Upload app.py

app.py

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+python -m venv .env
+
+
+# Activate the virtual environment
+source .env/bin/activate
+# Deactivate the virtual environment
+source .env/bin/deactivate
+
+
+pip install -r requirements.txt
+pip install faiss-cpu
+# In the requirements.txt but not installed correctly so we have to use pip command
+#!pip install gensim==3.8.1
+python -m spacy download en_core_web_sm
+# Install gradio for user interface
+pip install gradio
+
+import sensegram
+from wsd import WSD
+from gensim.models import KeyedVectors
+
+# Model files
+sense_vectors_fpath = "./best_sense_gram_model/best_model.sense_vectors"
+word_vectors_fpath = "./best_sense_gram_model/best_model.word_vectors"
+
+# Model parameters
+max_context_words  = 3
+context_window_size = 5
+ignore_case = True
+lang = "ar" # to filter out stopwords
+
+# Model loading ... takes some time
+sv = sensegram.SenseGram.load_word2vec_format(sense_vectors_fpath, binary=False)
+wv = KeyedVectors.load_word2vec_format(word_vectors_fpath, binary=False, unicode_errors="ignore")
+
+# Method takes word and context and retirn the results of the model.
+def wsd_method(word, context):
+  output = ""
+  output += "Probabilities of the senses:\n{}\n\n".format(sv.get_senses(word, ignore_case=ignore_case))
+  for sense_id, prob in sv.get_senses(word, ignore_case=ignore_case):
+      output += sense_id
+      output += ("\n"+"="*20+"\n")
+      for rsense_id, sim in sv.wv.most_similar(sense_id):
+          output += "{} {:f}\n".format(rsense_id, sim)
+      output +="\n"
+  # Disambiguate a word in a context
+  wsd_model = WSD(sv, wv, window=context_window_size, lang=lang,
+                  max_context_words=max_context_words, ignore_case=ignore_case)    
+  output += str(wsd_model.disambiguate(context, word))  
+  return output
+  
+import gradio as gr
+# Lanuching live demo
+demo = gr.Interface(
+    fn=wsd_method,
+    inputs=[gr.Textbox(lines=1, placeholder="الكلمة"),gr.Textbox(lines=2, placeholder="السياق")],
+    outputs="text",
+    title="فـك الالتباس الدلالي",
+    description="فضلًا أدخل الكلمة ثم السياق ثم اضغط على زر إرسال، ولاستعراض المخرجات كاملة يرجى استخدام زر التمرير لأسفل.",
+)
+demo.launch()
+