← MIC coverage of Transformers model types

uclanlp/plbart-java-cs

huggingface-mic/plbart-java-cs-mic@ed5a986dc116 ← uclanlp/plbart-java-cs@0426c742606c · PLBartForConditionalGeneration · random weights

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

Original139.2Mparameters
Fixture3.5Mparameters
Layer stacks2compared
Findings0to review

✓ Same architecture, smaller

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

Model tester (advisory)

The model's own small test config in its ModelTester (29 literal values, 29 set by the model's own tester, the rest generic base-tester defaults). Testers are usually representative but not always, so these notes are for review, not rules.

The fixture covers every per-layer kind the tester sets, and shrinks every size it does.

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.shared38.4M27.6%3.2M91.5%
model.decoder789.5K0.6%65.8K1.9%
model.encoder789.5K0.6%65.8K1.9%

Preserved properties

ConfigPropertyOriginalFixture
modelmodel_typeplbartplbart✓ kept
modelvocab_size5000550005✓ kept
modeltie_word_embeddingsTrueTrue✓ kept
modelmax_position_embeddings10241024✓ kept

Module classes

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

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

Config changes

7 fields changed, 27 unchanged.

FieldOriginalFixture
d_model76864
decoder_attention_heads124
decoder_ffn_dim3072128
decoder_layers62
encoder_attention_heads124
encoder_ffn_dim3072128
encoder_layers62