GitHub
183.7K
Download
Models
Docs
Pricing
Sign in
Download
Models
Docs
Pricing
Sign in
maternion
/
LightOnOCR-3
:1b-bf16
171
Downloads
Updated
6 days ago
Best OCR model. LightOnOCR-3 is our flagship OCR model family 4B, 1B, and 0.8B with layout, grounding, and visual understanding. We recommend the 4B for most OCR tasks.
Best OCR model. LightOnOCR-3 is our flagship OCR model family 4B, 1B, and 0.8B with layout, grounding, and visual understanding. We recommend the 4B for most OCR tasks.
Cancel
vision
tools
thinking
0.8b
1b
4b
LightOnOCR-3:1b-bf16
...
/
model
0e39a2f1b61f · 1.2GB
Metadata
general.architecture
qwen3
qwen3
general.file_type
BF16
BF16
qwen3.attention.head_count
16
16
qwen3.attention.head_count_kv
8
8
qwen3.attention.key_length
128
128
qwen3.attention.layer_norm_rms_epsilon
1e-06
1e-06
qwen3.attention.value_length
128
128
qwen3.block_count
28
28
qwen3.context_length
16384
16384
qwen3.embedding_length
1024
1024
qwen3.feed_forward_length
3072
3072
qwen3.rope.freq_base
1e+06
1e+06
tokenizer.ggml.add_bos_token
false
false
tokenizer.ggml.add_eos_token
false
false
tokenizer.ggml.eos_token_id
151645
151645
tokenizer.ggml.merges
[Ġ Ġ, ĠĠ ĠĠ, i n, Ġ t, ĠĠĠĠ ĠĠĠĠ, ...]
[Ġ Ġ, ĠĠ ĠĠ, i n, Ġ t, ĠĠĠĠ ĠĠĠĠ, ...]
tokenizer.ggml.model
gpt2
gpt2
tokenizer.ggml.padding_token_id
151643
151643
tokenizer.ggml.pre
qwen2
qwen2
tokenizer.ggml.token_type
[1, 1, 1, 1, 1, ...]
[1, 1, 1, 1, 1, ...]
tokenizer.ggml.tokens
[!, ", #, $, %, ...]
[!, ", #, $, %, ...]
Tensor
Name
Type
Shape
token_embd.weight
BF16
BF16
[1024, 151936]
blk.0
blk.0.attn_k.weight
BF16
BF16
[1024, 1024]
blk.0.attn_k_norm.weight
F32
F32
[128]
blk.0.attn_norm.weight
F32
F32
[1024]
blk.0.attn_output.weight
BF16
BF16
[2048, 1024]
blk.0.attn_q.weight
BF16
BF16
[1024, 2048]
blk.0.attn_q_norm.weight
F32
F32
[128]
blk.0.attn_v.weight
BF16
BF16
[1024, 1024]
blk.0.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.0.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.0.ffn_norm.weight
F32
F32
[1024]
blk.0.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.1
blk.1.attn_k.weight
BF16
BF16
[1024, 1024]
blk.1.attn_k_norm.weight
F32
F32
[128]
blk.1.attn_norm.weight
F32
F32
[1024]
blk.1.attn_output.weight
BF16
BF16
[2048, 1024]
blk.1.attn_q.weight
BF16
BF16
[1024, 2048]
blk.1.attn_q_norm.weight
F32
F32
[128]
blk.1.attn_v.weight
BF16
BF16
[1024, 1024]
blk.1.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.1.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.1.ffn_norm.weight
F32
F32
[1024]
blk.1.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.2
blk.2.attn_k.weight
BF16
BF16
[1024, 1024]
blk.2.attn_k_norm.weight
F32
F32
[128]
blk.2.attn_norm.weight
F32
F32
[1024]
blk.2.attn_output.weight
BF16
BF16
[2048, 1024]
blk.2.attn_q.weight
BF16
BF16
[1024, 2048]
blk.2.attn_q_norm.weight
F32
F32
[128]
blk.2.attn_v.weight
BF16
BF16
[1024, 1024]
blk.2.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.2.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.2.ffn_norm.weight
F32
F32
[1024]
blk.2.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.3
blk.3.attn_k.weight
BF16
BF16
[1024, 1024]
blk.3.attn_k_norm.weight
F32
F32
[128]
blk.3.attn_norm.weight
F32
F32
[1024]
blk.3.attn_output.weight
BF16
BF16
[2048, 1024]
blk.3.attn_q.weight
BF16
BF16
[1024, 2048]
blk.3.attn_q_norm.weight
F32
F32
[128]
blk.3.attn_v.weight
BF16
BF16
[1024, 1024]
blk.3.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.3.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.3.ffn_norm.weight
F32
F32
[1024]
blk.3.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.4
blk.4.attn_k.weight
BF16
BF16
[1024, 1024]
blk.4.attn_k_norm.weight
F32
F32
[128]
blk.4.attn_norm.weight
F32
F32
[1024]
blk.4.attn_output.weight
BF16
BF16
[2048, 1024]
blk.4.attn_q.weight
BF16
BF16
[1024, 2048]
blk.4.attn_q_norm.weight
F32
F32
[128]
blk.4.attn_v.weight
BF16
BF16
[1024, 1024]
blk.4.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.4.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.4.ffn_norm.weight
F32
F32
[1024]
blk.4.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.5
blk.5.attn_k.weight
BF16
BF16
[1024, 1024]
blk.5.attn_k_norm.weight
F32
F32
[128]
blk.5.attn_norm.weight
F32
F32
[1024]
blk.5.attn_output.weight
BF16
BF16
[2048, 1024]
blk.5.attn_q.weight
BF16
BF16
[1024, 2048]
blk.5.attn_q_norm.weight
F32
F32
[128]
blk.5.attn_v.weight
BF16
BF16
[1024, 1024]
blk.5.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.5.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.5.ffn_norm.weight
F32
F32
[1024]
blk.5.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.6
blk.6.attn_k.weight
BF16
BF16
[1024, 1024]
blk.6.attn_k_norm.weight
F32
F32
[128]
blk.6.attn_norm.weight
F32
F32
[1024]
blk.6.attn_output.weight
BF16
BF16
[2048, 1024]
blk.6.attn_q.weight
BF16
BF16
[1024, 2048]
blk.6.attn_q_norm.weight
F32
F32
[128]
blk.6.attn_v.weight
BF16
BF16
[1024, 1024]
blk.6.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.6.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.6.ffn_norm.weight
F32
F32
[1024]
blk.6.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.7
blk.7.attn_k.weight
BF16
BF16
[1024, 1024]
blk.7.attn_k_norm.weight
F32
F32
[128]
blk.7.attn_norm.weight
F32
F32
[1024]
blk.7.attn_output.weight
BF16
BF16
[2048, 1024]
blk.7.attn_q.weight
BF16
BF16
[1024, 2048]
blk.7.attn_q_norm.weight
F32
F32
[128]
blk.7.attn_v.weight
BF16
BF16
[1024, 1024]
blk.7.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.7.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.7.ffn_norm.weight
F32
F32
[1024]
blk.7.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.8
blk.8.attn_k.weight
BF16
BF16
[1024, 1024]
blk.8.attn_k_norm.weight
F32
F32
[128]
blk.8.attn_norm.weight
F32
F32
[1024]
blk.8.attn_output.weight
BF16
BF16
[2048, 1024]
blk.8.attn_q.weight
BF16
BF16
[1024, 2048]
blk.8.attn_q_norm.weight
F32
F32
[128]
blk.8.attn_v.weight
BF16
BF16
[1024, 1024]
blk.8.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.8.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.8.ffn_norm.weight
F32
F32
[1024]
blk.8.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.9
blk.9.attn_k.weight
BF16
BF16
[1024, 1024]
blk.9.attn_k_norm.weight
F32
F32
[128]
blk.9.attn_norm.weight
F32
F32
[1024]
blk.9.attn_output.weight
BF16
BF16
[2048, 1024]
blk.9.attn_q.weight
BF16
BF16
[1024, 2048]
blk.9.attn_q_norm.weight
F32
F32
[128]
blk.9.attn_v.weight
BF16
BF16
[1024, 1024]
blk.9.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.9.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.9.ffn_norm.weight
F32
F32
[1024]
blk.9.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.10
blk.10.attn_k.weight
BF16
BF16
[1024, 1024]
blk.10.attn_k_norm.weight
F32
F32
[128]
blk.10.attn_norm.weight
F32
F32
[1024]
blk.10.attn_output.weight
BF16
BF16
[2048, 1024]
blk.10.attn_q.weight
BF16
BF16
[1024, 2048]
blk.10.attn_q_norm.weight
F32
F32
[128]
blk.10.attn_v.weight
BF16
BF16
[1024, 1024]
blk.10.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.10.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.10.ffn_norm.weight
F32
F32
[1024]
blk.10.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.11
blk.11.attn_k.weight
BF16
BF16
[1024, 1024]
blk.11.attn_k_norm.weight
F32
F32
[128]
blk.11.attn_norm.weight
F32
F32
[1024]
blk.11.attn_output.weight
BF16
BF16
[2048, 1024]
blk.11.attn_q.weight
BF16
BF16
[1024, 2048]
blk.11.attn_q_norm.weight
F32
F32
[128]
blk.11.attn_v.weight
BF16
BF16
[1024, 1024]
blk.11.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.11.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.11.ffn_norm.weight
F32
F32
[1024]
blk.11.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.12
blk.12.attn_k.weight
BF16
BF16
[1024, 1024]
blk.12.attn_k_norm.weight
F32
F32
[128]
blk.12.attn_norm.weight
F32
F32
[1024]
blk.12.attn_output.weight
BF16
BF16
[2048, 1024]
blk.12.attn_q.weight
BF16
BF16
[1024, 2048]
blk.12.attn_q_norm.weight
F32
F32
[128]
blk.12.attn_v.weight
BF16
BF16
[1024, 1024]
blk.12.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.12.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.12.ffn_norm.weight
F32
F32
[1024]
blk.12.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.13
blk.13.attn_k.weight
BF16
BF16
[1024, 1024]
blk.13.attn_k_norm.weight
F32
F32
[128]
blk.13.attn_norm.weight
F32
F32
[1024]
blk.13.attn_output.weight
BF16
BF16
[2048, 1024]
blk.13.attn_q.weight
BF16
BF16
[1024, 2048]
blk.13.attn_q_norm.weight
F32
F32
[128]
blk.13.attn_v.weight
BF16
BF16
[1024, 1024]
blk.13.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.13.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.13.ffn_norm.weight
F32
F32
[1024]
blk.13.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.14
blk.14.attn_k.weight
BF16
BF16
[1024, 1024]
blk.14.attn_k_norm.weight
F32
F32
[128]
blk.14.attn_norm.weight
F32
F32
[1024]
blk.14.attn_output.weight
BF16
BF16
[2048, 1024]
blk.14.attn_q.weight
BF16
BF16
[1024, 2048]
blk.14.attn_q_norm.weight
F32
F32
[128]
blk.14.attn_v.weight
BF16
BF16
[1024, 1024]
blk.14.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.14.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.14.ffn_norm.weight
F32
F32
[1024]
blk.14.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.15
blk.15.attn_k.weight
BF16
BF16
[1024, 1024]
blk.15.attn_k_norm.weight
F32
F32
[128]
blk.15.attn_norm.weight
F32
F32
[1024]
blk.15.attn_output.weight
BF16
BF16
[2048, 1024]
blk.15.attn_q.weight
BF16
BF16
[1024, 2048]
blk.15.attn_q_norm.weight
F32
F32
[128]
blk.15.attn_v.weight
BF16
BF16
[1024, 1024]
blk.15.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.15.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.15.ffn_norm.weight
F32
F32
[1024]
blk.15.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.16
blk.16.attn_k.weight
BF16
BF16
[1024, 1024]
blk.16.attn_k_norm.weight
F32
F32
[128]
blk.16.attn_norm.weight
F32
F32
[1024]
blk.16.attn_output.weight
BF16
BF16
[2048, 1024]
blk.16.attn_q.weight
BF16
BF16
[1024, 2048]
blk.16.attn_q_norm.weight
F32
F32
[128]
blk.16.attn_v.weight
BF16
BF16
[1024, 1024]
blk.16.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.16.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.16.ffn_norm.weight
F32
F32
[1024]
blk.16.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.17
blk.17.attn_k.weight
BF16
BF16
[1024, 1024]
blk.17.attn_k_norm.weight
F32
F32
[128]
blk.17.attn_norm.weight
F32
F32
[1024]
blk.17.attn_output.weight
BF16
BF16
[2048, 1024]
blk.17.attn_q.weight
BF16
BF16
[1024, 2048]
blk.17.attn_q_norm.weight
F32
F32
[128]
blk.17.attn_v.weight
BF16
BF16
[1024, 1024]
blk.17.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.17.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.17.ffn_norm.weight
F32
F32
[1024]
blk.17.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.18
blk.18.attn_k.weight
BF16
BF16
[1024, 1024]
blk.18.attn_k_norm.weight
F32
F32
[128]
blk.18.attn_norm.weight
F32
F32
[1024]
blk.18.attn_output.weight
BF16
BF16
[2048, 1024]
blk.18.attn_q.weight
BF16
BF16
[1024, 2048]
blk.18.attn_q_norm.weight
F32
F32
[128]
blk.18.attn_v.weight
BF16
BF16
[1024, 1024]
blk.18.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.18.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.18.ffn_norm.weight
F32
F32
[1024]
blk.18.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.19
blk.19.attn_k.weight
BF16
BF16
[1024, 1024]
blk.19.attn_k_norm.weight
F32
F32
[128]
blk.19.attn_norm.weight
F32
F32
[1024]
blk.19.attn_output.weight
BF16
BF16
[2048, 1024]
blk.19.attn_q.weight
BF16
BF16
[1024, 2048]
blk.19.attn_q_norm.weight
F32
F32
[128]
blk.19.attn_v.weight
BF16
BF16
[1024, 1024]
blk.19.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.19.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.19.ffn_norm.weight
F32
F32
[1024]
blk.19.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.20
blk.20.attn_k.weight
BF16
BF16
[1024, 1024]
blk.20.attn_k_norm.weight
F32
F32
[128]
blk.20.attn_norm.weight
F32
F32
[1024]
blk.20.attn_output.weight
BF16
BF16
[2048, 1024]
blk.20.attn_q.weight
BF16
BF16
[1024, 2048]
blk.20.attn_q_norm.weight
F32
F32
[128]
blk.20.attn_v.weight
BF16
BF16
[1024, 1024]
blk.20.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.20.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.20.ffn_norm.weight
F32
F32
[1024]
blk.20.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.21
blk.21.attn_k.weight
BF16
BF16
[1024, 1024]
blk.21.attn_k_norm.weight
F32
F32
[128]
blk.21.attn_norm.weight
F32
F32
[1024]
blk.21.attn_output.weight
BF16
BF16
[2048, 1024]
blk.21.attn_q.weight
BF16
BF16
[1024, 2048]
blk.21.attn_q_norm.weight
F32
F32
[128]
blk.21.attn_v.weight
BF16
BF16
[1024, 1024]
blk.21.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.21.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.21.ffn_norm.weight
F32
F32
[1024]
blk.21.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.22
blk.22.attn_k.weight
BF16
BF16
[1024, 1024]
blk.22.attn_k_norm.weight
F32
F32
[128]
blk.22.attn_norm.weight
F32
F32
[1024]
blk.22.attn_output.weight
BF16
BF16
[2048, 1024]
blk.22.attn_q.weight
BF16
BF16
[1024, 2048]
blk.22.attn_q_norm.weight
F32
F32
[128]
blk.22.attn_v.weight
BF16
BF16
[1024, 1024]
blk.22.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.22.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.22.ffn_norm.weight
F32
F32
[1024]
blk.22.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.23
blk.23.attn_k.weight
BF16
BF16
[1024, 1024]
blk.23.attn_k_norm.weight
F32
F32
[128]
blk.23.attn_norm.weight
F32
F32
[1024]
blk.23.attn_output.weight
BF16
BF16
[2048, 1024]
blk.23.attn_q.weight
BF16
BF16
[1024, 2048]
blk.23.attn_q_norm.weight
F32
F32
[128]
blk.23.attn_v.weight
BF16
BF16
[1024, 1024]
blk.23.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.23.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.23.ffn_norm.weight
F32
F32
[1024]
blk.23.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.24
blk.24.attn_k.weight
BF16
BF16
[1024, 1024]
blk.24.attn_k_norm.weight
F32
F32
[128]
blk.24.attn_norm.weight
F32
F32
[1024]
blk.24.attn_output.weight
BF16
BF16
[2048, 1024]
blk.24.attn_q.weight
BF16
BF16
[1024, 2048]
blk.24.attn_q_norm.weight
F32
F32
[128]
blk.24.attn_v.weight
BF16
BF16
[1024, 1024]
blk.24.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.24.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.24.ffn_norm.weight
F32
F32
[1024]
blk.24.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.25
blk.25.attn_k.weight
BF16
BF16
[1024, 1024]
blk.25.attn_k_norm.weight
F32
F32
[128]
blk.25.attn_norm.weight
F32
F32
[1024]
blk.25.attn_output.weight
BF16
BF16
[2048, 1024]
blk.25.attn_q.weight
BF16
BF16
[1024, 2048]
blk.25.attn_q_norm.weight
F32
F32
[128]
blk.25.attn_v.weight
BF16
BF16
[1024, 1024]
blk.25.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.25.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.25.ffn_norm.weight
F32
F32
[1024]
blk.25.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.26
blk.26.attn_k.weight
BF16
BF16
[1024, 1024]
blk.26.attn_k_norm.weight
F32
F32
[128]
blk.26.attn_norm.weight
F32
F32
[1024]
blk.26.attn_output.weight
BF16
BF16
[2048, 1024]
blk.26.attn_q.weight
BF16
BF16
[1024, 2048]
blk.26.attn_q_norm.weight
F32
F32
[128]
blk.26.attn_v.weight
BF16
BF16
[1024, 1024]
blk.26.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.26.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.26.ffn_norm.weight
F32
F32
[1024]
blk.26.ffn_up.weight
BF16
BF16
[1024, 3072]
blk.27
blk.27.attn_k.weight
BF16
BF16
[1024, 1024]
blk.27.attn_k_norm.weight
F32
F32
[128]
blk.27.attn_norm.weight
F32
F32
[1024]
blk.27.attn_output.weight
BF16
BF16
[2048, 1024]
blk.27.attn_q.weight
BF16
BF16
[1024, 2048]
blk.27.attn_q_norm.weight
F32
F32
[128]
blk.27.attn_v.weight
BF16
BF16
[1024, 1024]
blk.27.ffn_down.weight
BF16
BF16
[3072, 1024]
blk.27.ffn_gate.weight
BF16
BF16
[1024, 3072]
blk.27.ffn_norm.weight
F32
F32
[1024]
blk.27.ffn_up.weight
BF16
BF16
[1024, 3072]
output_norm.weight
F32
F32
[1024]