qwen2-math

Qwen2 Math is a series of specialized math language models built upon the Qwen2 LLMs, which significantly outperforms the mathematical capabilities of open-source models and even closed-source models (e.g., GPT4o).

1.5b 7b 72b

107.7K 3 months ago

52 Tags
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model
2d977f685c62 · 51GB
    Metadata
  • general.architecture
    qwen2
  • general.basename
    Qwen2-Math
  • general.file_type
    16
  • general.finetune
    Instruct
  • general.languages
    [en]
  • general.license
    other
  • general.license.link
    https://huggingface.co/Qwen/Qwen2-Math-72B-Instruct/blob/main/LICENSE
  • general.license.name
    tongyi-qianwen
  • general.name
    Qwen2 Math 72B Instruct
  • general.quantization_version
    2
  • general.size_label
    72B
  • general.tags
    [chat, text-generation]
  • general.type
    model
  • qwen2.attention.head_count
    64
  • qwen2.attention.head_count_kv
    8
  • qwen2.attention.layer_norm_rms_epsilon
    1e-06
  • qwen2.block_count
    80
  • qwen2.context_length
    4096
  • qwen2.embedding_length
    8192
  • qwen2.feed_forward_length
    29568
  • qwen2.rope.freq_base
    10000
  • tokenizer.ggml.bos_token_id
    151643
  • tokenizer.ggml.eos_token_id
    151645
  • tokenizer.ggml.merges
    [Ġ Ġ, ĠĠ ĠĠ, i n, Ġ t, ĠĠĠĠ ĠĠĠĠ, ...]
  • tokenizer.ggml.model
    gpt2
  • tokenizer.ggml.padding_token_id
    151643
  • tokenizer.ggml.pre
    qwen2
  • tokenizer.ggml.token_type
    [1, 1, 1, 1, 1, ...]
  • tokenizer.ggml.tokens
    [!, ", #, $, %, ...]
    • Tensor
  • Name
    Type
    Shape
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    Q5_K
    [8192, 152064]
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    F32
    [1024]
  • blk.0.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.0.attn_norm.weight
    F32
    [8192]
  • blk.0.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.0.attn_q.bias
    F32
    [8192]
  • blk.0.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.0.attn_v.bias
    F32
    [1024]
  • blk.0.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.0.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.0.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.0.ffn_norm.weight
    F32
    [8192]
  • blk.0.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.1
  • blk.1.attn_k.bias
    F32
    [1024]
  • blk.1.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.1.attn_norm.weight
    F32
    [8192]
  • blk.1.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.1.attn_q.bias
    F32
    [8192]
  • blk.1.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.1.attn_v.bias
    F32
    [1024]
  • blk.1.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.1.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.1.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.1.ffn_norm.weight
    F32
    [8192]
  • blk.1.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.2
  • blk.2.attn_k.bias
    F32
    [1024]
  • blk.2.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.2.attn_norm.weight
    F32
    [8192]
  • blk.2.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.2.attn_q.bias
    F32
    [8192]
  • blk.2.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.2.attn_v.bias
    F32
    [1024]
  • blk.2.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.2.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.2.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.2.ffn_norm.weight
    F32
    [8192]
  • blk.2.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.3
  • blk.3.attn_k.bias
    F32
    [1024]
  • blk.3.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.3.attn_norm.weight
    F32
    [8192]
  • blk.3.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.3.attn_q.bias
    F32
    [8192]
  • blk.3.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.3.attn_v.bias
    F32
    [1024]
  • blk.3.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.3.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.3.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.3.ffn_norm.weight
    F32
    [8192]
  • blk.3.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.4
  • blk.4.attn_k.bias
    F32
    [1024]
  • blk.4.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.4.attn_norm.weight
    F32
    [8192]
  • blk.4.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.4.attn_q.bias
    F32
    [8192]
  • blk.4.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.4.attn_v.bias
    F32
    [1024]
  • blk.4.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.4.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.4.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.4.ffn_norm.weight
    F32
    [8192]
  • blk.4.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.5
  • blk.5.attn_k.bias
    F32
    [1024]
  • blk.5.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.5.attn_norm.weight
    F32
    [8192]
  • blk.5.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.5.attn_q.bias
    F32
    [8192]
  • blk.5.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.5.attn_v.bias
    F32
    [1024]
  • blk.5.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.5.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.5.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.5.ffn_norm.weight
    F32
    [8192]
  • blk.5.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.6
  • blk.6.attn_k.bias
    F32
    [1024]
  • blk.6.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.6.attn_norm.weight
    F32
    [8192]
  • blk.6.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.6.attn_q.bias
    F32
    [8192]
  • blk.6.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.6.attn_v.bias
    F32
    [1024]
  • blk.6.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.6.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.6.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.6.ffn_norm.weight
    F32
    [8192]
  • blk.6.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.7
  • blk.7.attn_k.bias
    F32
    [1024]
  • blk.7.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.7.attn_norm.weight
    F32
    [8192]
  • blk.7.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.7.attn_q.bias
    F32
    [8192]
  • blk.7.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.7.attn_v.bias
    F32
    [1024]
  • blk.7.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.7.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.7.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.7.ffn_norm.weight
    F32
    [8192]
  • blk.7.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.8
  • blk.8.attn_k.bias
    F32
    [1024]
  • blk.8.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.8.attn_norm.weight
    F32
    [8192]
  • blk.8.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.8.attn_q.bias
    F32
    [8192]
  • blk.8.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.8.attn_v.bias
    F32
    [1024]
  • blk.8.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.8.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.8.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.8.ffn_norm.weight
    F32
    [8192]
  • blk.8.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.9
  • blk.9.attn_k.bias
    F32
    [1024]
  • blk.9.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.9.attn_norm.weight
    F32
    [8192]
  • blk.9.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.9.attn_q.bias
    F32
    [8192]
  • blk.9.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.9.attn_v.bias
    F32
    [1024]
  • blk.9.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.9.ffn_down.weight
    Q5_1
    [29568, 8192]
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    Q5_K
    [8192, 29568]
  • blk.9.ffn_norm.weight
    F32
    [8192]
  • blk.9.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.10
  • blk.10.attn_k.bias
    F32
    [1024]
  • blk.10.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.10.attn_norm.weight
    F32
    [8192]
  • blk.10.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.10.attn_q.bias
    F32
    [8192]
  • blk.10.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.10.attn_v.bias
    F32
    [1024]
  • blk.10.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.10.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.10.ffn_gate.weight
    Q5_K
    [8192, 29568]
  • blk.10.ffn_norm.weight
    F32
    [8192]
  • blk.10.ffn_up.weight
    Q5_K
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    • blk.11
  • blk.11.attn_k.bias
    F32
    [1024]
  • blk.11.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.11.attn_norm.weight
    F32
    [8192]
  • blk.11.attn_output.weight
    Q5_K
    [8192, 8192]
  • blk.11.attn_q.bias
    F32
    [8192]
  • blk.11.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.11.attn_v.bias
    F32
    [1024]
  • blk.11.attn_v.weight
    Q5_K
    [8192, 1024]
  • blk.11.ffn_down.weight
    Q5_1
    [29568, 8192]
  • blk.11.ffn_gate.weight
    Q5_K
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  • blk.11.ffn_norm.weight
    F32
    [8192]
  • blk.11.ffn_up.weight
    Q5_K
    [8192, 29568]
    • blk.12
  • blk.12.attn_k.bias
    F32
    [1024]
  • blk.12.attn_k.weight
    Q5_K
    [8192, 1024]
  • blk.12.attn_norm.weight
    F32
    [8192]
  • blk.12.attn_output.weight
    Q5_K
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  • blk.12.attn_q.bias
    F32
    [8192]
  • blk.12.attn_q.weight
    Q5_K
    [8192, 8192]
  • blk.12.attn_v.bias
    F32
    [1024]
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    Q5_K
    [8192, 1024]
  • blk.12.ffn_down.weight
    Q5_1
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  • blk.12.ffn_gate.weight
    Q5_K
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  • blk.12.ffn_norm.weight
    F32
    [8192]
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    Q5_K
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    • blk.13
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    F32
    [1024]
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    Q5_K
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  • blk.13.attn_norm.weight
    F32
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    F32
    [8192]
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    Q5_K
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    F32
    [1024]
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    Q5_K
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    F32
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    Q5_K
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    F32
    [8192]
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    Q5_K
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  • blk.14.attn_v.bias
    F32
    [1024]
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    Q5_K
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    F32
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