decreased original epochs

Palashio · Sep 22, 2020 · 1104323 · 1104323
1 parent 4addd97
commit 1104323
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Showing 3 changed files with 8 additions and 7 deletions.
diff --git a/libra/queries.py b/libra/queries.py
@@ -891,11 +891,10 @@ def text_classification_query(self, instruction, label_column=None, drop=None,
                                   test_size=0.2,
                                   random_state=49,
                                   learning_rate=1e-2,
-                                  epochs=20,
+                                  epochs=5,
                                   monitor="val_loss",
                                   batch_size=32,
-                                  # max_text_length=200,
-                                  max_features=2,
+                                  max_text_length=20,
                                   generate_plots=True,
                                   save_model=False,
                                   save_path=os.getcwd()):
@@ -927,8 +926,7 @@ def text_classification_query(self, instruction, label_column=None, drop=None,
             monitor=monitor,
             epochs=epochs,
             batch_size=batch_size,
-            # max_text_length=max_text_length,
-            max_features=max_features,
+            max_text_length=max_text_length,
             generate_plots=generate_plots,
             save_model=save_model,
             save_path=save_path)

diff --git a/libra/query/nlp_queries.py b/libra/query/nlp_queries.py
@@ -90,7 +90,7 @@ def text_classification_query(self, instruction, drop=None,
                               test_size=0.2,
                               random_state=49,
                               learning_rate=1e-2,
-                              epochs=20,
+                              epochs=5,
                               monitor="val_loss",
                               batch_size=32,
                               max_text_length=20,
@@ -114,6 +114,9 @@ def text_classification_query(self, instruction, drop=None,
     if epochs < 1:
         raise Exception("Epoch number is less than 1 (model will not be trained)")
 
+    if max_text_length <= 1:
+        raise Exception("Max text length should be larger than 1")
+
     if batch_size < 1:
         raise Exception("Batch size must be equal to or greater than 1")
 

diff --git a/tests/tests.py b/tests/tests.py
@@ -144,7 +144,7 @@ def test_captioning(self):
     # Tests whether text classification works without errors, and creates a key in models dictionary
     @ordered
     def test_text_classification(self):
-        x = client("/Users/anasawadalla/PycharmProjects/libra/tools/data/nlp_data/smallSentimentAnalysis.csv")
+        x = client("tools/data/nlp_data/smallSentimentAnalysis.csv")
         x.text_classification_query("get captions", epochs=1)
 
     # Tests whether name entity recognition query works without errors, and creates a key in models dictionary