byczech/ glm-4.7-flash-16G-UD-Q3_K_XL:30b

20 4 days ago

GLM-4.7 Flash 30B text model with tool-calling support, quantized to Q3_K_XL and optimized for 16 GB VRAM. The model supports up to 202,752 tokens context window, with approximately 136K fitting within 16 GB in suitable configurations.

tools thinking 30b
... /
model
f54172223c4d · 14GB
    Metadata
  • general.architecture
    deepseek2
  • general.file_type
    Q3_K_M
  • deepseek2.attention.head_count
    20
  • deepseek2.attention.head_count_kv
    1
  • deepseek2.attention.key_length
    576
  • deepseek2.attention.key_length_mla
    256
  • deepseek2.attention.kv_lora_rank
    512
  • deepseek2.attention.layer_norm_rms_epsilon
    1e-05
  • deepseek2.attention.q_lora_rank
    768
  • deepseek2.attention.value_length
    512
  • deepseek2.attention.value_length_mla
    256
  • deepseek2.block_count
    47
  • deepseek2.context_length
    202752
  • deepseek2.embedding_length
    2048
  • deepseek2.expert_count
    64
  • deepseek2.expert_feed_forward_length
    1536
  • deepseek2.expert_gating_func
    2
  • deepseek2.expert_group_count
    1
  • deepseek2.expert_group_used_count
    1
  • deepseek2.expert_shared_count
    1
  • deepseek2.expert_used_count
    4
  • deepseek2.expert_weights_norm
    true
  • deepseek2.expert_weights_scale
    1.8
  • deepseek2.feed_forward_length
    10240
  • deepseek2.leading_dense_block_count
    1
  • deepseek2.rope.dimension_count
    64
  • deepseek2.rope.freq_base
    1e+06
  • deepseek2.vocab_size
    154880
  • tokenizer.ggml.bos_token_id
    154822
  • tokenizer.ggml.eom_token_id
    154829
  • tokenizer.ggml.eos_token_id
    154820
  • tokenizer.ggml.eot_token_id
    154827
  • tokenizer.ggml.merges
    [Ġ Ġ, Ġ ĠĠĠ, ĠĠ ĠĠ, ĠĠĠ Ġ, i n, ...]
  • tokenizer.ggml.model
    gpt2
  • tokenizer.ggml.padding_token_id
    154821
  • tokenizer.ggml.pre
    glm4
  • tokenizer.ggml.token_type
    [1, 1, 1, 1, 1, ...]
  • tokenizer.ggml.tokens
    [!, ", #, $, %, ...]
  • tokenizer.ggml.unknown_token_id
    154820
  • quantize.imatrix.chunks_count
    85
  • quantize.imatrix.dataset
    unsloth_calibration_GLM-4.7-Flash.txt
  • quantize.imatrix.entries_count
    607
  • quantize.imatrix.file
    GLM-4.7-Flash-GGUF/imatrix_unsloth.gguf
    • Tensor
  • token_embd.weight
    Q4_K
    [2048, 154880]
    • blk.0
  • blk.0.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.0.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.0.attn_kv_a_norm.weight
    F32
    [512]
  • blk.0.attn_norm.weight
    F32
    [2048]
  • blk.0.attn_output.weight
    Q4_K
    [5120, 2048]
  • blk.0.attn_q_a.weight
    Q4_K
    [2048, 768]
  • blk.0.attn_q_a_norm.weight
    F32
    [768]
  • blk.0.attn_q_b.weight
    F16
    [768, 5120]
  • blk.0.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.0.ffn_down.weight
    Q4_K
    [10240, 2048]
  • blk.0.ffn_gate.weight
    Q4_K
    [2048, 10240]
  • blk.0.ffn_norm.weight
    F32
    [2048]
  • blk.0.ffn_up.weight
    Q4_K
    [2048, 10240]
    • blk.1
  • blk.1.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.1.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.1.attn_kv_a_norm.weight
    F32
    [512]
  • blk.1.attn_norm.weight
    F32
    [2048]
  • blk.1.attn_output.weight
    Q5_K
    [5120, 2048]
  • blk.1.attn_q_a.weight
    Q5_K
    [2048, 768]
  • blk.1.attn_q_a_norm.weight
    F32
    [768]
  • blk.1.attn_q_b.weight
    F16
    [768, 5120]
  • blk.1.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.1.exp_probs_b.bias
    F32
    [64]
  • blk.1.ffn_down_exps.weight
    Q4_K
    [1536, 2048, 64]
  • blk.1.ffn_down_shexp.weight
    Q8_0
    [1536, 2048]
  • blk.1.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.1.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.1.ffn_gate_shexp.weight
    Q5_K
    [2048, 1536]
  • blk.1.ffn_norm.weight
    F32
    [2048]
  • blk.1.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.1.ffn_up_shexp.weight
    Q5_K
    [2048, 1536]
    • blk.2
  • blk.2.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.2.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.2.attn_kv_a_norm.weight
    F32
    [512]
  • blk.2.attn_norm.weight
    F32
    [2048]
  • blk.2.attn_output.weight
    Q5_K
    [5120, 2048]
  • blk.2.attn_q_a.weight
    Q5_K
    [2048, 768]
  • blk.2.attn_q_a_norm.weight
    F32
    [768]
  • blk.2.attn_q_b.weight
    F16
    [768, 5120]
  • blk.2.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.2.exp_probs_b.bias
    F32
    [64]
  • blk.2.ffn_down_exps.weight
    Q3_K
    [1536, 2048, 64]
  • blk.2.ffn_down_shexp.weight
    Q6_K
    [1536, 2048]
  • blk.2.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.2.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.2.ffn_gate_shexp.weight
    Q5_K
    [2048, 1536]
  • blk.2.ffn_norm.weight
    F32
    [2048]
  • blk.2.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.2.ffn_up_shexp.weight
    Q5_K
    [2048, 1536]
    • blk.3
  • blk.3.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.3.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.3.attn_kv_a_norm.weight
    F32
    [512]
  • blk.3.attn_norm.weight
    F32
    [2048]
  • blk.3.attn_output.weight
    Q4_K
    [5120, 2048]
  • blk.3.attn_q_a.weight
    Q4_K
    [2048, 768]
  • blk.3.attn_q_a_norm.weight
    F32
    [768]
  • blk.3.attn_q_b.weight
    Q8_0
    [768, 5120]
  • blk.3.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.3.exp_probs_b.bias
    F32
    [64]
  • blk.3.ffn_down_exps.weight
    Q4_K
    [1536, 2048, 64]
  • blk.3.ffn_down_shexp.weight
    Q6_K
    [1536, 2048]
  • blk.3.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.3.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.3.ffn_gate_shexp.weight
    Q4_K
    [2048, 1536]
  • blk.3.ffn_norm.weight
    F32
    [2048]
  • blk.3.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.3.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.4
  • blk.4.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.4.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.4.attn_kv_a_norm.weight
    F32
    [512]
  • blk.4.attn_norm.weight
    F32
    [2048]
  • blk.4.attn_output.weight
    Q4_K
    [5120, 2048]
  • blk.4.attn_q_a.weight
    Q4_K
    [2048, 768]
  • blk.4.attn_q_a_norm.weight
    F32
    [768]
  • blk.4.attn_q_b.weight
    Q8_0
    [768, 5120]
  • blk.4.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.4.exp_probs_b.bias
    F32
    [64]
  • blk.4.ffn_down_exps.weight
    Q3_K
    [1536, 2048, 64]
  • blk.4.ffn_down_shexp.weight
    Q5_K
    [1536, 2048]
  • blk.4.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.4.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.4.ffn_gate_shexp.weight
    Q4_K
    [2048, 1536]
  • blk.4.ffn_norm.weight
    F32
    [2048]
  • blk.4.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.4.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.5
  • blk.5.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.5.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.5.attn_kv_a_norm.weight
    F32
    [512]
  • blk.5.attn_norm.weight
    F32
    [2048]
  • blk.5.attn_output.weight
    Q4_K
    [5120, 2048]
  • blk.5.attn_q_a.weight
    Q4_K
    [2048, 768]
  • blk.5.attn_q_a_norm.weight
    F32
    [768]
  • blk.5.attn_q_b.weight
    Q8_0
    [768, 5120]
  • blk.5.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.5.exp_probs_b.bias
    F32
    [64]
  • blk.5.ffn_down_exps.weight
    Q3_K
    [1536, 2048, 64]
  • blk.5.ffn_down_shexp.weight
    Q6_K
    [1536, 2048]
  • blk.5.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.5.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.5.ffn_gate_shexp.weight
    Q4_K
    [2048, 1536]
  • blk.5.ffn_norm.weight
    F32
    [2048]
  • blk.5.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.5.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.6
  • blk.6.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.6.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.6.attn_kv_a_norm.weight
    F32
    [512]
  • blk.6.attn_norm.weight
    F32
    [2048]
  • blk.6.attn_output.weight
    Q4_K
    [5120, 2048]
  • blk.6.attn_q_a.weight
    Q4_K
    [2048, 768]
  • blk.6.attn_q_a_norm.weight
    F32
    [768]
  • blk.6.attn_q_b.weight
    Q8_0
    [768, 5120]
  • blk.6.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.6.exp_probs_b.bias
    F32
    [64]
  • blk.6.ffn_down_exps.weight
    Q3_K
    [1536, 2048, 64]
  • blk.6.ffn_down_shexp.weight
    Q5_K
    [1536, 2048]
  • blk.6.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.6.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.6.ffn_gate_shexp.weight
    Q4_K
    [2048, 1536]
  • blk.6.ffn_norm.weight
    F32
    [2048]
  • blk.6.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.6.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.7
  • blk.7.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.7.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.7.attn_kv_a_norm.weight
    F32
    [512]
  • blk.7.attn_norm.weight
    F32
    [2048]
  • blk.7.attn_output.weight
    Q4_K
    [5120, 2048]
  • blk.7.attn_q_a.weight
    Q4_K
    [2048, 768]
  • blk.7.attn_q_a_norm.weight
    F32
    [768]
  • blk.7.attn_q_b.weight
    Q8_0
    [768, 5120]
  • blk.7.attn_v_b.weight
    Q8_0
    [512, 256, 20]
  • blk.7.exp_probs_b.bias
    F32
    [64]
  • blk.7.ffn_down_exps.weight
    Q3_K
    [1536, 2048, 64]
  • blk.7.ffn_down_shexp.weight
    Q5_K
    [1536, 2048]
  • blk.7.ffn_gate_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.7.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.7.ffn_gate_shexp.weight
    Q4_K
    [2048, 1536]
  • blk.7.ffn_norm.weight
    F32
    [2048]
  • blk.7.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.7.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.8
  • blk.8.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.8.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.8.attn_kv_a_norm.weight
    F32
    [512]
  • blk.8.attn_norm.weight
    F32
    [2048]
  • blk.8.attn_output.weight
    Q4_K
    [5120, 2048]
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    Q4_K
    [2048, 768]
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    F32
    [768]
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    Q8_0
    [768, 5120]
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    Q8_0
    [512, 256, 20]
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    F32
    [64]
  • blk.8.ffn_down_exps.weight
    Q4_K
    [1536, 2048, 64]
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    Q6_K
    [1536, 2048]
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    Q3_K
    [2048, 1536, 64]
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    F32
    [2048, 64]
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    Q4_K
    [2048, 1536]
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    F32
    [2048]
  • blk.8.ffn_up_exps.weight
    Q3_K
    [2048, 1536, 64]
  • blk.8.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.9
  • blk.9.attn_k_b.weight
    Q8_0
    [192, 512, 20]
  • blk.9.attn_kv_a_mqa.weight
    Q8_0
    [2048, 576]
  • blk.9.attn_kv_a_norm.weight
    F32
    [512]
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    F32
    [2048]
  • blk.9.attn_output.weight
    Q5_K
    [5120, 2048]
  • blk.9.attn_q_a.weight
    Q5_K
    [2048, 768]
  • blk.9.attn_q_a_norm.weight
    F32
    [768]
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    Q6_K
    [768, 5120]
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    Q8_0
    [512, 256, 20]
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    F32
    [64]
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    Q3_K
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    Q6_K
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    [2048, 1536, 64]
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    F32
    [2048, 64]
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    Q5_K
    [2048, 1536]
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    F32
    [2048]
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    Q3_K
    [2048, 1536, 64]
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    Q5_K
    [2048, 1536]
    • blk.10
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    Q8_0
    [192, 512, 20]
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    Q8_0
    [2048, 576]
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    F32
    [512]
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    F32
    [2048]
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    Q4_K
    [5120, 2048]
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    Q4_K
    [2048, 768]
  • blk.10.attn_q_a_norm.weight
    F32
    [768]
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    Q8_0
    [768, 5120]
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    Q8_0
    [512, 256, 20]
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    F32
    [64]
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    Q3_K
    [1536, 2048, 64]
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    Q5_K
    [1536, 2048]
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    Q3_K
    [2048, 1536, 64]
  • blk.10.ffn_gate_inp.weight
    F32
    [2048, 64]
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    Q4_K
    [2048, 1536]
  • blk.10.ffn_norm.weight
    F32
    [2048]
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    Q3_K
    [2048, 1536, 64]
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    Q4_K
    [2048, 1536]
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    Q8_0
    [192, 512, 20]
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    Q8_0
    [2048, 576]
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    F32
    [512]
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    F32
    [2048]
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    Q4_K
    [5120, 2048]
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    Q4_K
    [2048, 768]
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    F32
    [768]
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    Q8_0
    [768, 5120]
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    Q8_0
    [512, 256, 20]
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    F32
    [64]
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    Q3_K
    [1536, 2048, 64]
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    Q5_K
    [1536, 2048]
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    Q3_K
    [2048, 1536, 64]
  • blk.11.ffn_gate_inp.weight
    F32
    [2048, 64]
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    Q4_K
    [2048, 1536]
  • blk.11.ffn_norm.weight
    F32
    [2048]
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    Q3_K
    [2048, 1536, 64]
  • blk.11.ffn_up_shexp.weight
    Q4_K
    [2048, 1536]
    • blk.12
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    Q8_0
    [192, 512, 20]
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    Q8_0
    [2048, 576]
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    F32
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