jina/jina-embeddings-v2-base-es/model

jina/

jina-embeddings-v2-base-es:latest

16.1K Downloads Updated 1 year ago

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

embedding

jina-embeddings-v2-base-es:latest ... /

model

026d225ac973 · 323MB

Metadata

general.architecture

jina-bert-v2

jina-bert-v2
general.file_type

F16

F16
jina-bert-v2.attention.causal

false

false
jina-bert-v2.attention.head_count

12

12
jina-bert-v2.attention.layer_norm_epsilon

1e-12

1e-12
jina-bert-v2.block_count

12

12
jina-bert-v2.context_length

8192

8192
jina-bert-v2.embedding_length

768

768
jina-bert-v2.feed_forward_length

3072

3072
jina-bert-v2.pooling_type

Mean

Mean
tokenizer.ggml.add_bos_token

true

true
tokenizer.ggml.add_eos_token

true

true
tokenizer.ggml.bos_token_id

0

0
tokenizer.ggml.cls_token_id

0

0
tokenizer.ggml.eos_token_id

2

2
tokenizer.ggml.mask_token_id

4

4
tokenizer.ggml.merges

[Ġ a, Ġ t, e n, e s, e r, ...]

[Ġ a, Ġ t, e n, e s, e r, ...]
tokenizer.ggml.model

gpt2

gpt2
tokenizer.ggml.padding_token_id

1

1
tokenizer.ggml.pre

jina-v2-es

jina-v2-es
tokenizer.ggml.seperator_token_id

2

2
tokenizer.ggml.token_type

[3, 3, 3, 3, 3, ...]

[3, 3, 3, 3, 3, ...]
tokenizer.ggml.token_type_count

2

2
tokenizer.ggml.tokens

[<s>, <pad>, </s>, <unk>, <mask>, ...]

[<s>, <pad>, </s>, <unk>, <mask>, ...]
tokenizer.ggml.unknown_token_id

3

3

Tensor

Name

Type

Shape
token_embd.weight

F16

F16

[768, 61056]

blk.0

blk.0.attn_k.bias

F32

F32

[768]
blk.0.attn_k.weight

F16

F16

[768, 768]
blk.0.attn_k_norm.bias

F32

F32

[768]
blk.0.attn_k_norm.weight

F32

F32

[768]
blk.0.attn_output.bias

F32

F32

[768]
blk.0.attn_output.weight

F16

F16

[768, 768]
blk.0.attn_output_norm.bias

F32

F32

[768]
blk.0.attn_output_norm.weight

F32

F32

[768]
blk.0.attn_q.bias

F32

F32

[768]
blk.0.attn_q.weight

F16

F16

[768, 768]
blk.0.attn_q_norm.bias

F32

F32

[768]
blk.0.attn_q_norm.weight

F32

F32

[768]
blk.0.attn_v.bias

F32

F32

[768]
blk.0.attn_v.weight

F16

F16

[768, 768]
blk.0.ffn_down.bias

F32

F32

[768]
blk.0.ffn_down.weight

F16

F16

[3072, 768]
blk.0.ffn_gate.weight

F16

F16

[768, 3072]
blk.0.ffn_up.weight

F16

F16

[768, 3072]
blk.0.layer_output_norm.bias

F32

F32

[768]
blk.0.layer_output_norm.weight

F32

F32

[768]

blk.1

blk.1.attn_k.bias

F32

F32

[768]
blk.1.attn_k.weight

F16

F16

[768, 768]
blk.1.attn_k_norm.bias

F32

F32

[768]
blk.1.attn_k_norm.weight

F32

F32

[768]
blk.1.attn_output.bias

F32

F32

[768]
blk.1.attn_output.weight

F16

F16

[768, 768]
blk.1.attn_output_norm.bias

F32

F32

[768]
blk.1.attn_output_norm.weight

F32

F32

[768]
blk.1.attn_q.bias

F32

F32

[768]
blk.1.attn_q.weight

F16

F16

[768, 768]
blk.1.attn_q_norm.bias

F32

F32

[768]
blk.1.attn_q_norm.weight

F32

F32

[768]
blk.1.attn_v.bias

F32

F32

[768]
blk.1.attn_v.weight

F16

F16

[768, 768]
blk.1.ffn_down.bias

F32

F32

[768]
blk.1.ffn_down.weight

F16

F16

[3072, 768]
blk.1.ffn_gate.weight

F16

F16

[768, 3072]
blk.1.ffn_up.weight

F16

F16

[768, 3072]
blk.1.layer_output_norm.bias

F32

F32

[768]
blk.1.layer_output_norm.weight

F32

F32

[768]

blk.2

blk.2.attn_k.bias

F32

F32

[768]
blk.2.attn_k.weight

F16

F16

[768, 768]
blk.2.attn_k_norm.bias

F32

F32

[768]
blk.2.attn_k_norm.weight

F32

F32

[768]
blk.2.attn_output.bias

F32

F32

[768]
blk.2.attn_output.weight

F16

F16

[768, 768]
blk.2.attn_output_norm.bias

F32

F32

[768]
blk.2.attn_output_norm.weight

F32

F32

[768]
blk.2.attn_q.bias

F32

F32

[768]
blk.2.attn_q.weight

F16

F16

[768, 768]
blk.2.attn_q_norm.bias

F32

F32

[768]
blk.2.attn_q_norm.weight

F32

F32

[768]
blk.2.attn_v.bias

F32

F32

[768]
blk.2.attn_v.weight

F16

F16

[768, 768]
blk.2.ffn_down.bias

F32

F32

[768]
blk.2.ffn_down.weight

F16

F16

[3072, 768]
blk.2.ffn_gate.weight

F16

F16

[768, 3072]
blk.2.ffn_up.weight

F16

F16

[768, 3072]
blk.2.layer_output_norm.bias

F32

F32

[768]
blk.2.layer_output_norm.weight

F32

F32

[768]

blk.3

blk.3.attn_k.bias

F32

F32

[768]
blk.3.attn_k.weight

F16

F16

[768, 768]
blk.3.attn_k_norm.bias

F32

F32

[768]
blk.3.attn_k_norm.weight

F32

F32

[768]
blk.3.attn_output.bias

F32

F32

[768]
blk.3.attn_output.weight

F16

F16

[768, 768]
blk.3.attn_output_norm.bias

F32

F32

[768]
blk.3.attn_output_norm.weight

F32

F32

[768]
blk.3.attn_q.bias

F32

F32

[768]
blk.3.attn_q.weight

F16

F16

[768, 768]
blk.3.attn_q_norm.bias

F32

F32

[768]
blk.3.attn_q_norm.weight

F32

F32

[768]
blk.3.attn_v.bias

F32

F32

[768]
blk.3.attn_v.weight

F16

F16

[768, 768]
blk.3.ffn_down.bias

F32

F32

[768]
blk.3.ffn_down.weight

F16

F16

[3072, 768]
blk.3.ffn_gate.weight

F16

F16

[768, 3072]
blk.3.ffn_up.weight

F16

F16

[768, 3072]
blk.3.layer_output_norm.bias

F32

F32

[768]
blk.3.layer_output_norm.weight

F32

F32

[768]

blk.4

blk.4.attn_k.bias

F32

F32

[768]
blk.4.attn_k.weight

F16

F16

[768, 768]
blk.4.attn_k_norm.bias

F32

F32

[768]
blk.4.attn_k_norm.weight

F32

F32

[768]
blk.4.attn_output.bias

F32

F32

[768]
blk.4.attn_output.weight

F16

F16

[768, 768]
blk.4.attn_output_norm.bias

F32

F32

[768]
blk.4.attn_output_norm.weight

F32

F32

[768]
blk.4.attn_q.bias

F32

F32

[768]
blk.4.attn_q.weight

F16

F16

[768, 768]
blk.4.attn_q_norm.bias

F32

F32

[768]
blk.4.attn_q_norm.weight

F32

F32

[768]
blk.4.attn_v.bias

F32

F32

[768]
blk.4.attn_v.weight

F16

F16

[768, 768]
blk.4.ffn_down.bias

F32

F32

[768]
blk.4.ffn_down.weight

F16

F16

[3072, 768]
blk.4.ffn_gate.weight

F16

F16

[768, 3072]
blk.4.ffn_up.weight

F16

F16

[768, 3072]
blk.4.layer_output_norm.bias

F32

F32

[768]
blk.4.layer_output_norm.weight

F32

F32

[768]

blk.5

blk.5.attn_k.bias

F32

F32

[768]
blk.5.attn_k.weight

F16

F16

[768, 768]
blk.5.attn_k_norm.bias

F32

F32

[768]
blk.5.attn_k_norm.weight

F32

F32

[768]
blk.5.attn_output.bias

F32

F32

[768]
blk.5.attn_output.weight

F16

F16

[768, 768]
blk.5.attn_output_norm.bias

F32

F32

[768]
blk.5.attn_output_norm.weight

F32

F32

[768]
blk.5.attn_q.bias

F32

F32

[768]
blk.5.attn_q.weight

F16

F16

[768, 768]
blk.5.attn_q_norm.bias

F32

F32

[768]
blk.5.attn_q_norm.weight

F32

F32

[768]
blk.5.attn_v.bias

F32

F32

[768]
blk.5.attn_v.weight

F16

F16

[768, 768]
blk.5.ffn_down.bias

F32

F32

[768]
blk.5.ffn_down.weight

F16

F16

[3072, 768]
blk.5.ffn_gate.weight

F16

F16

[768, 3072]
blk.5.ffn_up.weight

F16

F16

[768, 3072]
blk.5.layer_output_norm.bias

F32

F32

[768]
blk.5.layer_output_norm.weight

F32

F32

[768]

blk.6

blk.6.attn_k.bias

F32

F32

[768]
blk.6.attn_k.weight

F16

F16

[768, 768]
blk.6.attn_k_norm.bias

F32

F32

[768]
blk.6.attn_k_norm.weight

F32

F32

[768]
blk.6.attn_output.bias

F32

F32

[768]
blk.6.attn_output.weight

F16

F16

[768, 768]
blk.6.attn_output_norm.bias

F32

F32

[768]
blk.6.attn_output_norm.weight

F32

F32

[768]
blk.6.attn_q.bias

F32

F32

[768]
blk.6.attn_q.weight

F16

F16

[768, 768]
blk.6.attn_q_norm.bias

F32

F32

[768]
blk.6.attn_q_norm.weight

F32

F32

[768]
blk.6.attn_v.bias

F32

F32

[768]
blk.6.attn_v.weight

F16

F16

[768, 768]
blk.6.ffn_down.bias

F32

F32

[768]
blk.6.ffn_down.weight

F16

F16

[3072, 768]
blk.6.ffn_gate.weight

F16

F16

[768, 3072]
blk.6.ffn_up.weight

F16

F16

[768, 3072]
blk.6.layer_output_norm.bias

F32

F32

[768]
blk.6.layer_output_norm.weight

F32

F32

[768]

blk.7

blk.7.attn_k.bias

F32

F32

[768]
blk.7.attn_k.weight

F16

F16

[768, 768]
blk.7.attn_k_norm.bias

F32

F32

[768]
blk.7.attn_k_norm.weight

F32

F32

[768]
blk.7.attn_output.bias

F32

F32

[768]
blk.7.attn_output.weight

F16

F16

[768, 768]
blk.7.attn_output_norm.bias

F32

F32

[768]
blk.7.attn_output_norm.weight

F32

F32

[768]
blk.7.attn_q.bias

F32

F32

[768]
blk.7.attn_q.weight

F16

F16

[768, 768]
blk.7.attn_q_norm.bias

F32

F32

[768]
blk.7.attn_q_norm.weight

F32

F32

[768]
blk.7.attn_v.bias

F32

F32

[768]
blk.7.attn_v.weight

F16

F16

[768, 768]
blk.7.ffn_down.bias

F32

F32

[768]
blk.7.ffn_down.weight

F16

F16

[3072, 768]
blk.7.ffn_gate.weight

F16

F16

[768, 3072]
blk.7.ffn_up.weight

F16

F16

[768, 3072]
blk.7.layer_output_norm.bias

F32

F32

[768]
blk.7.layer_output_norm.weight

F32

F32

[768]

blk.8

blk.8.attn_k.bias

F32

F32

[768]
blk.8.attn_k.weight

F16

F16

[768, 768]
blk.8.attn_k_norm.bias

F32

F32

[768]
blk.8.attn_k_norm.weight

F32

F32

[768]
blk.8.attn_output.bias

F32

F32

[768]
blk.8.attn_output.weight

F16

F16

[768, 768]
blk.8.attn_output_norm.bias

F32

F32

[768]
blk.8.attn_output_norm.weight

F32

F32

[768]
blk.8.attn_q.bias

F32

F32

[768]
blk.8.attn_q.weight

F16

F16

[768, 768]
blk.8.attn_q_norm.bias

F32

F32

[768]
blk.8.attn_q_norm.weight

F32

F32

[768]
blk.8.attn_v.bias

F32

F32

[768]
blk.8.attn_v.weight

F16

F16

[768, 768]
blk.8.ffn_down.bias

F32

F32

[768]
blk.8.ffn_down.weight

F16

F16

[3072, 768]
blk.8.ffn_gate.weight

F16

F16

[768, 3072]
blk.8.ffn_up.weight

F16

F16

[768, 3072]
blk.8.layer_output_norm.bias

F32

F32

[768]
blk.8.layer_output_norm.weight

F32

F32

[768]

blk.9

blk.9.attn_k.bias

F32

F32

[768]
blk.9.attn_k.weight

F16

F16

[768, 768]
blk.9.attn_k_norm.bias

F32

F32

[768]
blk.9.attn_k_norm.weight

F32

F32

[768]
blk.9.attn_output.bias

F32

F32

[768]
blk.9.attn_output.weight

F16

F16

[768, 768]
blk.9.attn_output_norm.bias

F32

F32

[768]
blk.9.attn_output_norm.weight

F32

F32

[768]
blk.9.attn_q.bias

F32

F32

[768]
blk.9.attn_q.weight

F16

F16

[768, 768]
blk.9.attn_q_norm.bias

F32

F32

[768]
blk.9.attn_q_norm.weight

F32

F32

[768]
blk.9.attn_v.bias

F32

F32

[768]
blk.9.attn_v.weight

F16

F16

[768, 768]
blk.9.ffn_down.bias

F32

F32

[768]
blk.9.ffn_down.weight

F16

F16

[3072, 768]
blk.9.ffn_gate.weight

F16

F16

[768, 3072]
blk.9.ffn_up.weight

F16

F16

[768, 3072]
blk.9.layer_output_norm.bias

F32

F32

[768]
blk.9.layer_output_norm.weight

F32

F32

[768]

blk.10

blk.10.attn_k.bias

F32

F32

[768]
blk.10.attn_k.weight

F16

F16

[768, 768]
blk.10.attn_k_norm.bias

F32

F32

[768]
blk.10.attn_k_norm.weight

F32

F32

[768]
blk.10.attn_output.bias

F32

F32

[768]
blk.10.attn_output.weight

F16

F16

[768, 768]
blk.10.attn_output_norm.bias

F32

F32

[768]
blk.10.attn_output_norm.weight

F32

F32

[768]
blk.10.attn_q.bias

F32

F32

[768]
blk.10.attn_q.weight

F16

F16

[768, 768]
blk.10.attn_q_norm.bias

F32

F32

[768]
blk.10.attn_q_norm.weight

F32

F32

[768]
blk.10.attn_v.bias

F32

F32

[768]
blk.10.attn_v.weight

F16

F16

[768, 768]
blk.10.ffn_down.bias

F32

F32

[768]
blk.10.ffn_down.weight

F16

F16

[3072, 768]
blk.10.ffn_gate.weight

F16

F16

[768, 3072]
blk.10.ffn_up.weight

F16

F16

[768, 3072]
blk.10.layer_output_norm.bias

F32

F32

[768]
blk.10.layer_output_norm.weight

F32

F32

[768]

blk.11

blk.11.attn_k.bias

F32

F32

[768]
blk.11.attn_k.weight

F16

F16

[768, 768]
blk.11.attn_k_norm.bias

F32

F32

[768]
blk.11.attn_k_norm.weight

F32

F32

[768]
blk.11.attn_output.bias

F32

F32

[768]
blk.11.attn_output.weight

F16

F16

[768, 768]
blk.11.attn_output_norm.bias

F32

F32

[768]
blk.11.attn_output_norm.weight

F32

F32

[768]
blk.11.attn_q.bias

F32

F32

[768]
blk.11.attn_q.weight

F16

F16

[768, 768]
blk.11.attn_q_norm.bias

F32

F32

[768]
blk.11.attn_q_norm.weight

F32

F32

[768]
blk.11.attn_v.bias

F32

F32

[768]
blk.11.attn_v.weight

F16

F16

[768, 768]
blk.11.ffn_down.bias

F32

F32

[768]
blk.11.ffn_down.weight

F16

F16

[3072, 768]
blk.11.ffn_gate.weight

F16

F16

[768, 3072]
blk.11.ffn_up.weight

F16

F16

[768, 3072]
blk.11.layer_output_norm.bias

F32

F32

[768]
blk.11.layer_output_norm.weight

F32

F32

[768]

token_embd_norm.bias

F32

F32

[768]
token_embd_norm.weight

F32

F32

[768]
token_types.weight

F32

F32

[768, 2]