huggingface/transformers · Architecture
A static read of how huggingface/transformers is wired together — module coupling, layering, and circular dependencies — derived from its import graph.
C
Architecture grade
score 66/100
8
Import cycles
lower is better
400
Modules parsed
1353 edges
90%
Layeredness
clean-layer ratio
Most-depended-on modules
These are the highest-fan-in files — change them and the blast radius is largest. Read them first.
- src/transformers/__init__.py98 importers · radius 200
- src/transformers/modeling_utils.py76 importers · radius 202
- src/transformers/configuration_utils.py67 importers · radius 202
- src/transformers/modeling_outputs.py57 importers · radius 229
- src/transformers/masking_utils.py51 importers · radius 215
- src/transformers/cache_utils.py47 importers · radius 206
- src/transformers/activations.py44 importers · radius 201
- src/transformers/modeling_layers.py42 importers · radius 200
Modules (24)
Source directories grouped from the import graph. Each links to a per-module page with its files and how it couples to the rest.
- src/transformers26 files · 680 in-degree · in cycle
- src/transformers/generation8 files · 65 in-degree · in cycle
- src/transformers/models/auto10 files · 64 in-degree
- src/transformers/integrations14 files · 60 in-degree · in cycle
- src/transformers/generation/continuous_batching11 files · 45 in-degree
- src/transformers/distributed7 files · 31 in-degree
- src/transformers/cli/serving7 files · 23 in-degree
- src/transformers/exporters7 files · 22 in-degree
- src/transformers/loss5 files · 15 in-degree
- src/transformers/integrations/gguf6 files · 14 in-degree
- src/transformers/data/processors3 files · 9 in-degree
- src/transformers/models/blip4 files · 7 in-degree
- src/transformers/models/bert3 files · 7 in-degree
- src/transformers/models/bark3 files · 7 in-degree
- src/transformers/models/biogpt3 files · 6 in-degree
- src/transformers/models/chmv23 files · 6 in-degree
- src/transformers/models/clip2 files · 6 in-degree
- src/transformers/models/beit3 files · 5 in-degree
- src/transformers/models/albert3 files · 5 in-degree
- src/transformers/models/bamba2 files · 5 in-degree
- src/transformers/integrations/mistral2 files · 5 in-degree
- src/transformers/models/aria3 files · 4 in-degree
- src/transformers/models/bridgetower3 files · 4 in-degree
- src/transformers/models/afmoe2 files · 4 in-degree
Circular dependencies (8)
- src/transformers/__init__.py to src/transformers/backbone_utils.py to src/transformers/configuration_utils.py to src/transformers/__init__.py
- src/transformers/__init__.py to src/transformers/backbone_utils.py to src/transformers/configuration_utils.py to src/transformers/generation/configuration_utils.py to src/transformers/__init__.py
- src/transformers/configuration_utils.py to src/transformers/generation/configuration_utils.py to src/transformers/configuration_utils.py
- src/transformers/__init__.py to src/transformers/backbone_utils.py to src/transformers/configuration_utils.py to src/transformers/generation/configuration_utils.py to src/transformers/modeling_utils.py to src/transformers/__init__.py
- src/transformers/configuration_utils.py to src/transformers/generation/configuration_utils.py to src/transformers/modeling_utils.py to src/transformers/configuration_utils.py
- src/transformers/modeling_utils.py to src/transformers/conversion_mapping.py to src/transformers/core_model_loading.py to src/transformers/integrations/accelerate.py to src/transformers/integrations/deepspeed.py to src/transformers/initialization.py to src/transformers/modeling_utils.py
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