How to use from
PiConfigure the model in Pi
# Install Pi:
npm install -g @earendil-works/pi-coding-agent# Add to ~/.pi/agent/models.json:
{
"providers": {
"llama-cpp": {
"baseUrl": "http://localhost:8080/v1",
"api": "openai-completions",
"apiKey": "none",
"models": [
{
"id": "random257/Qwen3.5-122B-A10B-Wangzhang-Abliterix-MTP:BF16"
}
]
}
}
}Run Pi
# Start Pi in your project directory:
piQuick Links
Disclaimer: Decensored model.
- Safe input → Safe output (rare exceptions may apply)
- Harmful input → Harmful output
- Best for testing; avoid public-facing applications.
Note:
- The model in this repository has been grafted with MTP blocks. However, for MoE models of this scale, significant speedup is not guaranteed, potentially resulting in slight RAM waste depending on the task and hardware.
- Experimental conversions; minor tensor misalignments, loading issues, or long-context quirks may occur. Use at your own risk.
BF16: Converted from wangzhang/Qwen3.5-122B-A10B-abliterix to GGUF format.
Modifications:
- Excluded the upstream MTP to prevent block index errors.
- Integrated the separate MTP file from a4lg/Qwen3.5-122B-A10B-MTP-ONLY-GGUF using the conversion script from havenoammo/Qwen3.6-27B-MTP-UD-GGUF or buzz/convert.py.
- Updated the
general.namemetadata and split the model into multiple files.
MQ68: Mixed precision (Q6_K - Q8_0).
Q6_Kfor large tensors in expert blocks.Q8_0for large tensors in MTP block.BF16for the output tensor. The rest remains atQ8_0, with tiny and critical tensors retained inBF16/F32.
- Inference Speed: ~0.85x that of regular Q6_K (with MTP disabled for both).
- Use Case: For users with ~110 GB available RAM. To avoid speed bottlenecks from keeping all dense tensors in high precision, only the output projection remains in BF16, while others are quantized.
- RAM Usage: ~108G at 262k context
MQ58: Mixed precision (Q5_K - Q8_0).
Q5_Kfor large tensors in expert blocks.Q5_Kfor large tensors in MTP block.Q8_0for the output tensor. The rest remains atQ8_0, with tiny and critical tensors retained inBF16/F32.
- Inference Speed: ~0.95x that of regular Q6_K
- Use Case: For devices with 96GB VRAM. Note that VRAM usage will be extremely tight, and stable maximum-context operation cannot be guaranteed.
- RAM Usage: ~91G at 262k context
BF16
gguf-dump
1: UINT32 | 1 | GGUF.version = 3
2: UINT64 | 1 | GGUF.tensor_count = 899
3: UINT64 | 1 | GGUF.kv_count = 47
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.size_label = '256x6.6B'
10: UINT32 | 1 | general.base_model.count = 1
11: STRING | 1 | general.base_model.0.name = 'Qwen3.5 122B A10B'
12: STRING | 1 | general.base_model.0.organization = 'Qwen'
13: STRING | 1 | general.base_model.0.repo_url = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B'
14: [STRING] | 5 | general.tags = ['abliterix', 'uncensored', 'decensored', 'abliterated', 'text-generation']
15: UINT32 | 1 | qwen35moe.context_length = 262144
16: UINT32 | 1 | qwen35moe.embedding_length = 3072
17: UINT32 | 1 | qwen35moe.attention.head_count = 32
18: UINT32 | 1 | qwen35moe.attention.head_count_kv = 2
19: [INT32] | 4 | qwen35moe.rope.dimension_sections = [11, 11, 10, 0]
20: FLOAT32 | 1 | qwen35moe.rope.freq_base = 10000000.0
21: FLOAT32 | 1 | qwen35moe.attention.layer_norm_rms_epsilon = 9.999999974752427e-07
22: UINT32 | 1 | qwen35moe.expert_count = 256
23: UINT32 | 1 | qwen35moe.expert_used_count = 8
24: UINT32 | 1 | qwen35moe.attention.key_length = 256
25: UINT32 | 1 | qwen35moe.attention.value_length = 256
26: UINT32 | 1 | qwen35moe.expert_feed_forward_length = 1024
27: UINT32 | 1 | qwen35moe.expert_shared_feed_forward_length = 1024
28: UINT32 | 1 | qwen35moe.ssm.conv_kernel = 4
29: UINT32 | 1 | qwen35moe.ssm.state_size = 128
30: UINT32 | 1 | qwen35moe.ssm.group_count = 16
31: UINT32 | 1 | qwen35moe.ssm.time_step_rank = 64
32: UINT32 | 1 | qwen35moe.ssm.inner_size = 8192
33: UINT32 | 1 | qwen35moe.full_attention_interval = 4
34: UINT32 | 1 | qwen35moe.rope.dimension_count = 64
35: STRING | 1 | tokenizer.ggml.model = 'gpt2'
36: STRING | 1 | tokenizer.ggml.pre = 'qwen35'
37: [STRING] | 248320 | tokenizer.ggml.tokens = ['!', '"', '#', '$', '%', '&', ...]
38: [INT32] | 248320 | tokenizer.ggml.token_type = [1, 1, 1, 1, 1, 1, ...]
39: [STRING] | 247587 | tokenizer.ggml.merges = ['Ġ Ġ', 'ĠĠ ĠĠ', 'i n', 'Ġ t', 'ĠĠĠĠ ĠĠĠĠ', 'e r', ...]
40: UINT32 | 1 | tokenizer.ggml.eos_token_id = 248046
41: UINT32 | 1 | tokenizer.ggml.padding_token_id = 248044
42: STRING | 1 | tokenizer.chat_template = '{%- set image_count = namespace(value=0) %}\n{%- set video...'
43: UINT32 | 1 | qwen35moe.block_count = 49
44: UINT32 | 1 | qwen35moe.nextn_predict_layers = 1
45: STRING | 1 | general.license = 'apache-2.0'
46: STRING | 1 | general.license.link = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B/blob/main/L...'
47: BOOL | 1 | tokenizer.ggml.add_bos_token = False
48: UINT32 | 1 | general.quantization_version = 2
49: UINT32 | 1 | general.file_type = 32
50: STRING | 1 | general.name = 'Qwen3.5 122B A10B Abliterix MTP'
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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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 | BF16 | 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
163: 196608 | 3072, 64, 1, 1 | BF16 | blk.8.ssm_alpha.weight
164: 196608 | 3072, 64, 1, 1 | BF16 | blk.8.ssm_beta.weight
165: 49152 | 4, 12288, 1, 1 | F32 | blk.8.ssm_conv1d.weight
166: 64 | 64, 1, 1, 1 | F32 | blk.8.ssm_dt.bias
167: 128 | 128, 1, 1, 1 | F32 | blk.8.ssm_norm.weight
168: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.8.ssm_out.weight
169: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.9.attn_gate.weight
170: 3072 | 3072, 1, 1, 1 | F32 | blk.9.attn_norm.weight
171: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.9.attn_qkv.weight
172: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.9.ffn_down_exps.weight
173: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.9.ffn_down_shexp.weight
174: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.9.ffn_gate_exps.weight
175: 786432 | 3072, 256, 1, 1 | F32 | blk.9.ffn_gate_inp.weight
176: 3072 | 3072, 1, 1, 1 | F32 | blk.9.ffn_gate_inp_shexp.weight
177: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.9.ffn_gate_shexp.weight
178: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.9.ffn_up_exps.weight
179: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.9.ffn_up_shexp.weight
180: 3072 | 3072, 1, 1, 1 | F32 | blk.9.post_attention_norm.weight
181: 64 | 64, 1, 1, 1 | F32 | blk.9.ssm_a
182: 196608 | 3072, 64, 1, 1 | BF16 | blk.9.ssm_alpha.weight
183: 196608 | 3072, 64, 1, 1 | BF16 | blk.9.ssm_beta.weight
184: 49152 | 4, 12288, 1, 1 | F32 | blk.9.ssm_conv1d.weight
185: 64 | 64, 1, 1, 1 | F32 | blk.9.ssm_dt.bias
186: 128 | 128, 1, 1, 1 | F32 | blk.9.ssm_norm.weight
187: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.9.ssm_out.weight
188: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.10.attn_gate.weight
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690: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.37.ffn_up_shexp.weight
691: 3072 | 3072, 1, 1, 1 | F32 | blk.37.post_attention_norm.weight
692: 64 | 64, 1, 1, 1 | F32 | blk.37.ssm_a
693: 196608 | 3072, 64, 1, 1 | BF16 | blk.37.ssm_alpha.weight
694: 196608 | 3072, 64, 1, 1 | BF16 | blk.37.ssm_beta.weight
695: 49152 | 4, 12288, 1, 1 | F32 | blk.37.ssm_conv1d.weight
696: 64 | 64, 1, 1, 1 | F32 | blk.37.ssm_dt.bias
697: 128 | 128, 1, 1, 1 | F32 | blk.37.ssm_norm.weight
698: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.37.ssm_out.weight
699: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.38.attn_gate.weight
700: 3072 | 3072, 1, 1, 1 | F32 | blk.38.attn_norm.weight
701: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.38.attn_qkv.weight
702: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.38.ffn_down_exps.weight
703: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.38.ffn_down_shexp.weight
704: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.38.ffn_gate_exps.weight
705: 786432 | 3072, 256, 1, 1 | F32 | blk.38.ffn_gate_inp.weight
706: 3072 | 3072, 1, 1, 1 | F32 | blk.38.ffn_gate_inp_shexp.weight
707: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.38.ffn_gate_shexp.weight
708: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.38.ffn_up_exps.weight
709: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.38.ffn_up_shexp.weight
710: 3072 | 3072, 1, 1, 1 | F32 | blk.38.post_attention_norm.weight
711: 64 | 64, 1, 1, 1 | F32 | blk.38.ssm_a
712: 196608 | 3072, 64, 1, 1 | BF16 | blk.38.ssm_alpha.weight
713: 196608 | 3072, 64, 1, 1 | BF16 | blk.38.ssm_beta.weight
714: 49152 | 4, 12288, 1, 1 | F32 | blk.38.ssm_conv1d.weight
715: 64 | 64, 1, 1, 1 | F32 | blk.38.ssm_dt.bias
716: 128 | 128, 1, 1, 1 | F32 | blk.38.ssm_norm.weight
717: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.38.ssm_out.weight
718: 1572864 | 3072, 512, 1, 1 | BF16 | blk.39.attn_k.weight
719: 256 | 256, 1, 1, 1 | F32 | blk.39.attn_k_norm.weight
720: 3072 | 3072, 1, 1, 1 | F32 | blk.39.attn_norm.weight
721: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.39.attn_output.weight
722: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.39.attn_q.weight
723: 256 | 256, 1, 1, 1 | F32 | blk.39.attn_q_norm.weight
724: 1572864 | 3072, 512, 1, 1 | BF16 | blk.39.attn_v.weight
725: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.39.ffn_down_exps.weight
726: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.39.ffn_down_shexp.weight
727: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.39.ffn_gate_exps.weight
728: 786432 | 3072, 256, 1, 1 | F32 | blk.39.ffn_gate_inp.weight
729: 3072 | 3072, 1, 1, 1 | F32 | blk.39.ffn_gate_inp_shexp.weight
730: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.39.ffn_gate_shexp.weight
731: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.39.ffn_up_exps.weight
732: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.39.ffn_up_shexp.weight
733: 3072 | 3072, 1, 1, 1 | F32 | blk.39.post_attention_norm.weight
734: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.40.attn_gate.weight
735: 3072 | 3072, 1, 1, 1 | F32 | blk.40.attn_norm.weight
736: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.40.attn_qkv.weight
737: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.40.ffn_down_exps.weight
738: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.40.ffn_down_shexp.weight
739: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.40.ffn_gate_exps.weight
740: 786432 | 3072, 256, 1, 1 | F32 | blk.40.ffn_gate_inp.weight
741: 3072 | 3072, 1, 1, 1 | F32 | blk.40.ffn_gate_inp_shexp.weight
742: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.40.ffn_gate_shexp.weight
743: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.40.ffn_up_exps.weight
744: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.40.ffn_up_shexp.weight
745: 3072 | 3072, 1, 1, 1 | F32 | blk.40.post_attention_norm.weight
746: 64 | 64, 1, 1, 1 | F32 | blk.40.ssm_a
747: 196608 | 3072, 64, 1, 1 | BF16 | blk.40.ssm_alpha.weight
748: 196608 | 3072, 64, 1, 1 | BF16 | blk.40.ssm_beta.weight
749: 49152 | 4, 12288, 1, 1 | F32 | blk.40.ssm_conv1d.weight
750: 64 | 64, 1, 1, 1 | F32 | blk.40.ssm_dt.bias
751: 128 | 128, 1, 1, 1 | F32 | blk.40.ssm_norm.weight
752: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.40.ssm_out.weight
753: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.41.attn_gate.weight
754: 3072 | 3072, 1, 1, 1 | F32 | blk.41.attn_norm.weight
755: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.41.attn_qkv.weight
756: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.41.ffn_down_exps.weight
757: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.41.ffn_down_shexp.weight
758: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.41.ffn_gate_exps.weight
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
762: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.41.ffn_up_exps.weight
763: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.41.ffn_up_shexp.weight
764: 3072 | 3072, 1, 1, 1 | F32 | blk.41.post_attention_norm.weight
765: 64 | 64, 1, 1, 1 | F32 | blk.41.ssm_a
766: 196608 | 3072, 64, 1, 1 | BF16 | blk.41.ssm_alpha.weight
767: 196608 | 3072, 64, 1, 1 | BF16 | blk.41.ssm_beta.weight
768: 49152 | 4, 12288, 1, 1 | F32 | blk.41.ssm_conv1d.weight
769: 64 | 64, 1, 1, 1 | F32 | blk.41.ssm_dt.bias
770: 128 | 128, 1, 1, 1 | F32 | blk.41.ssm_norm.weight
771: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.41.ssm_out.weight
772: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.42.attn_gate.weight
773: 3072 | 3072, 1, 1, 1 | F32 | blk.42.attn_norm.weight
774: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.42.attn_qkv.weight
775: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.42.ffn_down_exps.weight
776: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.42.ffn_down_shexp.weight
777: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.42.ffn_gate_exps.weight
778: 786432 | 3072, 256, 1, 1 | F32 | blk.42.ffn_gate_inp.weight
779: 3072 | 3072, 1, 1, 1 | F32 | blk.42.ffn_gate_inp_shexp.weight
780: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.42.ffn_gate_shexp.weight
781: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.42.ffn_up_exps.weight
782: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.42.ffn_up_shexp.weight
783: 3072 | 3072, 1, 1, 1 | F32 | blk.42.post_attention_norm.weight
784: 64 | 64, 1, 1, 1 | F32 | blk.42.ssm_a
785: 196608 | 3072, 64, 1, 1 | BF16 | blk.42.ssm_alpha.weight
786: 196608 | 3072, 64, 1, 1 | BF16 | blk.42.ssm_beta.weight
787: 49152 | 4, 12288, 1, 1 | F32 | blk.42.ssm_conv1d.weight
788: 64 | 64, 1, 1, 1 | F32 | blk.42.ssm_dt.bias
789: 128 | 128, 1, 1, 1 | F32 | blk.42.ssm_norm.weight
790: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.42.ssm_out.weight
791: 1572864 | 3072, 512, 1, 1 | BF16 | blk.43.attn_k.weight
792: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_k_norm.weight
793: 3072 | 3072, 1, 1, 1 | F32 | blk.43.attn_norm.weight
794: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.43.attn_output.weight
795: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.43.attn_q.weight
796: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_q_norm.weight
797: 1572864 | 3072, 512, 1, 1 | BF16 | blk.43.attn_v.weight
798: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.43.ffn_down_exps.weight
799: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.43.ffn_down_shexp.weight
800: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.43.ffn_gate_exps.weight
801: 786432 | 3072, 256, 1, 1 | F32 | blk.43.ffn_gate_inp.weight
802: 3072 | 3072, 1, 1, 1 | F32 | blk.43.ffn_gate_inp_shexp.weight
803: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.43.ffn_gate_shexp.weight
804: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.43.ffn_up_exps.weight
805: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.43.ffn_up_shexp.weight
806: 3072 | 3072, 1, 1, 1 | F32 | blk.43.post_attention_norm.weight
807: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.44.attn_gate.weight
808: 3072 | 3072, 1, 1, 1 | F32 | blk.44.attn_norm.weight
809: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.44.attn_qkv.weight
810: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.44.ffn_down_exps.weight
811: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.44.ffn_down_shexp.weight
812: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.44.ffn_gate_exps.weight
813: 786432 | 3072, 256, 1, 1 | F32 | blk.44.ffn_gate_inp.weight
814: 3072 | 3072, 1, 1, 1 | F32 | blk.44.ffn_gate_inp_shexp.weight
815: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.44.ffn_gate_shexp.weight
816: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.44.ffn_up_exps.weight
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
819: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_a
820: 196608 | 3072, 64, 1, 1 | BF16 | blk.44.ssm_alpha.weight
821: 196608 | 3072, 64, 1, 1 | BF16 | blk.44.ssm_beta.weight
822: 49152 | 4, 12288, 1, 1 | F32 | blk.44.ssm_conv1d.weight
823: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_dt.bias
824: 128 | 128, 1, 1, 1 | F32 | blk.44.ssm_norm.weight
825: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.44.ssm_out.weight
826: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.45.attn_gate.weight
827: 3072 | 3072, 1, 1, 1 | F32 | blk.45.attn_norm.weight
828: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.45.attn_qkv.weight
829: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.45.ffn_down_exps.weight
830: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.45.ffn_down_shexp.weight
831: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.45.ffn_gate_exps.weight
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
834: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.45.ffn_gate_shexp.weight
835: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.45.ffn_up_exps.weight
836: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.45.ffn_up_shexp.weight
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 | BF16 | blk.45.ssm_alpha.weight
840: 196608 | 3072, 64, 1, 1 | BF16 | 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 | BF16 | blk.45.ssm_out.weight
845: 25165824 | 3072, 8192, 1, 1 | BF16 | blk.46.attn_gate.weight
846: 3072 | 3072, 1, 1, 1 | F32 | blk.46.attn_norm.weight
847: 37748736 | 3072, 12288, 1, 1 | BF16 | blk.46.attn_qkv.weight
848: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.46.ffn_down_exps.weight
849: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.46.ffn_down_shexp.weight
850: 805306368 | 3072, 1024, 256, 1 | BF16 | 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 | BF16 | blk.46.ffn_gate_shexp.weight
854: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.46.ffn_up_exps.weight
855: 3145728 | 3072, 1024, 1, 1 | BF16 | 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 | BF16 | blk.46.ssm_alpha.weight
859: 196608 | 3072, 64, 1, 1 | BF16 | 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 | BF16 | blk.46.ssm_out.weight
864: 1572864 | 3072, 512, 1, 1 | BF16 | 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 | BF16 | blk.47.attn_output.weight
868: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.47.attn_q.weight
869: 256 | 256, 1, 1, 1 | F32 | blk.47.attn_q_norm.weight
870: 1572864 | 3072, 512, 1, 1 | BF16 | blk.47.attn_v.weight
871: 805306368 | 1024, 3072, 256, 1 | BF16 | 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 | BF16 | 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 | BF16 | 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
880: 1572864 | 3072, 512, 1, 1 | BF16 | blk.48.attn_k.weight
881: 256 | 256, 1, 1, 1 | F32 | blk.48.attn_k_norm.weight
882: 3072 | 3072, 1, 1, 1 | F32 | blk.48.attn_norm.weight
883: 25165824 | 8192, 3072, 1, 1 | BF16 | blk.48.attn_output.weight
884: 50331648 | 3072, 16384, 1, 1 | BF16 | blk.48.attn_q.weight
885: 256 | 256, 1, 1, 1 | F32 | blk.48.attn_q_norm.weight
886: 1572864 | 3072, 512, 1, 1 | BF16 | blk.48.attn_v.weight
887: 805306368 | 1024, 3072, 256, 1 | BF16 | blk.48.ffn_down_exps.weight
888: 3145728 | 1024, 3072, 1, 1 | BF16 | blk.48.ffn_down_shexp.weight
889: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.48.ffn_gate_exps.weight
890: 786432 | 3072, 256, 1, 1 | F32 | blk.48.ffn_gate_inp.weight
891: 3072 | 3072, 1, 1, 1 | F32 | blk.48.ffn_gate_inp_shexp.weight
892: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.48.ffn_gate_shexp.weight
893: 805306368 | 3072, 1024, 256, 1 | BF16 | blk.48.ffn_up_exps.weight
894: 3145728 | 3072, 1024, 1, 1 | BF16 | blk.48.ffn_up_shexp.weight
895: 18874368 | 6144, 3072, 1, 1 | BF16 | blk.48.nextn.eh_proj.weight
896: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.enorm.weight
897: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.hnorm.weight
898: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.shared_head_norm.weight
899: 3072 | 3072, 1, 1, 1 | F32 | blk.48.post_attention_norm.weight
(blk.48 is grafted MTP)
MQ68 (Mixed Quant Q6_K - Q8_0)
llama-quantize params and gguf-dump
--leave-output-tensor
--tensor-type "blk\.48\.ffn_down_exps\.weight=q8_0"
--tensor-type "blk\.48\.ffn_gate_exps\.weight=q8_0"
--tensor-type "blk\.48\.ffn_up_exps\.weight=q8_0"
--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 = 899
3: UINT64 | 1 | GGUF.kv_count = 47
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.size_label = '256x6.6B'
10: UINT32 | 1 | general.base_model.count = 1
11: STRING | 1 | general.base_model.0.name = 'Qwen3.5 122B A10B'
12: STRING | 1 | general.base_model.0.organization = 'Qwen'
13: STRING | 1 | general.base_model.0.repo_url = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B'
14: [STRING] | 5 | general.tags = ['abliterix', 'uncensored', 'decensored', 'abliterated', 'text-generation']
15: UINT32 | 1 | qwen35moe.context_length = 262144
16: UINT32 | 1 | qwen35moe.embedding_length = 3072
17: UINT32 | 1 | qwen35moe.attention.head_count = 32
18: UINT32 | 1 | qwen35moe.attention.head_count_kv = 2
19: [INT32] | 4 | qwen35moe.rope.dimension_sections = [11, 11, 10, 0]
20: FLOAT32 | 1 | qwen35moe.rope.freq_base = 10000000.0
21: FLOAT32 | 1 | qwen35moe.attention.layer_norm_rms_epsilon = 9.999999974752427e-07
22: UINT32 | 1 | qwen35moe.expert_count = 256
23: UINT32 | 1 | qwen35moe.expert_used_count = 8
24: UINT32 | 1 | qwen35moe.attention.key_length = 256
25: UINT32 | 1 | qwen35moe.attention.value_length = 256
26: UINT32 | 1 | qwen35moe.expert_feed_forward_length = 1024
27: UINT32 | 1 | qwen35moe.expert_shared_feed_forward_length = 1024
28: UINT32 | 1 | qwen35moe.ssm.conv_kernel = 4
29: UINT32 | 1 | qwen35moe.ssm.state_size = 128
30: UINT32 | 1 | qwen35moe.ssm.group_count = 16
31: UINT32 | 1 | qwen35moe.ssm.time_step_rank = 64
32: UINT32 | 1 | qwen35moe.ssm.inner_size = 8192
33: UINT32 | 1 | qwen35moe.full_attention_interval = 4
34: UINT32 | 1 | qwen35moe.rope.dimension_count = 64
35: STRING | 1 | tokenizer.ggml.model = 'gpt2'
36: STRING | 1 | tokenizer.ggml.pre = 'qwen35'
37: [STRING] | 248320 | tokenizer.ggml.tokens = ['!', '"', '#', '$', '%', '&', ...]
38: [INT32] | 248320 | tokenizer.ggml.token_type = [1, 1, 1, 1, 1, 1, ...]
39: [STRING] | 247587 | tokenizer.ggml.merges = ['Ġ Ġ', 'ĠĠ ĠĠ', 'i n', 'Ġ t', 'ĠĠĠĠ ĠĠĠĠ', 'e r', ...]
40: UINT32 | 1 | tokenizer.ggml.eos_token_id = 248046
41: UINT32 | 1 | tokenizer.ggml.padding_token_id = 248044
42: STRING | 1 | tokenizer.chat_template = '{%- set image_count = namespace(value=0) %}\n{%- set video...'
43: UINT32 | 1 | qwen35moe.block_count = 49
44: UINT32 | 1 | qwen35moe.nextn_predict_layers = 1
45: STRING | 1 | general.license = 'apache-2.0'
46: STRING | 1 | general.license.link = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B/blob/main/L...'
47: BOOL | 1 | tokenizer.ggml.add_bos_token = False
48: STRING | 1 | general.name = 'Qwen3.5 122B A10B Abliterix MTP'
49: UINT32 | 1 | general.quantization_version = 2
50: UINT32 | 1 | general.file_type = 7
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722: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.39.attn_q.weight
723: 256 | 256, 1, 1, 1 | F32 | blk.39.attn_q_norm.weight
724: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.39.attn_v.weight
725: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.39.ffn_down_exps.weight
726: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.39.ffn_down_shexp.weight
727: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.39.ffn_gate_exps.weight
728: 786432 | 3072, 256, 1, 1 | F32 | blk.39.ffn_gate_inp.weight
729: 3072 | 3072, 1, 1, 1 | F32 | blk.39.ffn_gate_inp_shexp.weight
730: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.39.ffn_gate_shexp.weight
731: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.39.ffn_up_exps.weight
732: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.39.ffn_up_shexp.weight
733: 3072 | 3072, 1, 1, 1 | F32 | blk.39.post_attention_norm.weight
734: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.40.attn_gate.weight
735: 3072 | 3072, 1, 1, 1 | F32 | blk.40.attn_norm.weight
736: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.40.attn_qkv.weight
737: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.40.ffn_down_exps.weight
738: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.40.ffn_down_shexp.weight
739: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.40.ffn_gate_exps.weight
740: 786432 | 3072, 256, 1, 1 | F32 | blk.40.ffn_gate_inp.weight
741: 3072 | 3072, 1, 1, 1 | F32 | blk.40.ffn_gate_inp_shexp.weight
742: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.40.ffn_gate_shexp.weight
743: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.40.ffn_up_exps.weight
744: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.40.ffn_up_shexp.weight
745: 3072 | 3072, 1, 1, 1 | F32 | blk.40.post_attention_norm.weight
746: 64 | 64, 1, 1, 1 | F32 | blk.40.ssm_a
747: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.40.ssm_alpha.weight
748: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.40.ssm_beta.weight
749: 49152 | 4, 12288, 1, 1 | F32 | blk.40.ssm_conv1d.weight
750: 64 | 64, 1, 1, 1 | F32 | blk.40.ssm_dt.bias
751: 128 | 128, 1, 1, 1 | F32 | blk.40.ssm_norm.weight
752: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.40.ssm_out.weight
753: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.41.attn_gate.weight
754: 3072 | 3072, 1, 1, 1 | F32 | blk.41.attn_norm.weight
755: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.41.attn_qkv.weight
756: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.41.ffn_down_exps.weight
757: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.41.ffn_down_shexp.weight
758: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.41.ffn_gate_exps.weight
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 | Q8_0 | blk.41.ffn_gate_shexp.weight
762: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.41.ffn_up_exps.weight
763: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.41.ffn_up_shexp.weight
764: 3072 | 3072, 1, 1, 1 | F32 | blk.41.post_attention_norm.weight
765: 64 | 64, 1, 1, 1 | F32 | blk.41.ssm_a
766: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.41.ssm_alpha.weight
767: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.41.ssm_beta.weight
768: 49152 | 4, 12288, 1, 1 | F32 | blk.41.ssm_conv1d.weight
769: 64 | 64, 1, 1, 1 | F32 | blk.41.ssm_dt.bias
770: 128 | 128, 1, 1, 1 | F32 | blk.41.ssm_norm.weight
771: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.41.ssm_out.weight
772: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.42.attn_gate.weight
773: 3072 | 3072, 1, 1, 1 | F32 | blk.42.attn_norm.weight
774: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.42.attn_qkv.weight
775: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.42.ffn_down_exps.weight
776: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.42.ffn_down_shexp.weight
777: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.42.ffn_gate_exps.weight
778: 786432 | 3072, 256, 1, 1 | F32 | blk.42.ffn_gate_inp.weight
779: 3072 | 3072, 1, 1, 1 | F32 | blk.42.ffn_gate_inp_shexp.weight
780: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.42.ffn_gate_shexp.weight
781: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.42.ffn_up_exps.weight
782: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.42.ffn_up_shexp.weight
783: 3072 | 3072, 1, 1, 1 | F32 | blk.42.post_attention_norm.weight
784: 64 | 64, 1, 1, 1 | F32 | blk.42.ssm_a
785: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.42.ssm_alpha.weight
786: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.42.ssm_beta.weight
787: 49152 | 4, 12288, 1, 1 | F32 | blk.42.ssm_conv1d.weight
788: 64 | 64, 1, 1, 1 | F32 | blk.42.ssm_dt.bias
789: 128 | 128, 1, 1, 1 | F32 | blk.42.ssm_norm.weight
790: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.42.ssm_out.weight
791: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.43.attn_k.weight
792: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_k_norm.weight
793: 3072 | 3072, 1, 1, 1 | F32 | blk.43.attn_norm.weight
794: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.43.attn_output.weight
795: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.43.attn_q.weight
796: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_q_norm.weight
797: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.43.attn_v.weight
798: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.43.ffn_down_exps.weight
799: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.43.ffn_down_shexp.weight
800: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.43.ffn_gate_exps.weight
801: 786432 | 3072, 256, 1, 1 | F32 | blk.43.ffn_gate_inp.weight
802: 3072 | 3072, 1, 1, 1 | F32 | blk.43.ffn_gate_inp_shexp.weight
803: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.43.ffn_gate_shexp.weight
804: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.43.ffn_up_exps.weight
805: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.43.ffn_up_shexp.weight
806: 3072 | 3072, 1, 1, 1 | F32 | blk.43.post_attention_norm.weight
807: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.44.attn_gate.weight
808: 3072 | 3072, 1, 1, 1 | F32 | blk.44.attn_norm.weight
809: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.44.attn_qkv.weight
810: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.44.ffn_down_exps.weight
811: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.44.ffn_down_shexp.weight
812: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.44.ffn_gate_exps.weight
813: 786432 | 3072, 256, 1, 1 | F32 | blk.44.ffn_gate_inp.weight
814: 3072 | 3072, 1, 1, 1 | F32 | blk.44.ffn_gate_inp_shexp.weight
815: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.44.ffn_gate_shexp.weight
816: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.44.ffn_up_exps.weight
817: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.44.ffn_up_shexp.weight
818: 3072 | 3072, 1, 1, 1 | F32 | blk.44.post_attention_norm.weight
819: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_a
820: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.44.ssm_alpha.weight
821: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.44.ssm_beta.weight
822: 49152 | 4, 12288, 1, 1 | F32 | blk.44.ssm_conv1d.weight
823: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_dt.bias
824: 128 | 128, 1, 1, 1 | F32 | blk.44.ssm_norm.weight
825: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.44.ssm_out.weight
826: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.45.attn_gate.weight
827: 3072 | 3072, 1, 1, 1 | F32 | blk.45.attn_norm.weight
828: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.45.attn_qkv.weight
829: 805306368 | 1024, 3072, 256, 1 | Q6_K | blk.45.ffn_down_exps.weight
830: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.45.ffn_down_shexp.weight
831: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.45.ffn_gate_exps.weight
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
834: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.45.ffn_gate_shexp.weight
835: 805306368 | 3072, 1024, 256, 1 | Q6_K | blk.45.ffn_up_exps.weight
836: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.45.ffn_up_shexp.weight
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
880: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.48.attn_k.weight
881: 256 | 256, 1, 1, 1 | F32 | blk.48.attn_k_norm.weight
882: 3072 | 3072, 1, 1, 1 | F32 | blk.48.attn_norm.weight
883: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.48.attn_output.weight
884: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.48.attn_q.weight
885: 256 | 256, 1, 1, 1 | F32 | blk.48.attn_q_norm.weight
886: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.48.attn_v.weight
887: 805306368 | 1024, 3072, 256, 1 | Q8_0 | blk.48.ffn_down_exps.weight
888: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.48.ffn_down_shexp.weight
889: 805306368 | 3072, 1024, 256, 1 | Q8_0 | blk.48.ffn_gate_exps.weight
890: 786432 | 3072, 256, 1, 1 | F32 | blk.48.ffn_gate_inp.weight
891: 3072 | 3072, 1, 1, 1 | F32 | blk.48.ffn_gate_inp_shexp.weight
892: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.48.ffn_gate_shexp.weight
893: 805306368 | 3072, 1024, 256, 1 | Q8_0 | blk.48.ffn_up_exps.weight
894: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.48.ffn_up_shexp.weight
895: 18874368 | 6144, 3072, 1, 1 | Q8_0 | blk.48.nextn.eh_proj.weight
896: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.enorm.weight
897: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.hnorm.weight
898: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.shared_head_norm.weight
899: 3072 | 3072, 1, 1, 1 | F32 | blk.48.post_attention_norm.weight
(blk.48 is grafted MTP)
MQ58 (Mixed Quant Q5_K - Q8_0)
llama-quantize params and gguf-dump
--tensor-type "attn_output\.weight=q8_0"
--tensor-type "output\.weight=q8_0"
--tensor-type "token_embd\.weight=q8_0"
--tensor-type "blk\.48\.ffn_down_exps\.weight=q5_k"
--tensor-type "blk\.48\.ffn_gate_exps\.weight=q5_k"
--tensor-type "blk\.48\.ffn_up_exps\.weight=q5_k"
--tensor-type ".*ffn_down_exps\.weight=q5_k"
--tensor-type ".*ffn_gate_exps\.weight=q5_k"
--tensor-type ".*ffn_up_exps\.weight=q5_k"
Q8_0
1: UINT32 | 1 | GGUF.version = 3
2: UINT64 | 1 | GGUF.tensor_count = 899
3: UINT64 | 1 | GGUF.kv_count = 47
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.size_label = '256x6.6B'
10: UINT32 | 1 | general.base_model.count = 1
11: STRING | 1 | general.base_model.0.name = 'Qwen3.5 122B A10B'
12: STRING | 1 | general.base_model.0.organization = 'Qwen'
13: STRING | 1 | general.base_model.0.repo_url = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B'
14: [STRING] | 5 | general.tags = ['abliterix', 'uncensored', 'decensored', 'abliterated', 'text-generation']
15: UINT32 | 1 | qwen35moe.context_length = 262144
16: UINT32 | 1 | qwen35moe.embedding_length = 3072
17: UINT32 | 1 | qwen35moe.attention.head_count = 32
18: UINT32 | 1 | qwen35moe.attention.head_count_kv = 2
19: [INT32] | 4 | qwen35moe.rope.dimension_sections = [11, 11, 10, 0]
20: FLOAT32 | 1 | qwen35moe.rope.freq_base = 10000000.0
21: FLOAT32 | 1 | qwen35moe.attention.layer_norm_rms_epsilon = 9.999999974752427e-07
22: UINT32 | 1 | qwen35moe.expert_count = 256
23: UINT32 | 1 | qwen35moe.expert_used_count = 8
24: UINT32 | 1 | qwen35moe.attention.key_length = 256
25: UINT32 | 1 | qwen35moe.attention.value_length = 256
26: UINT32 | 1 | qwen35moe.expert_feed_forward_length = 1024
27: UINT32 | 1 | qwen35moe.expert_shared_feed_forward_length = 1024
28: UINT32 | 1 | qwen35moe.ssm.conv_kernel = 4
29: UINT32 | 1 | qwen35moe.ssm.state_size = 128
30: UINT32 | 1 | qwen35moe.ssm.group_count = 16
31: UINT32 | 1 | qwen35moe.ssm.time_step_rank = 64
32: UINT32 | 1 | qwen35moe.ssm.inner_size = 8192
33: UINT32 | 1 | qwen35moe.full_attention_interval = 4
34: UINT32 | 1 | qwen35moe.rope.dimension_count = 64
35: STRING | 1 | tokenizer.ggml.model = 'gpt2'
36: STRING | 1 | tokenizer.ggml.pre = 'qwen35'
37: [STRING] | 248320 | tokenizer.ggml.tokens = ['!', '"', '#', '$', '%', '&', ...]
38: [INT32] | 248320 | tokenizer.ggml.token_type = [1, 1, 1, 1, 1, 1, ...]
39: [STRING] | 247587 | tokenizer.ggml.merges = ['Ġ Ġ', 'ĠĠ ĠĠ', 'i n', 'Ġ t', 'ĠĠĠĠ ĠĠĠĠ', 'e r', ...]
40: UINT32 | 1 | tokenizer.ggml.eos_token_id = 248046
41: UINT32 | 1 | tokenizer.ggml.padding_token_id = 248044
42: STRING | 1 | tokenizer.chat_template = '{%- set image_count = namespace(value=0) %}\n{%- set video...'
43: UINT32 | 1 | qwen35moe.block_count = 49
44: UINT32 | 1 | qwen35moe.nextn_predict_layers = 1
45: STRING | 1 | general.license = 'apache-2.0'
46: STRING | 1 | general.license.link = 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B/blob/main/L...'
47: BOOL | 1 | tokenizer.ggml.add_bos_token = False
48: STRING | 1 | general.name = 'Qwen3.5 122B A10B Abliterix MTP'
49: UINT32 | 1 | general.quantization_version = 2
50: UINT32 | 1 | general.file_type = 7
1: 762839040 | 3072, 248320, 1, 1 | Q8_0 | 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 | Q5_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 | 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 | Q8_0 | 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 | 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
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741: 3072 | 3072, 1, 1, 1 | F32 | blk.40.ffn_gate_inp_shexp.weight
742: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.40.ffn_gate_shexp.weight
743: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.40.ffn_up_exps.weight
744: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.40.ffn_up_shexp.weight
745: 3072 | 3072, 1, 1, 1 | F32 | blk.40.post_attention_norm.weight
746: 64 | 64, 1, 1, 1 | F32 | blk.40.ssm_a
747: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.40.ssm_alpha.weight
748: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.40.ssm_beta.weight
749: 49152 | 4, 12288, 1, 1 | F32 | blk.40.ssm_conv1d.weight
750: 64 | 64, 1, 1, 1 | F32 | blk.40.ssm_dt.bias
751: 128 | 128, 1, 1, 1 | F32 | blk.40.ssm_norm.weight
752: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.40.ssm_out.weight
753: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.41.attn_gate.weight
754: 3072 | 3072, 1, 1, 1 | F32 | blk.41.attn_norm.weight
755: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.41.attn_qkv.weight
756: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.41.ffn_down_exps.weight
757: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.41.ffn_down_shexp.weight
758: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.41.ffn_gate_exps.weight
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 | Q8_0 | blk.41.ffn_gate_shexp.weight
762: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.41.ffn_up_exps.weight
763: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.41.ffn_up_shexp.weight
764: 3072 | 3072, 1, 1, 1 | F32 | blk.41.post_attention_norm.weight
765: 64 | 64, 1, 1, 1 | F32 | blk.41.ssm_a
766: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.41.ssm_alpha.weight
767: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.41.ssm_beta.weight
768: 49152 | 4, 12288, 1, 1 | F32 | blk.41.ssm_conv1d.weight
769: 64 | 64, 1, 1, 1 | F32 | blk.41.ssm_dt.bias
770: 128 | 128, 1, 1, 1 | F32 | blk.41.ssm_norm.weight
771: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.41.ssm_out.weight
772: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.42.attn_gate.weight
773: 3072 | 3072, 1, 1, 1 | F32 | blk.42.attn_norm.weight
774: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.42.attn_qkv.weight
775: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.42.ffn_down_exps.weight
776: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.42.ffn_down_shexp.weight
777: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.42.ffn_gate_exps.weight
778: 786432 | 3072, 256, 1, 1 | F32 | blk.42.ffn_gate_inp.weight
779: 3072 | 3072, 1, 1, 1 | F32 | blk.42.ffn_gate_inp_shexp.weight
780: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.42.ffn_gate_shexp.weight
781: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.42.ffn_up_exps.weight
782: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.42.ffn_up_shexp.weight
783: 3072 | 3072, 1, 1, 1 | F32 | blk.42.post_attention_norm.weight
784: 64 | 64, 1, 1, 1 | F32 | blk.42.ssm_a
785: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.42.ssm_alpha.weight
786: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.42.ssm_beta.weight
787: 49152 | 4, 12288, 1, 1 | F32 | blk.42.ssm_conv1d.weight
788: 64 | 64, 1, 1, 1 | F32 | blk.42.ssm_dt.bias
789: 128 | 128, 1, 1, 1 | F32 | blk.42.ssm_norm.weight
790: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.42.ssm_out.weight
791: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.43.attn_k.weight
792: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_k_norm.weight
793: 3072 | 3072, 1, 1, 1 | F32 | blk.43.attn_norm.weight
794: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.43.attn_output.weight
795: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.43.attn_q.weight
796: 256 | 256, 1, 1, 1 | F32 | blk.43.attn_q_norm.weight
797: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.43.attn_v.weight
798: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.43.ffn_down_exps.weight
799: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.43.ffn_down_shexp.weight
800: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.43.ffn_gate_exps.weight
801: 786432 | 3072, 256, 1, 1 | F32 | blk.43.ffn_gate_inp.weight
802: 3072 | 3072, 1, 1, 1 | F32 | blk.43.ffn_gate_inp_shexp.weight
803: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.43.ffn_gate_shexp.weight
804: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.43.ffn_up_exps.weight
805: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.43.ffn_up_shexp.weight
806: 3072 | 3072, 1, 1, 1 | F32 | blk.43.post_attention_norm.weight
807: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.44.attn_gate.weight
808: 3072 | 3072, 1, 1, 1 | F32 | blk.44.attn_norm.weight
809: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.44.attn_qkv.weight
810: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.44.ffn_down_exps.weight
811: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.44.ffn_down_shexp.weight
812: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.44.ffn_gate_exps.weight
813: 786432 | 3072, 256, 1, 1 | F32 | blk.44.ffn_gate_inp.weight
814: 3072 | 3072, 1, 1, 1 | F32 | blk.44.ffn_gate_inp_shexp.weight
815: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.44.ffn_gate_shexp.weight
816: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.44.ffn_up_exps.weight
817: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.44.ffn_up_shexp.weight
818: 3072 | 3072, 1, 1, 1 | F32 | blk.44.post_attention_norm.weight
819: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_a
820: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.44.ssm_alpha.weight
821: 196608 | 3072, 64, 1, 1 | Q8_0 | blk.44.ssm_beta.weight
822: 49152 | 4, 12288, 1, 1 | F32 | blk.44.ssm_conv1d.weight
823: 64 | 64, 1, 1, 1 | F32 | blk.44.ssm_dt.bias
824: 128 | 128, 1, 1, 1 | F32 | blk.44.ssm_norm.weight
825: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.44.ssm_out.weight
826: 25165824 | 3072, 8192, 1, 1 | Q8_0 | blk.45.attn_gate.weight
827: 3072 | 3072, 1, 1, 1 | F32 | blk.45.attn_norm.weight
828: 37748736 | 3072, 12288, 1, 1 | Q8_0 | blk.45.attn_qkv.weight
829: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.45.ffn_down_exps.weight
830: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.45.ffn_down_shexp.weight
831: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.45.ffn_gate_exps.weight
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
834: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.45.ffn_gate_shexp.weight
835: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.45.ffn_up_exps.weight
836: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.45.ffn_up_shexp.weight
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 | Q5_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 | Q5_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 | Q5_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 | Q5_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 | Q5_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 | Q5_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
880: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.48.attn_k.weight
881: 256 | 256, 1, 1, 1 | F32 | blk.48.attn_k_norm.weight
882: 3072 | 3072, 1, 1, 1 | F32 | blk.48.attn_norm.weight
883: 25165824 | 8192, 3072, 1, 1 | Q8_0 | blk.48.attn_output.weight
884: 50331648 | 3072, 16384, 1, 1 | Q8_0 | blk.48.attn_q.weight
885: 256 | 256, 1, 1, 1 | F32 | blk.48.attn_q_norm.weight
886: 1572864 | 3072, 512, 1, 1 | Q8_0 | blk.48.attn_v.weight
887: 805306368 | 1024, 3072, 256, 1 | Q5_K | blk.48.ffn_down_exps.weight
888: 3145728 | 1024, 3072, 1, 1 | Q8_0 | blk.48.ffn_down_shexp.weight
889: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.48.ffn_gate_exps.weight
890: 786432 | 3072, 256, 1, 1 | F32 | blk.48.ffn_gate_inp.weight
891: 3072 | 3072, 1, 1, 1 | F32 | blk.48.ffn_gate_inp_shexp.weight
892: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.48.ffn_gate_shexp.weight
893: 805306368 | 3072, 1024, 256, 1 | Q5_K | blk.48.ffn_up_exps.weight
894: 3145728 | 3072, 1024, 1, 1 | Q8_0 | blk.48.ffn_up_shexp.weight
895: 18874368 | 6144, 3072, 1, 1 | Q8_0 | blk.48.nextn.eh_proj.weight
896: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.enorm.weight
897: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.hnorm.weight
898: 3072 | 3072, 1, 1, 1 | F32 | blk.48.nextn.shared_head_norm.weight
899: 3072 | 3072, 1, 1, 1 | F32 | blk.48.post_attention_norm.weight
(blk.48 is grafted MTP)
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Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp# Start a local OpenAI-compatible server: llama serve -hf random257/Qwen3.5-122B-A10B-Wangzhang-Abliterix-MTP:BF16