From 72a53806746bc7ffa2f3939721e34b5cfdb7330a Mon Sep 17 00:00:00 2001
From: Jordan Gong <jordan.gong@protonmail.com>
Date: Mon, 11 Jan 2021 23:59:30 +0800
Subject: Add evaluation script, code review and fix some bugs

1. Add new `train_all` method for one shot calling
2. Print time used in 1k iterations
3. Correct label dimension in predict function
4. Transpose distance matrix for convenient indexing
5. Sort dictionary before generate signature
6. Extract visible CUDA setting function
---
 eval.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)
 create mode 100644 eval.py

(limited to 'eval.py')

diff --git a/eval.py b/eval.py
new file mode 100644
index 0000000..fee4ab9
--- /dev/null
+++ b/eval.py
@@ -0,0 +1,16 @@
+from config import config
+from models import Model
+from utils.dataset import ClipConditions
+from utils.misc import set_visible_cuda
+
+set_visible_cuda(config['system'])
+model = Model(config['system'], config['model'], config['hyperparameter'])
+
+dataset_selectors = {
+    'nm': {'conditions': ClipConditions({r'nm-0\d'})},
+    'bg': {'conditions': ClipConditions({r'nm-0\d', r'bg-0\d'})},
+    'cl': {'conditions': ClipConditions({r'nm-0\d', r'cl-0\d'})},
+}
+
+accuracy = model.predict_all(config['model']['total_iter'], config['dataset'],
+                             dataset_selectors, config['dataloader'])
-- 
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