← MIC coverage of Transformers model types

microsoft/deberta-large-mnli

huggingface-mic/deberta-large-mnli-mic@58e799897804 ← microsoft/deberta-large-mnli@7296194b9009 · DebertaForSequenceClassification · overfit weights

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Original406.2Mparameters
Fixture3.4Mparameters
Layer stacks1compared
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.

deberta.encoder.layer

Original · 24
Fixture · 2
KindOriginalFixture
Layer242✓ 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
deberta.encoder.layer352.6M86.8%83.3K2.5%
deberta.embeddings51.5M12.7%3.2M95.5%
pooler.dense1.0M0.3%4.2K0.1%
deberta.encoder1.0M0.3%65.5K1.9%
classifier3.1K0.0%1950.0%

Preserved properties

ConfigPropertyOriginalFixture
modelmodel_typedebertadeberta✓ kept
modelvocab_size5026550265✓ kept
modeltie_word_embeddingsTrueTrue✓ kept
modelhidden_actgelugelu✓ kept
modelmax_position_embeddings512512✓ kept

Module classes

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

ClassOriginalFixture
Linear14614
Dropout9911
LayerNorm495
Attention242
Intermediate242
Layer242
Output242
SelfOutput242
DisentangledSelfAttention242
GELUActivation242
Embedding22
ContextPooler11
Embeddings11
Encoder11
ForSequenceClassification11
Model11
ModuleList11

Config changes

5 fields changed, 28 unchanged.

FieldOriginalFixture
hidden_size102464
intermediate_size4096128
num_attention_heads164
num_hidden_layers242
pooler_hidden_size102464