lfm3-omni:2b-bf16

4,744 20 minutes ago

a single end-to-end model that understands text, images, video and audio, and answers in text and speech

vision tools audio 2b
... /
projector
92907148363e ยท 950MB
    Metadata
  • general.architecture
    clip
  • general.file_type
    BF16
  • clip.audio.attention.head_count
    8
  • clip.audio.attention.head_count_kv
    4
  • clip.audio.attention.layer_norm_epsilon
    1e-05
  • clip.audio.block_count
    17
  • clip.audio.embedding_length
    768
  • clip.audio.feed_forward_length
    1792
  • clip.audio.num_mel_bins
    128
  • clip.audio.projection_dim
    2048
  • clip.audio.projector_type
    lfm3a
  • clip.audio.window_size
    32
  • clip.gen.audio.attention.head_count
    32
  • clip.gen.audio.attention.head_count_kv
    8
  • clip.gen.audio.attention.layer_norm_epsilon
    1e-05
  • clip.gen.audio.block_count
    3
  • clip.gen.audio.embedding_length
    1024
  • clip.gen.audio.feed_forward_length
    2816
  • clip.gen.audio.projection_dim
    2048
  • clip.gen.audio.projector_type
    lfm3a_gen
  • clip.gen.audio.sampling.penalty_last_n
    64
  • clip.gen.audio.sampling.penalty_repeat
    1.2
  • clip.gen.audio.sampling.temp
    0.4
  • clip.has_audio_encoder
    true
  • clip.has_gen_audio_encoder
    true
  • clip.has_vision_encoder
    true
  • clip.use_silu
    true
  • clip.vision.attention.head_count
    16
  • clip.vision.attention.head_count_kv
    8
  • clip.vision.attention.layer_norm_epsilon
    1e-05
  • clip.vision.block_count
    14
  • clip.vision.embedding_length
    1024
  • clip.vision.feed_forward_length
    2560
  • clip.vision.image_max_pixels
    2097152
  • clip.vision.image_mean
    [0.5, 0.5, 0.5]
  • clip.vision.image_min_pixels
    65536
  • clip.vision.image_resize_algo
    bicubic
  • clip.vision.image_size
    512
  • clip.vision.image_std
    [0.5, 0.5, 0.5]
  • clip.vision.patch_size
    16
  • clip.vision.projection_dim
    2048
  • clip.vision.projector_type
    lfm3vl
  • clip.vision.spatial_merge_size
    2
    • Tensor
    a.blk.0
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    F32
    [3, 768]
  • a.blk.0.conv_pw1.weight
    BF16
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  • a.blk.0.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.0.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.0.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.0.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.0.ln1.weight
    F32
    [768]
  • a.blk.0.ln2.weight
    F32
    [768]
    • a.blk.1
  • a.blk.1.conv_dw.weight
    F32
    [3, 768]
  • a.blk.1.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.1.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.1.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.1.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.1.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.1.ln1.weight
    F32
    [768]
  • a.blk.1.ln2.weight
    F32
    [768]
    • a.blk.2
  • a.blk.2.attn_k.weight
    BF16
    [768, 384]
  • a.blk.2.attn_k_norm.weight
    F32
    [96]
  • a.blk.2.attn_out.weight
    BF16
    [768, 768]
  • a.blk.2.attn_q.weight
    BF16
    [768, 768]
  • a.blk.2.attn_q_norm.weight
    F32
    [96]
  • a.blk.2.attn_v.weight
    BF16
    [768, 384]
  • a.blk.2.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.2.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.2.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.2.ln1.weight
    F32
    [768]
  • a.blk.2.ln2.weight
    F32
    [768]
    • a.blk.3
  • a.blk.3.conv_dw.weight
    F32
    [3, 768]
  • a.blk.3.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.3.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.3.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.3.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.3.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.3.ln1.weight
    F32
    [768]
  • a.blk.3.ln2.weight
    F32
    [768]
    • a.blk.4
  • a.blk.4.conv_dw.weight
    F32
    [3, 768]
  • a.blk.4.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.4.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.4.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.4.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.4.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.4.ln1.weight
    F32
    [768]
  • a.blk.4.ln2.weight
    F32
    [768]
    • a.blk.5
  • a.blk.5.attn_k.weight
    BF16
    [768, 384]
  • a.blk.5.attn_k_norm.weight
    F32
    [96]
  • a.blk.5.attn_out.weight
    BF16
    [768, 768]
  • a.blk.5.attn_q.weight
    BF16
    [768, 768]
  • a.blk.5.attn_q_norm.weight
    F32
    [96]
  • a.blk.5.attn_v.weight
    BF16
    [768, 384]
  • a.blk.5.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.5.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.5.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.5.ln1.weight
    F32
    [768]
  • a.blk.5.ln2.weight
    F32
    [768]
    • a.blk.6
  • a.blk.6.conv_dw.weight
    F32
    [3, 768]
  • a.blk.6.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.6.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.6.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.6.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.6.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.6.ln1.weight
    F32
    [768]
  • a.blk.6.ln2.weight
    F32
    [768]
    • a.blk.7
  • a.blk.7.conv_dw.weight
    F32
    [3, 768]
  • a.blk.7.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.7.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.7.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.7.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.7.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.7.ln1.weight
    F32
    [768]
  • a.blk.7.ln2.weight
    F32
    [768]
    • a.blk.8
  • a.blk.8.attn_k.weight
    BF16
    [768, 384]
  • a.blk.8.attn_k_norm.weight
    F32
    [96]
  • a.blk.8.attn_out.weight
    BF16
    [768, 768]
  • a.blk.8.attn_q.weight
    BF16
    [768, 768]
  • a.blk.8.attn_q_norm.weight
    F32
    [96]
  • a.blk.8.attn_v.weight
    BF16
    [768, 384]
  • a.blk.8.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.8.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.8.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.8.ln1.weight
    F32
    [768]
  • a.blk.8.ln2.weight
    F32
    [768]
    • a.blk.9
  • a.blk.9.conv_dw.weight
    F32
    [3, 768]
  • a.blk.9.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.9.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.9.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.9.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.9.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.9.ln1.weight
    F32
    [768]
  • a.blk.9.ln2.weight
    F32
    [768]
    • a.blk.10
  • a.blk.10.conv_dw.weight
    F32
    [3, 768]
  • a.blk.10.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.10.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.10.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.10.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.10.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.10.ln1.weight
    F32
    [768]
  • a.blk.10.ln2.weight
    F32
    [768]
    • a.blk.11
  • a.blk.11.attn_k.weight
    BF16
    [768, 384]
  • a.blk.11.attn_k_norm.weight
    F32
    [96]
  • a.blk.11.attn_out.weight
    BF16
    [768, 768]
  • a.blk.11.attn_q.weight
    BF16
    [768, 768]
  • a.blk.11.attn_q_norm.weight
    F32
    [96]
  • a.blk.11.attn_v.weight
    BF16
    [768, 384]
  • a.blk.11.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.11.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.11.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.11.ln1.weight
    F32
    [768]
  • a.blk.11.ln2.weight
    F32
    [768]
    • a.blk.12
  • a.blk.12.conv_dw.weight
    F32
    [3, 768]
  • a.blk.12.conv_pw1.weight
    BF16
    [768, 2304]
  • a.blk.12.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.12.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.12.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.12.ffn_up.weight
    BF16
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  • a.blk.12.ln1.weight
    F32
    [768]
  • a.blk.12.ln2.weight
    F32
    [768]
    • a.blk.13
  • a.blk.13.conv_dw.weight
    F32
    [3, 768]
  • a.blk.13.conv_pw1.weight
    BF16
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  • a.blk.13.conv_pw2.weight
    BF16
    [768, 768]
  • a.blk.13.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.13.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.13.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.13.ln1.weight
    F32
    [768]
  • a.blk.13.ln2.weight
    F32
    [768]
    • a.blk.14
  • a.blk.14.attn_k.weight
    BF16
    [768, 384]
  • a.blk.14.attn_k_norm.weight
    F32
    [96]
  • a.blk.14.attn_out.weight
    BF16
    [768, 768]
  • a.blk.14.attn_q.weight
    BF16
    [768, 768]
  • a.blk.14.attn_q_norm.weight
    F32
    [96]
  • a.blk.14.attn_v.weight
    BF16
    [768, 384]
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    BF16
    [1792, 768]
  • a.blk.14.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.14.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.14.ln1.weight
    F32
    [768]
  • a.blk.14.ln2.weight
    F32
    [768]
    • a.blk.15
  • a.blk.15.attn_k.weight
    BF16
    [768, 384]
  • a.blk.15.attn_k_norm.weight
    F32
    [96]
  • a.blk.15.attn_out.weight
    BF16
    [768, 768]
  • a.blk.15.attn_q.weight
    BF16
    [768, 768]
  • a.blk.15.attn_q_norm.weight
    F32
    [96]
  • a.blk.15.attn_v.weight
    BF16
    [768, 384]
  • a.blk.15.ffn_down.weight
    BF16
    [1792, 768]
  • a.blk.15.ffn_gate.weight
    BF16
    [768, 1792]
  • a.blk.15.ffn_up.weight
    BF16
    [768, 1792]
  • a.blk.15.ln1.weight
    F32
    [768]
  • a.blk.15.ln2.weight
    F32
    [768]
    • a.blk.16
  • a.blk.16.attn_k.weight
    BF16
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  • a.blk.16.attn_k_norm.weight
    F32
    [96]
  • a.blk.16.attn_out.weight
    BF16
    [768, 768]
  • a.blk.16.attn_q.weight
    BF16
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  • a.blk.16.attn_q_norm.weight
    F32
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  • a.blk.16.attn_v.weight
    BF16
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    BF16
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  • a.blk.16.ffn_gate.weight
    BF16
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  • a.blk.16.ffn_up.weight
    BF16
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  • a.blk.16.ln1.weight
    F32
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    F32
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    F32
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    F32
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    F32
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    F32
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    F32
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    F32
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    • a.gen.code.blk.0
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    BF16
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    F32
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    BF16
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    BF16
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    BF16
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    BF16
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    F32
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    F32
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    • a.gen.code.blk.1
  • a.gen.code.blk.1.attn_gate.weight
    BF16
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    BF16
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    F32
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    F32
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    • a.gen.code.blk.2
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    F32
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    BF16
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    F32
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    F32
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    F32
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    F32
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    • a.gen.wav.tfm.blk.2
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    F16
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