← MIC coverage of Transformers model types

BDRC/tibetan-ocr

huggingface-mic/tibetan-ocr-mic@78b84a91abf7 ← BDRC/tibetan-ocr@50506eb6d8ed · PaddleOCRVLForConditionalGeneration · random weights

CI: no failure on main in 30 days · MIC failures dashboard

Original810.7Mparameters
Fixture535.7Kparameters
Layer stacks2compared
Findings0to review

✓ Same architecture, smaller

Every module class, layer kind and checked property of the original is in the fixture.

Layer stacks

One square per layer, colored by kind: the layer's module classes and type attributes. Hover a square for its index and kind.

model.visual.vision_model.encoder.layers

Original · 27
Fixture · 2
KindOriginalFixture
PaddleOCRVisionEncoderLayer272✓ kept

model.language_model.layers

Original · 26
Fixture · 2
KindOriginalFixture
PaddleOCRDecoderLayer262✓ kept

Where the parameters are

Share of each model's parameters per component. Vocabulary and patch sizes are kept, so embeddings usually take a larger share of the fixture.

Original
Fixture
ComponentOriginalShareFixtureShare
model.visual.vision_model.encoder.layers411.5M50.8%66.9K12.5%
model.language_model.layers368.1M45.4%74.0K13.8%
model.projector26.0M3.2%82.4K15.4%
model.language_model3.6M0.4%227.9K42.5%
model.visual1.5M0.2%84.5K15.8%

Preserved properties

ConfigPropertyOriginalFixture
modelmodel_typepaddleocr_vlpaddleocr_vl✓ kept
modeltie_word_embeddingsTrueTrue✓ kept
text_configattention styleGQA (16 heads, 2 KV)GQA (4 heads, 2 KV)✓ kept
text_configRoPE typedefaultdefault✓ kept
text_configmodel_typepaddleocr_vl_textpaddleocr_vl_text✓ kept
text_configvocab_size35603560✓ kept
text_configtie_word_embeddingsTrueTrue✓ kept
text_confighidden_actsilusilu✓ kept
text_configmax_position_embeddings131072131072✓ kept
vision_configRoPE typeaxialaxial✓ kept
vision_configmodel_typepaddleocr_vl_visionpaddleocr_vl_vision✓ kept
vision_confighidden_actgelu_pytorch_tanhgelu_pytorch_tanh✓ kept
vision_configimage_size384384✓ kept
vision_configpatch_size1414✓ kept
vision_confignum_channels33✓ kept

Module classes

Instances of each class in the built model (prefix PaddleOCRVL omitted).

ClassOriginalFixture
Linear34729
LayerNorm566
PaddleOCRRMSNorm535
GELUTanh272
PaddleOCRVisionAttention272
PaddleOCRVisionEncoderLayer272
PaddleOCRVisionMLP272
PaddleOCRAttention262
PaddleOCRDecoderLayer262
PaddleOCRMLP262
SiLUActivation262
Embedding22
ModuleList22
Conv2d11
GELUActivation11
PaddleOCRProjector11
PaddleOCRRotaryEmbedding11
PaddleOCRTextModel11
ForConditionalGeneration11
Model11
PaddleOCRVisionEmbeddings11
PaddleOCRVisionEncoder11
PaddleOCRVisionModel11
PaddleOCRVisionRotaryEmbedding11
PaddleOCRVisionTransformer11

Config changes

10 fields changed, 66 unchanged.

FieldOriginalFixture
text_config.head_dim12816
text_config.hidden_size102464
text_config.intermediate_size3072128
text_config.num_attention_heads164
text_config.num_hidden_layers262
text_config.rope_parameters{"mrope_section": [16, 24, 24], "rope_theta": 500000, "rope_type": "default",…{"mrope_section": [2, 3, 3], "rope_theta": 500000, "rope_type": "default", "t…
vision_config.hidden_size115264
vision_config.intermediate_size4304128
vision_config.num_attention_heads164
vision_config.num_hidden_layers272