Carlos Gutierrez 7501839145 Adding paper

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figure1_tokens_per_second.png

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figure2_time_per_token.png

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figure3_throughput_vs_prompt_length.png

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figure4_total_time_distribution.png

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figure5_memory_usage.png

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figure6_generated_length_performance.png

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theoretical_figure1_complexity.png

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theoretical_figure2_memory.png

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theoretical_figure3_speedup.png

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theoretical_figure4_generation_time.png

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theoretical_figure5_attention_breakdown.png

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