mobrown commited on
Commit
740a21c
1 Parent(s): 3679293

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +43 -15
app.py CHANGED
@@ -36,18 +36,23 @@ def plot_words_plotly(model, words):
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  fig.update_layout(title="Word Vectors Visualization",
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  xaxis_title="PCA 1",
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  yaxis_title="PCA 2",
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- showlegend=True)
 
 
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  return fig
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43
 
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- def gradio_interface(choice, custom_input=None):
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  if choice == "Custom":
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  if not custom_input or len(custom_input.split(", ")) != 3:
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  return "Invalid input. Please enter exactly three words, separated by commas.", None, {
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  "error": "Invalid input"}
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  words = custom_input.split(", ")
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  else:
 
 
 
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  words = choice.split(", ")
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  word1, word2, word3 = words
@@ -56,9 +61,9 @@ def gradio_interface(choice, custom_input=None):
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  if word4 in model.key_to_index:
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  vector = model[word4]
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- vector_display = {word4: [round(num, 2) for num in vector.tolist()]}
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  else:
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- vector_display = {"error": "Vector not available for the resulting word"}
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  return word4, plot_fig, vector_display
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@@ -71,16 +76,39 @@ choices = [
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  "Custom"
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  ]
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- iface = gr.Interface(
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- fn=gradio_interface,
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- inputs=[
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- gr.Dropdown(choices=choices, label="Choose predefined words or enter custom words"),
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- gr.Textbox(label="Custom words (comma-separated, required for custom choice; use only if 'Custom' is selected)",
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- placeholder="Enter 3 words separated by commas")
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- ],
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- outputs=["text", "plot", "json"],
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- title="Word Analogy and Vector Visualization with Plotly",
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- description="Select a predefined triplet of words or choose 'Custom' and enter your own (comma-separated) to find a fourth word by analogy, and see their vectors plotted with Plotly."
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- )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  iface.launch(share=True)
 
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  fig.update_layout(title="Word Vectors Visualization",
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  xaxis_title="PCA 1",
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  yaxis_title="PCA 2",
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+ showlegend=True,
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+ width=600, # Adjust width as needed
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+ height=400) # Adjust height as needed
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  return fig
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+ def gradio_interface(choice, custom_input):
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  if choice == "Custom":
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  if not custom_input or len(custom_input.split(", ")) != 3:
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  return "Invalid input. Please enter exactly three words, separated by commas.", None, {
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  "error": "Invalid input"}
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  words = custom_input.split(", ")
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  else:
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+ if not choice:
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+ return "Invalid input. Please select or enter words.", None, {
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+ "error": "Invalid input"}
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  words = choice.split(", ")
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  word1, word2, word3 = words
 
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  if word4 in model.key_to_index:
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  vector = model[word4]
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+ vector_display = f"{word4}: {np.round(vector, 2).tolist()}"
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  else:
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+ vector_display = "Vector not available for the resulting word"
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  return word4, plot_fig, vector_display
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  "Custom"
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  ]
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+
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+ def clear_inputs():
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+ return "", "", "", "", None
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+
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+
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+ # Define the layout using Rows and Columns
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+ with gr.Blocks() as iface:
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+ with gr.Row():
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+ with gr.Column():
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+ gr.Markdown("# Word Analogy and Vector Visualization with Plotly")
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+ gr.Markdown(
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+ "Select a predefined triplet of words or choose 'Custom' and enter your own (comma-separated) to find a fourth word by analogy, and see their vectors plotted with Plotly.")
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+
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+ radio = gr.Radio(choices=choices, label="Choose predefined words or enter custom words")
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+
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+ custom_words = gr.Textbox(
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+ label="Custom words (comma-separated, required for custom choice; use only if 'Custom' is selected)",
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+ placeholder="Enter 3 words separated by commas")
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+
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+ with gr.Row():
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+ clear_btn = gr.Button("Clear")
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+ submit_btn = gr.Button("Submit")
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+
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+ output_word = gr.Textbox(label="Output Word")
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+
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+ word_plot = gr.Plot(label="Word Vectors Visualization")
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+
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+ with gr.Row():
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+ word_vectorization = gr.Textbox(label="Word Vectorization for Output Word", lines=4, max_lines=4)
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+
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+ clear_btn.click(fn=clear_inputs, inputs=None,
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+ outputs=[radio, custom_words, output_word, word_vectorization, word_plot])
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+ submit_btn.click(fn=gradio_interface, inputs=[radio, custom_words],
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+ outputs=[output_word, word_plot, word_vectorization])
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  iface.launch(share=True)