← MIC coverage of Transformers model types

facebook/bart-base

huggingface-mic/bart-base-mic@1d300e47ad35 ← facebook/bart-base@aadd2ab0ae0c · BartForConditionalGeneration · overfit weights · built before the shrink rule (no recorded recipe)

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

Original139.4Mparameters
Fixture3.5Mparameters
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.encoder.layers

Original · 6
Fixture · 2
KindOriginalFixture
EncoderLayer62✓ kept

model.decoder.layers

Original · 6
Fixture · 2
KindOriginalFixture
DecoderLayer62✓ 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.decoder.layers56.7M40.7%100.5K2.9%
model.encoder.layers42.5M30.5%66.9K1.9%
model.shared38.6M27.7%3.2M91.5%
model.encoder789.5K0.6%65.8K1.9%
model.decoder789.5K0.6%65.8K1.9%

Preserved properties

ConfigPropertyOriginalFixture
modelmodel_typebartbart✓ kept
modelvocab_size5026550265✓ kept
modeltie_word_embeddingsTrueTrue✓ kept
modelmax_position_embeddings10241024✓ kept

Module classes

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

ClassOriginalFixture
Linear9733
LayerNorm3212
Attention186
GELUActivation124
DecoderLayer62
EncoderLayer62
ScaledWordEmbedding33
LearnedPositionalEmbedding22
ModuleList22
Decoder11
Encoder11
ForConditionalGeneration11
Model11

Config changes

7 fields changed, 35 unchanged.

FieldOriginalFixture
d_model76864
decoder_attention_heads124
decoder_ffn_dim3072128
decoder_layers62
encoder_attention_heads124
encoder_ffn_dim3072128
encoder_layers62