File size: 241,271 Bytes
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base_model: wangzhang/Qwen3.5-122B-A10B-abliterix
base_model_relation: quantized
license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3.5-122B-A10B/blob/main/LICENSE
---
> **Disclaimer:** Decensored model.
> * Safe input → Safe output *(rare exceptions may apply)*
> * Harmful input → Harmful output
> * Best for testing; avoid public-facing applications.
> **Note:**
> * The internal MTP layer was ditched via `--no-mtp`. ~The uploader was *too lazy* to patch the conversion bugs.~
> * MTP-grafted variant available: [random257/Qwen3.5-122B-A10B-Wangzhang-Abliterix-MTP](https://huggingface.co/random257/Qwen3.5-122B-A10B-Wangzhang-Abliterix-MTP)
> * **Experimental conversions**; minor tensor misalignments, loading issues, or long-context quirks may occur. Use at your own risk.
**BF16**: Directly converted from [wangzhang/Qwen3.5-122B-A10B-abliterix](https://huggingface.co/wangzhang/Qwen3.5-122B-A10B-abliterix) to GGUF (without MTP), split into multiple files, with updated `general.name`.
**MQ68**: Mixed precision (Q6_K - Q8_0). Uses **Q6_K for large tensors** in expert blocks; **BF16** for the output tensor; the rest remains at **Q8_0**. Inference speed is **0.8x** that of pure Q6_K.
**MQ516_special**: Mixed precision (Q5_K - BF16). Uses **Q5_K** only for *large tensors* in *early SSM* blocks, **Q6_K** for large tensors in *other expert blocks*, and retains **BF16** for all *small-to-medium and critical* tensors (including the output projection). Since all medium-sized mandatory (dense) tensors are BF16, inference speed drops to **0.55x** that of pure Q6_K. *Experimental; the strategy is purely heuristic and unverified.*
Both MQ68 and MQ516_special can squeeze into a gfx1151-128G device. However on Windows, RAM offloading may cause further slowdowns compared to pure Q6_K (model size >96G, \~107G at 262k context), while also increasing OOM risks that require careful management; unlike pure Q6_K (\~104G at 262k context) which leaves sufficient margin and thus remains stable.
**BF16**
<details>
<summary>convert_hf_to_gguf params and gguf-dump</summary>
--outtype bf16
--model-name "Qwen3.5 122B A10B Wangzhang Abliterix No MTP"
--split-max-size 42G
--no-mtp
1: UINT32 | 1 | GGUF.version = 3
2: UINT64 | 1 | GGUF.tensor_count = 879
3: UINT64 | 1 | GGUF.kv_count = 46
4: STRING | 1 | general.architecture = 'qwen35moe'
5: STRING | 1 | general.type = 'model'
6: INT32 | 1 | general.sampling.top_k = 20
7: FLOAT32 | 1 | general.sampling.top_p = 0.949999988079071
8: FLOAT32 | 1 | general.sampling.temp = 0.6000000238418579
9: STRING | 1 | general.name = 'Qwen3.5 122B A10B Wangzhang Abliterix No MTP'
10: STRING | 1 | general.size_label = '256x6.6B'
11: UINT32 | 1 | general.base_model.count = 1
12: STRING | 1 | general.base_model.0.name = 'Qwen3.5 122B A10B'
13: STRING | 1 | general.base_model.0.organization = 'Qwen'
14: STRING | 1 | general.base_model.0.repo_url = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B'
15: [STRING] | 5 | general.tags = ['abliterix', 'uncensored', 'decensored', 'abliterated', 'text-generation']
16: UINT32 | 1 | qwen35moe.block_count = 48
17: UINT32 | 1 | qwen35moe.context_length = 262144
18: UINT32 | 1 | qwen35moe.embedding_length = 3072
19: UINT32 | 1 | qwen35moe.attention.head_count = 32
20: UINT32 | 1 | qwen35moe.attention.head_count_kv = 2
21: [INT32] | 4 | qwen35moe.rope.dimension_sections = [11, 11, 10, 0]
22: FLOAT32 | 1 | qwen35moe.rope.freq_base = 10000000.0
23: FLOAT32 | 1 | qwen35moe.attention.layer_norm_rms_epsilon = 9.999999974752427e-07
24: UINT32 | 1 | qwen35moe.expert_count = 256
25: UINT32 | 1 | qwen35moe.expert_used_count = 8
26: UINT32 | 1 | qwen35moe.attention.key_length = 256
27: UINT32 | 1 | qwen35moe.attention.value_length = 256
28: UINT32 | 1 | general.file_type = 32
29: UINT32 | 1 | qwen35moe.expert_feed_forward_length = 1024
30: UINT32 | 1 | qwen35moe.expert_shared_feed_forward_length = 1024
31: UINT32 | 1 | qwen35moe.ssm.conv_kernel = 4
32: UINT32 | 1 | qwen35moe.ssm.state_size = 128
33: UINT32 | 1 | qwen35moe.ssm.group_count = 16
34: UINT32 | 1 | qwen35moe.ssm.time_step_rank = 64
35: UINT32 | 1 | qwen35moe.ssm.inner_size = 8192
36: UINT32 | 1 | qwen35moe.full_attention_interval = 4
37: UINT32 | 1 | qwen35moe.rope.dimension_count = 64
38: UINT32 | 1 | general.quantization_version = 2
39: STRING | 1 | tokenizer.ggml.model = 'gpt2'
40: STRING | 1 | tokenizer.ggml.pre = 'qwen35'
41: [STRING] | 248320 | tokenizer.ggml.tokens = ['!', '"', '#', '$', '%', '&', ...]
42: [INT32] | 248320 | tokenizer.ggml.token_type = [1, 1, 1, 1, 1, 1, ...]
43: [STRING] | 247587 | tokenizer.ggml.merges = ['Ġ Ġ', 'ĠĠ ĠĠ', 'i n', 'Ġ t', 'ĠĠĠĠ ĠĠĠĠ', 'e r', ...]
44: UINT32 | 1 | tokenizer.ggml.eos_token_id = 248046
45: UINT32 | 1 | tokenizer.ggml.padding_token_id = 248044
46: STRING | 1 | tokenizer.chat_template = '{%- set image_count = namespace(value=0) %}\n{%- set video...'
47: UINT16 | 1 | split.no = 0
48: INT32 | 1 | split.tensors.count = 879
49: UINT16 | 1 | split.count = 0
1: 762839040 | 3072, 248320, 1, 1 | BF16 | output.weight
2: 762839040 | 3072, 248320, 1, 1 | BF16 | token_embd.weight
3: 3072 | 3072, 1, 1, 1 | F32 | blk.0.attn_norm.weight
4: 64 | 64, 1, 1, 1 | F32 | blk.0.ssm_a
5: 49152 | 4, 12288, 1, 1 | F32 | blk.0.ssm_conv1d.weight
6: 64 | 64, 1, 1, 1 | F32 | blk.0.ssm_dt.bias
7: 196608 | 3072, 64, 1, 1 | BF16 | blk.0.ssm_alpha.weight
8: 196608 | 3072, 64, 1, 1 | BF16 | blk.0.ssm_beta.weight
9: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.0.attn_qkv.weight
10: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.0.attn_gate.weight
11: 128 | 128, 1, 1, 1 | F32 | blk.0.ssm_norm.weight
12: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.0.ssm_out.weight
13: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.0.ffn_down_exps.weight
14: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.0.ffn_gate_exps.weight
15: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.0.ffn_up_exps.weight
16: 786432 | 3072, 256, 1, 1 | F32 | blk.0.ffn_gate_inp.weight
17: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.0.ffn_down_shexp.weight
18: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.0.ffn_gate_shexp.weight
19: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.0.ffn_up_shexp.weight
20: 3072 | 3072, 1, 1, 1 | F32 | blk.0.ffn_gate_inp_shexp.weight
21: 3072 | 3072, 1, 1, 1 | F32 | blk.0.post_attention_norm.weight
22: 3072 | 3072, 1, 1, 1 | F32 | blk.1.attn_norm.weight
23: 64 | 64, 1, 1, 1 | F32 | blk.1.ssm_a
24: 49152 | 4, 12288, 1, 1 | F32 | blk.1.ssm_conv1d.weight
25: 64 | 64, 1, 1, 1 | F32 | blk.1.ssm_dt.bias
26: 196608 | 3072, 64, 1, 1 | BF16 | blk.1.ssm_alpha.weight
27: 196608 | 3072, 64, 1, 1 | BF16 | blk.1.ssm_beta.weight
28: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.1.attn_qkv.weight
29: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.1.attn_gate.weight
30: 128 | 128, 1, 1, 1 | F32 | blk.1.ssm_norm.weight
31: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.1.ssm_out.weight
32: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.1.ffn_down_exps.weight
33: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.1.ffn_gate_exps.weight
34: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.1.ffn_up_exps.weight
35: 786432 | 3072, 256, 1, 1 | F32 | blk.1.ffn_gate_inp.weight
36: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.1.ffn_down_shexp.weight
37: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.1.ffn_gate_shexp.weight
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787: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.42.ffn_up_shexp.weight
788: 3072 | 3072, 1, 1, 1 | F32 | blk.42.ffn_gate_inp_shexp.weight
789: 3072 | 3072, 1, 1, 1 | F32 | blk.42.post_attention_norm.weight
790: 3072 | 3072, 1, 1, 1 | F32 | blk.43.attn_norm.weight
791: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.43.ffn_down_exps.weight
792: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.43.ffn_gate_exps.weight
793: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.43.ffn_up_exps.weight
794: 786432 | 3072, 256, 1, 1 | F32 | blk.43.ffn_gate_inp.weight
795: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.43.ffn_down_shexp.weight
796: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.43.ffn_gate_shexp.weight
797: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.43.ffn_up_shexp.weight
798: 3072 | 3072, 1, 1, 1 | F32 | blk.43.ffn_gate_inp_shexp.weight
799: 3072 | 3072, 1, 1, 1 | F32 | blk.43.post_attention_norm.weight
800: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_k_norm.weight
801: 1572864 | 3072, 512, 1, 1 | BF16 | blk.43.attn_k.weight
802: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.43.attn_output.weight
803: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_q_norm.weight
804: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.43.attn_q.weight
805: 1572864 | 3072, 512, 1, 1 | BF16 | blk.43.attn_v.weight
806: 3072 | 3072, 1, 1, 1 | F32 | blk.44.attn_norm.weight
807: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_a
808: 49152 | 4, 12288, 1, 1 | F32 | blk.44.ssm_conv1d.weight
809: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_dt.bias
810: 196608 | 3072, 64, 1, 1 | BF16 | blk.44.ssm_alpha.weight
811: 196608 | 3072, 64, 1, 1 | BF16 | blk.44.ssm_beta.weight
812: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.44.attn_qkv.weight
813: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.44.attn_gate.weight
814: 128 | 128, 1, 1, 1 | F32 | blk.44.ssm_norm.weight
815: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.44.ssm_out.weight
816: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.44.ffn_down_exps.weight
817: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.44.ffn_gate_exps.weight
818: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.44.ffn_up_exps.weight
819: 786432 | 3072, 256, 1, 1 | F32 | blk.44.ffn_gate_inp.weight
820: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.44.ffn_down_shexp.weight
821: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.44.ffn_gate_shexp.weight
822: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.44.ffn_up_shexp.weight
823: 3072 | 3072, 1, 1, 1 | F32 | blk.44.ffn_gate_inp_shexp.weight
824: 3072 | 3072, 1, 1, 1 | F32 | blk.44.post_attention_norm.weight
825: 3072 | 3072, 1, 1, 1 | F32 | blk.45.attn_norm.weight
826: 64 | 64, 1, 1, 1 | F32 | blk.45.ssm_a
827: 49152 | 4, 12288, 1, 1 | F32 | blk.45.ssm_conv1d.weight
828: 64 | 64, 1, 1, 1 | F32 | blk.45.ssm_dt.bias
829: 196608 | 3072, 64, 1, 1 | BF16 | blk.45.ssm_alpha.weight
830: 196608 | 3072, 64, 1, 1 | BF16 | blk.45.ssm_beta.weight
831: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.45.attn_qkv.weight
832: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.45.attn_gate.weight
833: 128 | 128, 1, 1, 1 | F32 | blk.45.ssm_norm.weight
834: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.45.ssm_out.weight
835: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.45.ffn_down_exps.weight
836: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.45.ffn_gate_exps.weight
837: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.45.ffn_up_exps.weight
838: 786432 | 3072, 256, 1, 1 | F32 | blk.45.ffn_gate_inp.weight
839: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.45.ffn_down_shexp.weight
840: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.45.ffn_gate_shexp.weight
841: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.45.ffn_up_shexp.weight
842: 3072 | 3072, 1, 1, 1 | F32 | blk.45.ffn_gate_inp_shexp.weight
843: 3072 | 3072, 1, 1, 1 | F32 | blk.45.post_attention_norm.weight
844: 3072 | 3072, 1, 1, 1 | F32 | blk.46.attn_norm.weight
845: 64 | 64, 1, 1, 1 | F32 | blk.46.ssm_a
846: 49152 | 4, 12288, 1, 1 | F32 | blk.46.ssm_conv1d.weight
847: 64 | 64, 1, 1, 1 | F32 | blk.46.ssm_dt.bias
848: 196608 | 3072, 64, 1, 1 | BF16 | blk.46.ssm_alpha.weight
849: 196608 | 3072, 64, 1, 1 | BF16 | blk.46.ssm_beta.weight
850: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.46.attn_qkv.weight
851: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.46.attn_gate.weight
852: 128 | 128, 1, 1, 1 | F32 | blk.46.ssm_norm.weight
853: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.46.ssm_out.weight
854: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.46.ffn_down_exps.weight
855: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.46.ffn_gate_exps.weight
856: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.46.ffn_up_exps.weight
857: 786432 | 3072, 256, 1, 1 | F32 | blk.46.ffn_gate_inp.weight
858: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.46.ffn_down_shexp.weight
859: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.46.ffn_gate_shexp.weight
860: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.46.ffn_up_shexp.weight
861: 3072 | 3072, 1, 1, 1 | F32 | blk.46.ffn_gate_inp_shexp.weight
862: 3072 | 3072, 1, 1, 1 | F32 | blk.46.post_attention_norm.weight
863: 3072 | 3072, 1, 1, 1 | F32 | blk.47.attn_norm.weight
864: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.47.ffn_down_exps.weight
865: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.47.ffn_gate_exps.weight
866: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.47.ffn_up_exps.weight
867: 786432 | 3072, 256, 1, 1 | F32 | blk.47.ffn_gate_inp.weight
868: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.47.ffn_down_shexp.weight
869: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.47.ffn_gate_shexp.weight
870: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.47.ffn_up_shexp.weight
871: 3072 | 3072, 1, 1, 1 | F32 | blk.47.ffn_gate_inp_shexp.weight
872: 3072 | 3072, 1, 1, 1 | F32 | blk.47.post_attention_norm.weight
873: 256 | 256, 1, 1, 1 | F32 | blk.47.attn_k_norm.weight
874: 1572864 | 3072, 512, 1, 1 | BF16 | blk.47.attn_k.weight
875: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.47.attn_output.weight
876: 256 | 256, 1, 1, 1 | F32 | blk.47.attn_q_norm.weight
877: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.47.attn_q.weight
878: 1572864 | 3072, 512, 1, 1 | BF16 | blk.47.attn_v.weight
879: 3072 | 3072, 1, 1, 1 | F32 | output_norm.weight
</details>
**MQ68 (Mixed Quant Q6_K - Q8_0)**
<details>
<summary>llama-quantize params and gguf-dump</summary>
--leave-output-tensor
--tensor-type ".*ffn_down_exps\.weight=q6_k"
--tensor-type ".*ffn_gate_exps\.weight=q6_k"
--tensor-type ".*ffn_up_exps\.weight=q6_k"
Q8_0
1: UINT32 | 1 | GGUF.version = 3
2: UINT64 | 1 | GGUF.tensor_count = 879
3: UINT64 | 1 | GGUF.kv_count = 43
4: STRING | 1 | general.architecture = 'qwen35moe'
5: STRING | 1 | general.type = 'model'
6: INT32 | 1 | general.sampling.top_k = 20
7: FLOAT32 | 1 | general.sampling.top_p = 0.949999988079071
8: FLOAT32 | 1 | general.sampling.temp = 0.6000000238418579
9: STRING | 1 | general.name = 'Qwen3.5 122B A10B Wangzhang Abliterix No MTP'
10: STRING | 1 | general.size_label = '256x6.6B'
11: UINT32 | 1 | general.base_model.count = 1
12: STRING | 1 | general.base_model.0.name = 'Qwen3.5 122B A10B'
13: STRING | 1 | general.base_model.0.organization = 'Qwen'
14: STRING | 1 | general.base_model.0.repo_url = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B'
15: [STRING] | 5 | general.tags = ['abliterix', 'uncensored', 'decensored', 'abliterated', 'text-generation']
16: UINT32 | 1 | qwen35moe.block_count = 48
17: UINT32 | 1 | qwen35moe.context_length = 262144
18: UINT32 | 1 | qwen35moe.embedding_length = 3072
19: UINT32 | 1 | qwen35moe.attention.head_count = 32
20: UINT32 | 1 | qwen35moe.attention.head_count_kv = 2
21: [INT32] | 4 | qwen35moe.rope.dimension_sections = [11, 11, 10, 0]
22: FLOAT32 | 1 | qwen35moe.rope.freq_base = 10000000.0
23: FLOAT32 | 1 | qwen35moe.attention.layer_norm_rms_epsilon = 9.999999974752427e-07
24: UINT32 | 1 | qwen35moe.expert_count = 256
25: UINT32 | 1 | qwen35moe.expert_used_count = 8
26: UINT32 | 1 | qwen35moe.attention.key_length = 256
27: UINT32 | 1 | qwen35moe.attention.value_length = 256
28: UINT32 | 1 | qwen35moe.expert_feed_forward_length = 1024
29: UINT32 | 1 | qwen35moe.expert_shared_feed_forward_length = 1024
30: UINT32 | 1 | qwen35moe.ssm.conv_kernel = 4
31: UINT32 | 1 | qwen35moe.ssm.state_size = 128
32: UINT32 | 1 | qwen35moe.ssm.group_count = 16
33: UINT32 | 1 | qwen35moe.ssm.time_step_rank = 64
34: UINT32 | 1 | qwen35moe.ssm.inner_size = 8192
35: UINT32 | 1 | qwen35moe.full_attention_interval = 4
36: UINT32 | 1 | qwen35moe.rope.dimension_count = 64
37: STRING | 1 | tokenizer.ggml.model = 'gpt2'
38: STRING | 1 | tokenizer.ggml.pre = 'qwen35'
39: [STRING] | 248320 | tokenizer.ggml.tokens = ['!', '"', '#', '$', '%', '&', ...]
40: [INT32] | 248320 | tokenizer.ggml.token_type = [1, 1, 1, 1, 1, 1, ...]
41: [STRING] | 247587 | tokenizer.ggml.merges = ['Ġ Ġ', 'ĠĠ ĠĠ', 'i n', 'Ġ t', 'ĠĠĠĠ ĠĠĠĠ', 'e r', ...]
42: UINT32 | 1 | tokenizer.ggml.eos_token_id = 248046
43: UINT32 | 1 | tokenizer.ggml.padding_token_id = 248044
44: STRING | 1 | tokenizer.chat_template = '{%- set image_count = namespace(value=0) %}\n{%- set video...'
45: UINT32 | 1 | general.quantization_version = 2
46: UINT32 | 1 | general.file_type = 7
1: 762839040 | 3072, 248320, 1, 1 | BF16 | output.weight
2: 3072 | 3072, 1, 1, 1 | F32 | output_norm.weight
3: 762839040 | 3072, 248320, 1, 1 | Q8_0 | token_embd.weight
4: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.0.attn_gate.weight
5: 3072 | 3072, 1, 1, 1 | F32 | blk.0.attn_norm.weight
6: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.0.attn_qkv.weight
7: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.0.ffn_down_exps.weight
8: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.0.ffn_down_shexp.weight
9: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.0.ffn_gate_exps.weight
10: 786432 | 3072, 256, 1, 1 | F32 | blk.0.ffn_gate_inp.weight
11: 3072 | 3072, 1, 1, 1 | F32 | blk.0.ffn_gate_inp_shexp.weight
12: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.0.ffn_gate_shexp.weight
13: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.0.ffn_up_exps.weight
14: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.0.ffn_up_shexp.weight
15: 3072 | 3072, 1, 1, 1 | F32 | blk.0.post_attention_norm.weight
16: 64 | 64, 1, 1, 1 | F32 | blk.0.ssm_a
17: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.0.ssm_alpha.weight
18: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.0.ssm_beta.weight
19: 49152 | 4, 12288, 1, 1 | F32 | blk.0.ssm_conv1d.weight
20: 64 | 64, 1, 1, 1 | F32 | blk.0.ssm_dt.bias
21: 128 | 128, 1, 1, 1 | F32 | blk.0.ssm_norm.weight
22: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.0.ssm_out.weight
23: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.1.attn_gate.weight
24: 3072 | 3072, 1, 1, 1 | F32 | blk.1.attn_norm.weight
25: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.1.attn_qkv.weight
26: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.1.ffn_down_exps.weight
27: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.1.ffn_down_shexp.weight
28: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.1.ffn_gate_exps.weight
29: 786432 | 3072, 256, 1, 1 | F32 | blk.1.ffn_gate_inp.weight
30: 3072 | 3072, 1, 1, 1 | F32 | blk.1.ffn_gate_inp_shexp.weight
31: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.1.ffn_gate_shexp.weight
32: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.1.ffn_up_exps.weight
33: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.1.ffn_up_shexp.weight
34: 3072 | 3072, 1, 1, 1 | F32 | blk.1.post_attention_norm.weight
35: 64 | 64, 1, 1, 1 | F32 | blk.1.ssm_a
36: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.1.ssm_alpha.weight
37: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.1.ssm_beta.weight
38: 49152 | 4, 12288, 1, 1 | F32 | blk.1.ssm_conv1d.weight
39: 64 | 64, 1, 1, 1 | F32 | blk.1.ssm_dt.bias
40: 128 | 128, 1, 1, 1 | F32 | blk.1.ssm_norm.weight
41: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.1.ssm_out.weight
42: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.2.attn_gate.weight
43: 3072 | 3072, 1, 1, 1 | F32 | blk.2.attn_norm.weight
44: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.2.attn_qkv.weight
45: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.2.ffn_down_exps.weight
46: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.2.ffn_down_shexp.weight
47: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.2.ffn_gate_exps.weight
48: 786432 | 3072, 256, 1, 1 | F32 | blk.2.ffn_gate_inp.weight
49: 3072 | 3072, 1, 1, 1 | F32 | blk.2.ffn_gate_inp_shexp.weight
50: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.2.ffn_gate_shexp.weight
51: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.2.ffn_up_exps.weight
52: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.2.ffn_up_shexp.weight
53: 3072 | 3072, 1, 1, 1 | F32 | blk.2.post_attention_norm.weight
54: 64 | 64, 1, 1, 1 | F32 | blk.2.ssm_a
55: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.2.ssm_alpha.weight
56: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.2.ssm_beta.weight
57: 49152 | 4, 12288, 1, 1 | F32 | blk.2.ssm_conv1d.weight
58: 64 | 64, 1, 1, 1 | F32 | blk.2.ssm_dt.bias
59: 128 | 128, 1, 1, 1 | F32 | blk.2.ssm_norm.weight
60: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.2.ssm_out.weight
61: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.3.attn_k.weight
62: 256 | 256, 1, 1, 1 | F32 | blk.3.attn_k_norm.weight
63: 3072 | 3072, 1, 1, 1 | F32 | blk.3.attn_norm.weight
64: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.3.attn_output.weight
65: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.3.attn_q.weight
66: 256 | 256, 1, 1, 1 | F32 | blk.3.attn_q_norm.weight
67: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.3.attn_v.weight
68: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.3.ffn_down_exps.weight
69: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.3.ffn_down_shexp.weight
70: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.3.ffn_gate_exps.weight
71: 786432 | 3072, 256, 1, 1 | F32 | blk.3.ffn_gate_inp.weight
72: 3072 | 3072, 1, 1, 1 | F32 | blk.3.ffn_gate_inp_shexp.weight
73: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.3.ffn_gate_shexp.weight
74: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.3.ffn_up_exps.weight
75: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.3.ffn_up_shexp.weight
76: 3072 | 3072, 1, 1, 1 | F32 | blk.3.post_attention_norm.weight
77: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.4.attn_gate.weight
78: 3072 | 3072, 1, 1, 1 | F32 | blk.4.attn_norm.weight
79: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.4.attn_qkv.weight
80: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.4.ffn_down_exps.weight
81: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.4.ffn_down_shexp.weight
82: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.4.ffn_gate_exps.weight
83: 786432 | 3072, 256, 1, 1 | F32 | blk.4.ffn_gate_inp.weight
84: 3072 | 3072, 1, 1, 1 | F32 | blk.4.ffn_gate_inp_shexp.weight
85: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.4.ffn_gate_shexp.weight
86: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.4.ffn_up_exps.weight
87: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.4.ffn_up_shexp.weight
88: 3072 | 3072, 1, 1, 1 | F32 | blk.4.post_attention_norm.weight
89: 64 | 64, 1, 1, 1 | F32 | blk.4.ssm_a
90: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.4.ssm_alpha.weight
91: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.4.ssm_beta.weight
92: 49152 | 4, 12288, 1, 1 | F32 | blk.4.ssm_conv1d.weight
93: 64 | 64, 1, 1, 1 | F32 | blk.4.ssm_dt.bias
94: 128 | 128, 1, 1, 1 | F32 | blk.4.ssm_norm.weight
95: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.4.ssm_out.weight
96: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.5.attn_gate.weight
97: 3072 | 3072, 1, 1, 1 | F32 | blk.5.attn_norm.weight
98: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.5.attn_qkv.weight
99: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.5.ffn_down_exps.weight
100: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.5.ffn_down_shexp.weight
101: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.5.ffn_gate_exps.weight
102: 786432 | 3072, 256, 1, 1 | F32 | blk.5.ffn_gate_inp.weight
103: 3072 | 3072, 1, 1, 1 | F32 | blk.5.ffn_gate_inp_shexp.weight
104: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.5.ffn_gate_shexp.weight
105: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.5.ffn_up_exps.weight
106: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.5.ffn_up_shexp.weight
107: 3072 | 3072, 1, 1, 1 | F32 | blk.5.post_attention_norm.weight
108: 64 | 64, 1, 1, 1 | F32 | blk.5.ssm_a
109: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.5.ssm_alpha.weight
110: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.5.ssm_beta.weight
111: 49152 | 4, 12288, 1, 1 | F32 | blk.5.ssm_conv1d.weight
112: 64 | 64, 1, 1, 1 | F32 | blk.5.ssm_dt.bias
113: 128 | 128, 1, 1, 1 | F32 | blk.5.ssm_norm.weight
114: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.5.ssm_out.weight
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837: 3072 | 3072, 1, 1, 1 | F32 | blk.45.post_attention_norm.weight
838: 64 | 64, 1, 1, 1 | F32 | blk.45.ssm_a
839: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.45.ssm_alpha.weight
840: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.45.ssm_beta.weight
841: 49152 | 4, 12288, 1, 1 | F32 | blk.45.ssm_conv1d.weight
842: 64 | 64, 1, 1, 1 | F32 | blk.45.ssm_dt.bias
843: 128 | 128, 1, 1, 1 | F32 | blk.45.ssm_norm.weight
844: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.45.ssm_out.weight
845: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.46.attn_gate.weight
846: 3072 | 3072, 1, 1, 1 | F32 | blk.46.attn_norm.weight
847: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.46.attn_qkv.weight
848: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.46.ffn_down_exps.weight
849: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.46.ffn_down_shexp.weight
850: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.46.ffn_gate_exps.weight
851: 786432 | 3072, 256, 1, 1 | F32 | blk.46.ffn_gate_inp.weight
852: 3072 | 3072, 1, 1, 1 | F32 | blk.46.ffn_gate_inp_shexp.weight
853: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.46.ffn_gate_shexp.weight
854: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.46.ffn_up_exps.weight
855: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.46.ffn_up_shexp.weight
856: 3072 | 3072, 1, 1, 1 | F32 | blk.46.post_attention_norm.weight
857: 64 | 64, 1, 1, 1 | F32 | blk.46.ssm_a
858: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.46.ssm_alpha.weight
859: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.46.ssm_beta.weight
860: 49152 | 4, 12288, 1, 1 | F32 | blk.46.ssm_conv1d.weight
861: 64 | 64, 1, 1, 1 | F32 | blk.46.ssm_dt.bias
862: 128 | 128, 1, 1, 1 | F32 | blk.46.ssm_norm.weight
863: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.46.ssm_out.weight
864: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.47.attn_k.weight
865: 256 | 256, 1, 1, 1 | F32 | blk.47.attn_k_norm.weight
866: 3072 | 3072, 1, 1, 1 | F32 | blk.47.attn_norm.weight
867: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.47.attn_output.weight
868: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.47.attn_q.weight
869: 256 | 256, 1, 1, 1 | F32 | blk.47.attn_q_norm.weight
870: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.47.attn_v.weight
871: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.47.ffn_down_exps.weight
872: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.47.ffn_down_shexp.weight
873: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.47.ffn_gate_exps.weight
874: 786432 | 3072, 256, 1, 1 | F32 | blk.47.ffn_gate_inp.weight
875: 3072 | 3072, 1, 1, 1 | F32 | blk.47.ffn_gate_inp_shexp.weight
876: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.47.ffn_gate_shexp.weight
877: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.47.ffn_up_exps.weight
878: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.47.ffn_up_shexp.weight
879: 3072 | 3072, 1, 1, 1 | F32 | blk.47.post_attention_norm.weight
</details>
**MQ516_special (Mixed Quant Q5_K - BF16, Special Purpose)**
<details>
<summary>llama-quantize params and gguf-dump</summary>
--leave-output-tensor
--tensor-type "blk\.(0|1|2|4|5|6|8|9|10)\..*ffn_(down|gate|up)_exps\.weight=q5_k"
--tensor-type ".*ffn_(down|gate|up)_shexp\.weight=bf16"
--tensor-type "blk\.(3|7|11|15|19|23|27|31|35|39|43|47)\..*attn_(q|k|v|output)\.weight=bf16"
--tensor-type ".*ssm_(alpha|beta|out)\.weight=bf16"
--tensor-type "token_embd\.weight=bf16"
--tensor-type ".*attn_(qkv|gate)\.weight=bf16"
Q6_K
1: UINT32 | 1 | GGUF.version = 3
2: UINT64 | 1 | GGUF.tensor_count = 879
3: UINT64 | 1 | GGUF.kv_count = 43
4: STRING | 1 | general.architecture = 'qwen35moe'
5: STRING | 1 | general.type = 'model'
6: INT32 | 1 | general.sampling.top_k = 20
7: FLOAT32 | 1 | general.sampling.top_p = 0.949999988079071
8: FLOAT32 | 1 | general.sampling.temp = 0.6000000238418579
9: STRING | 1 | general.name = 'Qwen3.5 122B A10B Wangzhang Abliterix No MTP'
10: STRING | 1 | general.size_label = '256x6.6B'
11: UINT32 | 1 | general.base_model.count = 1
12: STRING | 1 | general.base_model.0.name = 'Qwen3.5 122B A10B'
13: STRING | 1 | general.base_model.0.organization = 'Qwen'
14: STRING | 1 | general.base_model.0.repo_url = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B'
15: [STRING] | 5 | general.tags = ['abliterix', 'uncensored', 'decensored', 'abliterated', 'text-generation']
16: UINT32 | 1 | qwen35moe.block_count = 48
17: UINT32 | 1 | qwen35moe.context_length = 262144
18: UINT32 | 1 | qwen35moe.embedding_length = 3072
19: UINT32 | 1 | qwen35moe.attention.head_count = 32
20: UINT32 | 1 | qwen35moe.attention.head_count_kv = 2
21: [INT32] | 4 | qwen35moe.rope.dimension_sections = [11, 11, 10, 0]
22: FLOAT32 | 1 | qwen35moe.rope.freq_base = 10000000.0
23: FLOAT32 | 1 | qwen35moe.attention.layer_norm_rms_epsilon = 9.999999974752427e-07
24: UINT32 | 1 | qwen35moe.expert_count = 256
25: UINT32 | 1 | qwen35moe.expert_used_count = 8
26: UINT32 | 1 | qwen35moe.attention.key_length = 256
27: UINT32 | 1 | qwen35moe.attention.value_length = 256
28: UINT32 | 1 | qwen35moe.expert_feed_forward_length = 1024
29: UINT32 | 1 | qwen35moe.expert_shared_feed_forward_length = 1024
30: UINT32 | 1 | qwen35moe.ssm.conv_kernel = 4
31: UINT32 | 1 | qwen35moe.ssm.state_size = 128
32: UINT32 | 1 | qwen35moe.ssm.group_count = 16
33: UINT32 | 1 | qwen35moe.ssm.time_step_rank = 64
34: UINT32 | 1 | qwen35moe.ssm.inner_size = 8192
35: UINT32 | 1 | qwen35moe.full_attention_interval = 4
36: UINT32 | 1 | qwen35moe.rope.dimension_count = 64
37: STRING | 1 | tokenizer.ggml.model = 'gpt2'
38: STRING | 1 | tokenizer.ggml.pre = 'qwen35'
39: [STRING] | 248320 | tokenizer.ggml.tokens = ['!', '"', '#', '$', '%', '&', ...]
40: [INT32] | 248320 | tokenizer.ggml.token_type = [1, 1, 1, 1, 1, 1, ...]
41: [STRING] | 247587 | tokenizer.ggml.merges = ['Ġ Ġ', 'ĠĠ ĠĠ', 'i n', 'Ġ t', 'ĠĠĠĠ ĠĠĠĠ', 'e r', ...]
42: UINT32 | 1 | tokenizer.ggml.eos_token_id = 248046
43: UINT32 | 1 | tokenizer.ggml.padding_token_id = 248044
44: STRING | 1 | tokenizer.chat_template = '{%- set image_count = namespace(value=0) %}\n{%- set video...'
45: UINT32 | 1 | general.quantization_version = 2
46: UINT32 | 1 | general.file_type = 18
1: 762839040 | 3072, 248320, 1, 1 | BF16 | output.weight
2: 3072 | 3072, 1, 1, 1 | F32 | output_norm.weight
3: 762839040 | 3072, 248320, 1, 1 | BF16 | token_embd.weight
4: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.0.attn_gate.weight
5: 3072 | 3072, 1, 1, 1 | F32 | blk.0.attn_norm.weight
6: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.0.attn_qkv.weight
7: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.0.ffn_down_exps.weight
8: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.0.ffn_down_shexp.weight
9: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.0.ffn_gate_exps.weight
10: 786432 | 3072, 256, 1, 1 | F32 | blk.0.ffn_gate_inp.weight
11: 3072 | 3072, 1, 1, 1 | F32 | blk.0.ffn_gate_inp_shexp.weight
12: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.0.ffn_gate_shexp.weight
13: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.0.ffn_up_exps.weight
14: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.0.ffn_up_shexp.weight
15: 3072 | 3072, 1, 1, 1 | F32 | blk.0.post_attention_norm.weight
16: 64 | 64, 1, 1, 1 | F32 | blk.0.ssm_a
17: 196608 | 3072, 64, 1, 1 | BF16 | blk.0.ssm_alpha.weight
18: 196608 | 3072, 64, 1, 1 | BF16 | blk.0.ssm_beta.weight
19: 49152 | 4, 12288, 1, 1 | F32 | blk.0.ssm_conv1d.weight
20: 64 | 64, 1, 1, 1 | F32 | blk.0.ssm_dt.bias
21: 128 | 128, 1, 1, 1 | F32 | blk.0.ssm_norm.weight
22: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.0.ssm_out.weight
23: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.1.attn_gate.weight
24: 3072 | 3072, 1, 1, 1 | F32 | blk.1.attn_norm.weight
25: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.1.attn_qkv.weight
26: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.1.ffn_down_exps.weight
27: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.1.ffn_down_shexp.weight
28: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.1.ffn_gate_exps.weight
29: 786432 | 3072, 256, 1, 1 | F32 | blk.1.ffn_gate_inp.weight
30: 3072 | 3072, 1, 1, 1 | F32 | blk.1.ffn_gate_inp_shexp.weight
31: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.1.ffn_gate_shexp.weight
32: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.1.ffn_up_exps.weight
33: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.1.ffn_up_shexp.weight
34: 3072 | 3072, 1, 1, 1 | F32 | blk.1.post_attention_norm.weight
35: 64 | 64, 1, 1, 1 | F32 | blk.1.ssm_a
36: 196608 | 3072, 64, 1, 1 | BF16 | blk.1.ssm_alpha.weight
37: 196608 | 3072, 64, 1, 1 | BF16 | blk.1.ssm_beta.weight
38: 49152 | 4, 12288, 1, 1 | F32 | blk.1.ssm_conv1d.weight
39: 64 | 64, 1, 1, 1 | F32 | blk.1.ssm_dt.bias
40: 128 | 128, 1, 1, 1 | F32 | blk.1.ssm_norm.weight
41: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.1.ssm_out.weight
42: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.2.attn_gate.weight
43: 3072 | 3072, 1, 1, 1 | F32 | blk.2.attn_norm.weight
44: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.2.attn_qkv.weight
45: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.2.ffn_down_exps.weight
46: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.2.ffn_down_shexp.weight
47: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.2.ffn_gate_exps.weight
48: 786432 | 3072, 256, 1, 1 | F32 | blk.2.ffn_gate_inp.weight
49: 3072 | 3072, 1, 1, 1 | F32 | blk.2.ffn_gate_inp_shexp.weight
50: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.2.ffn_gate_shexp.weight
51: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.2.ffn_up_exps.weight
52: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.2.ffn_up_shexp.weight
53: 3072 | 3072, 1, 1, 1 | F32 | blk.2.post_attention_norm.weight
54: 64 | 64, 1, 1, 1 | F32 | blk.2.ssm_a
55: 196608 | 3072, 64, 1, 1 | BF16 | blk.2.ssm_alpha.weight
56: 196608 | 3072, 64, 1, 1 | BF16 | blk.2.ssm_beta.weight
57: 49152 | 4, 12288, 1, 1 | F32 | blk.2.ssm_conv1d.weight
58: 64 | 64, 1, 1, 1 | F32 | blk.2.ssm_dt.bias
59: 128 | 128, 1, 1, 1 | F32 | blk.2.ssm_norm.weight
60: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.2.ssm_out.weight
61: 1572864 | 3072, 512, 1, 1 | BF16 | blk.3.attn_k.weight
62: 256 | 256, 1, 1, 1 | F32 | blk.3.attn_k_norm.weight
63: 3072 | 3072, 1, 1, 1 | F32 | blk.3.attn_norm.weight
64: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.3.attn_output.weight
65: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.3.attn_q.weight
66: 256 | 256, 1, 1, 1 | F32 | blk.3.attn_q_norm.weight
67: 1572864 | 3072, 512, 1, 1 | BF16 | blk.3.attn_v.weight
68: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.3.ffn_down_exps.weight
69: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.3.ffn_down_shexp.weight
70: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.3.ffn_gate_exps.weight
71: 786432 | 3072, 256, 1, 1 | F32 | blk.3.ffn_gate_inp.weight
72: 3072 | 3072, 1, 1, 1 | F32 | blk.3.ffn_gate_inp_shexp.weight
73: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.3.ffn_gate_shexp.weight
74: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.3.ffn_up_exps.weight
75: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.3.ffn_up_shexp.weight
76: 3072 | 3072, 1, 1, 1 | F32 | blk.3.post_attention_norm.weight
77: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.4.attn_gate.weight
78: 3072 | 3072, 1, 1, 1 | F32 | blk.4.attn_norm.weight
79: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.4.attn_qkv.weight
80: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.4.ffn_down_exps.weight
81: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.4.ffn_down_shexp.weight
82: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.4.ffn_gate_exps.weight
83: 786432 | 3072, 256, 1, 1 | F32 | blk.4.ffn_gate_inp.weight
84: 3072 | 3072, 1, 1, 1 | F32 | blk.4.ffn_gate_inp_shexp.weight
85: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.4.ffn_gate_shexp.weight
86: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.4.ffn_up_exps.weight
87: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.4.ffn_up_shexp.weight
88: 3072 | 3072, 1, 1, 1 | F32 | blk.4.post_attention_norm.weight
89: 64 | 64, 1, 1, 1 | F32 | blk.4.ssm_a
90: 196608 | 3072, 64, 1, 1 | BF16 | blk.4.ssm_alpha.weight
91: 196608 | 3072, 64, 1, 1 | BF16 | blk.4.ssm_beta.weight
92: 49152 | 4, 12288, 1, 1 | F32 | blk.4.ssm_conv1d.weight
93: 64 | 64, 1, 1, 1 | F32 | blk.4.ssm_dt.bias
94: 128 | 128, 1, 1, 1 | F32 | blk.4.ssm_norm.weight
95: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.4.ssm_out.weight
96: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.5.attn_gate.weight
97: 3072 | 3072, 1, 1, 1 | F32 | blk.5.attn_norm.weight
98: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.5.attn_qkv.weight
99: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.5.ffn_down_exps.weight
100: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.5.ffn_down_shexp.weight
101: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.5.ffn_gate_exps.weight
102: 786432 | 3072, 256, 1, 1 | F32 | blk.5.ffn_gate_inp.weight
103: 3072 | 3072, 1, 1, 1 | F32 | blk.5.ffn_gate_inp_shexp.weight
104: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.5.ffn_gate_shexp.weight
105: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.5.ffn_up_exps.weight
106: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.5.ffn_up_shexp.weight
107: 3072 | 3072, 1, 1, 1 | F32 | blk.5.post_attention_norm.weight
108: 64 | 64, 1, 1, 1 | F32 | blk.5.ssm_a
109: 196608 | 3072, 64, 1, 1 | BF16 | blk.5.ssm_alpha.weight
110: 196608 | 3072, 64, 1, 1 | BF16 | blk.5.ssm_beta.weight
111: 49152 | 4, 12288, 1, 1 | F32 | blk.5.ssm_conv1d.weight
112: 64 | 64, 1, 1, 1 | F32 | blk.5.ssm_dt.bias
113: 128 | 128, 1, 1, 1 | F32 | blk.5.ssm_norm.weight
114: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.5.ssm_out.weight
115: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.6.attn_gate.weight
116: 3072 | 3072, 1, 1, 1 | F32 | blk.6.attn_norm.weight
117: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.6.attn_qkv.weight
118: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.6.ffn_down_exps.weight
119: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.6.ffn_down_shexp.weight
120: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.6.ffn_gate_exps.weight
121: 786432 | 3072, 256, 1, 1 | F32 | blk.6.ffn_gate_inp.weight
122: 3072 | 3072, 1, 1, 1 | F32 | blk.6.ffn_gate_inp_shexp.weight
123: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.6.ffn_gate_shexp.weight
124: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.6.ffn_up_exps.weight
125: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.6.ffn_up_shexp.weight
126: 3072 | 3072, 1, 1, 1 | F32 | blk.6.post_attention_norm.weight
127: 64 | 64, 1, 1, 1 | F32 | blk.6.ssm_a
128: 196608 | 3072, 64, 1, 1 | BF16 | blk.6.ssm_alpha.weight
129: 196608 | 3072, 64, 1, 1 | BF16 | blk.6.ssm_beta.weight
130: 49152 | 4, 12288, 1, 1 | F32 | blk.6.ssm_conv1d.weight
131: 64 | 64, 1, 1, 1 | F32 | blk.6.ssm_dt.bias
132: 128 | 128, 1, 1, 1 | F32 | blk.6.ssm_norm.weight
133: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.6.ssm_out.weight
134: 1572864 | 3072, 512, 1, 1 | BF16 | blk.7.attn_k.weight
135: 256 | 256, 1, 1, 1 | F32 | blk.7.attn_k_norm.weight
136: 3072 | 3072, 1, 1, 1 | F32 | blk.7.attn_norm.weight
137: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.7.attn_output.weight
138: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.7.attn_q.weight
139: 256 | 256, 1, 1, 1 | F32 | blk.7.attn_q_norm.weight
140: 1572864 | 3072, 512, 1, 1 | BF16 | blk.7.attn_v.weight
141: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.7.ffn_down_exps.weight
142: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.7.ffn_down_shexp.weight
143: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.7.ffn_gate_exps.weight
144: 786432 | 3072, 256, 1, 1 | F32 | blk.7.ffn_gate_inp.weight
145: 3072 | 3072, 1, 1, 1 | F32 | blk.7.ffn_gate_inp_shexp.weight
146: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.7.ffn_gate_shexp.weight
147: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.7.ffn_up_exps.weight
148: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.7.ffn_up_shexp.weight
149: 3072 | 3072, 1, 1, 1 | F32 | blk.7.post_attention_norm.weight
150: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.8.attn_gate.weight
151: 3072 | 3072, 1, 1, 1 | F32 | blk.8.attn_norm.weight
152: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.8.attn_qkv.weight
153: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.8.ffn_down_exps.weight
154: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.8.ffn_down_shexp.weight
155: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.8.ffn_gate_exps.weight
156: 786432 | 3072, 256, 1, 1 | F32 | blk.8.ffn_gate_inp.weight
157: 3072 | 3072, 1, 1, 1 | F32 | blk.8.ffn_gate_inp_shexp.weight
158: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.8.ffn_gate_shexp.weight
159: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.8.ffn_up_exps.weight
160: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.8.ffn_up_shexp.weight
161: 3072 | 3072, 1, 1, 1 | F32 | blk.8.post_attention_norm.weight
162: 64 | 64, 1, 1, 1 | F32 | blk.8.ssm_a
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687: 3072 | 3072, 1, 1, 1 | F32 | blk.37.ffn_gate_inp_shexp.weight
688: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.37.ffn_gate_shexp.weight
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713: 196608 | 3072, 64, 1, 1 | BF16 | blk.38.ssm_beta.weight
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715: 64 | 64, 1, 1, 1 | F32 | blk.38.ssm_dt.bias
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759: 786432 | 3072, 256, 1, 1 | F32 | blk.41.ffn_gate_inp.weight
760: 3072 | 3072, 1, 1, 1 | F32 | blk.41.ffn_gate_inp_shexp.weight
761: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.41.ffn_gate_shexp.weight
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767: 196608 | 3072, 64, 1, 1 | BF16 | blk.41.ssm_beta.weight
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803: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.43.ffn_gate_shexp.weight
804: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.43.ffn_up_exps.weight
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817: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.44.ffn_up_shexp.weight
818: 3072 | 3072, 1, 1, 1 | F32 | blk.44.post_attention_norm.weight
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832: 786432 | 3072, 256, 1, 1 | F32 | blk.45.ffn_gate_inp.weight
833: 3072 | 3072, 1, 1, 1 | F32 | blk.45.ffn_gate_inp_shexp.weight
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852: 3072 | 3072, 1, 1, 1 | F32 | blk.46.ffn_gate_inp_shexp.weight
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854: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.46.ffn_up_exps.weight
855: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.46.ffn_up_shexp.weight
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861: 64 | 64, 1, 1, 1 | F32 | blk.46.ssm_dt.bias
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866: 3072 | 3072, 1, 1, 1 | F32 | blk.47.attn_norm.weight
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870: 1572864 | 3072, 512, 1, 1 | BF16 | blk.47.attn_v.weight
871: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.47.ffn_down_exps.weight
872: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.47.ffn_down_shexp.weight
873: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.47.ffn_gate_exps.weight
874: 786432 | 3072, 256, 1, 1 | F32 | blk.47.ffn_gate_inp.weight
875: 3072 | 3072, 1, 1, 1 | F32 | blk.47.ffn_gate_inp_shexp.weight
876: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.47.ffn_gate_shexp.weight
877: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.47.ffn_up_exps.weight
878: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.47.ffn_up_shexp.weight
879: 3072 | 3072, 1, 1, 1 | F32 | blk.47.post_attention_norm.weight
</details> |