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Hybrid

Architecture
Used in
18 PRs
Best BPB
0.5755
Avg BPB
1.3042

Submissions

PR #992by TimS-ml
1.4054
PR #998by asuramaya
0.5755
PR #1007by dillon-blake
1.2252
PR #1044by greqone
1.8989
PR #1061by rolandnsharp
1.3379
PR #1142by ymrohit
1.1493
PR #1198by ymrohit
1.5992
PR #1346by shasank0001
1.2283
PR #1491by wisebreadloaf
1.6924
PR #1644by mradassaad
1.1473
PR #1665by mrbese
1.3571
PR #1685by butbutt42
1.7622
PR #1829by estesryan
1.2047
PR #1890by mradassaad
1.1456
PR #1994by potatonyliu
1.3004
PR #2066by SarooshKhan897
1.1005
PR #2070by vardanbobo007
1.1730
PR #2073by vardanbobo007
1.1726

Hyperparameters Across PRs

pr_numberparameters
992—
998—
1007{"layers":11,"attention_layers":3,"token_shift_layers":8}
1044{"layers":9,"d_model":512,"heads":8,"kv_heads":4,"chunk_ratio":0.25}
1061{"oscillators":192,"layers":12,"heads":16}
1142{"lfb_layers":6,"lfb_dim":80,"lfb_bigram_vocab_size":2048}
1198{"diffusion_num_steps":8,"diffusion_block_min":24,"diffusion_block_max":128,"diffusion_min_mask_frac":0.1,"diffusion_max_mask_frac":0.6,"diffusion_block_start_min_frac":0.25,"diffusion_block_start_max_frac":0.9,"diffusion_time_scale":0.05,"diffusion_refine_last_n":5,"diffusion_batch_shared_block":1}
1346{"layers":15,"mlp_only":true,"tail_block":"blocks.14.mlp"}
1491{"layers":4,"model_dim":256,"num_heads":4,"num_kv_heads":4,"num_streams":4,"num_fracs":1}
1644{"layers":7,"ssm_blocks":5,"attention_layers":2,"dim":512,"d_state":64,"expand":2,"headdim":64,"chunk_size":64,"mlp_mult":3}
1665{"layers":8,"mamba_blocks":6,"attention_blocks":2,"attention_positions":[2,5],"dim":512,"d_state":128,"ngroups":1,"expand":2}
1685{"layers":9,"dimensions":384,"heads":6,"predictor_mlp_layers":2}
1829{"layers":8,"model_dim":512,"num_heads":8,"num_kv_heads":4,"ssm_layers":7,"ssm_state_dim":128,"ssm_num_groups":8,"no_attn_layers":[3,6]}
1890{"layers":7,"ssm_blocks":5,"attention_layers":2,"dim":512,"d_state":64,"expand":2,"headdim":64,"chunk_size":64,"mlp_mult":3}
1994—
2066{"layers":10,"attention_layers":[6],"embed_dim":512,"d_state":64,"headdim":64}
2070{"layers":["nT","M","M","T","M","M","T","M","T","nT"]}
2073{"layers":["nT","M","M","T","M","M","T","M","T","nT"]}