granite-embedding

The IBM Granite Embedding 30M and 278M models models are text-only dense biencoder embedding models, with 30M available in English only and 278M serving multilingual use cases.

embedding 30m 278m

1,173 5 days ago

6 Tags
... /
model
a658c903bf83 · 563MB
    Metadata
  • bert.attention.causal
    false
  • bert.attention.head_count
    12
  • bert.attention.layer_norm_epsilon
    1e-05
  • bert.block_count
    12
  • bert.context_length
    512
  • bert.embedding_length
    768
  • bert.feed_forward_length
    3072
  • bert.pooling_type
    2
  • general.architecture
    bert
  • general.basename
    granite-embedding
  • general.file_type
    1
  • general.finetune
    multilingual
  • general.languages
    [en, ar, cs, de, es, ...]
  • general.license
    apache-2.0
  • general.name
    Granite Embedding 278m Multilingual
  • general.quantization_version
    2
  • general.size_label
    278M
  • general.tags
    [language, granite, embeddings, multilingual, sentence-similarity]
  • general.type
    model
  • tokenizer.ggml.add_bos_token
    true
  • tokenizer.ggml.add_eos_token
    true
  • tokenizer.ggml.add_space_prefix
    true
  • tokenizer.ggml.bos_token_id
    0
  • tokenizer.ggml.cls_token_id
    0
  • tokenizer.ggml.eos_token_id
    2
  • tokenizer.ggml.mask_token_id
    250001
  • tokenizer.ggml.model
    t5
  • tokenizer.ggml.padding_token_id
    1
  • tokenizer.ggml.pre
    default
  • tokenizer.ggml.precompiled_charsmap
    [0, 180, 2, 0, 0, ...]
  • tokenizer.ggml.remove_extra_whitespaces
    true
  • tokenizer.ggml.scores
    [0, 0, 0, 0, -3.4635427, ...]
  • tokenizer.ggml.seperator_token_id
    2
  • tokenizer.ggml.token_type
    [3, 3, 3, 2, 1, ...]
  • tokenizer.ggml.token_type_count
    1
  • tokenizer.ggml.tokens
    [<s>, <pad>, </s>, <unk>, ,, ...]
  • tokenizer.ggml.unknown_token_id
    3
    • Tensor
  • Name
    Type
    Shape
  • token_embd.weight
    F16
    [768, 250002]
    • blk.0
  • blk.0.attn_k.bias
    F32
    [768]
  • blk.0.attn_k.weight
    F16
    [768, 768]
  • blk.0.attn_output.bias
    F32
    [768]
  • blk.0.attn_output.weight
    F16
    [768, 768]
  • blk.0.attn_output_norm.bias
    F32
    [768]
  • blk.0.attn_output_norm.weight
    F32
    [768]
  • blk.0.attn_q.bias
    F32
    [768]
  • blk.0.attn_q.weight
    F16
    [768, 768]
  • blk.0.attn_v.bias
    F32
    [768]
  • blk.0.attn_v.weight
    F16
    [768, 768]
  • blk.0.ffn_down.bias
    F32
    [768]
  • blk.0.ffn_down.weight
    F16
    [3072, 768]
  • blk.0.ffn_up.bias
    F32
    [3072]
  • blk.0.ffn_up.weight
    F16
    [768, 3072]
  • blk.0.layer_output_norm.bias
    F32
    [768]
  • blk.0.layer_output_norm.weight
    F32
    [768]
    • blk.1
  • blk.1.attn_k.bias
    F32
    [768]
  • blk.1.attn_k.weight
    F16
    [768, 768]
  • blk.1.attn_output.bias
    F32
    [768]
  • blk.1.attn_output.weight
    F16
    [768, 768]
  • blk.1.attn_output_norm.bias
    F32
    [768]
  • blk.1.attn_output_norm.weight
    F32
    [768]
  • blk.1.attn_q.bias
    F32
    [768]
  • blk.1.attn_q.weight
    F16
    [768, 768]
  • blk.1.attn_v.bias
    F32
    [768]
  • blk.1.attn_v.weight
    F16
    [768, 768]
  • blk.1.ffn_down.bias
    F32
    [768]
  • blk.1.ffn_down.weight
    F16
    [3072, 768]
  • blk.1.ffn_up.bias
    F32
    [3072]
  • blk.1.ffn_up.weight
    F16
    [768, 3072]
  • blk.1.layer_output_norm.bias
    F32
    [768]
  • blk.1.layer_output_norm.weight
    F32
    [768]
    • blk.2
  • blk.2.attn_k.bias
    F32
    [768]
  • blk.2.attn_k.weight
    F16
    [768, 768]
  • blk.2.attn_output.bias
    F32
    [768]
  • blk.2.attn_output.weight
    F16
    [768, 768]
  • blk.2.attn_output_norm.bias
    F32
    [768]
  • blk.2.attn_output_norm.weight
    F32
    [768]
  • blk.2.attn_q.bias
    F32
    [768]
  • blk.2.attn_q.weight
    F16
    [768, 768]
  • blk.2.attn_v.bias
    F32
    [768]
  • blk.2.attn_v.weight
    F16
    [768, 768]
  • blk.2.ffn_down.bias
    F32
    [768]
  • blk.2.ffn_down.weight
    F16
    [3072, 768]
  • blk.2.ffn_up.bias
    F32
    [3072]
  • blk.2.ffn_up.weight
    F16
    [768, 3072]
  • blk.2.layer_output_norm.bias
    F32
    [768]
  • blk.2.layer_output_norm.weight
    F32
    [768]
    • blk.3
  • blk.3.attn_k.bias
    F32
    [768]
  • blk.3.attn_k.weight
    F16
    [768, 768]
  • blk.3.attn_output.bias
    F32
    [768]
  • blk.3.attn_output.weight
    F16
    [768, 768]
  • blk.3.attn_output_norm.bias
    F32
    [768]
  • blk.3.attn_output_norm.weight
    F32
    [768]
  • blk.3.attn_q.bias
    F32
    [768]
  • blk.3.attn_q.weight
    F16
    [768, 768]
  • blk.3.attn_v.bias
    F32
    [768]
  • blk.3.attn_v.weight
    F16
    [768, 768]
  • blk.3.ffn_down.bias
    F32
    [768]
  • blk.3.ffn_down.weight
    F16
    [3072, 768]
  • blk.3.ffn_up.bias
    F32
    [3072]
  • blk.3.ffn_up.weight
    F16
    [768, 3072]
  • blk.3.layer_output_norm.bias
    F32
    [768]
  • blk.3.layer_output_norm.weight
    F32
    [768]
    • blk.4
  • blk.4.attn_k.bias
    F32
    [768]
  • blk.4.attn_k.weight
    F16
    [768, 768]
  • blk.4.attn_output.bias
    F32
    [768]
  • blk.4.attn_output.weight
    F16
    [768, 768]
  • blk.4.attn_output_norm.bias
    F32
    [768]
  • blk.4.attn_output_norm.weight
    F32
    [768]
  • blk.4.attn_q.bias
    F32
    [768]
  • blk.4.attn_q.weight
    F16
    [768, 768]
  • blk.4.attn_v.bias
    F32
    [768]
  • blk.4.attn_v.weight
    F16
    [768, 768]
  • blk.4.ffn_down.bias
    F32
    [768]
  • blk.4.ffn_down.weight
    F16
    [3072, 768]
  • blk.4.ffn_up.bias
    F32
    [3072]
  • blk.4.ffn_up.weight
    F16
    [768, 3072]
  • blk.4.layer_output_norm.bias
    F32
    [768]
  • blk.4.layer_output_norm.weight
    F32
    [768]
    • blk.5
  • blk.5.attn_k.bias
    F32
    [768]
  • blk.5.attn_k.weight
    F16
    [768, 768]
  • blk.5.attn_output.bias
    F32
    [768]
  • blk.5.attn_output.weight
    F16
    [768, 768]
  • blk.5.attn_output_norm.bias
    F32
    [768]
  • blk.5.attn_output_norm.weight
    F32
    [768]
  • blk.5.attn_q.bias
    F32
    [768]
  • blk.5.attn_q.weight
    F16
    [768, 768]
  • blk.5.attn_v.bias
    F32
    [768]
  • blk.5.attn_v.weight
    F16
    [768, 768]
  • blk.5.ffn_down.bias
    F32
    [768]
  • blk.5.ffn_down.weight
    F16
    [3072, 768]
  • blk.5.ffn_up.bias
    F32
    [3072]
  • blk.5.ffn_up.weight
    F16
    [768, 3072]
  • blk.5.layer_output_norm.bias
    F32
    [768]
  • blk.5.layer_output_norm.weight
    F32
    [768]
    • blk.6
  • blk.6.attn_k.bias
    F32
    [768]
  • blk.6.attn_k.weight
    F16
    [768, 768]
  • blk.6.attn_output.bias
    F32
    [768]
  • blk.6.attn_output.weight
    F16
    [768, 768]
  • blk.6.attn_output_norm.bias
    F32
    [768]
  • blk.6.attn_output_norm.weight
    F32
    [768]
  • blk.6.attn_q.bias
    F32
    [768]
  • blk.6.attn_q.weight
    F16
    [768, 768]
  • blk.6.attn_v.bias
    F32
    [768]
  • blk.6.attn_v.weight
    F16
    [768, 768]
  • blk.6.ffn_down.bias
    F32
    [768]
  • blk.6.ffn_down.weight
    F16
    [3072, 768]
  • blk.6.ffn_up.bias
    F32
    [3072]
  • blk.6.ffn_up.weight
    F16
    [768, 3072]
  • blk.6.layer_output_norm.bias
    F32
    [768]
  • blk.6.layer_output_norm.weight
    F32
    [768]
    • blk.7
  • blk.7.attn_k.bias
    F32
    [768]
  • blk.7.attn_k.weight
    F16
    [768, 768]
  • blk.7.attn_output.bias
    F32
    [768]
  • blk.7.attn_output.weight
    F16
    [768, 768]
  • blk.7.attn_output_norm.bias
    F32
    [768]
  • blk.7.attn_output_norm.weight
    F32
    [768]
  • blk.7.attn_q.bias
    F32
    [768]
  • blk.7.attn_q.weight
    F16
    [768, 768]
  • blk.7.attn_v.bias
    F32
    [768]
  • blk.7.attn_v.weight
    F16
    [768, 768]
  • blk.7.ffn_down.bias
    F32
    [768]
  • blk.7.ffn_down.weight
    F16
    [3072, 768]
  • blk.7.ffn_up.bias
    F32
    [3072]
  • blk.7.ffn_up.weight
    F16
    [768, 3072]
  • blk.7.layer_output_norm.bias
    F32
    [768]
  • blk.7.layer_output_norm.weight
    F32
    [768]
    • blk.8
  • blk.8.attn_k.bias
    F32
    [768]
  • blk.8.attn_k.weight
    F16
    [768, 768]
  • blk.8.attn_output.bias
    F32
    [768]
  • blk.8.attn_output.weight
    F16
    [768, 768]
  • blk.8.attn_output_norm.bias
    F32
    [768]
  • blk.8.attn_output_norm.weight
    F32
    [768]
  • blk.8.attn_q.bias
    F32
    [768]
  • blk.8.attn_q.weight
    F16
    [768, 768]
  • blk.8.attn_v.bias
    F32
    [768]
  • blk.8.attn_v.weight
    F16
    [768, 768]
  • blk.8.ffn_down.bias
    F32
    [768]
  • blk.8.ffn_down.weight
    F16
    [3072, 768]
  • blk.8.ffn_up.bias
    F32
    [3072]
  • blk.8.ffn_up.weight
    F16
    [768, 3072]
  • blk.8.layer_output_norm.bias
    F32
    [768]
  • blk.8.layer_output_norm.weight
    F32
    [768]
    • blk.9
  • blk.9.attn_k.bias
    F32
    [768]
  • blk.9.attn_k.weight
    F16
    [768, 768]
  • blk.9.attn_output.bias
    F32
    [768]
  • blk.9.attn_output.weight
    F16
    [768, 768]
  • blk.9.attn_output_norm.bias
    F32
    [768]
  • blk.9.attn_output_norm.weight
    F32
    [768]
  • blk.9.attn_q.bias
    F32
    [768]
  • blk.9.attn_q.weight
    F16
    [768, 768]
  • blk.9.attn_v.bias
    F32
    [768]
  • blk.9.attn_v.weight
    F16
    [768, 768]
  • blk.9.ffn_down.bias
    F32
    [768]
  • blk.9.ffn_down.weight
    F16
    [3072, 768]
  • blk.9.ffn_up.bias
    F32
    [3072]
  • blk.9.ffn_up.weight
    F16
    [768, 3072]
  • blk.9.layer_output_norm.bias
    F32
    [768]
  • blk.9.layer_output_norm.weight
    F32
    [768]
    • blk.10
  • blk.10.attn_k.bias
    F32
    [768]
  • blk.10.attn_k.weight
    F16
    [768, 768]
  • blk.10.attn_output.bias
    F32
    [768]
  • blk.10.attn_output.weight
    F16
    [768, 768]
  • blk.10.attn_output_norm.bias
    F32
    [768]
  • blk.10.attn_output_norm.weight
    F32
    [768]
  • blk.10.attn_q.bias
    F32
    [768]
  • blk.10.attn_q.weight
    F16
    [768, 768]
  • blk.10.attn_v.bias
    F32
    [768]
  • blk.10.attn_v.weight
    F16
    [768, 768]
  • blk.10.ffn_down.bias
    F32
    [768]
  • blk.10.ffn_down.weight
    F16
    [3072, 768]
  • blk.10.ffn_up.bias
    F32
    [3072]
  • blk.10.ffn_up.weight
    F16
    [768, 3072]
  • blk.10.layer_output_norm.bias
    F32
    [768]
  • blk.10.layer_output_norm.weight
    F32
    [768]
    • blk.11
  • blk.11.attn_k.bias
    F32
    [768]
  • blk.11.attn_k.weight
    F16
    [768, 768]
  • blk.11.attn_output.bias
    F32
    [768]
  • blk.11.attn_output.weight
    F16
    [768, 768]
  • blk.11.attn_output_norm.bias
    F32
    [768]
  • blk.11.attn_output_norm.weight
    F32
    [768]
  • blk.11.attn_q.bias
    F32
    [768]
  • blk.11.attn_q.weight
    F16
    [768, 768]
  • blk.11.attn_v.bias
    F32
    [768]
  • blk.11.attn_v.weight
    F16
    [768, 768]
  • blk.11.ffn_down.bias
    F32
    [768]
  • blk.11.ffn_down.weight
    F16
    [3072, 768]
  • blk.11.ffn_up.bias
    F32
    [3072]
  • blk.11.ffn_up.weight
    F16
    [768, 3072]
  • blk.11.layer_output_norm.bias
    F32
    [768]
  • blk.11.layer_output_norm.weight
    F32
    [768]
  • position_embd.weight
    F32
    [768, 512]
  • token_embd_norm.bias
    F32
    [768]
  • token_embd_norm.weight
    F32
    [768]
  • token_types.weight
    F32
    [768]