mannix / deepseek-coder-v2-lite-instruct

An open-source Mixture-of-Experts code language model that achieves performance comparable to GPT4-Turbo in code-specific tasks.

611 3 months ago

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model
66ec0022fa9d · 8.9GB
    Metadata
  • deepseek2.attention.head_count
    16
  • deepseek2.attention.head_count_kv
    16
  • deepseek2.attention.key_length
    192
  • deepseek2.attention.kv_lora_rank
    512
  • deepseek2.attention.layer_norm_rms_epsilon
    1e-06
  • deepseek2.attention.value_length
    128
  • deepseek2.block_count
    27
  • deepseek2.context_length
    163840
  • deepseek2.embedding_length
    2048
  • deepseek2.expert_count
    64
  • deepseek2.expert_feed_forward_length
    1408
  • deepseek2.expert_shared_count
    2
  • deepseek2.expert_used_count
    6
  • deepseek2.expert_weights_scale
    1
  • deepseek2.feed_forward_length
    10944
  • deepseek2.leading_dense_block_count
    1
  • deepseek2.rope.dimension_count
    64
  • deepseek2.rope.freq_base
    10000
  • deepseek2.rope.scaling.factor
    40
  • deepseek2.rope.scaling.original_context_length
    4096
  • deepseek2.rope.scaling.type
    yarn
  • deepseek2.rope.scaling.yarn_log_multiplier
    0.0707
  • deepseek2.vocab_size
    102400
  • general.architecture
    deepseek2
  • general.file_type
    2
  • general.name
    ..
  • general.quantization_version
    2
  • general.type
    model
  • tokenizer.ggml.add_bos_token
    true
  • tokenizer.ggml.add_eos_token
    false
  • tokenizer.ggml.bos_token_id
    100000
  • tokenizer.ggml.eos_token_id
    100001
  • tokenizer.ggml.merges
    [Ġ Ġ, Ġ t, Ġ a, i n, h e, ...]
  • tokenizer.ggml.model
    gpt2
  • tokenizer.ggml.padding_token_id
    100001
  • tokenizer.ggml.pre
    deepseek-llm
  • tokenizer.ggml.token_type
    [1, 1, 1, 1, 1, ...]
  • tokenizer.ggml.tokens
    [!, ", #, $, %, ...]
    • Tensor
  • Name
    Type
    Shape
  • token_embd.weight
    Q4_0
    [2048, 102400]
    • blk.0
  • blk.0.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.0.attn_kv_a_norm.weight
    F32
    [512]
  • blk.0.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.0.attn_norm.weight
    F32
    [2048]
  • blk.0.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.0.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.0.ffn_down.weight
    Q4_0
    [10944, 2048]
  • blk.0.ffn_gate.weight
    Q4_0
    [2048, 10944]
  • blk.0.ffn_norm.weight
    F32
    [2048]
  • blk.0.ffn_up.weight
    Q4_0
    [2048, 10944]
    • blk.1
  • blk.1.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.1.attn_kv_a_norm.weight
    F32
    [512]
  • blk.1.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.1.attn_norm.weight
    F32
    [2048]
  • blk.1.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.1.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.1.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.1.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.1.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.1.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.1.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.1.ffn_norm.weight
    F32
    [2048]
  • blk.1.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.1.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.2
  • blk.2.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.2.attn_kv_a_norm.weight
    F32
    [512]
  • blk.2.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.2.attn_norm.weight
    F32
    [2048]
  • blk.2.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.2.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.2.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.2.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.2.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.2.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.2.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.2.ffn_norm.weight
    F32
    [2048]
  • blk.2.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.2.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.3
  • blk.3.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.3.attn_kv_a_norm.weight
    F32
    [512]
  • blk.3.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.3.attn_norm.weight
    F32
    [2048]
  • blk.3.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.3.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.3.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.3.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.3.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.3.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.3.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.3.ffn_norm.weight
    F32
    [2048]
  • blk.3.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.3.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.4
  • blk.4.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.4.attn_kv_a_norm.weight
    F32
    [512]
  • blk.4.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.4.attn_norm.weight
    F32
    [2048]
  • blk.4.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.4.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.4.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.4.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.4.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.4.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.4.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.4.ffn_norm.weight
    F32
    [2048]
  • blk.4.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.4.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.5
  • blk.5.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.5.attn_kv_a_norm.weight
    F32
    [512]
  • blk.5.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.5.attn_norm.weight
    F32
    [2048]
  • blk.5.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.5.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.5.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.5.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.5.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.5.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.5.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.5.ffn_norm.weight
    F32
    [2048]
  • blk.5.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.5.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.6
  • blk.6.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.6.attn_kv_a_norm.weight
    F32
    [512]
  • blk.6.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.6.attn_norm.weight
    F32
    [2048]
  • blk.6.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.6.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.6.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.6.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.6.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.6.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.6.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.6.ffn_norm.weight
    F32
    [2048]
  • blk.6.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.6.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.7
  • blk.7.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.7.attn_kv_a_norm.weight
    F32
    [512]
  • blk.7.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.7.attn_norm.weight
    F32
    [2048]
  • blk.7.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.7.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.7.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.7.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.7.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.7.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.7.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.7.ffn_norm.weight
    F32
    [2048]
  • blk.7.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.7.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.8
  • blk.8.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.8.attn_kv_a_norm.weight
    F32
    [512]
  • blk.8.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.8.attn_norm.weight
    F32
    [2048]
  • blk.8.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.8.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.8.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.8.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.8.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.8.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.8.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.8.ffn_norm.weight
    F32
    [2048]
  • blk.8.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.8.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.9
  • blk.9.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.9.attn_kv_a_norm.weight
    F32
    [512]
  • blk.9.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.9.attn_norm.weight
    F32
    [2048]
  • blk.9.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.9.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.9.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.9.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.9.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.9.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.9.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.9.ffn_norm.weight
    F32
    [2048]
  • blk.9.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.9.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.10
  • blk.10.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.10.attn_kv_a_norm.weight
    F32
    [512]
  • blk.10.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.10.attn_norm.weight
    F32
    [2048]
  • blk.10.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.10.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.10.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.10.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.10.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.10.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.10.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.10.ffn_norm.weight
    F32
    [2048]
  • blk.10.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.10.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.11
  • blk.11.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.11.attn_kv_a_norm.weight
    F32
    [512]
  • blk.11.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.11.attn_norm.weight
    F32
    [2048]
  • blk.11.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.11.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.11.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.11.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.11.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.11.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.11.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.11.ffn_norm.weight
    F32
    [2048]
  • blk.11.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.11.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.12
  • blk.12.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.12.attn_kv_a_norm.weight
    F32
    [512]
  • blk.12.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.12.attn_norm.weight
    F32
    [2048]
  • blk.12.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.12.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.12.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.12.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.12.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.12.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.12.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.12.ffn_norm.weight
    F32
    [2048]
  • blk.12.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.12.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.13
  • blk.13.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.13.attn_kv_a_norm.weight
    F32
    [512]
  • blk.13.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.13.attn_norm.weight
    F32
    [2048]
  • blk.13.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.13.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.13.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.13.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.13.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.13.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.13.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.13.ffn_norm.weight
    F32
    [2048]
  • blk.13.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.13.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.14
  • blk.14.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.14.attn_kv_a_norm.weight
    F32
    [512]
  • blk.14.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.14.attn_norm.weight
    F32
    [2048]
  • blk.14.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.14.attn_q.weight
    Q4_0
    [2048, 3072]
  • blk.14.ffn_down_exps.weight
    Q4_0
    [1408, 2048, 64]
  • blk.14.ffn_down_shexp.weight
    Q4_0
    [2816, 2048]
  • blk.14.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.14.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.14.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
  • blk.14.ffn_norm.weight
    F32
    [2048]
  • blk.14.ffn_up_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.14.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.15
  • blk.15.attn_kv_a_mqa.weight
    Q4_0
    [2048, 576]
  • blk.15.attn_kv_a_norm.weight
    F32
    [512]
  • blk.15.attn_kv_b.weight
    Q4_0
    [512, 4096]
  • blk.15.attn_norm.weight
    F32
    [2048]
  • blk.15.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.15.attn_q.weight
    Q4_0
    [2048, 3072]
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    Q4_0
    [1408, 2048, 64]
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    Q4_0
    [2816, 2048]
  • blk.15.ffn_gate_exps.weight
    Q4_0
    [2048, 1408, 64]
  • blk.15.ffn_gate_inp.weight
    F32
    [2048, 64]
  • blk.15.ffn_gate_shexp.weight
    Q4_0
    [2048, 2816]
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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  • blk.17.ffn_norm.weight
    F32
    [2048]
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    Q4_0
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    Q4_0
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    • blk.18
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    • blk.19
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
    [2048, 2048]
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
    [2048, 2816]
  • blk.19.ffn_norm.weight
    F32
    [2048]
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    Q4_0
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    Q4_0
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    • blk.20
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    Q4_0
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
    [2816, 2048]
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    Q4_0
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    F32
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    Q4_0
    [2048, 2816]
  • blk.20.ffn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 1408, 64]
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    Q4_0
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    • blk.21
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    Q4_0
    [2048, 576]
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    F32
    [512]
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
    [2816, 2048]
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    Q4_0
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    F32
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    Q4_0
    [2048, 2816]
  • blk.21.ffn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 1408, 64]
  • blk.21.ffn_up_shexp.weight
    Q4_0
    [2048, 2816]
    • blk.22
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    Q4_0
    [2048, 576]
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    F32
    [512]
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    Q4_0
    [512, 4096]
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    F32
    [2048]
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
    [2048, 2816]
  • blk.22.ffn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 1408, 64]
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    Q4_0
    [2048, 2816]
    • blk.23
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    Q4_0
    [2048, 576]
  • blk.23.attn_kv_a_norm.weight
    F32
    [512]
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    Q4_0
    [512, 4096]
  • blk.23.attn_norm.weight
    F32
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    Q4_0
    [2048, 2048]
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    Q4_0
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    Q4_0
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    Q4_0
    [2816, 2048]
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    Q4_0
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    F32
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    Q4_0
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  • blk.23.ffn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 1408, 64]
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    Q4_0
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    • blk.24
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    Q4_0
    [2048, 576]
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    F32
    [512]
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    Q4_0
    [512, 4096]
  • blk.24.attn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 2048]
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    Q4_0
    [2048, 3072]
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    Q4_0
    [1408, 2048, 64]
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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  • blk.24.ffn_norm.weight
    F32
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    Q4_0
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    Q4_0
    [2048, 2816]
    • blk.25
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    Q4_0
    [2048, 576]
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    F32
    [512]
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    Q4_0
    [512, 4096]
  • blk.25.attn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 2048]
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    Q4_0
    [2048, 3072]
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    Q4_0
    [1408, 2048, 64]
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    Q4_0
    [2816, 2048]
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    Q4_0
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    F32
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    Q4_0
    [2048, 2816]
  • blk.25.ffn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 1408, 64]
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    Q4_0
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    • blk.26
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    Q4_0
    [2048, 576]
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    F32
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
    [2048, 1408, 64]
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    F32
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    Q4_0
    [2048, 2816]
  • blk.26.ffn_norm.weight
    F32
    [2048]
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    Q4_0
    [2048, 1408, 64]
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    Q4_0
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    Q6_K
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    F32
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