MiniCPM-V surpasses proprietary models such as GPT-4V, Gemini Pro, Qwen-VL and Claude 3 in overall performance, and support multimodal conversation for over 30 languages.

vision

38.5K 6 months ago

391d11736c3c · 1.0GB
    Metadata
  • clip.has_minicpmv_projector
    true
  • clip.has_text_encoder
    false
  • clip.has_vision_encoder
    true
  • clip.projector_type
    resampler
  • clip.use_gelu
    true
  • clip.vision.attention.head_count
    16
  • clip.vision.attention.layer_norm_epsilon
    1e-06
  • clip.vision.block_count
    26
  • clip.vision.embedding_length
    1152
  • clip.vision.feed_forward_length
    4304
  • clip.vision.image_mean
    [0.5, 0.5, 0.5]
  • clip.vision.image_size
    448
  • clip.vision.image_std
    [0.5, 0.5, 0.5]
  • clip.vision.patch_size
    14
  • clip.vision.projection_dim
    0
  • general.architecture
    clip
  • general.description
    image encoder for MiniCPM-V
  • general.file_type
    1
  • Tensor
  • Name
    Type
    Shape
  • resampler.attn.k.bias
    F32
    [4096]
  • resampler.attn.k.weight
    F16
    [4096, 4096]
  • resampler.attn.out.bias
    F32
    [4096]
  • resampler.attn.out.weight
    F16
    [4096, 4096]
  • resampler.attn.q.bias
    F32
    [4096]
  • resampler.attn.q.weight
    F16
    [4096, 4096]
  • resampler.attn.v.bias
    F32
    [4096]
  • resampler.attn.v.weight
    F16
    [4096, 4096]
  • resampler.kv.weight
    F16
    [1152, 4096]
  • resampler.ln_kv.bias
    F32
    [4096]
  • resampler.ln_kv.weight
    F32
    [4096]
  • resampler.ln_post.bias
    F32
    [4096]
  • resampler.ln_post.weight
    F32
    [4096]
  • resampler.ln_q.bias
    F32
    [4096]
  • resampler.ln_q.weight
    F32
    [4096]
  • resampler.pos_embed_k
    F32
    [4096, 1024]
  • resampler.proj.weight
    F16
    [4096, 4096]
  • resampler.query
    F32
    [4096, 96]
  • v.blk.0
  • v.blk.0.attn_k.bias
    F32
    [1152]
  • v.blk.0.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.0.attn_out.bias
    F32
    [1152]
  • v.blk.0.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.0.attn_q.bias
    F32
    [1152]
  • v.blk.0.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.0.attn_v.bias
    F32
    [1152]
  • v.blk.0.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.0.ffn_down.bias
    F32
    [4304]
  • v.blk.0.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.0.ffn_up.bias
    F32
    [1152]
  • v.blk.0.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.0.ln1.bias
    F32
    [1152]
  • v.blk.0.ln1.weight
    F32
    [1152]
  • v.blk.0.ln2.bias
    F32
    [1152]
  • v.blk.0.ln2.weight
    F32
    [1152]
  • v.blk.1
  • v.blk.1.attn_k.bias
    F32
    [1152]
  • v.blk.1.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.1.attn_out.bias
    F32
    [1152]
  • v.blk.1.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.1.attn_q.bias
    F32
    [1152]
  • v.blk.1.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.1.attn_v.bias
    F32
    [1152]
  • v.blk.1.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.1.ffn_down.bias
    F32
    [4304]
  • v.blk.1.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.1.ffn_up.bias
    F32
    [1152]
  • v.blk.1.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.1.ln1.bias
    F32
    [1152]
  • v.blk.1.ln1.weight
    F32
    [1152]
  • v.blk.1.ln2.bias
    F32
    [1152]
  • v.blk.1.ln2.weight
    F32
    [1152]
  • v.blk.2
  • v.blk.2.attn_k.bias
    F32
    [1152]
  • v.blk.2.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.2.attn_out.bias
    F32
    [1152]
  • v.blk.2.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.2.attn_q.bias
    F32
    [1152]
  • v.blk.2.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.2.attn_v.bias
    F32
    [1152]
  • v.blk.2.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.2.ffn_down.bias
    F32
    [4304]
  • v.blk.2.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.2.ffn_up.bias
    F32
    [1152]
  • v.blk.2.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.2.ln1.bias
    F32
    [1152]
  • v.blk.2.ln1.weight
    F32
    [1152]
  • v.blk.2.ln2.bias
    F32
    [1152]
  • v.blk.2.ln2.weight
    F32
    [1152]
  • v.blk.3
  • v.blk.3.attn_k.bias
    F32
    [1152]
  • v.blk.3.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.3.attn_out.bias
    F32
    [1152]
  • v.blk.3.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.3.attn_q.bias
    F32
    [1152]
  • v.blk.3.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.3.attn_v.bias
    F32
    [1152]
  • v.blk.3.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.3.ffn_down.bias
    F32
    [4304]
  • v.blk.3.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.3.ffn_up.bias
    F32
    [1152]
  • v.blk.3.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.3.ln1.bias
    F32
    [1152]
  • v.blk.3.ln1.weight
    F32
    [1152]
  • v.blk.3.ln2.bias
    F32
    [1152]
  • v.blk.3.ln2.weight
    F32
    [1152]
  • v.blk.4
  • v.blk.4.attn_k.bias
    F32
    [1152]
  • v.blk.4.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.4.attn_out.bias
    F32
    [1152]
  • v.blk.4.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.4.attn_q.bias
    F32
    [1152]
  • v.blk.4.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.4.attn_v.bias
    F32
    [1152]
  • v.blk.4.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.4.ffn_down.bias
    F32
    [4304]
  • v.blk.4.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.4.ffn_up.bias
    F32
    [1152]
  • v.blk.4.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.4.ln1.bias
    F32
    [1152]
  • v.blk.4.ln1.weight
    F32
    [1152]
  • v.blk.4.ln2.bias
    F32
    [1152]
  • v.blk.4.ln2.weight
    F32
    [1152]
  • v.blk.5
  • v.blk.5.attn_k.bias
    F32
    [1152]
  • v.blk.5.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.5.attn_out.bias
    F32
    [1152]
  • v.blk.5.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.5.attn_q.bias
    F32
    [1152]
  • v.blk.5.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.5.attn_v.bias
    F32
    [1152]
  • v.blk.5.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.5.ffn_down.bias
    F32
    [4304]
  • v.blk.5.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.5.ffn_up.bias
    F32
    [1152]
  • v.blk.5.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.5.ln1.bias
    F32
    [1152]
  • v.blk.5.ln1.weight
    F32
    [1152]
  • v.blk.5.ln2.bias
    F32
    [1152]
  • v.blk.5.ln2.weight
    F32
    [1152]
  • v.blk.6
  • v.blk.6.attn_k.bias
    F32
    [1152]
  • v.blk.6.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.6.attn_out.bias
    F32
    [1152]
  • v.blk.6.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.6.attn_q.bias
    F32
    [1152]
  • v.blk.6.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.6.attn_v.bias
    F32
    [1152]
  • v.blk.6.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.6.ffn_down.bias
    F32
    [4304]
  • v.blk.6.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.6.ffn_up.bias
    F32
    [1152]
  • v.blk.6.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.6.ln1.bias
    F32
    [1152]
  • v.blk.6.ln1.weight
    F32
    [1152]
  • v.blk.6.ln2.bias
    F32
    [1152]
  • v.blk.6.ln2.weight
    F32
    [1152]
  • v.blk.7
  • v.blk.7.attn_k.bias
    F32
    [1152]
  • v.blk.7.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.7.attn_out.bias
    F32
    [1152]
  • v.blk.7.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.7.attn_q.bias
    F32
    [1152]
  • v.blk.7.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.7.attn_v.bias
    F32
    [1152]
  • v.blk.7.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.7.ffn_down.bias
    F32
    [4304]
  • v.blk.7.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.7.ffn_up.bias
    F32
    [1152]
  • v.blk.7.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.7.ln1.bias
    F32
    [1152]
  • v.blk.7.ln1.weight
    F32
    [1152]
  • v.blk.7.ln2.bias
    F32
    [1152]
  • v.blk.7.ln2.weight
    F32
    [1152]
  • v.blk.8
  • v.blk.8.attn_k.bias
    F32
    [1152]
  • v.blk.8.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.8.attn_out.bias
    F32
    [1152]
  • v.blk.8.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.8.attn_q.bias
    F32
    [1152]
  • v.blk.8.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.8.attn_v.bias
    F32
    [1152]
  • v.blk.8.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.8.ffn_down.bias
    F32
    [4304]
  • v.blk.8.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.8.ffn_up.bias
    F32
    [1152]
  • v.blk.8.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.8.ln1.bias
    F32
    [1152]
  • v.blk.8.ln1.weight
    F32
    [1152]
  • v.blk.8.ln2.bias
    F32
    [1152]
  • v.blk.8.ln2.weight
    F32
    [1152]
  • v.blk.9
  • v.blk.9.attn_k.bias
    F32
    [1152]
  • v.blk.9.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.9.attn_out.bias
    F32
    [1152]
  • v.blk.9.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.9.attn_q.bias
    F32
    [1152]
  • v.blk.9.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.9.attn_v.bias
    F32
    [1152]
  • v.blk.9.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.9.ffn_down.bias
    F32
    [4304]
  • v.blk.9.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.9.ffn_up.bias
    F32
    [1152]
  • v.blk.9.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.9.ln1.bias
    F32
    [1152]
  • v.blk.9.ln1.weight
    F32
    [1152]
  • v.blk.9.ln2.bias
    F32
    [1152]
  • v.blk.9.ln2.weight
    F32
    [1152]
  • v.blk.10
  • v.blk.10.attn_k.bias
    F32
    [1152]
  • v.blk.10.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.10.attn_out.bias
    F32
    [1152]
  • v.blk.10.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.10.attn_q.bias
    F32
    [1152]
  • v.blk.10.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.10.attn_v.bias
    F32
    [1152]
  • v.blk.10.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.10.ffn_down.bias
    F32
    [4304]
  • v.blk.10.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.10.ffn_up.bias
    F32
    [1152]
  • v.blk.10.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.10.ln1.bias
    F32
    [1152]
  • v.blk.10.ln1.weight
    F32
    [1152]
  • v.blk.10.ln2.bias
    F32
    [1152]
  • v.blk.10.ln2.weight
    F32
    [1152]
  • v.blk.11
  • v.blk.11.attn_k.bias
    F32
    [1152]
  • v.blk.11.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.11.attn_out.bias
    F32
    [1152]
  • v.blk.11.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.11.attn_q.bias
    F32
    [1152]
  • v.blk.11.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.11.attn_v.bias
    F32
    [1152]
  • v.blk.11.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.11.ffn_down.bias
    F32
    [4304]
  • v.blk.11.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.11.ffn_up.bias
    F32
    [1152]
  • v.blk.11.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.11.ln1.bias
    F32
    [1152]
  • v.blk.11.ln1.weight
    F32
    [1152]
  • v.blk.11.ln2.bias
    F32
    [1152]
  • v.blk.11.ln2.weight
    F32
    [1152]
  • v.blk.12
  • v.blk.12.attn_k.bias
    F32
    [1152]
  • v.blk.12.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.12.attn_out.bias
    F32
    [1152]
  • v.blk.12.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.12.attn_q.bias
    F32
    [1152]
  • v.blk.12.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.12.attn_v.bias
    F32
    [1152]
  • v.blk.12.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.12.ffn_down.bias
    F32
    [4304]
  • v.blk.12.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.12.ffn_up.bias
    F32
    [1152]
  • v.blk.12.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.12.ln1.bias
    F32
    [1152]
  • v.blk.12.ln1.weight
    F32
    [1152]
  • v.blk.12.ln2.bias
    F32
    [1152]
  • v.blk.12.ln2.weight
    F32
    [1152]
  • v.blk.13
  • v.blk.13.attn_k.bias
    F32
    [1152]
  • v.blk.13.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.13.attn_out.bias
    F32
    [1152]
  • v.blk.13.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.13.attn_q.bias
    F32
    [1152]
  • v.blk.13.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.13.attn_v.bias
    F32
    [1152]
  • v.blk.13.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.13.ffn_down.bias
    F32
    [4304]
  • v.blk.13.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.13.ffn_up.bias
    F32
    [1152]
  • v.blk.13.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.13.ln1.bias
    F32
    [1152]
  • v.blk.13.ln1.weight
    F32
    [1152]
  • v.blk.13.ln2.bias
    F32
    [1152]
  • v.blk.13.ln2.weight
    F32
    [1152]
  • v.blk.14
  • v.blk.14.attn_k.bias
    F32
    [1152]
  • v.blk.14.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.14.attn_out.bias
    F32
    [1152]
  • v.blk.14.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.14.attn_q.bias
    F32
    [1152]
  • v.blk.14.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.14.attn_v.bias
    F32
    [1152]
  • v.blk.14.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.14.ffn_down.bias
    F32
    [4304]
  • v.blk.14.ffn_down.weight
    F16
    [1152, 4304]
  • v.blk.14.ffn_up.bias
    F32
    [1152]
  • v.blk.14.ffn_up.weight
    F16
    [4304, 1152]
  • v.blk.14.ln1.bias
    F32
    [1152]
  • v.blk.14.ln1.weight
    F32
    [1152]
  • v.blk.14.ln2.bias
    F32
    [1152]
  • v.blk.14.ln2.weight
    F32
    [1152]
  • v.blk.15
  • v.blk.15.attn_k.bias
    F32
    [1152]
  • v.blk.15.attn_k.weight
    F16
    [1152, 1152]
  • v.blk.15.attn_out.bias
    F32
    [1152]
  • v.blk.15.attn_out.weight
    F16
    [1152, 1152]
  • v.blk.15.attn_q.bias
    F32
    [1152]
  • v.blk.15.attn_q.weight
    F16
    [1152, 1152]
  • v.blk.15.attn_v.bias
    F32
    [1152]
  • v.blk.15.attn_v.weight
    F16
    [1152, 1152]
  • v.blk.15.ffn_down.bias
    F32
    [4304]
  • v.blk.15.ffn_down.weight
    F16
    [1152, 4304]
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