From eccc80425a17a6a5e75d31871e07cb904755aafe Mon Sep 17 00:00:00 2001
From: Oscar Pocock <oscar@oscarpo.co>
Date: Mon, 21 Mar 2022 10:54:29 +0000
Subject: [PATCH] Refactored for portability

---
 src/autophotographer/config.py     |      2 -
 src/autophotographer/dataframe.csv | 255509 ++++++++++++++++++++++++++
 src/autophotographer/dataset.py    |      5 +-
 src/autophotographer/model.py      |     10 +-
 4 files changed, 255518 insertions(+), 8 deletions(-)
 create mode 100644 src/autophotographer/dataframe.csv

diff --git a/src/autophotographer/config.py b/src/autophotographer/config.py
index f5a4721..52b6857 100644
--- a/src/autophotographer/config.py
+++ b/src/autophotographer/config.py
@@ -10,11 +10,9 @@ VAL_SPLIT = 0.1
 DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
 
 FEATURE_EXTRACTION_BATCH_SIZE = 256
-FINETUNE_BATCH_SIZE = 64
 PRED_BATCH_SIZE = 4
 EPOCHS = 20
 LR = 0.001
-LR_FINETUNE = 0.0005 # REMOVE
 IMAGE_SIZE = 32
 
 WARMUP_PLOT = os.path.join("output", "plot.png")
diff --git a/src/autophotographer/dataframe.csv b/src/autophotographer/dataframe.csv
new file mode 100644
index 0000000..3d1bc5c
--- /dev/null
+++ b/src/autophotographer/dataframe.csv
@@ -0,0 +1,255509 @@
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diff --git a/src/autophotographer/dataset.py b/src/autophotographer/dataset.py
index 23fc5ac..5114978 100644
--- a/src/autophotographer/dataset.py
+++ b/src/autophotographer/dataset.py
@@ -24,10 +24,10 @@ projectRoot = abspath(os.path.join(script_directory, "../.."))
 #projectRoot = "/src/"
 print(projectRoot)
 tensorImagesPath = os.path.join(projectRoot, "src/autophotographer/tensorImages.pt")
-tensorImagesPath = os.path.join(projectRoot, "src/autophotographer/tensorImages.pt")
 tensorRatingsPath = os.path.join(projectRoot, "src/autophotographer/tensorRatings.pt")
 tensorArrayPath = os.path.join(projectRoot, "src/autophotographer/tensorArray.pt")
 filePathRatings = os.path.join(projectRoot, "data/ratings.txt")
+dataframePath = os.path.join(projectRoot, "src/autophotographer/dataframe.csv")
 
 if not datasetDir == "":
     filePathStyle = datasetDir + "AVA/style_image_lists/test.multilab"
@@ -151,7 +151,8 @@ def build_dataframe(df, imgPath):
     df['path'] = imagePaths
     return df
 
-df = build_dataframe(remove_entries_for_missing_images(load_image_ratings(), imgPath), imgPath)
+#df = build_dataframe(remove_entries_for_missing_images(load_image_ratings(), imgPath), imgPath)
+df = pd.read_csv(dataframePath, index_col = 0)
 
 def create_tensor_array():
     tensorArray = []
diff --git a/src/autophotographer/model.py b/src/autophotographer/model.py
index 26f25dc..1824fc4 100644
--- a/src/autophotographer/model.py
+++ b/src/autophotographer/model.py
@@ -18,8 +18,10 @@ import dataset
 script_directory = os.path.dirname(__file__)
 projectRoot = abspath(os.path.join(script_directory, "../.."))
 print("Project root: " + projectRoot)
-INITIAL_PLOT_PATH = projectRoot + "/src/output/plot.png"
-INTIIAL_MODEL_PATH = projectRoot + "/src/output/model.pth" 
+INITIAL_PLOT_PATH = os.path.join(projectRoot, "src/output/plot.png")
+INTIIAL_MODEL_PATH = os.path.join(projectRoot, "src/output/model.pth")
+valDatasetPath = os.path.join(projectRoot, "src/autophotographer/valDataset.pt")
+trainDatasetPath = os.path.join(projectRoot, "src/autophotographer/trainDataset.pt")
 
 # define transformations
 trainTransform = transforms.Compose([
@@ -50,10 +52,10 @@ print("Getting dataloaders...")
 	#transforms=valTransform, batchSize=config.FEATURE_EXTRACTION_BATCH_SIZE, shuffle=False)
 #torch.save(valDataset, 'valDataset.pt')
 
-valDataset = torch.load("/src/src/autophotographer/valDataset.pt")
+valDataset = torch.load(valDatasetPath)
 valLoader = DataLoader(valDataset, batch_size=config.FEATURE_EXTRACTION_BATCH_SIZE, shuffle=False, num_workers=os.cpu_count(),
     pin_memory=True if config.DEVICE == "cuda" else False)
-trainDataset = torch.load("/src/src/autophotographer/trainDataset.pt")
+trainDataset = torch.load(trainDatasetPath)
 trainLoader = DataLoader(trainDataset, batch_size=config.FEATURE_EXTRACTION_BATCH_SIZE, shuffle=True, num_workers=os.cpu_count(),
     pin_memory=True if config.DEVICE == "cuda" else False)