← MIC coverage of Transformers model types

deepmind/language-perceiver

huggingface-mic/language-perceiver-mic@6c70b7e085e8 ← deepmind/language-perceiver@47a1ba43d819 · PerceiverForMaskedLM · random weights · built before the shrink rule (no recorded recipe)

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Original201.1Mparameters
Fixture194.1Mparameters
Layer stacks1compared
Findings1to review

⚠ To review

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.

perceiver.encoder.self_attends

Original · 26
Fixture · 26
KindOriginalFixture
Layer2626✓ 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
perceiver.encoder.self_attends187.7M93.3%187.7M96.7%
perceiver.encoder6.4M3.2%5.4M2.8%
perceiver.decoder4.9M2.4%572.9K0.3%
perceiver.input_preprocessor1.8M0.9%147.8K0.1%
perceiver.embeddings327.7K0.2%327.7K0.2%
embedding_decoder2620.0%2620.0%

Preserved properties

ConfigPropertyOriginalFixture
modelmodel_typeperceiverperceiver✓ kept
modelvocab_size262262✓ kept
modelhidden_actgelugelu✓ kept
modelmax_position_embeddings20482048✓ kept
modelimage_size5656✓ kept

Module classes

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

ClassOriginalFixture
Linear168168
LayerNorm5858
Dropout2828
GELUActivation2828
Identity2828
Attention2828
Layer2828
MLP2828
SelfAttention2828
SelfOutput2828
Embedding22
ModuleList11
BasicDecoder11
EmbeddingDecoder11
Embeddings11
Encoder11
ForMaskedLM11
Model11
TextPreprocessor11
TrainablePositionEncoding11

Config changes

1 fields changed, 35 unchanged.

FieldOriginalFixture
d_model76864