phi

Phi-2: a 2.7B language model by Microsoft Research that demonstrates outstanding reasoning and language understanding capabilities.

2.7b

397.2K 10 months ago

18 Tags
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model
04778965089b · 1.6GB
    Metadata
  • general.architecture
    phi2
  • general.file_type
    2
  • general.name
    Phi2
  • general.quantization_version
    2
  • phi2.attention.head_count
    32
  • phi2.attention.head_count_kv
    32
  • phi2.attention.layer_norm_epsilon
    1e-05
  • phi2.block_count
    32
  • phi2.context_length
    2048
  • phi2.embedding_length
    2560
  • phi2.feed_forward_length
    10240
  • phi2.rope.dimension_count
    32
  • tokenizer.ggml.add_bos_token
    false
  • tokenizer.ggml.bos_token_id
    50256
  • tokenizer.ggml.eos_token_id
    50256
  • tokenizer.ggml.merges
    [Ġ t, Ġ a, h e, i n, r e, ...]
  • tokenizer.ggml.model
    gpt2
  • tokenizer.ggml.token_type
    [1, 1, 1, 1, 1, ...]
  • tokenizer.ggml.tokens
    [!, ", #, $, %, ...]
  • tokenizer.ggml.unknown_token_id
    50256
    • Tensor
  • Name
    Type
    Shape
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    Q4_0
    [2560, 51200]
    • blk.0
  • blk.0.attn_norm.bias
    F32
    [2560]
  • blk.0.attn_norm.weight
    F32
    [2560]
  • blk.0.attn_output.bias
    F32
    [2560]
  • blk.0.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.0.attn_qkv.bias
    F32
    [7680]
  • blk.0.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.0.ffn_down.bias
    F32
    [2560]
  • blk.0.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.0.ffn_up.bias
    F32
    [10240]
  • blk.0.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.1
  • blk.1.attn_norm.bias
    F32
    [2560]
  • blk.1.attn_norm.weight
    F32
    [2560]
  • blk.1.attn_output.bias
    F32
    [2560]
  • blk.1.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.1.attn_qkv.bias
    F32
    [7680]
  • blk.1.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.1.ffn_down.bias
    F32
    [2560]
  • blk.1.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.1.ffn_up.bias
    F32
    [10240]
  • blk.1.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.2
  • blk.2.attn_norm.bias
    F32
    [2560]
  • blk.2.attn_norm.weight
    F32
    [2560]
  • blk.2.attn_output.bias
    F32
    [2560]
  • blk.2.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.2.attn_qkv.bias
    F32
    [7680]
  • blk.2.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.2.ffn_down.bias
    F32
    [2560]
  • blk.2.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.2.ffn_up.bias
    F32
    [10240]
  • blk.2.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.3
  • blk.3.attn_norm.bias
    F32
    [2560]
  • blk.3.attn_norm.weight
    F32
    [2560]
  • blk.3.attn_output.bias
    F32
    [2560]
  • blk.3.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.3.attn_qkv.bias
    F32
    [7680]
  • blk.3.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.3.ffn_down.bias
    F32
    [2560]
  • blk.3.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.3.ffn_up.bias
    F32
    [10240]
  • blk.3.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.4
  • blk.4.attn_norm.bias
    F32
    [2560]
  • blk.4.attn_norm.weight
    F32
    [2560]
  • blk.4.attn_output.bias
    F32
    [2560]
  • blk.4.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.4.attn_qkv.bias
    F32
    [7680]
  • blk.4.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.4.ffn_down.bias
    F32
    [2560]
  • blk.4.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.4.ffn_up.bias
    F32
    [10240]
  • blk.4.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.5
  • blk.5.attn_norm.bias
    F32
    [2560]
  • blk.5.attn_norm.weight
    F32
    [2560]
  • blk.5.attn_output.bias
    F32
    [2560]
  • blk.5.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.5.attn_qkv.bias
    F32
    [7680]
  • blk.5.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.5.ffn_down.bias
    F32
    [2560]
  • blk.5.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.5.ffn_up.bias
    F32
    [10240]
  • blk.5.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.6
  • blk.6.attn_norm.bias
    F32
    [2560]
  • blk.6.attn_norm.weight
    F32
    [2560]
  • blk.6.attn_output.bias
    F32
    [2560]
  • blk.6.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.6.attn_qkv.bias
    F32
    [7680]
  • blk.6.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.6.ffn_down.bias
    F32
    [2560]
  • blk.6.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.6.ffn_up.bias
    F32
    [10240]
  • blk.6.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.7
  • blk.7.attn_norm.bias
    F32
    [2560]
  • blk.7.attn_norm.weight
    F32
    [2560]
  • blk.7.attn_output.bias
    F32
    [2560]
  • blk.7.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.7.attn_qkv.bias
    F32
    [7680]
  • blk.7.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.7.ffn_down.bias
    F32
    [2560]
  • blk.7.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.7.ffn_up.bias
    F32
    [10240]
  • blk.7.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.8
  • blk.8.attn_norm.bias
    F32
    [2560]
  • blk.8.attn_norm.weight
    F32
    [2560]
  • blk.8.attn_output.bias
    F32
    [2560]
  • blk.8.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.8.attn_qkv.bias
    F32
    [7680]
  • blk.8.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.8.ffn_down.bias
    F32
    [2560]
  • blk.8.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.8.ffn_up.bias
    F32
    [10240]
  • blk.8.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.9
  • blk.9.attn_norm.bias
    F32
    [2560]
  • blk.9.attn_norm.weight
    F32
    [2560]
  • blk.9.attn_output.bias
    F32
    [2560]
  • blk.9.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.9.attn_qkv.bias
    F32
    [7680]
  • blk.9.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.9.ffn_down.bias
    F32
    [2560]
  • blk.9.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.9.ffn_up.bias
    F32
    [10240]
  • blk.9.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.10
  • blk.10.attn_norm.bias
    F32
    [2560]
  • blk.10.attn_norm.weight
    F32
    [2560]
  • blk.10.attn_output.bias
    F32
    [2560]
  • blk.10.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.10.attn_qkv.bias
    F32
    [7680]
  • blk.10.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.10.ffn_down.bias
    F32
    [2560]
  • blk.10.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.10.ffn_up.bias
    F32
    [10240]
  • blk.10.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.11
  • blk.11.attn_norm.bias
    F32
    [2560]
  • blk.11.attn_norm.weight
    F32
    [2560]
  • blk.11.attn_output.bias
    F32
    [2560]
  • blk.11.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.11.attn_qkv.bias
    F32
    [7680]
  • blk.11.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.11.ffn_down.bias
    F32
    [2560]
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    Q4_0
    [10240, 2560]
  • blk.11.ffn_up.bias
    F32
    [10240]
  • blk.11.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.12
  • blk.12.attn_norm.bias
    F32
    [2560]
  • blk.12.attn_norm.weight
    F32
    [2560]
  • blk.12.attn_output.bias
    F32
    [2560]
  • blk.12.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.12.attn_qkv.bias
    F32
    [7680]
  • blk.12.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.12.ffn_down.bias
    F32
    [2560]
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    Q4_0
    [10240, 2560]
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    F32
    [10240]
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    Q4_0
    [2560, 10240]
    • blk.13
  • blk.13.attn_norm.bias
    F32
    [2560]
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    F32
    [2560]
  • blk.13.attn_output.bias
    F32
    [2560]
  • blk.13.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.13.attn_qkv.bias
    F32
    [7680]
  • blk.13.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.13.ffn_down.bias
    F32
    [2560]
  • blk.13.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.13.ffn_up.bias
    F32
    [10240]
  • blk.13.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.14
  • blk.14.attn_norm.bias
    F32
    [2560]
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    F32
    [2560]
  • blk.14.attn_output.bias
    F32
    [2560]
  • blk.14.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.14.attn_qkv.bias
    F32
    [7680]
  • blk.14.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.14.ffn_down.bias
    F32
    [2560]
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    Q4_0
    [10240, 2560]
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    F32
    [10240]
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    Q4_0
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    F32
    [2560]
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    F32
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    F32
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    Q4_0
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    F32
    [7680]
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    Q4_0
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    F32
    [2560]
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    Q4_0
    [10240, 2560]
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    F32
    [10240]
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    Q4_0
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  • blk.16.attn_norm.bias
    F32
    [2560]
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    F32
    [2560]
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    F32
    [2560]
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    Q4_0
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    F32
    [7680]
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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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    F32
    [2560]
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    F32
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    F32
    [2560]
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    Q4_0
    [2560, 2560]
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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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    F32
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    Q4_0
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    F32
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    F32
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    F32
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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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    Q4_0
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    F32
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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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    Q4_0
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    F32
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    F32
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    Q4_0
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    Q4_0
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    F32
    [2560]
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    Q4_0
    [10240, 2560]
  • blk.25.ffn_up.bias
    F32
    [10240]
  • blk.25.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.26
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    F32
    [2560]
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    F32
    [2560]
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    F32
    [2560]
  • blk.26.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.26.attn_qkv.bias
    F32
    [7680]
  • blk.26.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.26.ffn_down.bias
    F32
    [2560]
  • blk.26.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.26.ffn_up.bias
    F32
    [10240]
  • blk.26.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.27
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    F32
    [2560]
  • blk.27.attn_norm.weight
    F32
    [2560]
  • blk.27.attn_output.bias
    F32
    [2560]
  • blk.27.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.27.attn_qkv.bias
    F32
    [7680]
  • blk.27.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.27.ffn_down.bias
    F32
    [2560]
  • blk.27.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.27.ffn_up.bias
    F32
    [10240]
  • blk.27.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.28
  • blk.28.attn_norm.bias
    F32
    [2560]
  • blk.28.attn_norm.weight
    F32
    [2560]
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    F32
    [2560]
  • blk.28.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.28.attn_qkv.bias
    F32
    [7680]
  • blk.28.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.28.ffn_down.bias
    F32
    [2560]
  • blk.28.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.28.ffn_up.bias
    F32
    [10240]
  • blk.28.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.29
  • blk.29.attn_norm.bias
    F32
    [2560]
  • blk.29.attn_norm.weight
    F32
    [2560]
  • blk.29.attn_output.bias
    F32
    [2560]
  • blk.29.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.29.attn_qkv.bias
    F32
    [7680]
  • blk.29.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.29.ffn_down.bias
    F32
    [2560]
  • blk.29.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.29.ffn_up.bias
    F32
    [10240]
  • blk.29.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.30
  • blk.30.attn_norm.bias
    F32
    [2560]
  • blk.30.attn_norm.weight
    F32
    [2560]
  • blk.30.attn_output.bias
    F32
    [2560]
  • blk.30.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.30.attn_qkv.bias
    F32
    [7680]
  • blk.30.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.30.ffn_down.bias
    F32
    [2560]
  • blk.30.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.30.ffn_up.bias
    F32
    [10240]
  • blk.30.ffn_up.weight
    Q4_0
    [2560, 10240]
    • blk.31
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    F32
    [2560]
  • blk.31.attn_norm.weight
    F32
    [2560]
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    F32
    [2560]
  • blk.31.attn_output.weight
    Q4_0
    [2560, 2560]
  • blk.31.attn_qkv.bias
    F32
    [7680]
  • blk.31.attn_qkv.weight
    Q4_0
    [2560, 7680]
  • blk.31.ffn_down.bias
    F32
    [2560]
  • blk.31.ffn_down.weight
    Q4_0
    [10240, 2560]
  • blk.31.ffn_up.bias
    F32
    [10240]
  • blk.31.ffn_up.weight
    Q4_0
    [2560, 10240]
  • output.bias
    F32
    [51200]
  • output.weight
    Q6_K
    [2560, 51200]
  • output_norm.bias
    F32
    [2560]
  • output_norm.weight
    F32
    [2560]