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Update app.py
Browse files
app.py
CHANGED
@@ -24,7 +24,6 @@ def analyze_sentence(index, vis_type, vis_format):
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attn_map_shape = row['attention_maps_shape'][1:]
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seq_len = attn_map_shape[1]
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attn_maps = np.array(row['attention_maps']).reshape(*attn_map_shape).clip(0, 1)
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fig = plt.figure(figsize=(0.1 + 0.3 * len(tokenized), 0.25 * len(tokenized)))
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attn_maps = attn_maps[:, 1:, 1:]
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if vis_type == VisType.SUM.value:
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plot_data = attn_maps.sum(0)
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@@ -34,15 +33,26 @@ def analyze_sentence(index, vis_type, vis_format):
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else:
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print(vis_type)
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0/0
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metrics = {'Metrics': 1}
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metrics.update({k: v for k, v in row.items() if k not in ['text', 'attention_maps', 'attention_maps_shape']})
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return
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demo = gr.Blocks()
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with demo:
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@@ -57,8 +67,9 @@ with demo:
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vis_format_checkbox = gr.Radio(['Plot', 'Graph'])
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output = gr.Plot(label="Plot", container=True)
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metrics = gr.Label("Metrics")
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btn.click(analyze_sentence, [sentence_dropdown, vis_dropdown, vis_format_checkbox], [output, metrics])
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if __name__ == "__main__":
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attn_map_shape = row['attention_maps_shape'][1:]
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seq_len = attn_map_shape[1]
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attn_maps = np.array(row['attention_maps']).reshape(*attn_map_shape).clip(0, 1)
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attn_maps = attn_maps[:, 1:, 1:]
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if vis_type == VisType.SUM.value:
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plot_data = attn_maps.sum(0)
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else:
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print(vis_type)
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0/0
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if vis_format == 'Plot':
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fig = plt.figure(figsize=(0.1 + 0.3 * len(tokenized), 0.25 * len(tokenized)))
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sns.heatmap(plot_data)
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plt.xticks(np.arange(seq_len - 1) + 0.5, tokenized[1:], rotation=90);
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plt.yticks(np.arange(seq_len - 1) + 0.5, tokenized[1:], rotation=0);
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plt.ylabel('TARGET')
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plt.xlabel('SOURCE')
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plt.grid()
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fig_output, graph_output = fig, ""
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else:
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ex = [{
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"words": [{"text": x} for x in tokenized],
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"arcs": [{"start": i, "end": j} for j in range(i) else range(len(tokenized))]
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]
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graph_output = displacy.render(ex, style="dep", manual=True)
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fig_output = None
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metrics = {'Metrics': 1}
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metrics.update({k: v for k, v in row.items() if k not in ['text', 'attention_maps', 'attention_maps_shape']})
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return fig_output, graph_output, metrics
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demo = gr.Blocks()
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with demo:
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vis_format_checkbox = gr.Radio(['Plot', 'Graph'])
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output = gr.Plot(label="Plot", container=True)
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graph_output = gr.HTML(label="Graph")
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metrics = gr.Label("Metrics")
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btn.click(analyze_sentence, [sentence_dropdown, vis_dropdown, vis_format_checkbox], [output, graph_output, metrics])
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if __name__ == "__main__":
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