From 35c1dbe5852ef5dd02521613ac9f30ee6adc58e8 Mon Sep 17 00:00:00 2001
From: Kartik Pradeepan <kartikspradeepan@gmail.com>
Date: Mon, 30 Sep 2024 14:05:28 -0400
Subject: [PATCH] add resnet50_11ad3fa6 to models (#1288)

Co-authored-by: Jenkins <jenkins@ip-172-31-29-217.us-east-2.compute.internal>
---
 .../models/resnet50_11ad3fa6/__init__.py      |  9 +++++
 .../models/resnet50_11ad3fa6/model.py         | 35 +++++++++++++++++++
 .../models/resnet50_11ad3fa6/requirements.txt |  2 ++
 .../models/resnet50_11ad3fa6/test.py          |  8 +++++
 4 files changed, 54 insertions(+)
 create mode 100644 brainscore_vision/models/resnet50_11ad3fa6/__init__.py
 create mode 100644 brainscore_vision/models/resnet50_11ad3fa6/model.py
 create mode 100644 brainscore_vision/models/resnet50_11ad3fa6/requirements.txt
 create mode 100644 brainscore_vision/models/resnet50_11ad3fa6/test.py

diff --git a/brainscore_vision/models/resnet50_11ad3fa6/__init__.py b/brainscore_vision/models/resnet50_11ad3fa6/__init__.py
new file mode 100644
index 000000000..cdfd7fa38
--- /dev/null
+++ b/brainscore_vision/models/resnet50_11ad3fa6/__init__.py
@@ -0,0 +1,9 @@
+from brainscore_vision import model_registry
+from brainscore_vision.model_helpers.brain_transformation import ModelCommitment
+from .model import get_model, get_layers
+
+model_registry['resnet50_11ad3fa6'] = lambda: ModelCommitment(
+    identifier='resnet50_11ad3fa6',
+    activations_model=get_model('resnet50_11ad3fa6'),
+    layers=get_layers('resnet50_11ad3fa6')
+)
diff --git a/brainscore_vision/models/resnet50_11ad3fa6/model.py b/brainscore_vision/models/resnet50_11ad3fa6/model.py
new file mode 100644
index 000000000..1b4294372
--- /dev/null
+++ b/brainscore_vision/models/resnet50_11ad3fa6/model.py
@@ -0,0 +1,35 @@
+from brainscore_vision.model_helpers.check_submission import check_models
+import functools
+import torchvision.models
+from brainscore_vision.model_helpers.activations.pytorch import PytorchWrapper
+from brainscore_vision.model_helpers.activations.pytorch import load_preprocess_images
+
+# This is an example implementation for submitting resnet-50 as a pytorch model
+
+# Attention: It is important, that the wrapper identifier is unique per model!
+# The results will otherwise be the same due to brain-scores internal result caching mechanism.
+# Please load your pytorch model for usage in CPU. There won't be GPUs available for scoring your model.
+# If the model requires a GPU, contact the brain-score team directly.
+
+
+def get_model(name):
+    assert name == 'resnet50_11ad3fa6'
+    model = torchvision.models.resnet50(pretrained=True)
+    preprocessing = functools.partial(load_preprocess_images, image_size=224)
+    wrapper = PytorchWrapper(
+        identifier='resnet50_11ad3fa6', model=model, preprocessing=preprocessing)
+    wrapper.image_size = 224
+    return wrapper
+
+
+def get_layers(name):
+    assert name == 'resnet50_11ad3fa6'
+    return ['conv1', 'layer1', 'layer2', 'layer3', 'layer4', 'fc']
+
+
+def get_bibtex(model_identifier):
+    return """"""
+
+
+if __name__ == '__main__':
+    check_models.check_base_models(__name__)
diff --git a/brainscore_vision/models/resnet50_11ad3fa6/requirements.txt b/brainscore_vision/models/resnet50_11ad3fa6/requirements.txt
new file mode 100644
index 000000000..a56666d38
--- /dev/null
+++ b/brainscore_vision/models/resnet50_11ad3fa6/requirements.txt
@@ -0,0 +1,2 @@
+torchvision
+torch
\ No newline at end of file
diff --git a/brainscore_vision/models/resnet50_11ad3fa6/test.py b/brainscore_vision/models/resnet50_11ad3fa6/test.py
new file mode 100644
index 000000000..28c13e09b
--- /dev/null
+++ b/brainscore_vision/models/resnet50_11ad3fa6/test.py
@@ -0,0 +1,8 @@
+import pytest
+import brainscore_vision
+
+
+@pytest.mark.travis_slow
+def test_has_identifier():
+    model = brainscore_vision.load_model('resnet50_tutorial')
+    assert model.identifier == 'resnet50_tutorial'