	4096	32064	96	8192
gemma-2b	2.1B	18	2048	8	gelu	8192	256000	256	16384	1
gemma-7b	7.8B	28	3072	16	gelu	8192	256000	256	24576	16
gemma-2b-it	2.1B	18	2048	8	gelu	8192	256000	256	16384	1
gemma-7b-it	7.8B	28	3072	16	gelu	8192	256000	256	24576	16
gemma-2-2b	2.1B	26	2304	8	gelu_pytorch_tanh	8192	256000	256	9216	4
gemma-2-2b-it	2.1B	26	2304	8	gelu_pytorch_tanh	8192	256000	256	9216	4
gemma-2-9b	8.9B	42	3584	16	gelu_pytorch_tanh	8192	256000	256	14336	8
gemma-2-9b-it	8.9B	42	3584	16	gelu_pytorch_tanh	8192	256000	256	14336	8
gemma-2-27b	27B	46	4608	32	gelu_pytorch_tanh	8192	256000	128	36864	16
gemma-2-27b-it	27B	46	4608	32	gelu_pytorch_tanh	8192	256000	128	36864	16
yi-6b	6.5B	32	4096	32	silu	4096	64000	128	11008	4
yi-34b	39B	60	7168	56	silu	4096	64000	128	20480	8
yi-6b-chat	6.5B	32	4096	32	silu	4096	64000	128	11008	4
yi-34b-chat	39B	60	7168	56	silu	4096	64000	128	20480	8
t5-small	19M	6	512	8	relu	20	32128	64	2048
t5-base	85M	12	768	12	relu	20	32128	64	3072
t5-large	302M	24	1024	16	relu	20	32128	64	4096
mGPT	1.2B	24	2048	16	gelu	2048	100000	128	8192