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2026智慧农业一套 温室环境多参数时序预测模型研究14.98-AI通过_1(论文+数据表+python程序源码代码文件)定稿.zip

2026智慧农业一套 温室环境多参数时序预测模型研究14.98-AI通过_1(论文+数据表+python程序源码代码文件)定稿.zip
收起资源包目录
  • 代码文件
    • greebhouse
      • greenhouse prediction modle.py(56.26 KB)
      • requirements.txt(94 B)
      • results
        • 20260316_133733
          • all_targets_models_metrics.csv(3.34 KB)
          • greenhouse_equivalent_co2_ppm_BiGRU_all_predictions.csv(339.22 KB)
          • greenhouse_equivalent_co2_ppm_BiLSTM_all_predictions.csv(338.87 KB)
          • greenhouse_equivalent_co2_ppm_GRU_all_predictions.csv(338.49 KB)
          • greenhouse_equivalent_co2_ppm_LSTM_all_predictions.csv(339.35 KB)
          • greenhouse_equivalent_co2_ppm_Mamba_all_predictions.csv(338.35 KB)
          • greenhouse_equivalent_co2_ppm_Transformer_all_predictions.csv(339.33 KB)
          • greenhouse_equivalent_co2_ppm_models_metrics.csv(874 B)
          • greenhouse_equivalent_co2_ppm_models_subplots.png(449.54 KB)
          • greenhouse_humidity_percentage_BiGRU_all_predictions.csv(389 KB)
          • greenhouse_humidity_percentage_BiLSTM_all_predictions.csv(389.12 KB)
          • greenhouse_humidity_percentage_GRU_all_predictions.csv(389.12 KB)
          • greenhouse_humidity_percentage_LSTM_all_predictions.csv(389.21 KB)
          • greenhouse_humidity_percentage_Mamba_all_predictions.csv(389.17 KB)
          • greenhouse_humidity_percentage_Transformer_all_predictions.csv(389 KB)
          • greenhouse_humidity_percentage_models_metrics.csv(862 B)
          • greenhouse_humidity_percentage_models_subplots.png(428.55 KB)
          • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(393.68 KB)
          • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(393.34 KB)
          • greenhouse_temperature_celsius_GRU_all_predictions.csv(393.46 KB)
          • greenhouse_temperature_celsius_LSTM_all_predictions.csv(393.39 KB)
          • greenhouse_temperature_celsius_Mamba_all_predictions.csv(392.88 KB)
          • greenhouse_temperature_celsius_Transformer_all_predictions.csv(393.08 KB)
          • greenhouse_temperature_celsius_models_metrics.csv(874 B)
          • greenhouse_temperature_celsius_models_subplots.png(417.42 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiGRU_all_predictions.csv(347.18 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiLSTM_all_predictions.csv(346.87 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_GRU_all_predictions.csv(346.76 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_LSTM_all_predictions.csv(347.38 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Mamba_all_predictions.csv(348.32 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Transformer_all_predictions.csv(349.01 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_models_metrics.csv(939 B)
          • greenhouse_total_volatile_organic_compounds_ppb_models_subplots.png(406.06 KB)
          • run.log(5.59 KB)
          • significance_results.csv(2.86 KB)
        • 20260317_134820
          • all_targets_models_metrics.csv(3.34 KB)
          • greenhouse_equivalent_co2_ppm_BiGRU_all_predictions.csv(339.12 KB)
          • greenhouse_equivalent_co2_ppm_BiLSTM_all_predictions.csv(339.34 KB)
          • greenhouse_equivalent_co2_ppm_GRU_all_predictions.csv(339.04 KB)
          • greenhouse_equivalent_co2_ppm_LSTM_all_predictions.csv(339.42 KB)
          • greenhouse_equivalent_co2_ppm_Mamba_all_predictions.csv(340.76 KB)
          • greenhouse_equivalent_co2_ppm_Transformer_all_predictions.csv(339.81 KB)
          • greenhouse_equivalent_co2_ppm_models_metrics.csv(873 B)
          • greenhouse_equivalent_co2_ppm_models_subplots.png(463.63 KB)
          • greenhouse_humidity_percentage_BiGRU_all_predictions.csv(389.07 KB)
          • greenhouse_humidity_percentage_BiLSTM_all_predictions.csv(388.98 KB)
          • greenhouse_humidity_percentage_GRU_all_predictions.csv(389 KB)
          • greenhouse_humidity_percentage_LSTM_all_predictions.csv(389.02 KB)
          • greenhouse_humidity_percentage_Mamba_all_predictions.csv(389.2 KB)
          • greenhouse_humidity_percentage_Transformer_all_predictions.csv(389.2 KB)
          • greenhouse_humidity_percentage_models_metrics.csv(868 B)
          • greenhouse_humidity_percentage_models_subplots.png(432.76 KB)
          • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(393.68 KB)
          • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(393.34 KB)
          • greenhouse_temperature_celsius_GRU_all_predictions.csv(393.46 KB)
          • greenhouse_temperature_celsius_LSTM_all_predictions.csv(393.39 KB)
          • greenhouse_temperature_celsius_Mamba_all_predictions.csv(393.41 KB)
          • greenhouse_temperature_celsius_Transformer_all_predictions.csv(393.53 KB)
          • greenhouse_temperature_celsius_models_metrics.csv(879 B)
          • greenhouse_temperature_celsius_models_subplots.png(420.61 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiGRU_all_predictions.csv(346.85 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiLSTM_all_predictions.csv(347.37 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_GRU_all_predictions.csv(347.02 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_LSTM_all_predictions.csv(346.88 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Mamba_all_predictions.csv(348.85 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Transformer_all_predictions.csv(346.97 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_models_metrics.csv(934 B)
          • greenhouse_total_volatile_organic_compounds_ppb_models_subplots.png(403.1 KB)
          • multi_output_models_metrics.csv(1.38 KB)
          • multioutput_MultiOutput_GRU_subplots.png(417.52 KB)
          • multioutput_MultiOutput_LSTM_subplots.png(421.23 KB)
          • run.log(5.78 KB)
          • significance_results.csv(2.85 KB)
        • 20260317_172557
          • all_targets_models_metrics.csv(3.34 KB)
          • greenhouse_equivalent_co2_ppm_BiGRU_all_predictions.csv(339.12 KB)
          • greenhouse_equivalent_co2_ppm_BiLSTM_all_predictions.csv(339.34 KB)
          • greenhouse_equivalent_co2_ppm_GRU_all_predictions.csv(339.04 KB)
          • greenhouse_equivalent_co2_ppm_LSTM_all_predictions.csv(339.42 KB)
          • greenhouse_equivalent_co2_ppm_Mamba_all_predictions.csv(340.76 KB)
          • greenhouse_equivalent_co2_ppm_Transformer_all_predictions.csv(339.81 KB)
          • greenhouse_equivalent_co2_ppm_models_metrics.csv(873 B)
          • greenhouse_equivalent_co2_ppm_models_subplots.png(463.63 KB)
          • greenhouse_humidity_percentage_BiGRU_all_predictions.csv(389.07 KB)
          • greenhouse_humidity_percentage_BiLSTM_all_predictions.csv(388.98 KB)
          • greenhouse_humidity_percentage_GRU_all_predictions.csv(389 KB)
          • greenhouse_humidity_percentage_LSTM_all_predictions.csv(389.02 KB)
          • greenhouse_humidity_percentage_Mamba_all_predictions.csv(389.2 KB)
          • greenhouse_humidity_percentage_Transformer_all_predictions.csv(389.2 KB)
          • greenhouse_humidity_percentage_models_metrics.csv(868 B)
          • greenhouse_humidity_percentage_models_subplots.png(432.76 KB)
          • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(393.68 KB)
          • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(393.34 KB)
          • greenhouse_temperature_celsius_GRU_all_predictions.csv(393.46 KB)
          • greenhouse_temperature_celsius_LSTM_all_predictions.csv(393.39 KB)
          • greenhouse_temperature_celsius_Mamba_all_predictions.csv(393.41 KB)
          • greenhouse_temperature_celsius_Transformer_all_predictions.csv(393.53 KB)
          • greenhouse_temperature_celsius_models_metrics.csv(879 B)
          • greenhouse_temperature_celsius_models_subplots.png(420.61 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiGRU_all_predictions.csv(346.85 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiLSTM_all_predictions.csv(347.37 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_GRU_all_predictions.csv(347.02 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_LSTM_all_predictions.csv(346.88 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Mamba_all_predictions.csv(348.85 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Transformer_all_predictions.csv(346.97 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_models_metrics.csv(934 B)
          • greenhouse_total_volatile_organic_compounds_ppb_models_subplots.png(403.1 KB)
          • multi_output_models_metrics.csv(1.38 KB)
          • multioutput_MultiOutput_GRU_subplots.png(417.52 KB)
          • multioutput_MultiOutput_LSTM_subplots.png(421.23 KB)
          • run.log(5.78 KB)
          • significance_results.csv(4.24 KB)
        • 20260401_154642
          • all_targets_models_metrics.csv(3.34 KB)
          • greenhouse_equivalent_co2_ppm_BiGRU_all_predictions.csv(339.12 KB)
          • greenhouse_equivalent_co2_ppm_BiLSTM_all_predictions.csv(339.34 KB)
          • greenhouse_equivalent_co2_ppm_GRU_all_predictions.csv(339.04 KB)
          • greenhouse_equivalent_co2_ppm_LSTM_all_predictions.csv(339.42 KB)
          • greenhouse_equivalent_co2_ppm_Mamba_all_predictions.csv(340.76 KB)
          • greenhouse_equivalent_co2_ppm_Transformer_all_predictions.csv(339.81 KB)
          • greenhouse_equivalent_co2_ppm_models_metrics.csv(873 B)
          • greenhouse_equivalent_co2_ppm_models_subplots.png(463.63 KB)
          • greenhouse_humidity_percentage_BiGRU_all_predictions.csv(389.07 KB)
          • greenhouse_humidity_percentage_BiLSTM_all_predictions.csv(388.98 KB)
          • greenhouse_humidity_percentage_GRU_all_predictions.csv(389 KB)
          • greenhouse_humidity_percentage_LSTM_all_predictions.csv(389.02 KB)
          • greenhouse_humidity_percentage_Mamba_all_predictions.csv(389.2 KB)
          • greenhouse_humidity_percentage_Transformer_all_predictions.csv(389.2 KB)
          • greenhouse_humidity_percentage_models_metrics.csv(868 B)
          • greenhouse_humidity_percentage_models_subplots.png(432.76 KB)
          • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(393.68 KB)
          • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(393.34 KB)
          • greenhouse_temperature_celsius_GRU_all_predictions.csv(393.46 KB)
          • greenhouse_temperature_celsius_LSTM_all_predictions.csv(393.39 KB)
          • greenhouse_temperature_celsius_Mamba_all_predictions.csv(393.41 KB)
          • greenhouse_temperature_celsius_Transformer_all_predictions.csv(393.53 KB)
          • greenhouse_temperature_celsius_models_metrics.csv(879 B)
          • greenhouse_temperature_celsius_models_subplots.png(420.61 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiGRU_all_predictions.csv(346.85 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiLSTM_all_predictions.csv(347.37 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_GRU_all_predictions.csv(347.02 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_LSTM_all_predictions.csv(346.88 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Mamba_all_predictions.csv(348.85 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Transformer_all_predictions.csv(346.97 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_models_metrics.csv(934 B)
          • greenhouse_total_volatile_organic_compounds_ppb_models_subplots.png(403.1 KB)
          • multi_output_models_metrics.csv(1.38 KB)
          • multioutput_MultiOutput_GRU_subplots.png(417.52 KB)
          • multioutput_MultiOutput_LSTM_subplots.png(421.23 KB)
          • run.log(5.78 KB)
          • significance_results.csv(4.24 KB)
        • 20260406_174335
          • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(393.68 KB)
          • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(393.34 KB)
          • greenhouse_temperature_celsius_GRU_all_predictions.csv(393.46 KB)
          • greenhouse_temperature_celsius_LSTM_all_predictions.csv(393.39 KB)
          • greenhouse_temperature_celsius_Mamba_all_predictions.csv(393.41 KB)
          • greenhouse_temperature_celsius_Transformer_all_predictions.csv(393.53 KB)
          • greenhouse_temperature_celsius_models_metrics.csv(879 B)
          • run.log(1.56 KB)
        • 20260406_184641
          • run.log(308 B)
        • 20260406_185226
          • 20260416_163232
            • BiGRU_all_targets.pdf(50.74 KB)
            • BiGRU_all_targets.png(1.31 MB)
            • BiGRU_all_targets.svg(151.38 KB)
            • BiGRU_all_targets_subplots.png(279.54 KB)
            • BiLSTM_all_targets.pdf(50.47 KB)
            • BiLSTM_all_targets.png(1.33 MB)
            • BiLSTM_all_targets.svg(151.55 KB)
            • BiLSTM_all_targets_subplots.png(274.45 KB)
            • GRU_all_targets.pdf(50.44 KB)
            • GRU_all_targets.png(1.31 MB)
            • GRU_all_targets.svg(154.44 KB)
            • GRU_all_targets_subplots.png(273.99 KB)
            • LSTM_all_targets.pdf(49.81 KB)
            • LSTM_all_targets.png(1.33 MB)
            • LSTM_all_targets.svg(150.59 KB)
            • LSTM_all_targets_subplots.png(272.18 KB)
            • Mamba_all_targets.pdf(49.35 KB)
            • Mamba_all_targets.png(1.33 MB)
            • Mamba_all_targets.svg(151.31 KB)
            • Mamba_all_targets_subplots.png(268.07 KB)
            • Transformer_all_targets.pdf(50.78 KB)
            • Transformer_all_targets.png(1.32 MB)
            • Transformer_all_targets.svg(153.53 KB)
            • Transformer_all_targets_subplots.png(274.22 KB)
            • all_targets_models_metrics.csv(559 B)
            • greenhouse_equivalent_co2_ppm_BiGRU_all_predictions.csv(348.07 KB)
            • greenhouse_equivalent_co2_ppm_BiLSTM_all_predictions.csv(347.6 KB)
            • greenhouse_equivalent_co2_ppm_GRU_all_predictions.csv(347.95 KB)
            • greenhouse_equivalent_co2_ppm_LSTM_all_predictions.csv(348.08 KB)
            • greenhouse_equivalent_co2_ppm_Mamba_all_predictions.csv(347.04 KB)
            • greenhouse_equivalent_co2_ppm_Transformer_all_predictions.csv(347.29 KB)
            • greenhouse_equivalent_co2_ppm_models_metrics.csv(856 B)
            • greenhouse_equivalent_co2_ppm_predictions_comparison_LARGE_FONT.pdf(88.61 KB)
            • greenhouse_equivalent_co2_ppm_predictions_comparison_LARGE_FONT.png(2.08 MB)
            • greenhouse_equivalent_co2_ppm_predictions_comparison_LARGE_FONT.svg(587.05 KB)
            • greenhouse_humidity_percentage_BiGRU_all_predictions.csv(398.35 KB)
            • greenhouse_humidity_percentage_BiLSTM_all_predictions.csv(398.55 KB)
            • greenhouse_humidity_percentage_GRU_all_predictions.csv(398.34 KB)
            • greenhouse_humidity_percentage_LSTM_all_predictions.csv(398.39 KB)
            • greenhouse_humidity_percentage_Mamba_all_predictions.csv(398.14 KB)
            • greenhouse_humidity_percentage_Transformer_all_predictions.csv(398.25 KB)
            • greenhouse_humidity_percentage_models_metrics.csv(863 B)
            • greenhouse_humidity_percentage_predictions_comparison_LARGE_FONT.pdf(89.62 KB)
            • greenhouse_humidity_percentage_predictions_comparison_LARGE_FONT.png(1.89 MB)
            • greenhouse_humidity_percentage_predictions_comparison_LARGE_FONT.svg(573.96 KB)
            • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(402.22 KB)
            • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(402.34 KB)
            • greenhouse_temperature_celsius_GRU_all_predictions.csv(402.46 KB)
            • greenhouse_temperature_celsius_LSTM_all_predictions.csv(402.51 KB)
            • greenhouse_temperature_celsius_Mamba_all_predictions.csv(402.56 KB)
            • greenhouse_temperature_celsius_Transformer_all_predictions.csv(402.89 KB)
            • greenhouse_temperature_celsius_models_metrics.csv(872 B)
            • greenhouse_temperature_celsius_predictions_comparison_LARGE_FONT.pdf(86.71 KB)
            • greenhouse_temperature_celsius_predictions_comparison_LARGE_FONT.png(1.74 MB)
            • greenhouse_temperature_celsius_predictions_comparison_LARGE_FONT.svg(563.66 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_BiGRU_all_predictions.csv(350.19 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_BiLSTM_all_predictions.csv(351.69 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_GRU_all_predictions.csv(350.69 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_LSTM_all_predictions.csv(351.29 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_Mamba_all_predictions.csv(350.86 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_Transformer_all_predictions.csv(349.6 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_models_metrics.csv(922 B)
            • greenhouse_total_volatile_organic_compounds_ppb_predictions_comparison_LARGE_FONT.pdf(87.61 KB)
            • greenhouse_total_volatile_organic_compounds_ppb_predictions_comparison_LARGE_FONT.png(1.7 MB)
            • greenhouse_total_volatile_organic_compounds_ppb_predictions_comparison_LARGE_FONT.svg(576.04 KB)
            • multi_output_models_metrics.csv(1.38 KB)
            • multioutput_MultiOutput_GRU_subplots.png(437.87 KB)
            • multioutput_MultiOutput_LSTM_subplots.png(443.24 KB)
            • run.log(6.14 KB)
            • significance_results.csv(4.23 KB)
          • BiGRU_all_targets_subplots.png(277.61 KB)
          • BiLSTM_all_targets_subplots.png(274.66 KB)
          • GRU_all_targets_subplots.png(269.48 KB)
          • LSTM_all_targets_subplots.png(273.92 KB)
          • Mamba_all_targets_subplots.png(266.97 KB)
          • Transformer_all_targets_subplots.png(269.39 KB)
          • all_targets_models_metrics.csv(559 B)
          • greenhouse_equivalent_co2_ppm_BiGRU_all_predictions.csv(348.07 KB)
          • greenhouse_equivalent_co2_ppm_BiLSTM_all_predictions.csv(347.6 KB)
          • greenhouse_equivalent_co2_ppm_GRU_all_predictions.csv(347.95 KB)
          • greenhouse_equivalent_co2_ppm_LSTM_all_predictions.csv(348.08 KB)
          • greenhouse_equivalent_co2_ppm_Mamba_all_predictions.csv(347.04 KB)
          • greenhouse_equivalent_co2_ppm_Transformer_all_predictions.csv(347.29 KB)
          • greenhouse_equivalent_co2_ppm_models_metrics.csv(856 B)
          • greenhouse_humidity_percentage_BiGRU_all_predictions.csv(398.35 KB)
          • greenhouse_humidity_percentage_BiLSTM_all_predictions.csv(398.55 KB)
          • greenhouse_humidity_percentage_GRU_all_predictions.csv(398.34 KB)
          • greenhouse_humidity_percentage_LSTM_all_predictions.csv(398.39 KB)
          • greenhouse_humidity_percentage_Mamba_all_predictions.csv(398.14 KB)
          • greenhouse_humidity_percentage_Transformer_all_predictions.csv(398.25 KB)
          • greenhouse_humidity_percentage_models_metrics.csv(863 B)
          • greenhouse_temperature_celsius_BiGRU_all_predictions.csv(402.22 KB)
          • greenhouse_temperature_celsius_BiLSTM_all_predictions.csv(402.34 KB)
          • greenhouse_temperature_celsius_GRU_all_predictions.csv(402.46 KB)
          • greenhouse_temperature_celsius_LSTM_all_predictions.csv(402.51 KB)
          • greenhouse_temperature_celsius_Mamba_all_predictions.csv(402.56 KB)
          • greenhouse_temperature_celsius_Transformer_all_predictions.csv(402.89 KB)
          • greenhouse_temperature_celsius_models_metrics.csv(872 B)
          • greenhouse_total_volatile_organic_compounds_ppb_BiGRU_all_predictions.csv(350.19 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_BiLSTM_all_predictions.csv(351.69 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_GRU_all_predictions.csv(350.69 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_LSTM_all_predictions.csv(351.29 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Mamba_all_predictions.csv(350.86 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_Transformer_all_predictions.csv(349.6 KB)
          • greenhouse_total_volatile_organic_compounds_ppb_models_metrics.csv(922 B)
          • multi_output_models_metrics.csv(1.38 KB)
          • multioutput_MultiOutput_GRU_subplots.png(436.29 KB)
          • multioutput_MultiOutput_LSTM_subplots.png(443.18 KB)
          • run.log(6.14 KB)
          • significance_results.csv(4.23 KB)
      • upload_to_influx.py(3.43 KB)
    • greenhouse_hybrid_project
      • experiments
        • significance_analysis.py(5.36 KB)
        • train.py(22.04 KB)
      • requirements.txt(79 B)
  • 智慧农业 温室环境多参数时序预测模型研究14.98-AI通过_1.docx(1.32 MB)

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2026智慧农业一套 温室环境多参数时序预测模型研究14.98-AI通过_1(论文+数据表+python程序源码代码文件)定稿.zip

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