changed the model

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+The_Verdict.keras filter=lfs diff=lfs merge=lfs -text

The_Verdict.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:667a0a149866d017d3d68b56358fd17c029339e9825d67bd7d58959a3bb9600d
+size 11402480

The_Verdict.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43d3806bb99ff72e26661df6147a9321115949bba959fb483dec438b7f950699
+size 11393348

app.py

@@ -0,0 +1,32 @@
+import pickle
+from keras.models import load_model
+from keras.preprocessing.sequence import pad_sequences
+import numpy as np
+
+
+model = load_model("The_Verdict.h5")
+with open("tokenizer.pickle", "rb") as handle:
+        tokenizer = pickle.load(handle)
+
+def prediction(t='',l=1):
+  text = t
+  sentence_length = l
+  for repeat in range(sentence_length):
+    token_text = tokenizer.texts_to_sequences([text])
+    padded_token_text = pad_sequences(token_text, maxlen = 230, padding = 'pre')
+    pos = np.argmax(model.predict(padded_token_text))
+    for (word,index) in tokenizer.word_index.items():
+      if index == pos:
+        text = text + " " + word
+  return text
+
+import gradio as gr
+
+demo = gr.Interface(title = "The Verdict",
+                    examples = [['It had always been'], ['I found the couple at'],['She glanced out almost']],
+                    fn=prediction,
+                    inputs=[gr.Textbox(lines = 2, label = 'Query', placeholder='Enter Here', value=""),
+                            gr.Slider(1,100,step = 1, label = "How many Words to generate?", value = 1)],
+                    outputs=gr.Text(lines = 7, ), allow_flagging = 'never', theme=gr.themes.Base())
+
+demo.launch(share = True)

tokenizer.pickle

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1790f8ad53ceaf09eeade2b8a26b6e752d99a4eee3de57885efa49c8149c974f
+size 40426