← MIC coverage of Transformers model types

facebook/mbart-large-50

huggingface-mic/mbart-large-50-mic@ef21bcc00bb0 ← facebook/mbart-large-50@4ef55a20b36c · MBartForConditionalGeneration · random weights

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Original610.9Mparameters
Fixture16.3Mparameters
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 · 12
Fixture · 2
KindOriginalFixture
EncoderLayer122✓ kept

model.decoder.layers

Original · 12
Fixture · 2
KindOriginalFixture
DecoderLayer122✓ 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.shared256.1M41.9%16.0M98.2%
model.decoder.layers201.6M33.0%100.5K0.6%
model.encoder.layers151.2M24.7%66.9K0.4%
model.encoder1.1M0.2%65.9K0.4%
model.decoder1.1M0.2%65.9K0.4%

Preserved properties

ConfigPropertyOriginalFixture
modelmodel_typembartmbart✓ kept
modelvocab_size250054250054✓ kept
modeltie_word_embeddingsTrueTrue✓ kept
modelmax_position_embeddings10241024✓ kept

Module classes

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

ClassOriginalFixture
Linear19333
LayerNorm6414
Attention366
GELUActivation244
DecoderLayer122
EncoderLayer122
ScaledWordEmbedding33
LearnedPositionalEmbedding22
ModuleList22
Decoder11
Encoder11
ForConditionalGeneration11
Model11

Config changes

7 fields changed, 38 unchanged.

FieldOriginalFixture
d_model102464
decoder_attention_heads164
decoder_ffn_dim4096128
decoder_layers122
encoder_attention_heads164
encoder_ffn_dim4096128
encoder_layers122