jina / jina-embeddings-v2-base-en

Text embedding model (base) for input of size up to 8192 tokens

Embedding

1,547 Pulls Updated 4 months ago

... /
model
03aeef8493ea · 274MB
    Metadata
  • general.architecture
    jina-bert-v2
  • general.file_type
    F16
  • general.quantization_version
    2
  • jina-bert-v2.attention.causal
    false
  • jina-bert-v2.attention.head_count
    12
  • jina-bert-v2.attention.layer_norm_epsilon
    1e-12
  • jina-bert-v2.block_count
    12
  • jina-bert-v2.context_length
    8192
  • jina-bert-v2.embedding_length
    768
  • jina-bert-v2.feed_forward_length
    3072
  • jina-bert-v2.pooling_type
    CLS token pooling
  • tokenizer.ggml.add_bos_token
    true
  • tokenizer.ggml.add_eos_token
    true
  • tokenizer.ggml.cls_token_id
    101
  • tokenizer.ggml.mask_token_id
    103
  • tokenizer.ggml.model
    bert
  • tokenizer.ggml.padding_token_id
    0
  • tokenizer.ggml.pre
    jina-v2-en
  • tokenizer.ggml.seperator_token_id
    102
  • tokenizer.ggml.token_type
    [3 1 1 1 1 ...]
  • tokenizer.ggml.token_type_count
    2
  • tokenizer.ggml.tokens
    [[PAD] [unused0] [unused1] [unused2] [unused3] ...]
  • tokenizer.ggml.unknown_token_id
    100
    • Tensors
  • Name
    Type
    Shape
  • token_embd_norm.bias
    F32
    [768]
  • token_embd_norm.weight
    F32
    [768]
  • token_embd.weight
    F16
    [768 30528]
    • blk.0
  • blk.0.attn_output_norm.bias
    F32
    [768]
  • blk.0.attn_output_norm.weight
    F32
    [768]
  • blk.0.attn_output.bias
    F32
    [768]
  • blk.0.attn_output.weight
    F16
    [768 768]
  • blk.0.attn_k.bias
    F32
    [768]
  • blk.0.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.0.ffn_down.bias
    F32
    [768]
  • blk.0.ffn_down.weight
    F16
    [3072 768]
    • blk.1
  • blk.1.attn_output_norm.bias
    F32
    [768]
  • blk.1.attn_output_norm.weight
    F32
    [768]
  • blk.1.attn_output.bias
    F32
    [768]
  • blk.1.attn_output.weight
    F16
    [768 768]
  • blk.1.attn_k.bias
    F32
    [768]
  • blk.1.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.1.ffn_down.bias
    F32
    [768]
  • blk.1.ffn_down.weight
    F16
    [3072 768]
    • blk.2
  • blk.2.attn_output_norm.bias
    F32
    [768]
  • blk.2.attn_output_norm.weight
    F32
    [768]
  • blk.2.attn_output.bias
    F32
    [768]
  • blk.2.attn_output.weight
    F16
    [768 768]
  • blk.2.attn_k.bias
    F32
    [768]
  • blk.2.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.2.ffn_down.bias
    F32
    [768]
  • blk.2.ffn_down.weight
    F16
    [3072 768]
    • blk.3
  • blk.3.attn_output_norm.bias
    F32
    [768]
  • blk.3.attn_output_norm.weight
    F32
    [768]
  • blk.3.attn_output.bias
    F32
    [768]
  • blk.3.attn_output.weight
    F16
    [768 768]
  • blk.3.attn_k.bias
    F32
    [768]
  • blk.3.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.3.ffn_down.bias
    F32
    [768]
  • blk.3.ffn_down.weight
    F16
    [3072 768]
    • blk.4
  • blk.4.attn_output_norm.bias
    F32
    [768]
  • blk.4.attn_output_norm.weight
    F32
    [768]
  • blk.4.attn_output.bias
    F32
    [768]
  • blk.4.attn_output.weight
    F16
    [768 768]
  • blk.4.attn_k.bias
    F32
    [768]
  • blk.4.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.4.ffn_down.bias
    F32
    [768]
  • blk.4.ffn_down.weight
    F16
    [3072 768]
    • blk.5
  • blk.5.attn_output_norm.bias
    F32
    [768]
  • blk.5.attn_output_norm.weight
    F32
    [768]
  • blk.5.attn_output.bias
    F32
    [768]
  • blk.5.attn_output.weight
    F16
    [768 768]
  • blk.5.attn_k.bias
    F32
    [768]
  • blk.5.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.5.ffn_down.bias
    F32
    [768]
  • blk.5.ffn_down.weight
    F16
    [3072 768]
    • blk.6
  • blk.6.attn_output_norm.bias
    F32
    [768]
  • blk.6.attn_output_norm.weight
    F32
    [768]
  • blk.6.attn_output.bias
    F32
    [768]
  • blk.6.attn_output.weight
    F16
    [768 768]
  • blk.6.attn_k.bias
    F32
    [768]
  • blk.6.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.6.ffn_down.bias
    F32
    [768]
  • blk.6.ffn_down.weight
    F16
    [3072 768]
    • blk.7
  • blk.7.attn_output_norm.bias
    F32
    [768]
  • blk.7.attn_output_norm.weight
    F32
    [768]
  • blk.7.attn_output.bias
    F32
    [768]
  • blk.7.attn_output.weight
    F16
    [768 768]
  • blk.7.attn_k.bias
    F32
    [768]
  • blk.7.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.7.ffn_down.bias
    F32
    [768]
  • blk.7.ffn_down.weight
    F16
    [3072 768]
    • blk.8
  • blk.8.attn_output_norm.bias
    F32
    [768]
  • blk.8.attn_output_norm.weight
    F32
    [768]
  • blk.8.attn_output.bias
    F32
    [768]
  • blk.8.attn_output.weight
    F16
    [768 768]
  • blk.8.attn_k.bias
    F32
    [768]
  • blk.8.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.8.ffn_down.bias
    F32
    [768]
  • blk.8.ffn_down.weight
    F16
    [3072 768]
    • blk.9
  • blk.9.attn_output_norm.bias
    F32
    [768]
  • blk.9.attn_output_norm.weight
    F32
    [768]
  • blk.9.attn_output.bias
    F32
    [768]
  • blk.9.attn_output.weight
    F16
    [768 768]
  • blk.9.attn_k.bias
    F32
    [768]
  • blk.9.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.9.ffn_down.bias
    F32
    [768]
  • blk.9.ffn_down.weight
    F16
    [3072 768]
    • blk.10
  • blk.10.attn_output_norm.bias
    F32
    [768]
  • blk.10.attn_output_norm.weight
    F32
    [768]
  • blk.10.attn_output.bias
    F32
    [768]
  • blk.10.attn_output.weight
    F16
    [768 768]
  • blk.10.attn_k.bias
    F32
    [768]
  • blk.10.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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.10.ffn_down.bias
    F32
    [768]
  • blk.10.ffn_down.weight
    F16
    [3072 768]
    • blk.11
  • blk.11.attn_output_norm.bias
    F32
    [768]
  • blk.11.attn_output_norm.weight
    F32
    [768]
  • blk.11.attn_output.bias
    F32
    [768]
  • blk.11.attn_output.weight
    F16
    [768 768]
  • blk.11.attn_k.bias
    F32
    [768]
  • blk.11.attn_k.weight
    F16
    [768 768]
  • 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_gate.weight
    F16
    [768 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]
  • blk.11.ffn_down.bias
    F32
    [768]
  • blk.11.ffn_down.weight
    F16
    [3072 768]
  • token_types.weight
    F32
    [768 2]