diff --git "a/dynquant_manifest.json" "b/dynquant_manifest.json" new file mode 100644--- /dev/null +++ "b/dynquant_manifest.json" @@ -0,0 +1,5310 @@ +{ + "schema": "dynquant_checkpoint_v2", + "dynquant_core": "0.5.3", + "quantization_config": { + "quant_method": "dynquant", + "checkpoint_format": "dynquant-packed", + "schema_version": 1, + "version": "0.5.3", + "group_size": 128, + "symmetric": false, + "lm_head_quantized": false, + "modules_to_not_convert": [], + "modules": { + "model.embed_tokens": { + "bits": 8, + "out_features": 151936 + }, + "model.layers.0.conv.in_proj": { + "bits": 8, + "out_features": 3072 + }, + "model.layers.0.conv.out_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.0.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.0.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.0.moe.sw3": { + "bits": 8, + "out_features": 1152 + }, + "model.layers.0.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.0.moe.w2": { + "bits": 2, + "out_features": 18432 + }, + "model.layers.0.moe.w3": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.1.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.1.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.1.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.1.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.1.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.1.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.1.moe.w2": { + "bits": 2, + "out_features": 18432 + }, + "model.layers.1.moe.w3": { + "bits": 2, + "out_features": 16384 + }, + "model.layers.10.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.10.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.10.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.10.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.10.moe.sw3": { + "bits": 8, + "out_features": 1152 + }, + "model.layers.10.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.10.moe.w2": { + "bits": 4, + "out_features": 18432 + }, + "model.layers.10.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.11.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.11.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.11.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.11.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.11.moe.w2": { + "bits": 4, + "out_features": 18432 + }, + "model.layers.11.moe.w3": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.11.self_attn.k_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.11.self_attn.o_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.11.self_attn.q_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.11.self_attn.v_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.12.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.12.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.12.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.12.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.12.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.12.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.12.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.12.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.13.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.13.conv.out_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.13.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.13.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.13.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.13.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.13.moe.w2": { + "bits": 4, + "out_features": 18432 + }, + "model.layers.13.moe.w3": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.14.conv.in_proj": { + "bits": 8, + "out_features": 3072 + }, + "model.layers.14.conv.out_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.14.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.14.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.14.moe.sw3": { + "bits": 8, + "out_features": 1152 + }, + "model.layers.14.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.14.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.14.moe.w3": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.15.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.15.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.15.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.15.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.15.moe.w2": { + "bits": 4, + "out_features": 18432 + }, + "model.layers.15.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.15.self_attn.k_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.15.self_attn.o_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.15.self_attn.q_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.15.self_attn.v_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.16.conv.in_proj": { + "bits": 8, + "out_features": 3072 + }, + "model.layers.16.conv.out_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.16.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.16.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.16.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.16.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.16.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.16.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.17.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.17.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.17.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.17.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.17.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.17.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.17.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.17.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.18.conv.in_proj": { + "bits": 8, + "out_features": 3072 + }, + "model.layers.18.conv.out_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.18.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.18.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.18.moe.sw3": { + "bits": 8, + "out_features": 1152 + }, + "model.layers.18.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.18.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.18.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.19.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.19.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.19.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.19.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.19.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.19.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.19.self_attn.k_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.19.self_attn.o_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.19.self_attn.q_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.19.self_attn.v_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.2.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.2.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.2.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.2.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.2.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.2.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.2.moe.w2": { + "bits": 2, + "out_features": 18432 + }, + "model.layers.2.moe.w3": { + "bits": 2, + "out_features": 16384 + }, + "model.layers.20.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.20.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.20.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.20.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.20.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.20.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.20.moe.w2": { + "bits": 2, + "out_features": 18432 + }, + "model.layers.20.moe.w3": { + "bits": 2, + "out_features": 16384 + }, + "model.layers.21.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.21.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.21.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.21.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.21.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.21.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.21.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.21.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.22.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.22.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.22.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.22.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.22.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.22.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.22.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.22.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.23.moe.sw1": { + "bits": 8, + "out_features": 1152 + }, + "model.layers.23.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.23.moe.sw3": { + "bits": 8, + "out_features": 1152 + }, + "model.layers.23.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.23.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.23.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.23.self_attn.k_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.23.self_attn.o_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.23.self_attn.q_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.23.self_attn.v_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.3.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.3.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.3.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.3.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.3.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.3.moe.w3": { + "bits": 2, + "out_features": 16384 + }, + "model.layers.3.self_attn.k_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.3.self_attn.o_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.3.self_attn.q_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.3.self_attn.v_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.4.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.4.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.4.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.4.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.4.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.4.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.4.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.4.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.5.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.5.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.5.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.5.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.5.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.5.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.5.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.5.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.6.conv.in_proj": { + "bits": 8, + "out_features": 3072 + }, + "model.layers.6.conv.out_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.6.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.6.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.6.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.6.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.6.moe.w2": { + "bits": 2, + "out_features": 18432 + }, + "model.layers.6.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.7.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.7.moe.sw2": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.7.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.7.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.7.moe.w2": { + "bits": 3, + "out_features": 18432 + }, + "model.layers.7.moe.w3": { + "bits": 3, + "out_features": 16384 + }, + "model.layers.7.self_attn.k_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.7.self_attn.o_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.7.self_attn.q_proj": { + "bits": 8, + "out_features": 1024 + }, + "model.layers.7.self_attn.v_proj": { + "bits": 8, + "out_features": 256 + }, + "model.layers.8.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.8.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.8.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.8.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.8.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.8.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.8.moe.w2": { + "bits": 4, + "out_features": 18432 + }, + "model.layers.8.moe.w3": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.9.conv.in_proj": { + "bits": 4, + "out_features": 3072 + }, + "model.layers.9.conv.out_proj": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.9.moe.sw1": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.9.moe.sw2": { + "bits": 4, + "out_features": 1024 + }, + "model.layers.9.moe.sw3": { + "bits": 4, + "out_features": 1152 + }, + "model.layers.9.moe.w1": { + "bits": 4, + "out_features": 16384 + }, + "model.layers.9.moe.w2": { + "bits": 4, + "out_features": 18432 + }, + "model.layers.9.moe.w3": { + "bits": 4, + "out_features": 16384 + } + } + }, + "files": [ + "model.safetensors" + ], + "accounting": { + "packed_nbytes": 897003520, + "dense_nbytes": 998912, + "total_nbytes": 898002432, + "quantized_elements": 1690697728, + "average_bits": 4.244418 + }, + "tied": { + "lm_head": "model.embed_tokens" + }, + "expert_banks": [ + "model.layers.0.moe.w1", + "model.layers.0.moe.w2", + "model.layers.0.moe.w3", + "model.layers.1.moe.w1", + "model.layers.1.moe.w2", + "model.layers.1.moe.w3", + "model.layers.10.moe.w1", + "model.layers.10.moe.w2", + "model.layers.10.moe.w3", + "model.layers.11.moe.w1", + "model.layers.11.moe.w2", + "model.layers.11.moe.w3", + "model.layers.12.moe.w1", + "model.layers.12.moe.w2", + "model.layers.12.moe.w3", + "model.layers.13.moe.w1", + "model.layers.13.moe.w2", + "model.layers.13.moe.w3", + "model.layers.14.moe.w1", + "model.layers.14.moe.w2", + "model.layers.14.moe.w3", + "model.layers.15.moe.w1", + "model.layers.15.moe.w2", + "model.layers.15.moe.w3", + "model.layers.16.moe.w1", + "model.layers.16.moe.w2", + "model.layers.16.moe.w3", + "model.layers.17.moe.w1", + "model.layers.17.moe.w2", + "model.layers.17.moe.w3", + "model.layers.18.moe.w1", + "model.layers.18.moe.w2", + "model.layers.18.moe.w3", + "model.layers.19.moe.w1", + "model.layers.19.moe.w2", + "model.layers.19.moe.w3", + "model.layers.2.moe.w1", + "model.layers.2.moe.w2", + "model.layers.2.moe.w3", + "model.layers.20.moe.w1", + "model.layers.20.moe.w2", + "model.layers.20.moe.w3", + "model.layers.21.moe.w1", + "model.layers.21.moe.w2", + "model.layers.21.moe.w3", + "model.layers.22.moe.w1", + "model.layers.22.moe.w2", + "model.layers.22.moe.w3", + "model.layers.23.moe.w1", + "model.layers.23.moe.w2", + "model.layers.23.moe.w3", + "model.layers.3.moe.w1", + "model.layers.3.moe.w2", + "model.layers.3.moe.w3", + "model.layers.4.moe.w1", + "model.layers.4.moe.w2", + "model.layers.4.moe.w3", + "model.layers.5.moe.w1", + "model.layers.5.moe.w2", + "model.layers.5.moe.w3", + "model.layers.6.moe.w1", + "model.layers.6.moe.w2", + "model.layers.6.moe.w3", + "model.layers.7.moe.w1", + "model.layers.7.moe.w2", + "model.layers.7.moe.w3", + "model.layers.8.moe.w1", + "model.layers.8.moe.w2", + "model.layers.8.moe.w3", + "model.layers.9.moe.w1", + "model.layers.9.moe.w2", + "model.layers.9.moe.w3" + ], + "provenance": { + "dynquant_core": "0.5.3", + "model": "runs/ft/model", + "stats": null, + "allocator": "sensitivity", + "widths_from": "runs/ft/maps.json [4.25]", + "predicted_nbytes": 898002432 + }, + "layers": { + "model.embed_tokens": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 151936, + 1024 + ], + "num_rows": 151936, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 160444416, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.0.conv.in_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 3244032, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.0.conv.out_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.0.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954644, + "clip_improvement": 0.112495 + }, + "model.layers.0.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.0.moe.sw3": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.0.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953885, + "clip_improvement": 0.11198 + }, + "model.layers.0.moe.w2": { + "bits": 2, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 0.999993, + "clip_improvement": 0.353319 + }, + "model.layers.0.moe.w3": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954468, + "clip_improvement": 0.111985 + }, + "model.layers.1.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953735, + "clip_improvement": 0.11162 + }, + "model.layers.1.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954346, + "clip_improvement": 0.111889 + }, + "model.layers.1.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953993, + "clip_improvement": 0.112511 + }, + "model.layers.1.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.958767, + "clip_improvement": 0.112735 + }, + "model.layers.1.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.956055, + "clip_improvement": 0.111175 + }, + "model.layers.1.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953301, + "clip_improvement": 0.111398 + }, + "model.layers.1.moe.w2": { + "bits": 2, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 1.0, + "clip_improvement": 0.353234 + }, + "model.layers.1.moe.w3": { + "bits": 2, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 1.0, + "clip_improvement": 0.353331 + }, + "model.layers.10.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954997, + "clip_improvement": 0.111521 + }, + "model.layers.10.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954468, + "clip_improvement": 0.111474 + }, + "model.layers.10.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954102, + "clip_improvement": 0.111773 + }, + "model.layers.10.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.10.moe.sw3": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.10.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954163, + "clip_improvement": 0.111924 + }, + "model.layers.10.moe.w2": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952053, + "clip_improvement": 0.111265 + }, + "model.layers.10.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999878, + "clip_improvement": 0.250139 + }, + "model.layers.11.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953342, + "clip_improvement": 0.112209 + }, + "model.layers.11.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954102, + "clip_improvement": 0.111731 + }, + "model.layers.11.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953125, + "clip_improvement": 0.111907 + }, + "model.layers.11.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952338, + "clip_improvement": 0.111378 + }, + "model.layers.11.moe.w2": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953803, + "clip_improvement": 0.112095 + }, + "model.layers.11.moe.w3": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953552, + "clip_improvement": 0.111801 + }, + "model.layers.11.self_attn.k_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.11.self_attn.o_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.11.self_attn.q_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.11.self_attn.v_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.12.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952799, + "clip_improvement": 0.111045 + }, + "model.layers.12.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954834, + "clip_improvement": 0.111137 + }, + "model.layers.12.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.950629, + "clip_improvement": 0.110166 + }, + "model.layers.12.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955621, + "clip_improvement": 0.109931 + }, + "model.layers.12.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954536, + "clip_improvement": 0.111564 + }, + "model.layers.12.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953545, + "clip_improvement": 0.111491 + }, + "model.layers.12.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999824, + "clip_improvement": 0.250105 + }, + "model.layers.12.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999824, + "clip_improvement": 0.25004 + }, + "model.layers.13.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953939, + "clip_improvement": 0.11168 + }, + "model.layers.13.conv.out_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.13.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.959201, + "clip_improvement": 0.113534 + }, + "model.layers.13.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.956489, + "clip_improvement": 0.111952 + }, + "model.layers.13.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955187, + "clip_improvement": 0.111205 + }, + "model.layers.13.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953701, + "clip_improvement": 0.111727 + }, + "model.layers.13.moe.w2": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954, + "clip_improvement": 0.111756 + }, + "model.layers.13.moe.w3": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953715, + "clip_improvement": 0.111681 + }, + "model.layers.14.conv.in_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 3244032, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.14.conv.out_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.14.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954861, + "clip_improvement": 0.111702 + }, + "model.layers.14.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.14.moe.sw3": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.14.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954027, + "clip_improvement": 0.111455 + }, + "model.layers.14.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999844, + "clip_improvement": 0.250077 + }, + "model.layers.14.moe.w3": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954624, + "clip_improvement": 0.112067 + }, + "model.layers.15.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955512, + "clip_improvement": 0.112333 + }, + "model.layers.15.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954861, + "clip_improvement": 0.110183 + }, + "model.layers.15.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953776, + "clip_improvement": 0.111914 + }, + "model.layers.15.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954447, + "clip_improvement": 0.111795 + }, + "model.layers.15.moe.w2": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953254, + "clip_improvement": 0.111632 + }, + "model.layers.15.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999844, + "clip_improvement": 0.250124 + }, + "model.layers.15.self_attn.k_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.15.self_attn.o_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.15.self_attn.q_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.15.self_attn.v_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.16.conv.in_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 3244032, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.16.conv.out_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.16.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954102, + "clip_improvement": 0.110828 + }, + "model.layers.16.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.956489, + "clip_improvement": 0.110486 + }, + "model.layers.16.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.959852, + "clip_improvement": 0.111776 + }, + "model.layers.16.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954197, + "clip_improvement": 0.111497 + }, + "model.layers.16.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999803, + "clip_improvement": 0.250038 + }, + "model.layers.16.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999817, + "clip_improvement": 0.249726 + }, + "model.layers.17.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954671, + "clip_improvement": 0.111566 + }, + "model.layers.17.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954834, + "clip_improvement": 0.112852 + }, + "model.layers.17.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.951389, + "clip_improvement": 0.110926 + }, + "model.layers.17.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955621, + "clip_improvement": 0.114065 + }, + "model.layers.17.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.95638, + "clip_improvement": 0.110832 + }, + "model.layers.17.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954603, + "clip_improvement": 0.111657 + }, + "model.layers.17.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999871, + "clip_improvement": 0.249902 + }, + "model.layers.17.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.99981, + "clip_improvement": 0.249763 + }, + "model.layers.18.conv.in_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 3244032, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.18.conv.out_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.18.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953017, + "clip_improvement": 0.110424 + }, + "model.layers.18.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.18.moe.sw3": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.18.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954027, + "clip_improvement": 0.111633 + }, + "model.layers.18.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999864, + "clip_improvement": 0.249999 + }, + "model.layers.18.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999871, + "clip_improvement": 0.250365 + }, + "model.layers.19.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952365, + "clip_improvement": 0.11146 + }, + "model.layers.19.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.19.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.957465, + "clip_improvement": 0.112536 + }, + "model.layers.19.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955349, + "clip_improvement": 0.111617 + }, + "model.layers.19.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999878, + "clip_improvement": 0.249911 + }, + "model.layers.19.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999885, + "clip_improvement": 0.250217 + }, + "model.layers.19.self_attn.k_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.19.self_attn.o_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.19.self_attn.q_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.19.self_attn.v_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.2.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.951986, + "clip_improvement": 0.111035 + }, + "model.layers.2.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955322, + "clip_improvement": 0.110804 + }, + "model.layers.2.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955187, + "clip_improvement": 0.112738 + }, + "model.layers.2.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954427, + "clip_improvement": 0.111498 + }, + "model.layers.2.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954753, + "clip_improvement": 0.111969 + }, + "model.layers.2.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953918, + "clip_improvement": 0.111989 + }, + "model.layers.2.moe.w2": { + "bits": 2, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 1.0, + "clip_improvement": 0.35348 + }, + "model.layers.2.moe.w3": { + "bits": 2, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 1.0, + "clip_improvement": 0.353625 + }, + "model.layers.20.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954712, + "clip_improvement": 0.112217 + }, + "model.layers.20.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955933, + "clip_improvement": 0.111425 + }, + "model.layers.20.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.951063, + "clip_improvement": 0.11131 + }, + "model.layers.20.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953559, + "clip_improvement": 0.111117 + }, + "model.layers.20.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952908, + "clip_improvement": 0.111531 + }, + "model.layers.20.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953715, + "clip_improvement": 0.111884 + }, + "model.layers.20.moe.w2": { + "bits": 2, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 0.99998, + "clip_improvement": 0.353628 + }, + "model.layers.20.moe.w3": { + "bits": 2, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 0.999986, + "clip_improvement": 0.353323 + }, + "model.layers.21.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952677, + "clip_improvement": 0.111657 + }, + "model.layers.21.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953369, + "clip_improvement": 0.110681 + }, + "model.layers.21.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952908, + "clip_improvement": 0.111555 + }, + "model.layers.21.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.956055, + "clip_improvement": 0.112092 + }, + "model.layers.21.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953234, + "clip_improvement": 0.113501 + }, + "model.layers.21.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953695, + "clip_improvement": 0.111866 + }, + "model.layers.21.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999803, + "clip_improvement": 0.250011 + }, + "model.layers.21.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999844, + "clip_improvement": 0.250283 + }, + "model.layers.22.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955973, + "clip_improvement": 0.111722 + }, + "model.layers.22.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953735, + "clip_improvement": 0.110481 + }, + "model.layers.22.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953559, + "clip_improvement": 0.11164 + }, + "model.layers.22.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.22.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953017, + "clip_improvement": 0.111665 + }, + "model.layers.22.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954203, + "clip_improvement": 0.111655 + }, + "model.layers.22.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999885, + "clip_improvement": 0.250033 + }, + "model.layers.22.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999837, + "clip_improvement": 0.250374 + }, + "model.layers.23.moe.sw1": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.23.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.23.moe.sw3": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.23.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953844, + "clip_improvement": 0.11135 + }, + "model.layers.23.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999797, + "clip_improvement": 0.251224 + }, + "model.layers.23.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999803, + "clip_improvement": 0.250249 + }, + "model.layers.23.self_attn.k_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.23.self_attn.o_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953979, + "clip_improvement": 0.112017 + }, + "model.layers.23.self_attn.q_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.23.self_attn.v_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.3.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.958442, + "clip_improvement": 0.111402 + }, + "model.layers.3.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.951931, + "clip_improvement": 0.110399 + }, + "model.layers.3.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.950846, + "clip_improvement": 0.110635 + }, + "model.layers.3.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953179, + "clip_improvement": 0.111499 + }, + "model.layers.3.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999878, + "clip_improvement": 0.250279 + }, + "model.layers.3.moe.w3": { + "bits": 2, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 1.0, + "clip_improvement": 0.353477 + }, + "model.layers.3.self_attn.k_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.3.self_attn.o_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.3.self_attn.q_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.3.self_attn.v_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.4.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.956177, + "clip_improvement": 0.112503 + }, + "model.layers.4.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.957275, + "clip_improvement": 0.110555 + }, + "model.layers.4.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955729, + "clip_improvement": 0.110095 + }, + "model.layers.4.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955404, + "clip_improvement": 0.112383 + }, + "model.layers.4.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953993, + "clip_improvement": 0.111288 + }, + "model.layers.4.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953627, + "clip_improvement": 0.11169 + }, + "model.layers.4.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999851, + "clip_improvement": 0.250145 + }, + "model.layers.4.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999851, + "clip_improvement": 0.249635 + }, + "model.layers.5.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954712, + "clip_improvement": 0.111981 + }, + "model.layers.5.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952271, + "clip_improvement": 0.10894 + }, + "model.layers.5.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953342, + "clip_improvement": 0.110832 + }, + "model.layers.5.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955404, + "clip_improvement": 0.111948 + }, + "model.layers.5.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.958659, + "clip_improvement": 0.110161 + }, + "model.layers.5.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953179, + "clip_improvement": 0.111496 + }, + "model.layers.5.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.99983, + "clip_improvement": 0.250085 + }, + "model.layers.5.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999851, + "clip_improvement": 0.250076 + }, + "model.layers.6.conv.in_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 3244032, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.6.conv.out_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.6.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953451, + "clip_improvement": 0.110973 + }, + "model.layers.6.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.6.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.957357, + "clip_improvement": 0.112433 + }, + "model.layers.6.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952806, + "clip_improvement": 0.111867 + }, + "model.layers.6.moe.w2": { + "bits": 2, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 8, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 5308416, + "bits_per_weight": 2.25, + "clipped_fraction": 0.999986, + "clip_improvement": 0.353306 + }, + "model.layers.6.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999864, + "clip_improvement": 0.249861 + }, + "model.layers.7.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955078, + "clip_improvement": 0.113294 + }, + "model.layers.7.moe.sw2": { + "bits": 8, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1216512, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.7.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955078, + "clip_improvement": 0.111907 + }, + "model.layers.7.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953891, + "clip_improvement": 0.111827 + }, + "model.layers.7.moe.w2": { + "bits": 3, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999858, + "clip_improvement": 0.24996 + }, + "model.layers.7.moe.w3": { + "bits": 3, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 12, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 7667712, + "bits_per_weight": 3.25, + "clipped_fraction": 0.999885, + "clip_improvement": 0.249583 + }, + "model.layers.7.self_attn.k_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.7.self_attn.o_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.7.self_attn.q_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1081344, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.7.self_attn.v_proj": { + "bits": 8, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 256, + 1024 + ], + "num_rows": 256, + "num_groups": 8, + "words_per_group": 32, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 270336, + "bits_per_weight": 8.25, + "clipped_fraction": 0.0, + "clip_improvement": 0.0 + }, + "model.layers.8.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954671, + "clip_improvement": 0.111955 + }, + "model.layers.8.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.955566, + "clip_improvement": 0.108682 + }, + "model.layers.8.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.956706, + "clip_improvement": 0.110425 + }, + "model.layers.8.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954753, + "clip_improvement": 0.111849 + }, + "model.layers.8.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.957031, + "clip_improvement": 0.111082 + }, + "model.layers.8.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.952881, + "clip_improvement": 0.111608 + }, + "model.layers.8.moe.w2": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953891, + "clip_improvement": 0.11176 + }, + "model.layers.8.moe.w3": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953729, + "clip_improvement": 0.111612 + }, + "model.layers.9.conv.in_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 3072, + 1024 + ], + "num_rows": 3072, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 1671168, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954915, + "clip_improvement": 0.111643 + }, + "model.layers.9.conv.out_proj": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1024, + 1024 + ], + "num_rows": 1024, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 557056, + "bits_per_weight": 4.25, + "clipped_fraction": 0.951782, + "clip_improvement": 0.111073 + }, + "model.layers.9.moe.sw1": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.95497, + "clip_improvement": 0.111141 + }, + "model.layers.9.moe.sw2": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 1024, + 1152 + ], + "num_rows": 1024, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.954861, + "clip_improvement": 0.113054 + }, + "model.layers.9.moe.sw3": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 1152, + 1024 + ], + "num_rows": 1152, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 626688, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953125, + "clip_improvement": 0.112049 + }, + "model.layers.9.moe.w1": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953722, + "clip_improvement": 0.111856 + }, + "model.layers.9.moe.w2": { + "bits": 4, + "group_size": 128, + "in_features": 1024, + "logical_shape": [ + 16, + 1152, + 1024 + ], + "num_rows": 18432, + "num_groups": 8, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953749, + "clip_improvement": 0.111389 + }, + "model.layers.9.moe.w3": { + "bits": 4, + "group_size": 128, + "in_features": 1152, + "logical_shape": [ + 16, + 1024, + 1152 + ], + "num_rows": 16384, + "num_groups": 9, + "words_per_group": 16, + "row_offset": 0, + "layout": "linear", + "symmetric": false, + "has_offsets": true, + "compute_dtype": "bfloat16", + "nbytes": 10027008, + "bits_per_weight": 4.25, + "clipped_fraction": 0.953451, + "clip_improvement": 0.111851 + } + } +} \ No newline at end of file