add pipeline benchmark data (#4457)

* add pipeline benchmark data

* update

docs/pipeline_usage/tutorials/ocr_pipelines/OCR.en.md

@@ -13,6 +13,8 @@ The General OCR pipeline is designed to solve text recognition tasks, extracting
 
 <b>The General OCR pipeline includes mandatory text detection and text recognition modules, as well as optional document image orientation classification, text image correction, and text line orientation classification modules.</b> The document image orientation classification and text image correction modules are integrated as a document preprocessing sub-line into the General OCR pipeline. Each module contains multiple models, and you can choose the model based on the benchmark test data below.
 
+### 1.1 Model benchmark data
+
 <b>If you prioritize model accuracy, choose a high-accuracy model; if you prioritize inference speed, choose a faster inference model; if you care about model storage size, choose a smaller model.</b>
 
 > The inference time only includes the model inference time and does not include the time for pre- or post-processing.
@@ -652,6 +654,1176 @@ The ultra-lightweight cyrillic alphabet recognition model trained based on the P
     </tbody>
 </table>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="7">OCR-default</td>
+<td>Intel 6271C</td>
+<td>3973.06</td>
+<td>1015.40</td>
+<td>917.61</td>
+<td>4381.22</td>
+<td>3457.78</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3794.05</td>
+<td>1022.50</td>
+<td>921.68</td>
+<td>4675.46</td>
+<td>3585.96</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>650.28</td>
+<td>113.50</td>
+<td>102.48</td>
+<td>2240.15</td>
+<td>1868.44</td>
+<td>47</td>
+<td>19.60</td>
+<td>7612.00</td>
+<td>6634.15</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1062.29</td>
+<td>114.90</td>
+<td>103.05</td>
+<td>2142.66</td>
+<td>1791.43</td>
+<td>72</td>
+<td>20.01</td>
+<td>5516.00</td>
+<td>4812.81</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>647.24</td>
+<td>108.90</td>
+<td>101.95</td>
+<td>2456.05</td>
+<td>2080.26</td>
+<td>100</td>
+<td>36.52</td>
+<td>6736.00</td>
+<td>6017.05</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>735.63</td>
+<td>115.90</td>
+<td>102.22</td>
+<td>2352.88</td>
+<td>1993.39</td>
+<td>100</td>
+<td>25.56</td>
+<td>6762.00</td>
+<td>6039.93</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1167.83</td>
+<td>107.10</td>
+<td>101.78</td>
+<td>2361.88</td>
+<td>1986.61</td>
+<td>100</td>
+<td>51.11</td>
+<td>5282.00</td>
+<td>4585.10</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-mobile</td>
+<td>Intel 6271C</td>
+<td>1391.48</td>
+<td>1019.60</td>
+<td>1007.69</td>
+<td>2178.12</td>
+<td>1873.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1151.22</td>
+<td>1015.70</td>
+<td>1006.87</td>
+<td>2184.91</td>
+<td>1916.85</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>353.96</td>
+<td>110.80</td>
+<td>103.77</td>
+<td>2022.49</td>
+<td>1808.11</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>266.79</td>
+<td>110.90</td>
+<td>103.80</td>
+<td>1762.36</td>
+<td>1525.04</td>
+<td>31</td>
+<td>19.30</td>
+<td>4328.00</td>
+<td>3356.30</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>553.80</td>
+<td>113.80</td>
+<td>103.68</td>
+<td>1728.02</td>
+<td>1470.52</td>
+<td>38</td>
+<td>18.59</td>
+<td>4198.00</td>
+<td>3199.12</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>215.95</td>
+<td>111.90</td>
+<td>103.99</td>
+<td>2073.88</td>
+<td>1876.14</td>
+<td>32</td>
+<td>20.25</td>
+<td>4386.00</td>
+<td>3435.86</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>305.25</td>
+<td>119.90</td>
+<td>104.24</td>
+<td>2037.38</td>
+<td>1771.06</td>
+<td>52</td>
+<td>32.74</td>
+<td>3446.00</td>
+<td>2733.21</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6511.77</td>
+<td>147.30</td>
+<td>106.24</td>
+<td>3550.58</td>
+<td>3236.75</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>456.25</td>
+<td>111.90</td>
+<td>103.11</td>
+<td>2035.38</td>
+<td>1742.39</td>
+<td>65</td>
+<td>46.77</td>
+<td>3968.00</td>
+<td>2991.91</td>
+</tr>
+<tr>
+<td rowspan="7">OCR-nopp-server</td>
+<td>Intel 6271C</td>
+<td>2996.17</td>
+<td>1016.00</td>
+<td>1004.87</td>
+<td>4445.46</td>
+<td>3179.86</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3233.52</td>
+<td>1010.70</td>
+<td>1002.63</td>
+<td>4175.39</td>
+<td>3137.58</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>337.05</td>
+<td>110.90</td>
+<td>103.30</td>
+<td>1904.99</td>
+<td>1591.10</td>
+<td>57</td>
+<td>32.29</td>
+<td>7494.00</td>
+<td>6551.47</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>692.43</td>
+<td>108.90</td>
+<td>102.95</td>
+<td>1808.30</td>
+<td>1568.64</td>
+<td>72</td>
+<td>35.30</td>
+<td>5410.00</td>
+<td>4741.18</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>376.60</td>
+<td>109.40</td>
+<td>102.34</td>
+<td>2100.00</td>
+<td>1863.73</td>
+<td>100</td>
+<td>50.18</td>
+<td>6614.00</td>
+<td>5926.51</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>412.03</td>
+<td>109.00</td>
+<td>103.18</td>
+<td>2055.21</td>
+<td>1845.14</td>
+<td>100</td>
+<td>47.15</td>
+<td>6654.00</td>
+<td>5951.22</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>822.98</td>
+<td>104.40</td>
+<td>101.73</td>
+<td>1906.88</td>
+<td>1689.69</td>
+<td>100</td>
+<td>76.41</td>
+<td>5178.00</td>
+<td>4502.64</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-min736-mobile</td>
+<td>Intel 6271C</td>
+<td>1406.44</td>
+<td>1020.10</td>
+<td>1008.14</td>
+<td>2184.16</td>
+<td>1911.86</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1204.44</td>
+<td>1015.70</td>
+<td>1007.08</td>
+<td>2254.04</td>
+<td>1935.18</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>364.67</td>
+<td>112.90</td>
+<td>104.29</td>
+<td>2174.58</td>
+<td>1827.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>267.13</td>
+<td>113.90</td>
+<td>104.48</td>
+<td>1717.55</td>
+<td>1529.77</td>
+<td>30</td>
+<td>19.54</td>
+<td>4328.00</td>
+<td>3388.44</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>573.26</td>
+<td>118.80</td>
+<td>104.45</td>
+<td>1693.10</td>
+<td>1470.74</td>
+<td>40</td>
+<td>19.83</td>
+<td>4198.00</td>
+<td>3206.91</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>223.77</td>
+<td>113.40</td>
+<td>104.66</td>
+<td>2037.13</td>
+<td>1797.10</td>
+<td>31</td>
+<td>20.64</td>
+<td>4384.00</td>
+<td>3427.91</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>310.30</td>
+<td>119.30</td>
+<td>106.05</td>
+<td>1879.15</td>
+<td>1732.39</td>
+<td>49</td>
+<td>30.40</td>
+<td>3446.00</td>
+<td>2751.08</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6389.91</td>
+<td>124.90</td>
+<td>107.16</td>
+<td>3578.98</td>
+<td>3209.90</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>474.07</td>
+<td>109.60</td>
+<td>103.26</td>
+<td>1961.40</td>
+<td>1742.95</td>
+<td>60</td>
+<td>44.26</td>
+<td>3968.00</td>
+<td>3002.81</td>
+</tr>
+<tr>
+<td rowspan="7">OCR-nopp-min736-server</td>
+<td>Intel 6271C</td>
+<td>3255.36</td>
+<td>1068.50</td>
+<td>1004.96</td>
+<td>4582.52</td>
+<td>3135.68</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3516.01</td>
+<td>1010.70</td>
+<td>1002.33</td>
+<td>4723.23</td>
+<td>3209.27</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>345.96</td>
+<td>108.90</td>
+<td>103.94</td>
+<td>1703.65</td>
+<td>1485.50</td>
+<td>60</td>
+<td>35.54</td>
+<td>7492.00</td>
+<td>6576.97</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>710.22</td>
+<td>110.80</td>
+<td>103.54</td>
+<td>1800.06</td>
+<td>1559.28</td>
+<td>78</td>
+<td>36.65</td>
+<td>5410.00</td>
+<td>4741.55</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>401.64</td>
+<td>110.20</td>
+<td>102.75</td>
+<td>2012.64</td>
+<td>1843.45</td>
+<td>100</td>
+<td>55.74</td>
+<td>6614.00</td>
+<td>5940.44</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>440.96</td>
+<td>114.90</td>
+<td>103.87</td>
+<td>2002.72</td>
+<td>1773.17</td>
+<td>100</td>
+<td>49.28</td>
+<td>6654.00</td>
+<td>5980.68</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>885.37</td>
+<td>105.00</td>
+<td>101.91</td>
+<td>2149.31</td>
+<td>1795.35</td>
+<td>100</td>
+<td>76.39</td>
+<td>5176.00</td>
+<td>4528.77</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max640-mobile</td>
+<td>Intel 6271C</td>
+<td>1003.18</td>
+<td>1033.70</td>
+<td>1005.95</td>
+<td>2021.88</td>
+<td>1743.27</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>880.14</td>
+<td>1043.60</td>
+<td>1006.77</td>
+<td>1980.82</td>
+<td>1724.51</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>282.01</td>
+<td>125.70</td>
+<td>101.56</td>
+<td>1962.27</td>
+<td>1782.68</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>213.70</td>
+<td>122.50</td>
+<td>101.87</td>
+<td>1772.39</td>
+<td>1569.55</td>
+<td>29</td>
+<td>18.74</td>
+<td>2360.00</td>
+<td>2039.07</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>428.69</td>
+<td>133.80</td>
+<td>101.82</td>
+<td>1636.93</td>
+<td>1464.10</td>
+<td>37</td>
+<td>20.94</td>
+<td>2386.00</td>
+<td>2055.30</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>175.62</td>
+<td>119.90</td>
+<td>102.12</td>
+<td>2119.93</td>
+<td>1889.49</td>
+<td>29</td>
+<td>20.92</td>
+<td>2636.00</td>
+<td>2321.11</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>243.30</td>
+<td>126.80</td>
+<td>101.78</td>
+<td>1905.14</td>
+<td>1739.93</td>
+<td>48</td>
+<td>30.71</td>
+<td>2232.00</td>
+<td>1911.18</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>7084.63</td>
+<td>137.80</td>
+<td>104.83</td>
+<td>2931.08</td>
+<td>2658.25</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>364.92</td>
+<td>124.80</td>
+<td>101.70</td>
+<td>1983.21</td>
+<td>1729.43</td>
+<td>61</td>
+<td>46.10</td>
+<td>2162.00</td>
+<td>1836.63</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max960-mobile</td>
+<td>Intel 6271C</td>
+<td>1207.47</td>
+<td>1020.00</td>
+<td>1008.49</td>
+<td>2200.30</td>
+<td>1800.74</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1005.80</td>
+<td>1024.10</td>
+<td>1007.32</td>
+<td>2038.80</td>
+<td>1800.05</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>315.36</td>
+<td>107.50</td>
+<td>102.00</td>
+<td>2001.21</td>
+<td>1799.01</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>232.34</td>
+<td>107.70</td>
+<td>102.33</td>
+<td>1727.89</td>
+<td>1490.18</td>
+<td>30</td>
+<td>20.19</td>
+<td>2646.00</td>
+<td>2385.40</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>486.29</td>
+<td>109.90</td>
+<td>102.26</td>
+<td>1726.01</td>
+<td>1504.90</td>
+<td>38</td>
+<td>20.11</td>
+<td>2498.00</td>
+<td>2227.73</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>199.00</td>
+<td>109.90</td>
+<td>102.52</td>
+<td>1959.46</td>
+<td>1798.35</td>
+<td>28</td>
+<td>19.38</td>
+<td>2712.00</td>
+<td>2450.10</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>270.46</td>
+<td>102.90</td>
+<td>101.19</td>
+<td>1938.48</td>
+<td>1741.19</td>
+<td>47</td>
+<td>29.27</td>
+<td>3344.00</td>
+<td>2585.02</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>5441.59</td>
+<td>122.10</td>
+<td>105.91</td>
+<td>3094.72</td>
+<td>2686.52</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>413.04</td>
+<td>106.00</td>
+<td>101.81</td>
+<td>1859.88</td>
+<td>1722.62</td>
+<td>68</td>
+<td>47.05</td>
+<td>2264.00</td>
+<td>2001.07</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max640-server</td>
+<td>Intel 6271C</td>
+<td>2163.69</td>
+<td>1026.30</td>
+<td>1005.10</td>
+<td>3467.93</td>
+<td>3074.06</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>2301.92</td>
+<td>1008.70</td>
+<td>1003.32</td>
+<td>3435.54</td>
+<td>3042.62</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>350.11</td>
+<td>104.70</td>
+<td>101.27</td>
+<td>1948.85</td>
+<td>1779.77</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>252.81</td>
+<td>104.90</td>
+<td>101.42</td>
+<td>1833.93</td>
+<td>1560.71</td>
+<td>41</td>
+<td>27.61</td>
+<td>4480.00</td>
+<td>3955.14</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>555.28</td>
+<td>106.20</td>
+<td>101.47</td>
+<td>1669.73</td>
+<td>1500.87</td>
+<td>58</td>
+<td>31.78</td>
+<td>3160.00</td>
+<td>2838.78</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>233.91</td>
+<td>109.40</td>
+<td>101.45</td>
+<td>1968.77</td>
+<td>1800.81</td>
+<td>58</td>
+<td>30.81</td>
+<td>2602.00</td>
+<td>2588.77</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>302.47</td>
+<td>106.10</td>
+<td>101.55</td>
+<td>2027.13</td>
+<td>1749.07</td>
+<td>69</td>
+<td>39.10</td>
+<td>3318.00</td>
+<td>2795.54</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>7263.68</td>
+<td>133.90</td>
+<td>104.48</td>
+<td>5473.38</td>
+<td>3472.28</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>576.16</td>
+<td>103.90</td>
+<td>100.86</td>
+<td>1884.23</td>
+<td>1714.48</td>
+<td>84</td>
+<td>63.50</td>
+<td>2852.00</td>
+<td>2540.37</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max960-server</td>
+<td>Intel 6271C</td>
+<td>2531.42</td>
+<td>1014.50</td>
+<td>1005.22</td>
+<td>3625.57</td>
+<td>3151.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>2661.74</td>
+<td>1010.60</td>
+<td>1003.39</td>
+<td>3580.64</td>
+<td>3197.09</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>399.72</td>
+<td>105.90</td>
+<td>101.76</td>
+<td>2040.65</td>
+<td>1810.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>289.63</td>
+<td>108.90</td>
+<td>102.12</td>
+<td>1821.03</td>
+<td>1620.02</td>
+<td>44</td>
+<td>30.38</td>
+<td>4290.00</td>
+<td>2928.79</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>601.65</td>
+<td>109.90</td>
+<td>101.98</td>
+<td>1797.75</td>
+<td>1544.96</td>
+<td>61</td>
+<td>32.48</td>
+<td>2936.00</td>
+<td>2117.71</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>281.77</td>
+<td>108.80</td>
+<td>101.92</td>
+<td>2016.22</td>
+<td>1811.74</td>
+<td>73</td>
+<td>41.82</td>
+<td>2636.00</td>
+<td>2241.23</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>342.18</td>
+<td>111.00</td>
+<td>102.75</td>
+<td>1964.21</td>
+<td>1750.21</td>
+<td>68</td>
+<td>41.25</td>
+<td>2722.00</td>
+<td>2293.74</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6277.42</td>
+<td>129.10</td>
+<td>103.74</td>
+<td>7780.70</td>
+<td>3571.92</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>672.28</td>
+<td>116.90</td>
+<td>101.33</td>
+<td>1941.09</td>
+<td>1693.39</td>
+<td>88</td>
+<td>65.48</td>
+<td>2714.00</td>
+<td>1923.06</td>
+</tr>
+<tr>
+<td rowspan="7">OCR-nopp-min1280-server</td>
+<td>Intel 6271C</td>
+<td>4128.58</td>
+<td>1043.40</td>
+<td>1005.45</td>
+<td>5993.70</td>
+<td>3454.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>4464.14</td>
+<td>1011.70</td>
+<td>996.72</td>
+<td>5633.51</td>
+<td>3489.79</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>418.86</td>
+<td>113.90</td>
+<td>106.08</td>
+<td>1747.88</td>
+<td>1546.18</td>
+<td>85</td>
+<td>43.73</td>
+<td>13558.00</td>
+<td>11297.98</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>816.32</td>
+<td>116.80</td>
+<td>105.18</td>
+<td>1873.38</td>
+<td>1609.55</td>
+<td>100</td>
+<td>39.57</td>
+<td>10376.00</td>
+<td>8427.30</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>554.14</td>
+<td>114.80</td>
+<td>103.14</td>
+<td>2036.36</td>
+<td>1864.45</td>
+<td>100</td>
+<td>69.67</td>
+<td>13224.00</td>
+<td>11411.31</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>547.42</td>
+<td>105.90</td>
+<td>101.86</td>
+<td>1931.35</td>
+<td>1764.44</td>
+<td>100</td>
+<td>56.16</td>
+<td>12418.00</td>
+<td>10510.77</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1132.56</td>
+<td>105.90</td>
+<td>102.35</td>
+<td>2066.73</td>
+<td>1787.78</td>
+<td>100</td>
+<td>83.50</td>
+<td>10142.00</td>
+<td>8338.80</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-min1280-mobile</td>
+<td>Intel 6271C</td>
+<td>1586.51</td>
+<td>1019.90</td>
+<td>1008.39</td>
+<td>2366.86</td>
+<td>1992.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1292.65</td>
+<td>1017.70</td>
+<td>1007.28</td>
+<td>2501.24</td>
+<td>2059.99</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>426.04</td>
+<td>120.90</td>
+<td>107.02</td>
+<td>2108.87</td>
+<td>1821.91</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>288.54</td>
+<td>117.90</td>
+<td>107.19</td>
+<td>1847.97</td>
+<td>1570.89</td>
+<td>31</td>
+<td>18.98</td>
+<td>3746.00</td>
+<td>3321.86</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>610.11</td>
+<td>122.80</td>
+<td>107.07</td>
+<td>1789.25</td>
+<td>1542.56</td>
+<td>39</td>
+<td>20.52</td>
+<td>4058.00</td>
+<td>3487.46</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>239.82</td>
+<td>116.80</td>
+<td>106.80</td>
+<td>2092.63</td>
+<td>1882.77</td>
+<td>28</td>
+<td>18.67</td>
+<td>3902.00</td>
+<td>3444.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>340.15</td>
+<td>125.80</td>
+<td>106.79</td>
+<td>1959.45</td>
+<td>1783.97</td>
+<td>49</td>
+<td>32.66</td>
+<td>3532.00</td>
+<td>3094.29</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6636.03</td>
+<td>139.40</td>
+<td>107.63</td>
+<td>4283.97</td>
+<td>3112.59</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>511.86</td>
+<td>116.90</td>
+<td>105.06</td>
+<td>1927.22</td>
+<td>1675.34</td>
+<td>68</td>
+<td>45.78</td>
+<td>3828.00</td>
+<td>3283.78</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>OCR-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>OCR-nopp-mobile</td>
+<td>Based on the default configuration, document image preprocessing is disabled and mobile det and rec models are used</td>
+</tr>
+<tr>
+<td>OCR-nopp-server</td>
+<td>Based on the default configuration, document image preprocessing is disabled</td>
+</tr>
+<tr>
+<td>OCR-nopp-min736-mobile</td>
+<td>Based on the default configuration, document image preprocessing is disabled, det model input resizing strategy is set to min+736, and mobile det and rec models are used</td>
+</tr>
+<tr>
+<td>OCR-nopp-min736-server</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the det model input resizing strategy is set to min+736</td>
+</tr>
+<tr>
+<td>OCR-nopp-max640-mobile</td>
+<td>Based on the default configuration, document image preprocessing is disabled, det model input resizing strategy is set to max+640, and mobile det and rec models are used</td>
+</tr>
+<tr>
+<td>OCR-nopp-max960-mobile</td>
+<td>Based on the default configuration, document image preprocessing is disabled, det model input resizing strategy is set to max+960, and mobile det and rec models are used</td>
+</tr>
+<tr>
+<td>OCR-nopp-max640-server</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the det model input resizing strategy is set to max+640</td>
+</tr>
+<tr>
+<td>OCR-nopp-max960-server</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the det model input resizing strategy is set to max+960</td>
+</tr>
+<tr>
+<td>OCR-nopp-min1280-server</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the det model input resizing strategy is set to min+1280</td>
+</tr>
+<tr>
+<td>OCR-nopp-min1280-mobile</td>
+<td>Based on the default configuration, document image preprocessing is disabled, det model input resizing strategy is set to min+1280, and mobile det and rec models are used</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
 
 ## 2. Quick Start
 All model pipelines provided by PaddleX can be quickly experienced. You can experience the effect of the general OCR pipeline on the community platform, or you can use the command line or Python locally to experience the effect of the general OCR pipeline.

docs/pipeline_usage/tutorials/ocr_pipelines/OCR.md

@@ -14,6 +14,8 @@ OCR（光学字符识别，Optical Character Recognition）是一种将图像中
 
 <b>通用OCR产线中包含必选的文本检测模块和文本识别模块，</b>以及可选的文档图像方向分类模块、文本图像矫正模块和文本行方向分类模块。其中，文档图像方向分类模块和文本图像矫正模块作为文档预处理子产线被集成到通用OCR产线中。每个模块都包含多个模型，您可以根据下方的基准测试数据选择使用的模型。
 
+### 1.1 模型基准测试数据
+
 <b>如果您更注重模型的精度，请选择精度较高的模型；如果您更在意模型的推理速度，请选择推理速度较快的模型；如果您关注模型的存储大小，请选择存储体积较小的模型。</b>
 
 > 推理耗时仅包含模型推理耗时，不包含前后处理耗时。
@@ -644,7 +646,1176 @@ devanagari_PP-OCRv3_mobile_rec_infer.tar">推理模型</a>/<a href="https://padd
     </tbody>
 </table>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="7">OCR-default</td>
+<td>Intel 6271C</td>
+<td>3973.06</td>
+<td>1015.40</td>
+<td>917.61</td>
+<td>4381.22</td>
+<td>3457.78</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3794.05</td>
+<td>1022.50</td>
+<td>921.68</td>
+<td>4675.46</td>
+<td>3585.96</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>650.28</td>
+<td>113.50</td>
+<td>102.48</td>
+<td>2240.15</td>
+<td>1868.44</td>
+<td>47</td>
+<td>19.60</td>
+<td>7612.00</td>
+<td>6634.15</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1062.29</td>
+<td>114.90</td>
+<td>103.05</td>
+<td>2142.66</td>
+<td>1791.43</td>
+<td>72</td>
+<td>20.01</td>
+<td>5516.00</td>
+<td>4812.81</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>647.24</td>
+<td>108.90</td>
+<td>101.95</td>
+<td>2456.05</td>
+<td>2080.26</td>
+<td>100</td>
+<td>36.52</td>
+<td>6736.00</td>
+<td>6017.05</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>735.63</td>
+<td>115.90</td>
+<td>102.22</td>
+<td>2352.88</td>
+<td>1993.39</td>
+<td>100</td>
+<td>25.56</td>
+<td>6762.00</td>
+<td>6039.93</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1167.83</td>
+<td>107.10</td>
+<td>101.78</td>
+<td>2361.88</td>
+<td>1986.61</td>
+<td>100</td>
+<td>51.11</td>
+<td>5282.00</td>
+<td>4585.10</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-mobile</td>
+<td>Intel 6271C</td>
+<td>1391.48</td>
+<td>1019.60</td>
+<td>1007.69</td>
+<td>2178.12</td>
+<td>1873.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1151.22</td>
+<td>1015.70</td>
+<td>1006.87</td>
+<td>2184.91</td>
+<td>1916.85</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>353.96</td>
+<td>110.80</td>
+<td>103.77</td>
+<td>2022.49</td>
+<td>1808.11</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>266.79</td>
+<td>110.90</td>
+<td>103.80</td>
+<td>1762.36</td>
+<td>1525.04</td>
+<td>31</td>
+<td>19.30</td>
+<td>4328.00</td>
+<td>3356.30</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>553.80</td>
+<td>113.80</td>
+<td>103.68</td>
+<td>1728.02</td>
+<td>1470.52</td>
+<td>38</td>
+<td>18.59</td>
+<td>4198.00</td>
+<td>3199.12</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>215.95</td>
+<td>111.90</td>
+<td>103.99</td>
+<td>2073.88</td>
+<td>1876.14</td>
+<td>32</td>
+<td>20.25</td>
+<td>4386.00</td>
+<td>3435.86</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>305.25</td>
+<td>119.90</td>
+<td>104.24</td>
+<td>2037.38</td>
+<td>1771.06</td>
+<td>52</td>
+<td>32.74</td>
+<td>3446.00</td>
+<td>2733.21</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6511.77</td>
+<td>147.30</td>
+<td>106.24</td>
+<td>3550.58</td>
+<td>3236.75</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>456.25</td>
+<td>111.90</td>
+<td>103.11</td>
+<td>2035.38</td>
+<td>1742.39</td>
+<td>65</td>
+<td>46.77</td>
+<td>3968.00</td>
+<td>2991.91</td>
+</tr>
+<tr>
+<td rowspan="7">OCR-nopp-server</td>
+<td>Intel 6271C</td>
+<td>2996.17</td>
+<td>1016.00</td>
+<td>1004.87</td>
+<td>4445.46</td>
+<td>3179.86</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3233.52</td>
+<td>1010.70</td>
+<td>1002.63</td>
+<td>4175.39</td>
+<td>3137.58</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>337.05</td>
+<td>110.90</td>
+<td>103.30</td>
+<td>1904.99</td>
+<td>1591.10</td>
+<td>57</td>
+<td>32.29</td>
+<td>7494.00</td>
+<td>6551.47</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>692.43</td>
+<td>108.90</td>
+<td>102.95</td>
+<td>1808.30</td>
+<td>1568.64</td>
+<td>72</td>
+<td>35.30</td>
+<td>5410.00</td>
+<td>4741.18</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>376.60</td>
+<td>109.40</td>
+<td>102.34</td>
+<td>2100.00</td>
+<td>1863.73</td>
+<td>100</td>
+<td>50.18</td>
+<td>6614.00</td>
+<td>5926.51</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>412.03</td>
+<td>109.00</td>
+<td>103.18</td>
+<td>2055.21</td>
+<td>1845.14</td>
+<td>100</td>
+<td>47.15</td>
+<td>6654.00</td>
+<td>5951.22</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>822.98</td>
+<td>104.40</td>
+<td>101.73</td>
+<td>1906.88</td>
+<td>1689.69</td>
+<td>100</td>
+<td>76.41</td>
+<td>5178.00</td>
+<td>4502.64</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-min736-mobile</td>
+<td>Intel 6271C</td>
+<td>1406.44</td>
+<td>1020.10</td>
+<td>1008.14</td>
+<td>2184.16</td>
+<td>1911.86</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1204.44</td>
+<td>1015.70</td>
+<td>1007.08</td>
+<td>2254.04</td>
+<td>1935.18</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>364.67</td>
+<td>112.90</td>
+<td>104.29</td>
+<td>2174.58</td>
+<td>1827.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>267.13</td>
+<td>113.90</td>
+<td>104.48</td>
+<td>1717.55</td>
+<td>1529.77</td>
+<td>30</td>
+<td>19.54</td>
+<td>4328.00</td>
+<td>3388.44</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>573.26</td>
+<td>118.80</td>
+<td>104.45</td>
+<td>1693.10</td>
+<td>1470.74</td>
+<td>40</td>
+<td>19.83</td>
+<td>4198.00</td>
+<td>3206.91</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>223.77</td>
+<td>113.40</td>
+<td>104.66</td>
+<td>2037.13</td>
+<td>1797.10</td>
+<td>31</td>
+<td>20.64</td>
+<td>4384.00</td>
+<td>3427.91</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>310.30</td>
+<td>119.30</td>
+<td>106.05</td>
+<td>1879.15</td>
+<td>1732.39</td>
+<td>49</td>
+<td>30.40</td>
+<td>3446.00</td>
+<td>2751.08</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6389.91</td>
+<td>124.90</td>
+<td>107.16</td>
+<td>3578.98</td>
+<td>3209.90</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>474.07</td>
+<td>109.60</td>
+<td>103.26</td>
+<td>1961.40</td>
+<td>1742.95</td>
+<td>60</td>
+<td>44.26</td>
+<td>3968.00</td>
+<td>3002.81</td>
+</tr>
+<tr>
+<td rowspan="7">OCR-nopp-min736-server</td>
+<td>Intel 6271C</td>
+<td>3255.36</td>
+<td>1068.50</td>
+<td>1004.96</td>
+<td>4582.52</td>
+<td>3135.68</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3516.01</td>
+<td>1010.70</td>
+<td>1002.33</td>
+<td>4723.23</td>
+<td>3209.27</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>345.96</td>
+<td>108.90</td>
+<td>103.94</td>
+<td>1703.65</td>
+<td>1485.50</td>
+<td>60</td>
+<td>35.54</td>
+<td>7492.00</td>
+<td>6576.97</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>710.22</td>
+<td>110.80</td>
+<td>103.54</td>
+<td>1800.06</td>
+<td>1559.28</td>
+<td>78</td>
+<td>36.65</td>
+<td>5410.00</td>
+<td>4741.55</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>401.64</td>
+<td>110.20</td>
+<td>102.75</td>
+<td>2012.64</td>
+<td>1843.45</td>
+<td>100</td>
+<td>55.74</td>
+<td>6614.00</td>
+<td>5940.44</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>440.96</td>
+<td>114.90</td>
+<td>103.87</td>
+<td>2002.72</td>
+<td>1773.17</td>
+<td>100</td>
+<td>49.28</td>
+<td>6654.00</td>
+<td>5980.68</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>885.37</td>
+<td>105.00</td>
+<td>101.91</td>
+<td>2149.31</td>
+<td>1795.35</td>
+<td>100</td>
+<td>76.39</td>
+<td>5176.00</td>
+<td>4528.77</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max640-mobile</td>
+<td>Intel 6271C</td>
+<td>1003.18</td>
+<td>1033.70</td>
+<td>1005.95</td>
+<td>2021.88</td>
+<td>1743.27</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>880.14</td>
+<td>1043.60</td>
+<td>1006.77</td>
+<td>1980.82</td>
+<td>1724.51</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>282.01</td>
+<td>125.70</td>
+<td>101.56</td>
+<td>1962.27</td>
+<td>1782.68</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>213.70</td>
+<td>122.50</td>
+<td>101.87</td>
+<td>1772.39</td>
+<td>1569.55</td>
+<td>29</td>
+<td>18.74</td>
+<td>2360.00</td>
+<td>2039.07</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>428.69</td>
+<td>133.80</td>
+<td>101.82</td>
+<td>1636.93</td>
+<td>1464.10</td>
+<td>37</td>
+<td>20.94</td>
+<td>2386.00</td>
+<td>2055.30</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>175.62</td>
+<td>119.90</td>
+<td>102.12</td>
+<td>2119.93</td>
+<td>1889.49</td>
+<td>29</td>
+<td>20.92</td>
+<td>2636.00</td>
+<td>2321.11</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>243.30</td>
+<td>126.80</td>
+<td>101.78</td>
+<td>1905.14</td>
+<td>1739.93</td>
+<td>48</td>
+<td>30.71</td>
+<td>2232.00</td>
+<td>1911.18</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>7084.63</td>
+<td>137.80</td>
+<td>104.83</td>
+<td>2931.08</td>
+<td>2658.25</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>364.92</td>
+<td>124.80</td>
+<td>101.70</td>
+<td>1983.21</td>
+<td>1729.43</td>
+<td>61</td>
+<td>46.10</td>
+<td>2162.00</td>
+<td>1836.63</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max960-mobile</td>
+<td>Intel 6271C</td>
+<td>1207.47</td>
+<td>1020.00</td>
+<td>1008.49</td>
+<td>2200.30</td>
+<td>1800.74</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1005.80</td>
+<td>1024.10</td>
+<td>1007.32</td>
+<td>2038.80</td>
+<td>1800.05</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>315.36</td>
+<td>107.50</td>
+<td>102.00</td>
+<td>2001.21</td>
+<td>1799.01</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>232.34</td>
+<td>107.70</td>
+<td>102.33</td>
+<td>1727.89</td>
+<td>1490.18</td>
+<td>30</td>
+<td>20.19</td>
+<td>2646.00</td>
+<td>2385.40</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>486.29</td>
+<td>109.90</td>
+<td>102.26</td>
+<td>1726.01</td>
+<td>1504.90</td>
+<td>38</td>
+<td>20.11</td>
+<td>2498.00</td>
+<td>2227.73</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>199.00</td>
+<td>109.90</td>
+<td>102.52</td>
+<td>1959.46</td>
+<td>1798.35</td>
+<td>28</td>
+<td>19.38</td>
+<td>2712.00</td>
+<td>2450.10</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>270.46</td>
+<td>102.90</td>
+<td>101.19</td>
+<td>1938.48</td>
+<td>1741.19</td>
+<td>47</td>
+<td>29.27</td>
+<td>3344.00</td>
+<td>2585.02</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>5441.59</td>
+<td>122.10</td>
+<td>105.91</td>
+<td>3094.72</td>
+<td>2686.52</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>413.04</td>
+<td>106.00</td>
+<td>101.81</td>
+<td>1859.88</td>
+<td>1722.62</td>
+<td>68</td>
+<td>47.05</td>
+<td>2264.00</td>
+<td>2001.07</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max640-server</td>
+<td>Intel 6271C</td>
+<td>2163.69</td>
+<td>1026.30</td>
+<td>1005.10</td>
+<td>3467.93</td>
+<td>3074.06</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>2301.92</td>
+<td>1008.70</td>
+<td>1003.32</td>
+<td>3435.54</td>
+<td>3042.62</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>350.11</td>
+<td>104.70</td>
+<td>101.27</td>
+<td>1948.85</td>
+<td>1779.77</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>252.81</td>
+<td>104.90</td>
+<td>101.42</td>
+<td>1833.93</td>
+<td>1560.71</td>
+<td>41</td>
+<td>27.61</td>
+<td>4480.00</td>
+<td>3955.14</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>555.28</td>
+<td>106.20</td>
+<td>101.47</td>
+<td>1669.73</td>
+<td>1500.87</td>
+<td>58</td>
+<td>31.78</td>
+<td>3160.00</td>
+<td>2838.78</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>233.91</td>
+<td>109.40</td>
+<td>101.45</td>
+<td>1968.77</td>
+<td>1800.81</td>
+<td>58</td>
+<td>30.81</td>
+<td>2602.00</td>
+<td>2588.77</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>302.47</td>
+<td>106.10</td>
+<td>101.55</td>
+<td>2027.13</td>
+<td>1749.07</td>
+<td>69</td>
+<td>39.10</td>
+<td>3318.00</td>
+<td>2795.54</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>7263.68</td>
+<td>133.90</td>
+<td>104.48</td>
+<td>5473.38</td>
+<td>3472.28</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>576.16</td>
+<td>103.90</td>
+<td>100.86</td>
+<td>1884.23</td>
+<td>1714.48</td>
+<td>84</td>
+<td>63.50</td>
+<td>2852.00</td>
+<td>2540.37</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-max960-server</td>
+<td>Intel 6271C</td>
+<td>2531.42</td>
+<td>1014.50</td>
+<td>1005.22</td>
+<td>3625.57</td>
+<td>3151.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>2661.74</td>
+<td>1010.60</td>
+<td>1003.39</td>
+<td>3580.64</td>
+<td>3197.09</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>399.72</td>
+<td>105.90</td>
+<td>101.76</td>
+<td>2040.65</td>
+<td>1810.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>289.63</td>
+<td>108.90</td>
+<td>102.12</td>
+<td>1821.03</td>
+<td>1620.02</td>
+<td>44</td>
+<td>30.38</td>
+<td>4290.00</td>
+<td>2928.79</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>601.65</td>
+<td>109.90</td>
+<td>101.98</td>
+<td>1797.75</td>
+<td>1544.96</td>
+<td>61</td>
+<td>32.48</td>
+<td>2936.00</td>
+<td>2117.71</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>281.77</td>
+<td>108.80</td>
+<td>101.92</td>
+<td>2016.22</td>
+<td>1811.74</td>
+<td>73</td>
+<td>41.82</td>
+<td>2636.00</td>
+<td>2241.23</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>342.18</td>
+<td>111.00</td>
+<td>102.75</td>
+<td>1964.21</td>
+<td>1750.21</td>
+<td>68</td>
+<td>41.25</td>
+<td>2722.00</td>
+<td>2293.74</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6277.42</td>
+<td>129.10</td>
+<td>103.74</td>
+<td>7780.70</td>
+<td>3571.92</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>672.28</td>
+<td>116.90</td>
+<td>101.33</td>
+<td>1941.09</td>
+<td>1693.39</td>
+<td>88</td>
+<td>65.48</td>
+<td>2714.00</td>
+<td>1923.06</td>
+</tr>
+<tr>
+<td rowspan="7">OCR-nopp-min1280-server</td>
+<td>Intel 6271C</td>
+<td>4128.58</td>
+<td>1043.40</td>
+<td>1005.45</td>
+<td>5993.70</td>
+<td>3454.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>4464.14</td>
+<td>1011.70</td>
+<td>996.72</td>
+<td>5633.51</td>
+<td>3489.79</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>418.86</td>
+<td>113.90</td>
+<td>106.08</td>
+<td>1747.88</td>
+<td>1546.18</td>
+<td>85</td>
+<td>43.73</td>
+<td>13558.00</td>
+<td>11297.98</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>816.32</td>
+<td>116.80</td>
+<td>105.18</td>
+<td>1873.38</td>
+<td>1609.55</td>
+<td>100</td>
+<td>39.57</td>
+<td>10376.00</td>
+<td>8427.30</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>554.14</td>
+<td>114.80</td>
+<td>103.14</td>
+<td>2036.36</td>
+<td>1864.45</td>
+<td>100</td>
+<td>69.67</td>
+<td>13224.00</td>
+<td>11411.31</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>547.42</td>
+<td>105.90</td>
+<td>101.86</td>
+<td>1931.35</td>
+<td>1764.44</td>
+<td>100</td>
+<td>56.16</td>
+<td>12418.00</td>
+<td>10510.77</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1132.56</td>
+<td>105.90</td>
+<td>102.35</td>
+<td>2066.73</td>
+<td>1787.78</td>
+<td>100</td>
+<td>83.50</td>
+<td>10142.00</td>
+<td>8338.80</td>
+</tr>
+<tr>
+<td rowspan="9">OCR-nopp-min1280-mobile</td>
+<td>Intel 6271C</td>
+<td>1586.51</td>
+<td>1019.90</td>
+<td>1008.39</td>
+<td>2366.86</td>
+<td>1992.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1292.65</td>
+<td>1017.70</td>
+<td>1007.28</td>
+<td>2501.24</td>
+<td>2059.99</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>426.04</td>
+<td>120.90</td>
+<td>107.02</td>
+<td>2108.87</td>
+<td>1821.91</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>288.54</td>
+<td>117.90</td>
+<td>107.19</td>
+<td>1847.97</td>
+<td>1570.89</td>
+<td>31</td>
+<td>18.98</td>
+<td>3746.00</td>
+<td>3321.86</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>610.11</td>
+<td>122.80</td>
+<td>107.07</td>
+<td>1789.25</td>
+<td>1542.56</td>
+<td>39</td>
+<td>20.52</td>
+<td>4058.00</td>
+<td>3487.46</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>239.82</td>
+<td>116.80</td>
+<td>106.80</td>
+<td>2092.63</td>
+<td>1882.77</td>
+<td>28</td>
+<td>18.67</td>
+<td>3902.00</td>
+<td>3444.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>340.15</td>
+<td>125.80</td>
+<td>106.79</td>
+<td>1959.45</td>
+<td>1783.97</td>
+<td>49</td>
+<td>32.66</td>
+<td>3532.00</td>
+<td>3094.29</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6636.03</td>
+<td>139.40</td>
+<td>107.63</td>
+<td>4283.97</td>
+<td>3112.59</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>511.86</td>
+<td>116.90</td>
+<td>105.06</td>
+<td>1927.22</td>
+<td>1675.34</td>
+<td>68</td>
+<td>45.78</td>
+<td>3828.00</td>
+<td>3283.78</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>OCR-default</td>
+<td>默认配置</td>
+</tr>
+<tr>
+<td>OCR-nopp-mobile</td>
+<td>默认配置基础上，关闭文档图像预处理，使用mobile的det和rec模型</td>
+</tr>
+<tr>
+<td>OCR-nopp-server</td>
+<td>默认配置基础上，关闭文档图像预处理</td>
+</tr>
+<tr>
+<td>OCR-nopp-min736-mobile</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为min+736，使用mobile的det和rec模型</td>
+</tr>
+<tr>
+<td>OCR-nopp-min736-server</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为min+736</td>
+</tr>
+<tr>
+<td>OCR-nopp-max640-mobile</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为max+640，使用mobile的det和rec模型</td>
+</tr>
+<tr>
+<td>OCR-nopp-max960-mobile</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为max+960，使用mobile的det和rec模型</td>
+</tr>
+<tr>
+<td>OCR-nopp-max640-server</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为max+640</td>
+</tr>
+<tr>
+<td>OCR-nopp-max960-server</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为max+960</td>
+</tr>
+<tr>
+<td>OCR-nopp-min1280-server</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为min+1280</td>
+</tr>
+<tr>
+<td>OCR-nopp-min1280-mobile</td>
+<td>默认配置基础上，关闭文档图像预处理，det模型输入缩放策略为min+1280，使用mobile的det和rec模型</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
 
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
 
 ## 2. 快速开始
 PaddleX 所提供的模型产线均可以快速体验效果，你可以在星河社区线体验通用 OCR 产线的效果，也可以在本地使用命令行或 Python 体验通用 OCR 产线的效果。

docs/pipeline_usage/tutorials/ocr_pipelines/PP-StructureV3.en.md

@@ -7,7 +7,9 @@ comments: true
 ## 1. Introduction to PP-StructureV3 pipeline
 Layout parsing is a technology that extracts structured information from document images, primarily used to convert complex document layouts into machine-readable data formats. This technology is widely applied in document management, information extraction, and data digitization. By combining Optical Character Recognition (OCR), image processing, and machine learning algorithms, layout parsing can identify and extract text blocks, headings, paragraphs, images, tables, and other layout elements from documents. The process typically involves three main steps: layout detection, element analysis, and data formatting, ultimately generating structured document data to improve the efficiency and accuracy of data processing. <b>The PP-StructureV3 pipeline, based on the v1 pipeline, enhances the capabilities of layout region detection, table recognition, and formula recognition, and adds the ability to restore multi-column reading order and convert results into Markdown files. It performs excellently on various document data and can handle more complex document data.</b> This pipeline also provides flexible serving deployment options, supporting the use of multiple programming languages on various hardware. Moreover, this pipeline offers the capability for custom development; you can train and optimize models on your own dataset based on this pipeline, and the trained models can be seamlessly integrated.
 
-<b>The PP-StructureV3 pipeline includes a mandatory layout region analysis module and a general OCR sub-pipeline,</b> as well as optional sub-pipelines for document image preprocessing, table recognition, seal recognition, and formula recognition.
+<b>The PP-StructureV3 pipeline includes a mandatory layout region analysis module and a general OCR sub-pipeline,</b> as well as optional sub-pipelines for document image preprocessing, table recognition, seal recognition, and formula recognition. Each module contains multiple models, and you can choose the model based on the benchmark test data below.
+
+### 1.1 Model benchmark data
 
 <b>If you prioritize model accuracy, choose a high-accuracy model; if you prioritize model inference speed, choose a faster inference model; if you prioritize model storage size, choose a smaller storage model.</b>
 
@@ -772,6 +774,550 @@ The ultra-lightweight cyrillic alphabet recognition model trained based on the P
 
 </details>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="5">PP_StructureV3-default</td>
+<td>Intel 8350C + A100</td>
+<td>1378.46</td>
+<td>1384.60</td>
+<td>113.26</td>
+<td>5781.59</td>
+<td>3431.21</td>
+<td>100</td>
+<td>32.79</td>
+<td>37370.00</td>
+<td>34165.68</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2382.03</td>
+<td>608.70</td>
+<td>109.96</td>
+<td>6388.91</td>
+<td>3737.19</td>
+<td>100</td>
+<td>39.08</td>
+<td>26824.00</td>
+<td>24581.61</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1364.42</td>
+<td>744.30</td>
+<td>112.82</td>
+<td>6199.01</td>
+<td>3865.78</td>
+<td>100</td>
+<td>43.81</td>
+<td>35132.00</td>
+<td>32077.12</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1735.04</td>
+<td>418.50</td>
+<td>105.96</td>
+<td>6138.25</td>
+<td>3503.41</td>
+<td>100</td>
+<td>48.54</td>
+<td>18536.00</td>
+<td>18353.93</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>3700.82</td>
+<td>434.40</td>
+<td>105.45</td>
+<td>6865.87</td>
+<td>3595.68</td>
+<td>100</td>
+<td>71.92</td>
+<td>13970.00</td>
+<td>12668.58</td>
+</tr>
+<tr>
+<td rowspan="3">PP_StructureV3-pp</td>
+<td>Intel 8350C + A100</td>
+<td>3498.87</td>
+<td>679.30</td>
+<td>105.96</td>
+<td>13850.20</td>
+<td>5146.50</td>
+<td>100</td>
+<td>14.01</td>
+<td>37656.00</td>
+<td>34716.95</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>5030.33</td>
+<td>494.20</td>
+<td>105.63</td>
+<td>13542.94</td>
+<td>4833.55</td>
+<td>100</td>
+<td>20.36</td>
+<td>29402.00</td>
+<td>26607.92</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>3170.84</td>
+<td>481.50</td>
+<td>105.13</td>
+<td>14179.97</td>
+<td>5608.80</td>
+<td>100</td>
+<td>19.35</td>
+<td>35454.00</td>
+<td>32512.19</td>
+</tr>
+<tr>
+<td rowspan="2">PP_StructureV3-full</td>
+<td>Intel 8350C + A100</td>
+<td>8917.95</td>
+<td>697.30</td>
+<td>102.88</td>
+<td>13777.07</td>
+<td>4573.65</td>
+<td>100</td>
+<td>18.39</td>
+<td>38776.00</td>
+<td>37554.09</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>13115.08</td>
+<td>437.40</td>
+<td>102.36</td>
+<td>13974.00</td>
+<td>4484.00</td>
+<td>100</td>
+<td>17.50</td>
+<td>29878.00</td>
+<td>28733.59</td>
+</tr>
+<tr>
+<td rowspan="5">PP_StructureV3-seal</td>
+<td>Intel 8350C + A100</td>
+<td>1392.53</td>
+<td>747.50</td>
+<td>112.55</td>
+<td>5788.79</td>
+<td>3742.03</td>
+<td>100</td>
+<td>33.81</td>
+<td>38966.00</td>
+<td>35832.44</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2437.59</td>
+<td>630.10</td>
+<td>110.18</td>
+<td>6343.39</td>
+<td>3725.98</td>
+<td>100</td>
+<td>42.23</td>
+<td>28078.00</td>
+<td>25834.70</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1396.03</td>
+<td>792.20</td>
+<td>113.63</td>
+<td>6673.60</td>
+<td>4417.34</td>
+<td>100</td>
+<td>46.33</td>
+<td>35530.00</td>
+<td>32516.87</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1745.09</td>
+<td>422.40</td>
+<td>106.08</td>
+<td>6068.87</td>
+<td>3973.49</td>
+<td>100</td>
+<td>50.12</td>
+<td>19630.00</td>
+<td>18374.37</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>3764.94</td>
+<td>400.30</td>
+<td>105.10</td>
+<td>6296.28</td>
+<td>3651.42</td>
+<td>100</td>
+<td>72.57</td>
+<td>14304.00</td>
+<td>13268.36</td>
+</tr>
+<tr>
+<td rowspan="4">PP_StructureV3-chart</td>
+<td>Intel 8350C + A100</td>
+<td>7700.18</td>
+<td>746.80</td>
+<td>102.69</td>
+<td>6355.58</td>
+<td>4006.48</td>
+<td>100</td>
+<td>22.38</td>
+<td>37380.00</td>
+<td>36730.73</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>10578.29</td>
+<td>599.20</td>
+<td>102.51</td>
+<td>5754.14</td>
+<td>3333.78</td>
+<td>100</td>
+<td>21.99</td>
+<td>26820.00</td>
+<td>26253.70</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>8026.47</td>
+<td>413.30</td>
+<td>101.31</td>
+<td>6473.29</td>
+<td>3689.84</td>
+<td>100</td>
+<td>26.19</td>
+<td>18540.00</td>
+<td>18494.69</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>11694.21</td>
+<td>460.90</td>
+<td>101.85</td>
+<td>6503.12</td>
+<td>3524.06</td>
+<td>100</td>
+<td>46.81</td>
+<td>13966.00</td>
+<td>12481.94</td>
+</tr>
+<tr>
+<td rowspan="5">PP_StructureV3-notable</td>
+<td>Intel 8350C + A100</td>
+<td>1235.49</td>
+<td>738.30</td>
+<td>110.45</td>
+<td>5638.16</td>
+<td>3278.30</td>
+<td>100</td>
+<td>35.32</td>
+<td>30320.00</td>
+<td>27026.17</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2244.84</td>
+<td>452.40</td>
+<td>107.79</td>
+<td>5579.15</td>
+<td>3635.95</td>
+<td>100</td>
+<td>43.00</td>
+<td>23098.00</td>
+<td>20684.43</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1182.50</td>
+<td>989.00</td>
+<td>107.71</td>
+<td>6041.76</td>
+<td>4024.76</td>
+<td>100</td>
+<td>50.67</td>
+<td>33780.00</td>
+<td>29733.15</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1575.72</td>
+<td>225.00</td>
+<td>102.56</td>
+<td>5518.10</td>
+<td>3333.08</td>
+<td>100</td>
+<td>49.90</td>
+<td>21532.00</td>
+<td>18567.99</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>3399.03</td>
+<td>413.30</td>
+<td>103.58</td>
+<td>5874.88</td>
+<td>3662.49</td>
+<td>100</td>
+<td>76.82</td>
+<td>13764.00</td>
+<td>11890.62</td>
+</tr>
+<tr>
+<td rowspan="7">PP_StructureV3-noformula</td>
+<td>Intel 6271C</td>
+<td>7846.98</td>
+<td>1172.50</td>
+<td>964.70</td>
+<td>17739.00</td>
+<td>11101.02</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>8834.14</td>
+<td>1053.50</td>
+<td>970.64</td>
+<td>15463.48</td>
+<td>9408.19</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>839.16</td>
+<td>788.60</td>
+<td>124.25</td>
+<td>6246.39</td>
+<td>3674.32</td>
+<td>100</td>
+<td>30.57</td>
+<td>40084.00</td>
+<td>37358.45</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1417.36</td>
+<td>606.20</td>
+<td>115.53</td>
+<td>7015.57</td>
+<td>3707.03</td>
+<td>100</td>
+<td>35.63</td>
+<td>29540.00</td>
+<td>27620.28</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>874.17</td>
+<td>644.10</td>
+<td>119.23</td>
+<td>6895.76</td>
+<td>4222.85</td>
+<td>100</td>
+<td>50.00</td>
+<td>36878.00</td>
+<td>34104.59</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1027.28</td>
+<td>377.50</td>
+<td>106.87</td>
+<td>5819.88</td>
+<td>3830.19</td>
+<td>100</td>
+<td>42.87</td>
+<td>19340.00</td>
+<td>17550.94</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>2022.90</td>
+<td>430.20</td>
+<td>109.21</td>
+<td>6600.62</td>
+<td>3824.18</td>
+<td>100</td>
+<td>65.75</td>
+<td>14332.00</td>
+<td>12712.18</td>
+</tr>
+<tr>
+<td rowspan="9">PP_StructureV3-lightweight</td>
+<td>Intel 6271C</td>
+<td>4361.78</td>
+<td>1189.70</td>
+<td>995.78</td>
+<td>14000.50</td>
+<td>9374.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3735.85</td>
+<td>1049.60</td>
+<td>967.77</td>
+<td>12960.96</td>
+<td>7644.25</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>859.69</td>
+<td>572.20</td>
+<td>120.84</td>
+<td>8290.49</td>
+<td>3569.44</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>606.65</td>
+<td>823.40</td>
+<td>126.25</td>
+<td>9258.22</td>
+<td>3776.63</td>
+<td>52</td>
+<td>18.95</td>
+<td>7456.00</td>
+<td>7131.95</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1067.44</td>
+<td>686.80</td>
+<td>116.70</td>
+<td>9381.75</td>
+<td>4126.28</td>
+<td>58</td>
+<td>22.92</td>
+<td>8450.00</td>
+<td>8083.30</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>464.75</td>
+<td>999.00</td>
+<td>122.21</td>
+<td>9734.78</td>
+<td>4516.40</td>
+<td>61</td>
+<td>24.41</td>
+<td>7524.00</td>
+<td>7167.52</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>698.54</td>
+<td>355.40</td>
+<td>111.51</td>
+<td>9415.45</td>
+<td>4094.06</td>
+<td>89</td>
+<td>30.85</td>
+<td>7248.00</td>
+<td>6927.58</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>12220.94</td>
+<td>223.60</td>
+<td>107.35</td>
+<td>9531.22</td>
+<td>7884.61</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1134.45</td>
+<td>461.40</td>
+<td>112.16</td>
+<td>7923.09</td>
+<td>3837.31</td>
+<td>85</td>
+<td>41.67</td>
+<td>8218.00</td>
+<td>7902.04</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>PP_StructureV3-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>PP_StructureV3-pp</td>
+<td>Based on the default configuration, document image preprocessing is enabled</td>
+</tr>
+<tr>
+<td>PP_StructureV3-full</td>
+<td>Based on the default configuration, document image preprocessing and chart parsing are enabled</td>
+</tr>
+<tr>
+<td>PP_StructureV3-seal</td>
+<td>Based on the default configuration, seal text recognition is enabled</td>
+</tr>
+<tr>
+<td>PP_StructureV3-chart</td>
+<td>Based on the default configuration, chart parsing is enabled</td>
+</tr>
+<tr>
+<td>PP_StructureV3-notable</td>
+<td>Based on the default configuration, table recognition is disabled</td>
+</tr>
+<tr>
+<td>PP_StructureV3-noformula</td>
+<td>Based on the default configuration, formula recognition is disabled</td>
+</tr>
+<tr>
+<td>PP_StructureV3-lightweight</td>
+<td>Based on the default configuration, all task models are replaced with lightweight versions</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
+
 ## 2. Quick Start
 All the model pipelines provided by PaddleX can be quickly experienced. You can use the command line or Python on your local machine to experience the effect of the PP-StructureV3 pipeline.
 

docs/pipeline_usage/tutorials/ocr_pipelines/PP-StructureV3.md

@@ -7,7 +7,9 @@ comments: true
 ## 1. 通用版面解析v3(PP-StructureV3)产线介绍
 版面解析是一种从文档图像中提取结构化信息的技术，主要用于将复杂的文档版面转换为机器可读的数据格式。这项技术在文档管理、信息提取和数据数字化等领域具有广泛的应用。版面解析通过结合光学字符识别（OCR）、图像处理和机器学习算法，能够识别和提取文档中的文本块、标题、段落、图片、表格以及其他版面元素。此过程通常包括版面分析、元素分析和数据格式化三个主要步骤，最终生成结构化的文档数据，提升数据处理的效率和准确性。<b>通用版面解析v3产线在通用版面解析v1产线的基础上，强化了版面区域检测、表格识别、公式识别的能力，增加了图表理解能力和多栏阅读顺序的恢复能力、结果转换 Markdown 文件的能力，在多种文档数据中，表现优异，可以处理较复杂的文档数据。</b>本产线同时提供了灵活的服务化部署方式，支持在多种硬件上使用多种编程语言调用。不仅如此，本产线也提供了二次开发的能力，您可以基于本产线在您自己的数据集上训练调优，训练后的模型也可以无缝集成。
 
-<b>通用版面解析v3产线中包含必选的版面区域分析模块、通用OCR子产线，</b>以及可选的文档图像预处理子产线、表格识别子产线、印章识别子产线和公式识别子产线。
+<b>通用版面解析v3产线中包含必选的版面区域分析模块、通用OCR子产线，</b>以及可选的文档图像预处理子产线、表格识别子产线、印章识别子产线和公式识别子产线。每个模块都包含多个模型，您可以根据下方的基准测试数据选择使用的模型。
+
+### 1.1 模型基准测试数据
 
 <b>如您更考虑模型精度，请选择精度较高的模型，如您更考虑模型推理速度，请选择推理速度较快的模型，如您更考虑模型存储大小，请选择存储大小较小的模型</b>。
 
@@ -738,6 +740,550 @@ devanagari_PP-OCRv3_mobile_rec_infer.tar">推理模型</a>/<a href="https://padd
 
 </details>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="5">PP_StructureV3-default</td>
+<td>Intel 8350C + A100</td>
+<td>1378.46</td>
+<td>1384.60</td>
+<td>113.26</td>
+<td>5781.59</td>
+<td>3431.21</td>
+<td>100</td>
+<td>32.79</td>
+<td>37370.00</td>
+<td>34165.68</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2382.03</td>
+<td>608.70</td>
+<td>109.96</td>
+<td>6388.91</td>
+<td>3737.19</td>
+<td>100</td>
+<td>39.08</td>
+<td>26824.00</td>
+<td>24581.61</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1364.42</td>
+<td>744.30</td>
+<td>112.82</td>
+<td>6199.01</td>
+<td>3865.78</td>
+<td>100</td>
+<td>43.81</td>
+<td>35132.00</td>
+<td>32077.12</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1735.04</td>
+<td>418.50</td>
+<td>105.96</td>
+<td>6138.25</td>
+<td>3503.41</td>
+<td>100</td>
+<td>48.54</td>
+<td>18536.00</td>
+<td>18353.93</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>3700.82</td>
+<td>434.40</td>
+<td>105.45</td>
+<td>6865.87</td>
+<td>3595.68</td>
+<td>100</td>
+<td>71.92</td>
+<td>13970.00</td>
+<td>12668.58</td>
+</tr>
+<tr>
+<td rowspan="3">PP_StructureV3-pp</td>
+<td>Intel 8350C + A100</td>
+<td>3498.87</td>
+<td>679.30</td>
+<td>105.96</td>
+<td>13850.20</td>
+<td>5146.50</td>
+<td>100</td>
+<td>14.01</td>
+<td>37656.00</td>
+<td>34716.95</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>5030.33</td>
+<td>494.20</td>
+<td>105.63</td>
+<td>13542.94</td>
+<td>4833.55</td>
+<td>100</td>
+<td>20.36</td>
+<td>29402.00</td>
+<td>26607.92</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>3170.84</td>
+<td>481.50</td>
+<td>105.13</td>
+<td>14179.97</td>
+<td>5608.80</td>
+<td>100</td>
+<td>19.35</td>
+<td>35454.00</td>
+<td>32512.19</td>
+</tr>
+<tr>
+<td rowspan="2">PP_StructureV3-full</td>
+<td>Intel 8350C + A100</td>
+<td>8917.95</td>
+<td>697.30</td>
+<td>102.88</td>
+<td>13777.07</td>
+<td>4573.65</td>
+<td>100</td>
+<td>18.39</td>
+<td>38776.00</td>
+<td>37554.09</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>13115.08</td>
+<td>437.40</td>
+<td>102.36</td>
+<td>13974.00</td>
+<td>4484.00</td>
+<td>100</td>
+<td>17.50</td>
+<td>29878.00</td>
+<td>28733.59</td>
+</tr>
+<tr>
+<td rowspan="5">PP_StructureV3-seal</td>
+<td>Intel 8350C + A100</td>
+<td>1392.53</td>
+<td>747.50</td>
+<td>112.55</td>
+<td>5788.79</td>
+<td>3742.03</td>
+<td>100</td>
+<td>33.81</td>
+<td>38966.00</td>
+<td>35832.44</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2437.59</td>
+<td>630.10</td>
+<td>110.18</td>
+<td>6343.39</td>
+<td>3725.98</td>
+<td>100</td>
+<td>42.23</td>
+<td>28078.00</td>
+<td>25834.70</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1396.03</td>
+<td>792.20</td>
+<td>113.63</td>
+<td>6673.60</td>
+<td>4417.34</td>
+<td>100</td>
+<td>46.33</td>
+<td>35530.00</td>
+<td>32516.87</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1745.09</td>
+<td>422.40</td>
+<td>106.08</td>
+<td>6068.87</td>
+<td>3973.49</td>
+<td>100</td>
+<td>50.12</td>
+<td>19630.00</td>
+<td>18374.37</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>3764.94</td>
+<td>400.30</td>
+<td>105.10</td>
+<td>6296.28</td>
+<td>3651.42</td>
+<td>100</td>
+<td>72.57</td>
+<td>14304.00</td>
+<td>13268.36</td>
+</tr>
+<tr>
+<td rowspan="4">PP_StructureV3-chart</td>
+<td>Intel 8350C + A100</td>
+<td>7700.18</td>
+<td>746.80</td>
+<td>102.69</td>
+<td>6355.58</td>
+<td>4006.48</td>
+<td>100</td>
+<td>22.38</td>
+<td>37380.00</td>
+<td>36730.73</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>10578.29</td>
+<td>599.20</td>
+<td>102.51</td>
+<td>5754.14</td>
+<td>3333.78</td>
+<td>100</td>
+<td>21.99</td>
+<td>26820.00</td>
+<td>26253.70</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>8026.47</td>
+<td>413.30</td>
+<td>101.31</td>
+<td>6473.29</td>
+<td>3689.84</td>
+<td>100</td>
+<td>26.19</td>
+<td>18540.00</td>
+<td>18494.69</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>11694.21</td>
+<td>460.90</td>
+<td>101.85</td>
+<td>6503.12</td>
+<td>3524.06</td>
+<td>100</td>
+<td>46.81</td>
+<td>13966.00</td>
+<td>12481.94</td>
+</tr>
+<tr>
+<td rowspan="5">PP_StructureV3-notable</td>
+<td>Intel 8350C + A100</td>
+<td>1235.49</td>
+<td>738.30</td>
+<td>110.45</td>
+<td>5638.16</td>
+<td>3278.30</td>
+<td>100</td>
+<td>35.32</td>
+<td>30320.00</td>
+<td>27026.17</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2244.84</td>
+<td>452.40</td>
+<td>107.79</td>
+<td>5579.15</td>
+<td>3635.95</td>
+<td>100</td>
+<td>43.00</td>
+<td>23098.00</td>
+<td>20684.43</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1182.50</td>
+<td>989.00</td>
+<td>107.71</td>
+<td>6041.76</td>
+<td>4024.76</td>
+<td>100</td>
+<td>50.67</td>
+<td>33780.00</td>
+<td>29733.15</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1575.72</td>
+<td>225.00</td>
+<td>102.56</td>
+<td>5518.10</td>
+<td>3333.08</td>
+<td>100</td>
+<td>49.90</td>
+<td>21532.00</td>
+<td>18567.99</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>3399.03</td>
+<td>413.30</td>
+<td>103.58</td>
+<td>5874.88</td>
+<td>3662.49</td>
+<td>100</td>
+<td>76.82</td>
+<td>13764.00</td>
+<td>11890.62</td>
+</tr>
+<tr>
+<td rowspan="7">PP_StructureV3-noformula</td>
+<td>Intel 6271C</td>
+<td>7846.98</td>
+<td>1172.50</td>
+<td>964.70</td>
+<td>17739.00</td>
+<td>11101.02</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>8834.14</td>
+<td>1053.50</td>
+<td>970.64</td>
+<td>15463.48</td>
+<td>9408.19</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>839.16</td>
+<td>788.60</td>
+<td>124.25</td>
+<td>6246.39</td>
+<td>3674.32</td>
+<td>100</td>
+<td>30.57</td>
+<td>40084.00</td>
+<td>37358.45</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1417.36</td>
+<td>606.20</td>
+<td>115.53</td>
+<td>7015.57</td>
+<td>3707.03</td>
+<td>100</td>
+<td>35.63</td>
+<td>29540.00</td>
+<td>27620.28</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>874.17</td>
+<td>644.10</td>
+<td>119.23</td>
+<td>6895.76</td>
+<td>4222.85</td>
+<td>100</td>
+<td>50.00</td>
+<td>36878.00</td>
+<td>34104.59</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1027.28</td>
+<td>377.50</td>
+<td>106.87</td>
+<td>5819.88</td>
+<td>3830.19</td>
+<td>100</td>
+<td>42.87</td>
+<td>19340.00</td>
+<td>17550.94</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>2022.90</td>
+<td>430.20</td>
+<td>109.21</td>
+<td>6600.62</td>
+<td>3824.18</td>
+<td>100</td>
+<td>65.75</td>
+<td>14332.00</td>
+<td>12712.18</td>
+</tr>
+<tr>
+<td rowspan="9">PP_StructureV3-lightweight</td>
+<td>Intel 6271C</td>
+<td>4361.78</td>
+<td>1189.70</td>
+<td>995.78</td>
+<td>14000.50</td>
+<td>9374.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3735.85</td>
+<td>1049.60</td>
+<td>967.77</td>
+<td>12960.96</td>
+<td>7644.25</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>859.69</td>
+<td>572.20</td>
+<td>120.84</td>
+<td>8290.49</td>
+<td>3569.44</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>606.65</td>
+<td>823.40</td>
+<td>126.25</td>
+<td>9258.22</td>
+<td>3776.63</td>
+<td>52</td>
+<td>18.95</td>
+<td>7456.00</td>
+<td>7131.95</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1067.44</td>
+<td>686.80</td>
+<td>116.70</td>
+<td>9381.75</td>
+<td>4126.28</td>
+<td>58</td>
+<td>22.92</td>
+<td>8450.00</td>
+<td>8083.30</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>464.75</td>
+<td>999.00</td>
+<td>122.21</td>
+<td>9734.78</td>
+<td>4516.40</td>
+<td>61</td>
+<td>24.41</td>
+<td>7524.00</td>
+<td>7167.52</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>698.54</td>
+<td>355.40</td>
+<td>111.51</td>
+<td>9415.45</td>
+<td>4094.06</td>
+<td>89</td>
+<td>30.85</td>
+<td>7248.00</td>
+<td>6927.58</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>12220.94</td>
+<td>223.60</td>
+<td>107.35</td>
+<td>9531.22</td>
+<td>7884.61</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1134.45</td>
+<td>461.40</td>
+<td>112.16</td>
+<td>7923.09</td>
+<td>3837.31</td>
+<td>85</td>
+<td>41.67</td>
+<td>8218.00</td>
+<td>7902.04</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>PP_StructureV3-default</td>
+<td>默认配置</td>
+</tr>
+<tr>
+<td>PP_StructureV3-pp</td>
+<td>默认配置基础上，开启文档图像预处理</td>
+</tr>
+<tr>
+<td>PP_StructureV3-full</td>
+<td>默认配置基础上，开启文档图像预处理和图表解析</td>
+</tr>
+<tr>
+<td>PP_StructureV3-seal</td>
+<td>默认配置基础上，开启印章文本识别</td>
+</tr>
+<tr>
+<td>PP_StructureV3-chart</td>
+<td>默认配置基础上，开启文档图表解析</td>
+</tr>
+<tr>
+<td>PP_StructureV3-notable</td>
+<td>默认配置基础上，关闭表格识别</td>
+</tr>
+<tr>
+<td>PP_StructureV3-noformula</td>
+<td>默认配置基础上，关闭公式识别</td>
+</tr>
+<tr>
+<td>PP_StructureV3-lightweight</td>
+<td>默认配置基础上，将所有任务模型都换成最轻量版本</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
+
 ## 2. 快速开始
 PaddleX 所提供的模型产线均可以快速体验效果，你可以在本地使用命令行或 Python 体验通用通用版面解析v3产线的效果。
 

docs/pipeline_usage/tutorials/ocr_pipelines/doc_preprocessor.en.md

@@ -10,7 +10,9 @@ The document image preprocessing pipeline integrates two major functions: docume
 
 <img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/main/images/pipelines/doc_preprocessor/02.jpg">
 
-**The general document image preprocessing pipeline includes optional document image orientation classification module and document image correction module** with the following models included.
+**The general document image preprocessing pipeline includes optional document image orientation classification module and document image correction module**. Each module contains multiple models, and you can choose the model based on the benchmark test data below.
+
+### 1.1 Model benchmark data
 
 > The inference time only includes the model inference time and does not include the time for pre- or post-processing.
 
@@ -119,6 +121,369 @@ The document image preprocessing pipeline integrates two major functions: docume
     </tbody>
 </table>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="9">doc_preprocessor-default</td>
+<td>Intel 6271C</td>
+<td>1127.85</td>
+<td>1012.50</td>
+<td>789.07</td>
+<td>1913.89</td>
+<td>1650.30</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>764.23</td>
+<td>1003.70</td>
+<td>782.77</td>
+<td>1916.81</td>
+<td>1655.66</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>96.74</td>
+<td>174.70</td>
+<td>135.91</td>
+<td>2023.54</td>
+<td>1963.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>76.66</td>
+<td>148.90</td>
+<td>125.73</td>
+<td>1748.06</td>
+<td>1683.35</td>
+<td>11</td>
+<td>5.86</td>
+<td>828.00</td>
+<td>828.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>114.96</td>
+<td>168.60</td>
+<td>131.05</td>
+<td>1837.66</td>
+<td>1707.50</td>
+<td>26</td>
+<td>11.65</td>
+<td>694.00</td>
+<td>694.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>69.34</td>
+<td>140.90</td>
+<td>122.80</td>
+<td>1992.86</td>
+<td>1911.34</td>
+<td>11</td>
+<td>7.75</td>
+<td>890.00</td>
+<td>890.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>81.65</td>
+<td>146.40</td>
+<td>125.37</td>
+<td>1896.46</td>
+<td>1825.98</td>
+<td>14</td>
+<td>5.93</td>
+<td>586.00</td>
+<td>586.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>368.93</td>
+<td>118.20</td>
+<td>103.40</td>
+<td>1973.23</td>
+<td>1756.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>122.40</td>
+<td>156.90</td>
+<td>123.75</td>
+<td>1874.29</td>
+<td>1727.01</td>
+<td>73</td>
+<td>23.81</td>
+<td>450.00</td>
+<td>450.00</td>
+</tr>
+<tr>
+<td rowspan="9">doc_preprocessor-clsonly</td>
+<td>Intel 6271C</td>
+<td>55.12</td>
+<td>1085.60</td>
+<td>1057.12</td>
+<td>1254.27</td>
+<td>1203.36</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>59.48</td>
+<td>1051.60</td>
+<td>1043.39</td>
+<td>1263.88</td>
+<td>1206.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>47.44</td>
+<td>202.70</td>
+<td>173.75</td>
+<td>1868.11</td>
+<td>1810.80</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>43.27</td>
+<td>167.80</td>
+<td>150.56</td>
+<td>1347.92</td>
+<td>1325.32</td>
+<td>2</td>
+<td>1.25</td>
+<td>514.00</td>
+<td>514.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>53.72</td>
+<td>202.70</td>
+<td>170.72</td>
+<td>1404.16</td>
+<td>1352.74</td>
+<td>2</td>
+<td>1.20</td>
+<td>394.00</td>
+<td>394.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>41.89</td>
+<td>153.80</td>
+<td>141.46</td>
+<td>1590.48</td>
+<td>1540.25</td>
+<td>2</td>
+<td>1.12</td>
+<td>578.00</td>
+<td>578.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>44.61</td>
+<td>179.80</td>
+<td>156.96</td>
+<td>1569.85</td>
+<td>1514.64</td>
+<td>2</td>
+<td>0.88</td>
+<td>302.00</td>
+<td>302.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>34.12</td>
+<td>127.60</td>
+<td>123.24</td>
+<td>1459.06</td>
+<td>1386.33</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>51.81</td>
+<td>180.80</td>
+<td>154.34</td>
+<td>1515.43</td>
+<td>1465.99</td>
+<td>4</td>
+<td>2.89</td>
+<td>160.00</td>
+<td>160.00</td>
+</tr>
+<tr>
+<td rowspan="9">doc_preprocessor-unwarponly</td>
+<td>Intel 6271C</td>
+<td>1092.82</td>
+<td>1002.10</td>
+<td>749.82</td>
+<td>1875.45</td>
+<td>1680.20</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>747.32</td>
+<td>951.30</td>
+<td>754.01</td>
+<td>1843.54</td>
+<td>1645.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>95.22</td>
+<td>101.20</td>
+<td>100.08</td>
+<td>1960.48</td>
+<td>1863.72</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>78.05</td>
+<td>100.90</td>
+<td>100.15</td>
+<td>1570.25</td>
+<td>1446.01</td>
+<td>9</td>
+<td>5.57</td>
+<td>788.00</td>
+<td>788.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>130.84</td>
+<td>100.90</td>
+<td>100.25</td>
+<td>1561.52</td>
+<td>1459.73</td>
+<td>24</td>
+<td>11.35</td>
+<td>656.00</td>
+<td>656.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>68.62</td>
+<td>106.90</td>
+<td>100.62</td>
+<td>1808.00</td>
+<td>1715.35</td>
+<td>6</td>
+<td>4.83</td>
+<td>684.00</td>
+<td>684.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>84.19</td>
+<td>101.90</td>
+<td>100.14</td>
+<td>1848.25</td>
+<td>1719.24</td>
+<td>19</td>
+<td>7.73</td>
+<td>544.00</td>
+<td>544.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>295.15</td>
+<td>102.40</td>
+<td>100.76</td>
+<td>1957.42</td>
+<td>1734.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>117.25</td>
+<td>101.80</td>
+<td>100.36</td>
+<td>1674.25</td>
+<td>1605.14</td>
+<td>48</td>
+<td>26.45</td>
+<td>412.00</td>
+<td>412.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>doc_preprocessor-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>doc_preprocessor-clsonly</td>
+<td>Based on the default configuration, only document image orientation classification is enabled</td>
+</tr>
+<tr>
+<td>doc_preprocessor-unwarponly</td>
+<td>Based on the default configuration, only text image rectification is enabled</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
+
 ## 2. Quick Start
 
 PaddleX supports experiencing the effects of the document image preprocessing pipeline locally via command line or Python.

docs/pipeline_usage/tutorials/ocr_pipelines/doc_preprocessor.md

@@ -10,7 +10,9 @@ comments: true
 
 <img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/main/images/pipelines/doc_preprocessor/02.jpg">
 
-<b>通用文档图像预处理</b><b>产线中包含可选用的文档图像方向分类模块和文本图像矫正模块</b>包含的模型如下。
+<b>通用文档图像预处理</b><b>产线中包含可选用的文档图像方向分类模块和文本图像矫正模块</b>，每个模块都包含多个模型，您可以根据下方的基准测试数据选择使用的模型。
+
+### 1.1 模型基准测试数据
 
 > 推理耗时仅包含模型推理耗时，不包含前后处理耗时。
 
@@ -118,6 +120,369 @@ comments: true
     </tbody>
 </table>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="9">doc_preprocessor-default</td>
+<td>Intel 6271C</td>
+<td>1127.85</td>
+<td>1012.50</td>
+<td>789.07</td>
+<td>1913.89</td>
+<td>1650.30</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>764.23</td>
+<td>1003.70</td>
+<td>782.77</td>
+<td>1916.81</td>
+<td>1655.66</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>96.74</td>
+<td>174.70</td>
+<td>135.91</td>
+<td>2023.54</td>
+<td>1963.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>76.66</td>
+<td>148.90</td>
+<td>125.73</td>
+<td>1748.06</td>
+<td>1683.35</td>
+<td>11</td>
+<td>5.86</td>
+<td>828.00</td>
+<td>828.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>114.96</td>
+<td>168.60</td>
+<td>131.05</td>
+<td>1837.66</td>
+<td>1707.50</td>
+<td>26</td>
+<td>11.65</td>
+<td>694.00</td>
+<td>694.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>69.34</td>
+<td>140.90</td>
+<td>122.80</td>
+<td>1992.86</td>
+<td>1911.34</td>
+<td>11</td>
+<td>7.75</td>
+<td>890.00</td>
+<td>890.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>81.65</td>
+<td>146.40</td>
+<td>125.37</td>
+<td>1896.46</td>
+<td>1825.98</td>
+<td>14</td>
+<td>5.93</td>
+<td>586.00</td>
+<td>586.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>368.93</td>
+<td>118.20</td>
+<td>103.40</td>
+<td>1973.23</td>
+<td>1756.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>122.40</td>
+<td>156.90</td>
+<td>123.75</td>
+<td>1874.29</td>
+<td>1727.01</td>
+<td>73</td>
+<td>23.81</td>
+<td>450.00</td>
+<td>450.00</td>
+</tr>
+<tr>
+<td rowspan="9">doc_preprocessor-clsonly</td>
+<td>Intel 6271C</td>
+<td>55.12</td>
+<td>1085.60</td>
+<td>1057.12</td>
+<td>1254.27</td>
+<td>1203.36</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>59.48</td>
+<td>1051.60</td>
+<td>1043.39</td>
+<td>1263.88</td>
+<td>1206.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>47.44</td>
+<td>202.70</td>
+<td>173.75</td>
+<td>1868.11</td>
+<td>1810.80</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>43.27</td>
+<td>167.80</td>
+<td>150.56</td>
+<td>1347.92</td>
+<td>1325.32</td>
+<td>2</td>
+<td>1.25</td>
+<td>514.00</td>
+<td>514.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>53.72</td>
+<td>202.70</td>
+<td>170.72</td>
+<td>1404.16</td>
+<td>1352.74</td>
+<td>2</td>
+<td>1.20</td>
+<td>394.00</td>
+<td>394.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>41.89</td>
+<td>153.80</td>
+<td>141.46</td>
+<td>1590.48</td>
+<td>1540.25</td>
+<td>2</td>
+<td>1.12</td>
+<td>578.00</td>
+<td>578.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>44.61</td>
+<td>179.80</td>
+<td>156.96</td>
+<td>1569.85</td>
+<td>1514.64</td>
+<td>2</td>
+<td>0.88</td>
+<td>302.00</td>
+<td>302.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>34.12</td>
+<td>127.60</td>
+<td>123.24</td>
+<td>1459.06</td>
+<td>1386.33</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>51.81</td>
+<td>180.80</td>
+<td>154.34</td>
+<td>1515.43</td>
+<td>1465.99</td>
+<td>4</td>
+<td>2.89</td>
+<td>160.00</td>
+<td>160.00</td>
+</tr>
+<tr>
+<td rowspan="9">doc_preprocessor-unwarponly</td>
+<td>Intel 6271C</td>
+<td>1092.82</td>
+<td>1002.10</td>
+<td>749.82</td>
+<td>1875.45</td>
+<td>1680.20</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>747.32</td>
+<td>951.30</td>
+<td>754.01</td>
+<td>1843.54</td>
+<td>1645.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>95.22</td>
+<td>101.20</td>
+<td>100.08</td>
+<td>1960.48</td>
+<td>1863.72</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>78.05</td>
+<td>100.90</td>
+<td>100.15</td>
+<td>1570.25</td>
+<td>1446.01</td>
+<td>9</td>
+<td>5.57</td>
+<td>788.00</td>
+<td>788.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>130.84</td>
+<td>100.90</td>
+<td>100.25</td>
+<td>1561.52</td>
+<td>1459.73</td>
+<td>24</td>
+<td>11.35</td>
+<td>656.00</td>
+<td>656.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>68.62</td>
+<td>106.90</td>
+<td>100.62</td>
+<td>1808.00</td>
+<td>1715.35</td>
+<td>6</td>
+<td>4.83</td>
+<td>684.00</td>
+<td>684.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>84.19</td>
+<td>101.90</td>
+<td>100.14</td>
+<td>1848.25</td>
+<td>1719.24</td>
+<td>19</td>
+<td>7.73</td>
+<td>544.00</td>
+<td>544.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>295.15</td>
+<td>102.40</td>
+<td>100.76</td>
+<td>1957.42</td>
+<td>1734.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>117.25</td>
+<td>101.80</td>
+<td>100.36</td>
+<td>1674.25</td>
+<td>1605.14</td>
+<td>48</td>
+<td>26.45</td>
+<td>412.00</td>
+<td>412.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>doc_preprocessor-default</td>
+<td>默认配置</td>
+</tr>
+<tr>
+<td>doc_preprocessor-clsonly</td>
+<td>默认配置基础上，仅开启文档图像方向分类</td>
+</tr>
+<tr>
+<td>doc_preprocessor-unwarponly</td>
+<td>默认配置基础上，仅开启文本图像矫正</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
+
 ## 2. 快速开始
 PaddleX 支持在本地使用命令行或 Python 体验文档图像预处理产线的效果。
 

docs/pipeline_usage/tutorials/ocr_pipelines/formula_recognition.en.md

@@ -14,6 +14,8 @@ The formula recognition pipeline is designed to solve formula recognition tasks
 
 <b>The formula recognition pipeline includes a mandatory formula recognition module,</b> as well as optional layout detection, document image orientation classification, and text image unwarping modules. The document image orientation classification module and the text image unwarping module are integrated into the formula recognition pipeline as a document preprocessing sub-pipeline. Each module contains multiple models, and you can choose the model based on the benchmark test data below.
 
+### 1.1 Model benchmarkBenchmark dataData
+
 <b>If you prioritize model accuracy, choose a model with higher precision; if you care more about inference speed, choose a faster model; if you are concerned about model storage size, choose a smaller model.</b>
 
 > The inference time only includes the model inference time and does not include the time for pre- or post-processing.
@@ -398,7 +400,796 @@ The formula recognition pipeline is designed to solve formula recognition tasks
     </tbody>
 </table>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="9">formula_recognition-default</td>
+<td>Intel 6271C</td>
+<td>26270.51</td>
+<td>1039.70</td>
+<td>1003.86</td>
+<td>3093.11</td>
+<td>2675.83</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>18242.94</td>
+<td>1048.60</td>
+<td>893.64</td>
+<td>3029.64</td>
+<td>2676.89</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>5971.78</td>
+<td>120.80</td>
+<td>101.63</td>
+<td>2255.59</td>
+<td>2140.24</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>1441.69</td>
+<td>111.60</td>
+<td>103.08</td>
+<td>2145.61</td>
+<td>1976.60</td>
+<td>44</td>
+<td>36.36</td>
+<td>2422.00</td>
+<td>2422.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2028.69</td>
+<td>129.80</td>
+<td>104.93</td>
+<td>2231.39</td>
+<td>2058.09</td>
+<td>53</td>
+<td>37.64</td>
+<td>1888.00</td>
+<td>1888.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1167.13</td>
+<td>109.90</td>
+<td>102.93</td>
+<td>2509.55</td>
+<td>2355.77</td>
+<td>55</td>
+<td>44.37</td>
+<td>2406.00</td>
+<td>2406.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1581.55</td>
+<td>115.90</td>
+<td>103.61</td>
+<td>2442.22</td>
+<td>2269.11</td>
+<td>64</td>
+<td>42.06</td>
+<td>1874.00</td>
+<td>1874.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>10159.43</td>
+<td>126.60</td>
+<td>107.78</td>
+<td>3135.38</td>
+<td>2932.62</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>2420.85</td>
+<td>115.00</td>
+<td>102.81</td>
+<td>2350.60</td>
+<td>2223.92</td>
+<td>79</td>
+<td>57.36</td>
+<td>1638.00</td>
+<td>1638.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp</td>
+<td>Intel 6271C</td>
+<td>24857.99</td>
+<td>1050.30</td>
+<td>1009.22</td>
+<td>2715.87</td>
+<td>2405.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>17002.42</td>
+<td>1046.60</td>
+<td>891.66</td>
+<td>2701.11</td>
+<td>2371.54</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>2428.21</td>
+<td>112.90</td>
+<td>102.75</td>
+<td>1972.57</td>
+<td>1933.25</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>1363.52</td>
+<td>106.90</td>
+<td>102.16</td>
+<td>2167.37</td>
+<td>2100.08</td>
+<td>44</td>
+<td>36.64</td>
+<td>2264.00</td>
+<td>2264.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1933.41</td>
+<td>112.30</td>
+<td>103.38</td>
+<td>1878.44</td>
+<td>1819.13</td>
+<td>52</td>
+<td>37.44</td>
+<td>1766.00</td>
+<td>1766.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1089.64</td>
+<td>108.80</td>
+<td>102.04</td>
+<td>2276.06</td>
+<td>2221.90</td>
+<td>56</td>
+<td>44.67</td>
+<td>2270.00</td>
+<td>2270.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1457.44</td>
+<td>106.30</td>
+<td>102.23</td>
+<td>1972.24</td>
+<td>1916.99</td>
+<td>65</td>
+<td>43.27</td>
+<td>1760.00</td>
+<td>1760.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>13516.34</td>
+<td>131.60</td>
+<td>107.52</td>
+<td>2502.56</td>
+<td>2295.11</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>2273.27</td>
+<td>108.00</td>
+<td>101.84</td>
+<td>1942.30</td>
+<td>1887.73</td>
+<td>80</td>
+<td>58.32</td>
+<td>1514.00</td>
+<td>1514.00</td>
+</tr>
+<tr>
+<td rowspan="8">formula_recognition-nolayout</td>
+<td>Intel 8350C</td>
+<td>65371.52</td>
+<td>1068.60</td>
+<td>1022.44</td>
+<td>2566.70</td>
+<td>2306.92</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>16886.29</td>
+<td>118.90</td>
+<td>100.37</td>
+<td>2239.15</td>
+<td>2128.04</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>10305.23</td>
+<td>109.90</td>
+<td>100.34</td>
+<td>2139.89</td>
+<td>1953.87</td>
+<td>53</td>
+<td>39.47</td>
+<td>1520.00</td>
+<td>1520.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>15867.71</td>
+<td>118.80</td>
+<td>100.76</td>
+<td>2280.21</td>
+<td>2110.58</td>
+<td>57</td>
+<td>30.56</td>
+<td>26706.00</td>
+<td>26706.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>6451.56</td>
+<td>109.90</td>
+<td>100.38</td>
+<td>2348.35</td>
+<td>2155.24</td>
+<td>47</td>
+<td>42.99</td>
+<td>2440.00</td>
+<td>2440.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>10484.44</td>
+<td>113.90</td>
+<td>100.44</td>
+<td>2348.49</td>
+<td>2151.79</td>
+<td>53</td>
+<td>41.80</td>
+<td>3852.00</td>
+<td>3852.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>42118.26</td>
+<td>149.50</td>
+<td>128.97</td>
+<td>2437.94</td>
+<td>2264.82</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>13954.69</td>
+<td>114.90</td>
+<td>100.56</td>
+<td>2346.36</td>
+<td>2148.19</td>
+<td>64</td>
+<td>49.19</td>
+<td>9816.00</td>
+<td>9816.00</td>
+</tr>
+<tr>
+<td rowspan="8">formula_recognition-nopp-nolayout</td>
+<td>Intel 8350C</td>
+<td>56834.33</td>
+<td>1067.80</td>
+<td>1023.31</td>
+<td>2173.72</td>
+<td>2059.64</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>16577.80</td>
+<td>104.90</td>
+<td>100.18</td>
+<td>2017.30</td>
+<td>1968.04</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>9084.45</td>
+<td>102.90</td>
+<td>100.19</td>
+<td>1747.94</td>
+<td>1690.36</td>
+<td>42</td>
+<td>39.01</td>
+<td>1460.00</td>
+<td>1460.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>13967.21</td>
+<td>116.80</td>
+<td>100.45</td>
+<td>1864.97</td>
+<td>1796.86</td>
+<td>36</td>
+<td>30.08</td>
+<td>5382.00</td>
+<td>5382.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>6454.01</td>
+<td>107.00</td>
+<td>100.19</td>
+<td>2163.71</td>
+<td>2125.32</td>
+<td>45</td>
+<td>41.34</td>
+<td>4488.00</td>
+<td>4488.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>9151.06</td>
+<td>103.00</td>
+<td>100.24</td>
+<td>1998.28</td>
+<td>1941.02</td>
+<td>53</td>
+<td>41.47</td>
+<td>3760.00</td>
+<td>3760.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>39774.40</td>
+<td>149.80</td>
+<td>129.49</td>
+<td>2098.33</td>
+<td>1915.70</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>11566.69</td>
+<td>103.00</td>
+<td>100.37</td>
+<td>1995.27</td>
+<td>1925.57</td>
+<td>66</td>
+<td>51.18</td>
+<td>6534.00</td>
+<td>6534.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp-lightweight</td>
+<td>Intel 6271C</td>
+<td>6538.36</td>
+<td>1023.60</td>
+<td>1007.63</td>
+<td>2097.84</td>
+<td>1974.29</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>4720.90</td>
+<td>1028.60</td>
+<td>926.98</td>
+<td>2089.03</td>
+<td>1951.58</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>761.03</td>
+<td>116.90</td>
+<td>107.99</td>
+<td>1909.78</td>
+<td>1844.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>489.65</td>
+<td>109.90</td>
+<td>105.51</td>
+<td>1789.37</td>
+<td>1739.76</td>
+<td>45</td>
+<td>25.68</td>
+<td>1302.00</td>
+<td>1302.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>665.85</td>
+<td>116.80</td>
+<td>109.35</td>
+<td>1751.75</td>
+<td>1695.62</td>
+<td>43</td>
+<td>26.31</td>
+<td>1058.00</td>
+<td>1058.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>417.60</td>
+<td>112.90</td>
+<td>105.16</td>
+<td>2249.38</td>
+<td>2190.95</td>
+<td>41</td>
+<td>28.32</td>
+<td>1364.00</td>
+<td>1364.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>521.10</td>
+<td>108.90</td>
+<td>105.69</td>
+<td>1903.01</td>
+<td>1847.40</td>
+<td>46</td>
+<td>29.18</td>
+<td>1040.00</td>
+<td>1040.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6153.89</td>
+<td>116.00</td>
+<td>105.42</td>
+<td>2048.00</td>
+<td>1927.59</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>720.11</td>
+<td>110.50</td>
+<td>105.53</td>
+<td>1912.62</td>
+<td>1841.16</td>
+<td>61</td>
+<td>42.81</td>
+<td>874.00</td>
+<td>874.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp-lightweightlayout</td>
+<td>Intel 6271C</td>
+<td>7562.69</td>
+<td>1052.60</td>
+<td>1015.57</td>
+<td>2214.38</td>
+<td>2009.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>5462.90</td>
+<td>1056.60</td>
+<td>940.86</td>
+<td>2217.84</td>
+<td>1946.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>1264.31</td>
+<td>115.80</td>
+<td>103.72</td>
+<td>1937.91</td>
+<td>1888.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>695.32</td>
+<td>107.90</td>
+<td>102.54</td>
+<td>1740.03</td>
+<td>1693.03</td>
+<td>44</td>
+<td>36.96</td>
+<td>2018.00</td>
+<td>2018.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1014.42</td>
+<td>114.00</td>
+<td>104.15</td>
+<td>1760.52</td>
+<td>1723.06</td>
+<td>47</td>
+<td>33.37</td>
+<td>1542.00</td>
+<td>1542.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>561.21</td>
+<td>107.80</td>
+<td>102.41</td>
+<td>2073.04</td>
+<td>1998.66</td>
+<td>51</td>
+<td>43.06</td>
+<td>2058.00</td>
+<td>2058.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>727.13</td>
+<td>108.90</td>
+<td>102.77</td>
+<td>1952.25</td>
+<td>1911.61</td>
+<td>59</td>
+<td>41.03</td>
+<td>1524.00</td>
+<td>1524.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>2866.01</td>
+<td>124.10</td>
+<td>113.46</td>
+<td>2467.97</td>
+<td>2009.42</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1042.95</td>
+<td>108.00</td>
+<td>102.42</td>
+<td>1928.40</td>
+<td>1886.86</td>
+<td>71</td>
+<td>53.18</td>
+<td>1298.00</td>
+<td>1298.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp-nolayout-lightweight</td>
+<td>Intel 6271C</td>
+<td>2798.43</td>
+<td>1047.60</td>
+<td>1031.25</td>
+<td>1534.17</td>
+<td>1473.93</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>2315.28</td>
+<td>1052.60</td>
+<td>1034.39</td>
+<td>1523.69</td>
+<td>1465.91</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>1000.18</td>
+<td>104.90</td>
+<td>101.83</td>
+<td>1859.66</td>
+<td>1824.77</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>586.57</td>
+<td>103.90</td>
+<td>102.00</td>
+<td>1633.84</td>
+<td>1594.35</td>
+<td>44</td>
+<td>38.61</td>
+<td>864.00</td>
+<td>864.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>792.55</td>
+<td>108.90</td>
+<td>103.25</td>
+<td>1658.45</td>
+<td>1622.73</td>
+<td>38</td>
+<td>33.39</td>
+<td>718.00</td>
+<td>717.35</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>473.62</td>
+<td>108.00</td>
+<td>102.07</td>
+<td>2023.42</td>
+<td>1991.38</td>
+<td>51</td>
+<td>44.90</td>
+<td>918.00</td>
+<td>918.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>623.90</td>
+<td>103.00</td>
+<td>101.00</td>
+<td>1918.49</td>
+<td>1888.83</td>
+<td>43</td>
+<td>38.38</td>
+<td>622.00</td>
+<td>622.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>1567.94</td>
+<td>119.50</td>
+<td>117.72</td>
+<td>1489.78</td>
+<td>1430.09</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>825.00</td>
+<td>105.00</td>
+<td>101.98</td>
+<td>1934.31</td>
+<td>1848.85</td>
+<td>46</td>
+<td>39.28</td>
+<td>472.00</td>
+<td>472.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>formula_recognition-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp</td>
+<td>Based on the default configuration, document image preprocessing is disabled</td>
+</tr>
+<tr>
+<td>formula_recognition-nolayout</td>
+<td>Based on the default configuration, the layout region detection model is disabled</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-nolayout</td>
+<td>Based on the default configuration, document image preprocessing and the layout region detection model are disabled</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-lightweight</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the lightweight formula model PP-FormulaNet_plus-S is used</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-lightweightlayout</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the lightweight layout detection model PP-DocLayout-S is used</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-nolayout-lightweight</td>
+<td>Based on the default configuration, document image preprocessing and the layout region detection model are disabled, and the lightweight formula model PP-FormulaNet_plus-S is used</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
 
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
 
 ## 2. Quick Start
 All model pipelines provided by PaddleX can be quickly experienced. You can experience the effect of the formula recognition pipeline on the community platform, or you can use the command line or Python locally to experience the effect of the formula recognition pipeline.

docs/pipeline_usage/tutorials/ocr_pipelines/formula_recognition.md

@@ -15,6 +15,8 @@ comments: true
 
 <b>公式识别产线中包含必选的公式识别模块，</b>以及可选的版面区域检测模块、文档图像方向分类模块和文本图像矫正模块。其中，文档图像方向分类模块和文本图像矫正模块作为文档预处理子产线被集成到公式识别产线中。每个模块都包含多个模型，您可以根据下方的基准测试数据选择使用的模型。
 
+### 1.1 模型基准测试数据
+
 <b>如果您更注重模型的精度，请选择精度较高的模型；如果您更在意模型的推理速度，请选择推理速度较快的模型；如果您关注模型的存储大小，请选择存储体积较小的模型。</b>
 
 > 推理耗时仅包含模型推理耗时，不包含前后处理耗时。
@@ -400,7 +402,796 @@ comments: true
     </tbody>
 </table>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="9">formula_recognition-default</td>
+<td>Intel 6271C</td>
+<td>26270.51</td>
+<td>1039.70</td>
+<td>1003.86</td>
+<td>3093.11</td>
+<td>2675.83</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>18242.94</td>
+<td>1048.60</td>
+<td>893.64</td>
+<td>3029.64</td>
+<td>2676.89</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>5971.78</td>
+<td>120.80</td>
+<td>101.63</td>
+<td>2255.59</td>
+<td>2140.24</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>1441.69</td>
+<td>111.60</td>
+<td>103.08</td>
+<td>2145.61</td>
+<td>1976.60</td>
+<td>44</td>
+<td>36.36</td>
+<td>2422.00</td>
+<td>2422.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>2028.69</td>
+<td>129.80</td>
+<td>104.93</td>
+<td>2231.39</td>
+<td>2058.09</td>
+<td>53</td>
+<td>37.64</td>
+<td>1888.00</td>
+<td>1888.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1167.13</td>
+<td>109.90</td>
+<td>102.93</td>
+<td>2509.55</td>
+<td>2355.77</td>
+<td>55</td>
+<td>44.37</td>
+<td>2406.00</td>
+<td>2406.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1581.55</td>
+<td>115.90</td>
+<td>103.61</td>
+<td>2442.22</td>
+<td>2269.11</td>
+<td>64</td>
+<td>42.06</td>
+<td>1874.00</td>
+<td>1874.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>10159.43</td>
+<td>126.60</td>
+<td>107.78</td>
+<td>3135.38</td>
+<td>2932.62</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>2420.85</td>
+<td>115.00</td>
+<td>102.81</td>
+<td>2350.60</td>
+<td>2223.92</td>
+<td>79</td>
+<td>57.36</td>
+<td>1638.00</td>
+<td>1638.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp</td>
+<td>Intel 6271C</td>
+<td>24857.99</td>
+<td>1050.30</td>
+<td>1009.22</td>
+<td>2715.87</td>
+<td>2405.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>17002.42</td>
+<td>1046.60</td>
+<td>891.66</td>
+<td>2701.11</td>
+<td>2371.54</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>2428.21</td>
+<td>112.90</td>
+<td>102.75</td>
+<td>1972.57</td>
+<td>1933.25</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>1363.52</td>
+<td>106.90</td>
+<td>102.16</td>
+<td>2167.37</td>
+<td>2100.08</td>
+<td>44</td>
+<td>36.64</td>
+<td>2264.00</td>
+<td>2264.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1933.41</td>
+<td>112.30</td>
+<td>103.38</td>
+<td>1878.44</td>
+<td>1819.13</td>
+<td>52</td>
+<td>37.44</td>
+<td>1766.00</td>
+<td>1766.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>1089.64</td>
+<td>108.80</td>
+<td>102.04</td>
+<td>2276.06</td>
+<td>2221.90</td>
+<td>56</td>
+<td>44.67</td>
+<td>2270.00</td>
+<td>2270.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>1457.44</td>
+<td>106.30</td>
+<td>102.23</td>
+<td>1972.24</td>
+<td>1916.99</td>
+<td>65</td>
+<td>43.27</td>
+<td>1760.00</td>
+<td>1760.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>13516.34</td>
+<td>131.60</td>
+<td>107.52</td>
+<td>2502.56</td>
+<td>2295.11</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>2273.27</td>
+<td>108.00</td>
+<td>101.84</td>
+<td>1942.30</td>
+<td>1887.73</td>
+<td>80</td>
+<td>58.32</td>
+<td>1514.00</td>
+<td>1514.00</td>
+</tr>
+<tr>
+<td rowspan="8">formula_recognition-nolayout</td>
+<td>Intel 8350C</td>
+<td>65371.52</td>
+<td>1068.60</td>
+<td>1022.44</td>
+<td>2566.70</td>
+<td>2306.92</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>16886.29</td>
+<td>118.90</td>
+<td>100.37</td>
+<td>2239.15</td>
+<td>2128.04</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>10305.23</td>
+<td>109.90</td>
+<td>100.34</td>
+<td>2139.89</td>
+<td>1953.87</td>
+<td>53</td>
+<td>39.47</td>
+<td>1520.00</td>
+<td>1520.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>15867.71</td>
+<td>118.80</td>
+<td>100.76</td>
+<td>2280.21</td>
+<td>2110.58</td>
+<td>57</td>
+<td>30.56</td>
+<td>26706.00</td>
+<td>26706.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>6451.56</td>
+<td>109.90</td>
+<td>100.38</td>
+<td>2348.35</td>
+<td>2155.24</td>
+<td>47</td>
+<td>42.99</td>
+<td>2440.00</td>
+<td>2440.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>10484.44</td>
+<td>113.90</td>
+<td>100.44</td>
+<td>2348.49</td>
+<td>2151.79</td>
+<td>53</td>
+<td>41.80</td>
+<td>3852.00</td>
+<td>3852.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>42118.26</td>
+<td>149.50</td>
+<td>128.97</td>
+<td>2437.94</td>
+<td>2264.82</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>13954.69</td>
+<td>114.90</td>
+<td>100.56</td>
+<td>2346.36</td>
+<td>2148.19</td>
+<td>64</td>
+<td>49.19</td>
+<td>9816.00</td>
+<td>9816.00</td>
+</tr>
+<tr>
+<td rowspan="8">formula_recognition-nopp-nolayout</td>
+<td>Intel 8350C</td>
+<td>56834.33</td>
+<td>1067.80</td>
+<td>1023.31</td>
+<td>2173.72</td>
+<td>2059.64</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>16577.80</td>
+<td>104.90</td>
+<td>100.18</td>
+<td>2017.30</td>
+<td>1968.04</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>9084.45</td>
+<td>102.90</td>
+<td>100.19</td>
+<td>1747.94</td>
+<td>1690.36</td>
+<td>42</td>
+<td>39.01</td>
+<td>1460.00</td>
+<td>1460.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>13967.21</td>
+<td>116.80</td>
+<td>100.45</td>
+<td>1864.97</td>
+<td>1796.86</td>
+<td>36</td>
+<td>30.08</td>
+<td>5382.00</td>
+<td>5382.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>6454.01</td>
+<td>107.00</td>
+<td>100.19</td>
+<td>2163.71</td>
+<td>2125.32</td>
+<td>45</td>
+<td>41.34</td>
+<td>4488.00</td>
+<td>4488.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>9151.06</td>
+<td>103.00</td>
+<td>100.24</td>
+<td>1998.28</td>
+<td>1941.02</td>
+<td>53</td>
+<td>41.47</td>
+<td>3760.00</td>
+<td>3760.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>39774.40</td>
+<td>149.80</td>
+<td>129.49</td>
+<td>2098.33</td>
+<td>1915.70</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>11566.69</td>
+<td>103.00</td>
+<td>100.37</td>
+<td>1995.27</td>
+<td>1925.57</td>
+<td>66</td>
+<td>51.18</td>
+<td>6534.00</td>
+<td>6534.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp-lightweight</td>
+<td>Intel 6271C</td>
+<td>6538.36</td>
+<td>1023.60</td>
+<td>1007.63</td>
+<td>2097.84</td>
+<td>1974.29</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>4720.90</td>
+<td>1028.60</td>
+<td>926.98</td>
+<td>2089.03</td>
+<td>1951.58</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>761.03</td>
+<td>116.90</td>
+<td>107.99</td>
+<td>1909.78</td>
+<td>1844.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>489.65</td>
+<td>109.90</td>
+<td>105.51</td>
+<td>1789.37</td>
+<td>1739.76</td>
+<td>45</td>
+<td>25.68</td>
+<td>1302.00</td>
+<td>1302.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>665.85</td>
+<td>116.80</td>
+<td>109.35</td>
+<td>1751.75</td>
+<td>1695.62</td>
+<td>43</td>
+<td>26.31</td>
+<td>1058.00</td>
+<td>1058.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>417.60</td>
+<td>112.90</td>
+<td>105.16</td>
+<td>2249.38</td>
+<td>2190.95</td>
+<td>41</td>
+<td>28.32</td>
+<td>1364.00</td>
+<td>1364.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>521.10</td>
+<td>108.90</td>
+<td>105.69</td>
+<td>1903.01</td>
+<td>1847.40</td>
+<td>46</td>
+<td>29.18</td>
+<td>1040.00</td>
+<td>1040.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>6153.89</td>
+<td>116.00</td>
+<td>105.42</td>
+<td>2048.00</td>
+<td>1927.59</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>720.11</td>
+<td>110.50</td>
+<td>105.53</td>
+<td>1912.62</td>
+<td>1841.16</td>
+<td>61</td>
+<td>42.81</td>
+<td>874.00</td>
+<td>874.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp-lightweightlayout</td>
+<td>Intel 6271C</td>
+<td>7562.69</td>
+<td>1052.60</td>
+<td>1015.57</td>
+<td>2214.38</td>
+<td>2009.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>5462.90</td>
+<td>1056.60</td>
+<td>940.86</td>
+<td>2217.84</td>
+<td>1946.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>1264.31</td>
+<td>115.80</td>
+<td>103.72</td>
+<td>1937.91</td>
+<td>1888.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>695.32</td>
+<td>107.90</td>
+<td>102.54</td>
+<td>1740.03</td>
+<td>1693.03</td>
+<td>44</td>
+<td>36.96</td>
+<td>2018.00</td>
+<td>2018.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>1014.42</td>
+<td>114.00</td>
+<td>104.15</td>
+<td>1760.52</td>
+<td>1723.06</td>
+<td>47</td>
+<td>33.37</td>
+<td>1542.00</td>
+<td>1542.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>561.21</td>
+<td>107.80</td>
+<td>102.41</td>
+<td>2073.04</td>
+<td>1998.66</td>
+<td>51</td>
+<td>43.06</td>
+<td>2058.00</td>
+<td>2058.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>727.13</td>
+<td>108.90</td>
+<td>102.77</td>
+<td>1952.25</td>
+<td>1911.61</td>
+<td>59</td>
+<td>41.03</td>
+<td>1524.00</td>
+<td>1524.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>2866.01</td>
+<td>124.10</td>
+<td>113.46</td>
+<td>2467.97</td>
+<td>2009.42</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>1042.95</td>
+<td>108.00</td>
+<td>102.42</td>
+<td>1928.40</td>
+<td>1886.86</td>
+<td>71</td>
+<td>53.18</td>
+<td>1298.00</td>
+<td>1298.00</td>
+</tr>
+<tr>
+<td rowspan="9">formula_recognition-nopp-nolayout-lightweight</td>
+<td>Intel 6271C</td>
+<td>2798.43</td>
+<td>1047.60</td>
+<td>1031.25</td>
+<td>1534.17</td>
+<td>1473.93</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>2315.28</td>
+<td>1052.60</td>
+<td>1034.39</td>
+<td>1523.69</td>
+<td>1465.91</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>1000.18</td>
+<td>104.90</td>
+<td>101.83</td>
+<td>1859.66</td>
+<td>1824.77</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>586.57</td>
+<td>103.90</td>
+<td>102.00</td>
+<td>1633.84</td>
+<td>1594.35</td>
+<td>44</td>
+<td>38.61</td>
+<td>864.00</td>
+<td>864.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>792.55</td>
+<td>108.90</td>
+<td>103.25</td>
+<td>1658.45</td>
+<td>1622.73</td>
+<td>38</td>
+<td>33.39</td>
+<td>718.00</td>
+<td>717.35</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>473.62</td>
+<td>108.00</td>
+<td>102.07</td>
+<td>2023.42</td>
+<td>1991.38</td>
+<td>51</td>
+<td>44.90</td>
+<td>918.00</td>
+<td>918.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>623.90</td>
+<td>103.00</td>
+<td>101.00</td>
+<td>1918.49</td>
+<td>1888.83</td>
+<td>43</td>
+<td>38.38</td>
+<td>622.00</td>
+<td>622.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>1567.94</td>
+<td>119.50</td>
+<td>117.72</td>
+<td>1489.78</td>
+<td>1430.09</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>825.00</td>
+<td>105.00</td>
+<td>101.98</td>
+<td>1934.31</td>
+<td>1848.85</td>
+<td>46</td>
+<td>39.28</td>
+<td>472.00</td>
+<td>472.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>formula_recognition-default</td>
+<td>默认配置</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp</td>
+<td>默认配置基础上，关闭文档图像预处理</td>
+</tr>
+<tr>
+<td>formula_recognition-nolayout</td>
+<td>默认配置基础上，关闭版面区域检测模型</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-nolayout</td>
+<td>默认配置基础上，关闭文档图像预处理，关闭版面区域检测模型</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-lightweight</td>
+<td>默认配置基础上，关闭文档图像预处理，使用轻量级公式模型 PP-FormulaNet_plus-S</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-lightweightlayout</td>
+<td>默认配置基础上，关闭文档图像预处理，使用轻量级版面检测模型 PP-DocLayout-S</td>
+</tr>
+<tr>
+<td>formula_recognition-nopp-nolayout-lightweight</td>
+<td>默认配置基础上，关闭文档图像预处理，关闭版面区域检测模型，使用轻量级公式模型 PP-FormulaNet_plus-S</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
 
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
 
 ## 2. 快速开始
 PaddleX 所提供的模型产线均可以快速体验效果，你可以在星河社区线体验公式识别产线的效果，也可以在本地使用命令行或 Python 体验公式识别产线的效果。

docs/pipeline_usage/tutorials/ocr_pipelines/seal_recognition.en.md

@@ -10,7 +10,9 @@ Seal text recognition is a technology that automatically extracts and recognizes
 The seal text recognition pipeline is used to recognize the text content of seals, extracting the text information from seal images and outputting it in text form. This pipeline integrates the industry-renowned end-to-end OCR system PP-OCRv4, supporting the detection and recognition of curved seal text. Additionally, this pipeline integrates an optional layout region localization module, which can accurately locate the layout position of the seal within the entire document. It also includes optional document image orientation correction and distortion correction functions. Based on this pipeline, millisecond-level accurate text content prediction can be achieved on a CPU. This pipeline also provides flexible service deployment methods, supporting the use of multiple programming languages on various hardware. Moreover, it offers custom development capabilities, allowing you to train and fine-tune on your own dataset based on this pipeline, and the trained model can be seamlessly integrated.
 
 <img src="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/doc_images/practical_tutorial/PP-ChatOCRv3_doc_seal/01.png" style="width: 70%"/>
-<b>The seal text recognition</b> pipeline includes a seal text detection module and a text recognition module, as well as optional layout detection module, document image orientation classification module, and text image correction module.
+<b>The seal text recognition</b> pipeline includes a seal text detection module and a text recognition module, as well as optional layout detection module, document image orientation classification module, and text image correction module. Each module contains multiple models, and you can choose the model based on the benchmark test data below.
+
+### 1.1 Model benchmark data
 
 <b>If you prioritize model accuracy, choose a model with higher accuracy. If you prioritize inference speed, choose a model with faster inference speed. If you prioritize model storage size, choose a model with smaller storage size.</b>
 
@@ -635,7 +637,707 @@ The ultra-lightweight cyrillic alphabet recognition model trained based on the P
     </tbody>
 </table>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="9">seal_recognition-default</td>
+<td>Intel 6271C</td>
+<td>1441.99</td>
+<td>1013.50</td>
+<td>1005.77</td>
+<td>2850.27</td>
+<td>2593.21</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1303.84</td>
+<td>1010.40</td>
+<td>970.29</td>
+<td>2797.28</td>
+<td>2550.80</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>102.05</td>
+<td>115.80</td>
+<td>112.72</td>
+<td>1647.39</td>
+<td>1636.58</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>67.80</td>
+<td>117.90</td>
+<td>115.03</td>
+<td>1519.09</td>
+<td>1501.98</td>
+<td>42</td>
+<td>36.22</td>
+<td>2508.00</td>
+<td>2245.78</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>115.01</td>
+<td>117.80</td>
+<td>115.16</td>
+<td>1425.80</td>
+<td>1402.56</td>
+<td>49</td>
+<td>40.27</td>
+<td>1862.00</td>
+<td>1700.93</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>77.40</td>
+<td>117.40</td>
+<td>111.64</td>
+<td>1721.26</td>
+<td>1706.75</td>
+<td>64</td>
+<td>54.90</td>
+<td>2502.00</td>
+<td>2316.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>79.64</td>
+<td>125.80</td>
+<td>118.96</td>
+<td>1727.16</td>
+<td>1711.59</td>
+<td>60</td>
+<td>48.55</td>
+<td>2212.00</td>
+<td>2042.91</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>1543.47</td>
+<td>104.70</td>
+<td>101.57</td>
+<td>4526.11</td>
+<td>2082.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>155.57</td>
+<td>110.20</td>
+<td>108.01</td>
+<td>1690.79</td>
+<td>1667.58</td>
+<td>82</td>
+<td>70.95</td>
+<td>1564.00</td>
+<td>1397.90</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp</td>
+<td>Intel 6271C</td>
+<td>1109.72</td>
+<td>1014.70</td>
+<td>1009.28</td>
+<td>3062.18</td>
+<td>2793.37</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1203.15</td>
+<td>1012.60</td>
+<td>1006.68</td>
+<td>3079.39</td>
+<td>2766.63</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>119.58</td>
+<td>116.90</td>
+<td>115.51</td>
+<td>1608.80</td>
+<td>1608.61</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>76.98</td>
+<td>118.90</td>
+<td>117.49</td>
+<td>1440.84</td>
+<td>1433.75</td>
+<td>51</td>
+<td>45.50</td>
+<td>2586.00</td>
+<td>2302.80</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>124.81</td>
+<td>119.80</td>
+<td>117.69</td>
+<td>1451.77</td>
+<td>1440.18</td>
+<td>53</td>
+<td>46.24</td>
+<td>2078.00</td>
+<td>1900.35</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>102.76</td>
+<td>117.90</td>
+<td>111.53</td>
+<td>1722.02</td>
+<td>1711.42</td>
+<td>72</td>
+<td>67.92</td>
+<td>2438.00</td>
+<td>2247.23</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>95.30</td>
+<td>120.80</td>
+<td>118.38</td>
+<td>1642.00</td>
+<td>1628.48</td>
+<td>63</td>
+<td>59.62</td>
+<td>2430.00</td>
+<td>2239.23</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>2343.35</td>
+<td>104.30</td>
+<td>101.47</td>
+<td>4436.23</td>
+<td>2145.62</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>199.46</td>
+<td>109.80</td>
+<td>107.97</td>
+<td>1628.87</td>
+<td>1614.33</td>
+<td>82</td>
+<td>76.56</td>
+<td>1844.00</td>
+<td>1662.80</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-nolayout</td>
+<td>Intel 6271C</td>
+<td>662.30</td>
+<td>1021.40</td>
+<td>1014.05</td>
+<td>2541.84</td>
+<td>2317.52</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>765.66</td>
+<td>1013.70</td>
+<td>1009.71</td>
+<td>2558.11</td>
+<td>2321.48</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>102.32</td>
+<td>113.90</td>
+<td>112.78</td>
+<td>1556.05</td>
+<td>1555.78</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>63.93</td>
+<td>122.90</td>
+<td>120.53</td>
+<td>1323.04</td>
+<td>1314.25</td>
+<td>51</td>
+<td>44.89</td>
+<td>1814.00</td>
+<td>1814.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>97.27</td>
+<td>123.80</td>
+<td>121.95</td>
+<td>1349.10</td>
+<td>1344.00</td>
+<td>55</td>
+<td>48.31</td>
+<td>1208.00</td>
+<td>1208.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>97.39</td>
+<td>116.90</td>
+<td>113.28</td>
+<td>1620.22</td>
+<td>1601.19</td>
+<td>74</td>
+<td>65.77</td>
+<td>1850.00</td>
+<td>1850.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>81.86</td>
+<td>123.50</td>
+<td>120.70</td>
+<td>1477.95</td>
+<td>1465.51</td>
+<td>68</td>
+<td>56.82</td>
+<td>1570.00</td>
+<td>1570.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>2045.01</td>
+<td>103.60</td>
+<td>101.33</td>
+<td>4115.47</td>
+<td>2480.96</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>174.25</td>
+<td>112.10</td>
+<td>109.61</td>
+<td>1477.02</td>
+<td>1466.66</td>
+<td>88</td>
+<td>78.00</td>
+<td>976.00</td>
+<td>976.00</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-lightweight</td>
+<td>Intel 6271C</td>
+<td>647.56</td>
+<td>1015.50</td>
+<td>1010.90</td>
+<td>1701.61</td>
+<td>1682.21</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>600.89</td>
+<td>1011.70</td>
+<td>1004.39</td>
+<td>1794.69</td>
+<td>1702.02</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>71.31</td>
+<td>120.90</td>
+<td>118.70</td>
+<td>1601.37</td>
+<td>1592.34</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>61.25</td>
+<td>123.90</td>
+<td>121.47</td>
+<td>1483.47</td>
+<td>1471.42</td>
+<td>25</td>
+<td>22.38</td>
+<td>926.00</td>
+<td>926.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>90.24</td>
+<td>125.80</td>
+<td>124.22</td>
+<td>1410.70</td>
+<td>1399.48</td>
+<td>27</td>
+<td>24.00</td>
+<td>724.00</td>
+<td>724.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>49.11</td>
+<td>131.90</td>
+<td>124.07</td>
+<td>1820.23</td>
+<td>1809.12</td>
+<td>29</td>
+<td>25.00</td>
+<td>940.00</td>
+<td>940.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>62.53</td>
+<td>131.80</td>
+<td>129.06</td>
+<td>1668.08</td>
+<td>1656.94</td>
+<td>38</td>
+<td>31.33</td>
+<td>680.00</td>
+<td>680.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>696.42</td>
+<td>106.60</td>
+<td>104.71</td>
+<td>1176.22</td>
+<td>1155.02</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>89.92</td>
+<td>120.80</td>
+<td>117.79</td>
+<td>1492.52</td>
+<td>1481.60</td>
+<td>49</td>
+<td>44.25</td>
+<td>490.00</td>
+<td>490.00</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-lightweightlayout</td>
+<td>Intel 6271C</td>
+<td>256.55</td>
+<td>1018.90</td>
+<td>1012.30</td>
+<td>2759.20</td>
+<td>2417.41</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>294.96</td>
+<td>1017.60</td>
+<td>1009.56</td>
+<td>2718.50</td>
+<td>2400.95</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>55.61</td>
+<td>136.30</td>
+<td>128.47</td>
+<td>1565.15</td>
+<td>1564.68</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>39.48</td>
+<td>115.90</td>
+<td>115.12</td>
+<td>1313.98</td>
+<td>1305.40</td>
+<td>42</td>
+<td>31.33</td>
+<td>2896.00</td>
+<td>2896.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>60.79</td>
+<td>119.80</td>
+<td>117.14</td>
+<td>1268.04</td>
+<td>1257.68</td>
+<td>54</td>
+<td>32.00</td>
+<td>1956.00</td>
+<td>1956.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>48.73</td>
+<td>119.00</td>
+<td>111.67</td>
+<td>1735.01</td>
+<td>1709.83</td>
+<td>66</td>
+<td>55.43</td>
+<td>2394.00</td>
+<td>2394.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>46.02</td>
+<td>118.90</td>
+<td>118.48</td>
+<td>1596.27</td>
+<td>1585.00</td>
+<td>63</td>
+<td>42.83</td>
+<td>2376.00</td>
+<td>2376.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>789.23</td>
+<td>112.40</td>
+<td>102.80</td>
+<td>6106.27</td>
+<td>2249.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>79.36</td>
+<td>111.90</td>
+<td>108.66</td>
+<td>1510.57</td>
+<td>1502.12</td>
+<td>83</td>
+<td>53.82</td>
+<td>1714.00</td>
+<td>1714.00</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-nolayout-lightweight</td>
+<td>Intel 6271C</td>
+<td>149.97</td>
+<td>1027.50</td>
+<td>1022.43</td>
+<td>1245.17</td>
+<td>1206.22</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>126.58</td>
+<td>1024.70</td>
+<td>1014.78</td>
+<td>1211.13</td>
+<td>1194.93</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>57.79</td>
+<td>131.70</td>
+<td>128.79</td>
+<td>1532.17</td>
+<td>1513.78</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>42.42</td>
+<td>133.00</td>
+<td>129.92</td>
+<td>1169.25</td>
+<td>1167.00</td>
+<td>13</td>
+<td>12.17</td>
+<td>610.00</td>
+<td>610.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>68.18</td>
+<td>132.70</td>
+<td>128.90</td>
+<td>1269.38</td>
+<td>1264.15</td>
+<td>13</td>
+<td>11.44</td>
+<td>488.00</td>
+<td>488.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>39.22</td>
+<td>134.90</td>
+<td>128.48</td>
+<td>1530.35</td>
+<td>1520.96</td>
+<td>12</td>
+<td>11.00</td>
+<td>690.00</td>
+<td>681.67</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>47.19</td>
+<td>141.90</td>
+<td>139.48</td>
+<td>1458.07</td>
+<td>1454.14</td>
+<td>16</td>
+<td>13.57</td>
+<td>398.00</td>
+<td>398.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>275.15</td>
+<td>110.30</td>
+<td>109.19</td>
+<td>1100.36</td>
+<td>1097.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>68.63</td>
+<td>125.90</td>
+<td>123.15</td>
+<td>1389.43</td>
+<td>1379.54</td>
+<td>32</td>
+<td>30.44</td>
+<td>254.00</td>
+<td>254.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>seal_recognition-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp</td>
+<td>Based on the default configuration, document image preprocessing is disabled</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-nolayout</td>
+<td>Based on the default configuration, document image preprocessing is disabled</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-lightweight</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and lightweight models PP-OCRv4_mobile_seal_det and PP-OCRv4_mobile_rec are used</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-lightweightlayout</td>
+<td>Based on the default configuration, document image preprocessing is disabled, and the lightweight layout region detection model PP-DocLayout-S is used</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-nolayout-lightweight</td>
+<td>Based on the default configuration, document image preprocessing and layout region detection are disabled, and lightweight models PP-OCRv4_mobile_seal_det and PP-OCRv4_mobile_rec are used</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
 
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
 
 ## 2. Quick Start
 All model pipelines provided by PaddleX can be quickly experienced. You can experience the effect of the seal text recognition pipeline on the community platform, or you can use the command line or Python locally to experience the effect of the seal text recognition pipeline.

docs/pipeline_usage/tutorials/ocr_pipelines/seal_recognition.md

@@ -11,7 +11,9 @@ comments: true
 
 
 <img src="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/doc_images/practical_tutorial/PP-ChatOCRv3_doc_seal/01.png"/>
-<b>印章文本识别</b>产线中包含印章印章文本检测模块和文本识别模块，以及可选的版面检测模块、文档图像方向分类模块、文本图像矫正模块。
+<b>印章文本识别</b>产线中包含印章印章文本检测模块和文本识别模块，以及可选的版面检测模块、文档图像方向分类模块、文本图像矫正模块。每个模块都包含多个模型，您可以根据下方的基准测试数据选择使用的模型。
+
+### 1.1 模型基准测试数据
 
 <b>如您更考虑模型精度，请选择精度较高的模型，如您更考虑模型推理速度，请选择推理速度较快的模型，如您更考虑模型存储大小，请选择存储大小较小的模型</b>。
 
@@ -654,7 +656,707 @@ devanagari_PP-OCRv3_mobile_rec_infer.tar">推理模型</a>/<a href="https://padd
     </tbody>
 </table>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="9">seal_recognition-default</td>
+<td>Intel 6271C</td>
+<td>1441.99</td>
+<td>1013.50</td>
+<td>1005.77</td>
+<td>2850.27</td>
+<td>2593.21</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1303.84</td>
+<td>1010.40</td>
+<td>970.29</td>
+<td>2797.28</td>
+<td>2550.80</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>102.05</td>
+<td>115.80</td>
+<td>112.72</td>
+<td>1647.39</td>
+<td>1636.58</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>67.80</td>
+<td>117.90</td>
+<td>115.03</td>
+<td>1519.09</td>
+<td>1501.98</td>
+<td>42</td>
+<td>36.22</td>
+<td>2508.00</td>
+<td>2245.78</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>115.01</td>
+<td>117.80</td>
+<td>115.16</td>
+<td>1425.80</td>
+<td>1402.56</td>
+<td>49</td>
+<td>40.27</td>
+<td>1862.00</td>
+<td>1700.93</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>77.40</td>
+<td>117.40</td>
+<td>111.64</td>
+<td>1721.26</td>
+<td>1706.75</td>
+<td>64</td>
+<td>54.90</td>
+<td>2502.00</td>
+<td>2316.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>79.64</td>
+<td>125.80</td>
+<td>118.96</td>
+<td>1727.16</td>
+<td>1711.59</td>
+<td>60</td>
+<td>48.55</td>
+<td>2212.00</td>
+<td>2042.91</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>1543.47</td>
+<td>104.70</td>
+<td>101.57</td>
+<td>4526.11</td>
+<td>2082.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>155.57</td>
+<td>110.20</td>
+<td>108.01</td>
+<td>1690.79</td>
+<td>1667.58</td>
+<td>82</td>
+<td>70.95</td>
+<td>1564.00</td>
+<td>1397.90</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp</td>
+<td>Intel 6271C</td>
+<td>1109.72</td>
+<td>1014.70</td>
+<td>1009.28</td>
+<td>3062.18</td>
+<td>2793.37</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>1203.15</td>
+<td>1012.60</td>
+<td>1006.68</td>
+<td>3079.39</td>
+<td>2766.63</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>119.58</td>
+<td>116.90</td>
+<td>115.51</td>
+<td>1608.80</td>
+<td>1608.61</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>76.98</td>
+<td>118.90</td>
+<td>117.49</td>
+<td>1440.84</td>
+<td>1433.75</td>
+<td>51</td>
+<td>45.50</td>
+<td>2586.00</td>
+<td>2302.80</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>124.81</td>
+<td>119.80</td>
+<td>117.69</td>
+<td>1451.77</td>
+<td>1440.18</td>
+<td>53</td>
+<td>46.24</td>
+<td>2078.00</td>
+<td>1900.35</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>102.76</td>
+<td>117.90</td>
+<td>111.53</td>
+<td>1722.02</td>
+<td>1711.42</td>
+<td>72</td>
+<td>67.92</td>
+<td>2438.00</td>
+<td>2247.23</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>95.30</td>
+<td>120.80</td>
+<td>118.38</td>
+<td>1642.00</td>
+<td>1628.48</td>
+<td>63</td>
+<td>59.62</td>
+<td>2430.00</td>
+<td>2239.23</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>2343.35</td>
+<td>104.30</td>
+<td>101.47</td>
+<td>4436.23</td>
+<td>2145.62</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>199.46</td>
+<td>109.80</td>
+<td>107.97</td>
+<td>1628.87</td>
+<td>1614.33</td>
+<td>82</td>
+<td>76.56</td>
+<td>1844.00</td>
+<td>1662.80</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-nolayout</td>
+<td>Intel 6271C</td>
+<td>662.30</td>
+<td>1021.40</td>
+<td>1014.05</td>
+<td>2541.84</td>
+<td>2317.52</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>765.66</td>
+<td>1013.70</td>
+<td>1009.71</td>
+<td>2558.11</td>
+<td>2321.48</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>102.32</td>
+<td>113.90</td>
+<td>112.78</td>
+<td>1556.05</td>
+<td>1555.78</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>63.93</td>
+<td>122.90</td>
+<td>120.53</td>
+<td>1323.04</td>
+<td>1314.25</td>
+<td>51</td>
+<td>44.89</td>
+<td>1814.00</td>
+<td>1814.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>97.27</td>
+<td>123.80</td>
+<td>121.95</td>
+<td>1349.10</td>
+<td>1344.00</td>
+<td>55</td>
+<td>48.31</td>
+<td>1208.00</td>
+<td>1208.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>97.39</td>
+<td>116.90</td>
+<td>113.28</td>
+<td>1620.22</td>
+<td>1601.19</td>
+<td>74</td>
+<td>65.77</td>
+<td>1850.00</td>
+<td>1850.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>81.86</td>
+<td>123.50</td>
+<td>120.70</td>
+<td>1477.95</td>
+<td>1465.51</td>
+<td>68</td>
+<td>56.82</td>
+<td>1570.00</td>
+<td>1570.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>2045.01</td>
+<td>103.60</td>
+<td>101.33</td>
+<td>4115.47</td>
+<td>2480.96</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>174.25</td>
+<td>112.10</td>
+<td>109.61</td>
+<td>1477.02</td>
+<td>1466.66</td>
+<td>88</td>
+<td>78.00</td>
+<td>976.00</td>
+<td>976.00</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-lightweight</td>
+<td>Intel 6271C</td>
+<td>647.56</td>
+<td>1015.50</td>
+<td>1010.90</td>
+<td>1701.61</td>
+<td>1682.21</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>600.89</td>
+<td>1011.70</td>
+<td>1004.39</td>
+<td>1794.69</td>
+<td>1702.02</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>71.31</td>
+<td>120.90</td>
+<td>118.70</td>
+<td>1601.37</td>
+<td>1592.34</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>61.25</td>
+<td>123.90</td>
+<td>121.47</td>
+<td>1483.47</td>
+<td>1471.42</td>
+<td>25</td>
+<td>22.38</td>
+<td>926.00</td>
+<td>926.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>90.24</td>
+<td>125.80</td>
+<td>124.22</td>
+<td>1410.70</td>
+<td>1399.48</td>
+<td>27</td>
+<td>24.00</td>
+<td>724.00</td>
+<td>724.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>49.11</td>
+<td>131.90</td>
+<td>124.07</td>
+<td>1820.23</td>
+<td>1809.12</td>
+<td>29</td>
+<td>25.00</td>
+<td>940.00</td>
+<td>940.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>62.53</td>
+<td>131.80</td>
+<td>129.06</td>
+<td>1668.08</td>
+<td>1656.94</td>
+<td>38</td>
+<td>31.33</td>
+<td>680.00</td>
+<td>680.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>696.42</td>
+<td>106.60</td>
+<td>104.71</td>
+<td>1176.22</td>
+<td>1155.02</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>89.92</td>
+<td>120.80</td>
+<td>117.79</td>
+<td>1492.52</td>
+<td>1481.60</td>
+<td>49</td>
+<td>44.25</td>
+<td>490.00</td>
+<td>490.00</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-lightweightlayout</td>
+<td>Intel 6271C</td>
+<td>256.55</td>
+<td>1018.90</td>
+<td>1012.30</td>
+<td>2759.20</td>
+<td>2417.41</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>294.96</td>
+<td>1017.60</td>
+<td>1009.56</td>
+<td>2718.50</td>
+<td>2400.95</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>55.61</td>
+<td>136.30</td>
+<td>128.47</td>
+<td>1565.15</td>
+<td>1564.68</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>39.48</td>
+<td>115.90</td>
+<td>115.12</td>
+<td>1313.98</td>
+<td>1305.40</td>
+<td>42</td>
+<td>31.33</td>
+<td>2896.00</td>
+<td>2896.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>60.79</td>
+<td>119.80</td>
+<td>117.14</td>
+<td>1268.04</td>
+<td>1257.68</td>
+<td>54</td>
+<td>32.00</td>
+<td>1956.00</td>
+<td>1956.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>48.73</td>
+<td>119.00</td>
+<td>111.67</td>
+<td>1735.01</td>
+<td>1709.83</td>
+<td>66</td>
+<td>55.43</td>
+<td>2394.00</td>
+<td>2394.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>46.02</td>
+<td>118.90</td>
+<td>118.48</td>
+<td>1596.27</td>
+<td>1585.00</td>
+<td>63</td>
+<td>42.83</td>
+<td>2376.00</td>
+<td>2376.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>789.23</td>
+<td>112.40</td>
+<td>102.80</td>
+<td>6106.27</td>
+<td>2249.03</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>79.36</td>
+<td>111.90</td>
+<td>108.66</td>
+<td>1510.57</td>
+<td>1502.12</td>
+<td>83</td>
+<td>53.82</td>
+<td>1714.00</td>
+<td>1714.00</td>
+</tr>
+<tr>
+<td rowspan="9">seal_recognition-nopp-nolayout-lightweight</td>
+<td>Intel 6271C</td>
+<td>149.97</td>
+<td>1027.50</td>
+<td>1022.43</td>
+<td>1245.17</td>
+<td>1206.22</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>126.58</td>
+<td>1024.70</td>
+<td>1014.78</td>
+<td>1211.13</td>
+<td>1194.93</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>57.79</td>
+<td>131.70</td>
+<td>128.79</td>
+<td>1532.17</td>
+<td>1513.78</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>42.42</td>
+<td>133.00</td>
+<td>129.92</td>
+<td>1169.25</td>
+<td>1167.00</td>
+<td>13</td>
+<td>12.17</td>
+<td>610.00</td>
+<td>610.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>68.18</td>
+<td>132.70</td>
+<td>128.90</td>
+<td>1269.38</td>
+<td>1264.15</td>
+<td>13</td>
+<td>11.44</td>
+<td>488.00</td>
+<td>488.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>39.22</td>
+<td>134.90</td>
+<td>128.48</td>
+<td>1530.35</td>
+<td>1520.96</td>
+<td>12</td>
+<td>11.00</td>
+<td>690.00</td>
+<td>681.67</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>47.19</td>
+<td>141.90</td>
+<td>139.48</td>
+<td>1458.07</td>
+<td>1454.14</td>
+<td>16</td>
+<td>13.57</td>
+<td>398.00</td>
+<td>398.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>275.15</td>
+<td>110.30</td>
+<td>109.19</td>
+<td>1100.36</td>
+<td>1097.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>68.63</td>
+<td>125.90</td>
+<td>123.15</td>
+<td>1389.43</td>
+<td>1379.54</td>
+<td>32</td>
+<td>30.44</td>
+<td>254.00</td>
+<td>254.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>seal_recognition-default</td>
+<td>默认配置</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp</td>
+<td>默认配置基础上，关闭文档图像预处理</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-nolayout</td>
+<td>默认配置基础上，关闭文档图像预处理</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-lightweight</td>
+<td>默认配置基础上，关闭文档图像预处理，使用轻量级的 PP-OCRv4_mobile_seal_det 和 PP-OCRv4_mobile_rec 模型</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-lightweightlayout</td>
+<td>默认配置基础上，关闭文档图像预处理，使用轻量级版面区域检测模型 PP-DocLayout-S</td>
+</tr>
+<tr>
+<td>seal_recognition-nopp-nolayout-lightweight</td>
+<td>默认配置基础上，关闭文档图像预处理，关闭版面区域检测，使用轻量级的 PP-OCRv4_mobile_seal_det 和 PP-OCRv4_mobile_rec 模型</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
 
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
 
 ## 2. 快速开始
 PaddleX 所提供的模型产线均可以快速体验效果，你可以在星河社区线体验印章文本识别产线的效果，也可以在本地使用命令行或 Python 体验印章文本识别产线的效果。

docs/pipeline_usage/tutorials/ocr_pipelines/table_recognition_v2.en.md

@@ -11,7 +11,9 @@ The General Table Recognition v2 Pipeline (PP-TableMagic) is designed to solve t
 
 <img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/main/images/pipelines/table_recognition_v2/01.png"/>
 
-<b>The General Table Recognition v2 Pipeline includes mandatory modules such as table structure recognition, table classification, table cell localization, text detection, and text recognition, as well as optional modules like layout area detection, document image orientation classification, and text image correction.</b>
+<b>The General Table Recognition v2 Pipeline includes mandatory modules such as table structure recognition, table classification, table cell localization, text detection, and text recognition, as well as optional modules like layout area detection, document image orientation classification, and text image correction.</b>Each module contains multiple models, and you can choose the model based on the benchmark test data below.
+
+### 1.1 Model benchmark data
 
 <b>If you prioritize model accuracy, choose a model with higher accuracy; if you care more about inference speed, choose a model with faster inference speed; if you are concerned about model storage size, choose a model with a smaller storage size.</b>
 
@@ -771,6 +773,332 @@ The ultra-lightweight cyrillic alphabet recognition model trained based on the P
 
 </details>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="7">table_recognition_v2-default</td>
+<td>Intel 6271C</td>
+<td>4682.50</td>
+<td>1150.80</td>
+<td>1005.33</td>
+<td>4391.37</td>
+<td>4205.06</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>4737.37</td>
+<td>1009.60</td>
+<td>945.16</td>
+<td>4370.65</td>
+<td>4138.29</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>683.64</td>
+<td>120.40</td>
+<td>107.35</td>
+<td>1936.46</td>
+<td>1917.15</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>785.91</td>
+<td>246.70</td>
+<td>137.46</td>
+<td>1814.86</td>
+<td>1760.59</td>
+<td>52</td>
+<td>35.45</td>
+<td>2842.00</td>
+<td>2826.70</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>512.60</td>
+<td>533.50</td>
+<td>260.91</td>
+<td>2544.58</td>
+<td>2497.08</td>
+<td>52</td>
+<td>37.27</td>
+<td>3090.00</td>
+<td>3090.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>579.97</td>
+<td>131.80</td>
+<td>4.18</td>
+<td>2044.72</td>
+<td>2042.62</td>
+<td>65</td>
+<td>1.88</td>
+<td>3100.00</td>
+<td>3099.56</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>4316.55</td>
+<td>226.00</td>
+<td>103.48</td>
+<td>4951.52</td>
+<td>2906.95</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td rowspan="8">table_recognition_v2-nopp</td>
+<td>Intel 6271C</td>
+<td>6124.28</td>
+<td>1027.40</td>
+<td>1001.08</td>
+<td>4333.77</td>
+<td>4113.07</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>5976.96</td>
+<td>1010.70</td>
+<td>940.00</td>
+<td>4297.76</td>
+<td>4105.37</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>778.48</td>
+<td>109.90</td>
+<td>104.26</td>
+<td>1975.51</td>
+<td>1947.15</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>915.91</td>
+<td>107.80</td>
+<td>102.97</td>
+<td>1725.44</td>
+<td>1671.04</td>
+<td>54</td>
+<td>42.65</td>
+<td>2824.00</td>
+<td>2807.55</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>568.28</td>
+<td>107.80</td>
+<td>101.55</td>
+<td>2115.62</td>
+<td>2063.68</td>
+<td>59</td>
+<td>42.40</td>
+<td>3088.00</td>
+<td>3088.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>665.59</td>
+<td>105.90</td>
+<td>102.23</td>
+<td>1966.66</td>
+<td>1912.98</td>
+<td>65</td>
+<td>50.91</td>
+<td>3086.00</td>
+<td>3073.18</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>5354.34</td>
+<td>106.70</td>
+<td>103.34</td>
+<td>4906.53</td>
+<td>2870.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>970.53</td>
+<td>105.30</td>
+<td>101.99</td>
+<td>1945.11</td>
+<td>1892.37</td>
+<td>84</td>
+<td>67.61</td>
+<td>2588.00</td>
+<td>2572.39</td>
+</tr>
+<tr>
+<td rowspan="9">table_recognition_v2-slanet</td>
+<td>Intel 6271C</td>
+<td>3828.52</td>
+<td>1178.40</td>
+<td>1013.64</td>
+<td>3617.43</td>
+<td>3416.37</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3800.14</td>
+<td>1034.60</td>
+<td>986.05</td>
+<td>3629.65</td>
+<td>3416.57</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>675.10</td>
+<td>120.90</td>
+<td>107.85</td>
+<td>1747.88</td>
+<td>1696.22</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>544.97</td>
+<td>374.60</td>
+<td>153.89</td>
+<td>1900.24</td>
+<td>1853.48</td>
+<td>44</td>
+<td>30.59</td>
+<td>2462.00</td>
+<td>2444.11</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>774.21</td>
+<td>253.70</td>
+<td>139.34</td>
+<td>1636.04</td>
+<td>1588.04</td>
+<td>52</td>
+<td>35.92</td>
+<td>2022.00</td>
+<td>2006.51</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>503.17</td>
+<td>963.00</td>
+<td>427.93</td>
+<td>2051.32</td>
+<td>1987.88</td>
+<td>51</td>
+<td>35.67</td>
+<td>2270.00</td>
+<td>2270.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>567.63</td>
+<td>135.20</td>
+<td>108.01</td>
+<td>1930.06</td>
+<td>1881.09</td>
+<td>65</td>
+<td>43.36</td>
+<td>2280.00</td>
+<td>2268.72</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>5562.14</td>
+<td>223.10</td>
+<td>103.73</td>
+<td>4456.39</td>
+<td>2431.52</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>784.60</td>
+<td>412.90</td>
+<td>178.49</td>
+<td>1839.10</td>
+<td>1792.16</td>
+<td>81</td>
+<td>58.06</td>
+<td>1750.00</td>
+<td>1734.70</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>table_recognition_v2-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>table_recognition_v2-nopp</td>
+<td>Based on the default configuration, document image preprocessing is disabled</td>
+</tr>
+<tr>
+<td>table_recognition_v2-slanet</td>
+<td>Based on the default configuration, the table structure recognition model is replaced with the slanet series</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
 
 ## 2. Quick Start
 All model pipelines provided by PaddleX can be quickly experienced. You can use the command line or Python locally to experience the effect of the General Table Recognition v2 Pipeline.

docs/pipeline_usage/tutorials/ocr_pipelines/table_recognition_v2.md

@@ -13,7 +13,9 @@ comments: true
 
 <img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/main/images/pipelines/table_recognition_v2/01.png"/>
 
-<b>通用</b><b>表格识别</b><b>产线v2中包含必选的表格结构识别模块、表格分类模块、表格单元格定位模块、文本检测模块和文本识别模块，以及可选的版面区域检测模块、文档图像方向分类模块和文本图像矫正模块</b>。
+<b>通用</b><b>表格识别</b><b>产线v2中包含必选的表格结构识别模块、表格分类模块、表格单元格定位模块、文本检测模块和文本识别模块，以及可选的版面区域检测模块、文档图像方向分类模块和文本图像矫正模块</b>。每个模块都包含多个模型，您可以根据下方的基准测试数据选择使用的模型。
+
+### 1.1 模型基准测试数据
 
 <b>如果您更注重模型的精度，请选择精度较高的模型；如果您更在意模型的推理速度，请选择推理速度较快的模型；如果您关注模型的存储大小，请选择存储体积较小的模型。</b>
 
@@ -789,6 +791,333 @@ devanagari_PP-OCRv3_mobile_rec_infer.tar">推理模型</a>/<a href="https://padd
 
 </details>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="7">table_recognition_v2-default</td>
+<td>Intel 6271C</td>
+<td>4682.50</td>
+<td>1150.80</td>
+<td>1005.33</td>
+<td>4391.37</td>
+<td>4205.06</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>4737.37</td>
+<td>1009.60</td>
+<td>945.16</td>
+<td>4370.65</td>
+<td>4138.29</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>683.64</td>
+<td>120.40</td>
+<td>107.35</td>
+<td>1936.46</td>
+<td>1917.15</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>785.91</td>
+<td>246.70</td>
+<td>137.46</td>
+<td>1814.86</td>
+<td>1760.59</td>
+<td>52</td>
+<td>35.45</td>
+<td>2842.00</td>
+<td>2826.70</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>512.60</td>
+<td>533.50</td>
+<td>260.91</td>
+<td>2544.58</td>
+<td>2497.08</td>
+<td>52</td>
+<td>37.27</td>
+<td>3090.00</td>
+<td>3090.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>579.97</td>
+<td>131.80</td>
+<td>4.18</td>
+<td>2044.72</td>
+<td>2042.62</td>
+<td>65</td>
+<td>1.88</td>
+<td>3100.00</td>
+<td>3099.56</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>4316.55</td>
+<td>226.00</td>
+<td>103.48</td>
+<td>4951.52</td>
+<td>2906.95</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td rowspan="8">table_recognition_v2-nopp</td>
+<td>Intel 6271C</td>
+<td>6124.28</td>
+<td>1027.40</td>
+<td>1001.08</td>
+<td>4333.77</td>
+<td>4113.07</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>5976.96</td>
+<td>1010.70</td>
+<td>940.00</td>
+<td>4297.76</td>
+<td>4105.37</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>778.48</td>
+<td>109.90</td>
+<td>104.26</td>
+<td>1975.51</td>
+<td>1947.15</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>915.91</td>
+<td>107.80</td>
+<td>102.97</td>
+<td>1725.44</td>
+<td>1671.04</td>
+<td>54</td>
+<td>42.65</td>
+<td>2824.00</td>
+<td>2807.55</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>568.28</td>
+<td>107.80</td>
+<td>101.55</td>
+<td>2115.62</td>
+<td>2063.68</td>
+<td>59</td>
+<td>42.40</td>
+<td>3088.00</td>
+<td>3088.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>665.59</td>
+<td>105.90</td>
+<td>102.23</td>
+<td>1966.66</td>
+<td>1912.98</td>
+<td>65</td>
+<td>50.91</td>
+<td>3086.00</td>
+<td>3073.18</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>5354.34</td>
+<td>106.70</td>
+<td>103.34</td>
+<td>4906.53</td>
+<td>2870.97</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>970.53</td>
+<td>105.30</td>
+<td>101.99</td>
+<td>1945.11</td>
+<td>1892.37</td>
+<td>84</td>
+<td>67.61</td>
+<td>2588.00</td>
+<td>2572.39</td>
+</tr>
+<tr>
+<td rowspan="9">table_recognition_v2-slanet</td>
+<td>Intel 6271C</td>
+<td>3828.52</td>
+<td>1178.40</td>
+<td>1013.64</td>
+<td>3617.43</td>
+<td>3416.37</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>3800.14</td>
+<td>1034.60</td>
+<td>986.05</td>
+<td>3629.65</td>
+<td>3416.57</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>675.10</td>
+<td>120.90</td>
+<td>107.85</td>
+<td>1747.88</td>
+<td>1696.22</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>544.97</td>
+<td>374.60</td>
+<td>153.89</td>
+<td>1900.24</td>
+<td>1853.48</td>
+<td>44</td>
+<td>30.59</td>
+<td>2462.00</td>
+<td>2444.11</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>774.21</td>
+<td>253.70</td>
+<td>139.34</td>
+<td>1636.04</td>
+<td>1588.04</td>
+<td>52</td>
+<td>35.92</td>
+<td>2022.00</td>
+<td>2006.51</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>503.17</td>
+<td>963.00</td>
+<td>427.93</td>
+<td>2051.32</td>
+<td>1987.88</td>
+<td>51</td>
+<td>35.67</td>
+<td>2270.00</td>
+<td>2270.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>567.63</td>
+<td>135.20</td>
+<td>108.01</td>
+<td>1930.06</td>
+<td>1881.09</td>
+<td>65</td>
+<td>43.36</td>
+<td>2280.00</td>
+<td>2268.72</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>5562.14</td>
+<td>223.10</td>
+<td>103.73</td>
+<td>4456.39</td>
+<td>2431.52</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>784.60</td>
+<td>412.90</td>
+<td>178.49</td>
+<td>1839.10</td>
+<td>1792.16</td>
+<td>81</td>
+<td>58.06</td>
+<td>1750.00</td>
+<td>1734.70</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>table_recognition_v2-default</td>
+<td>默认配置</td>
+</tr>
+<tr>
+<td>table_recognition_v2-nopp</td>
+<td>默认配置基础上，关闭文档图像预处理</td>
+</tr>
+<tr>
+<td>table_recognition_v2-slanet</td>
+<td>默认配置基础上，更换表格结构识别模型为 slanet 系列</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
+
 ## 2. 快速开始
 PaddleX 所提供的模型产线均可以快速体验效果，你可以在本地使用命令行或 Python 体验通用表格识别v2产线的效果。
 

docs/pipeline_usage/tutorials/vlm_pipelines/doc_understanding.en.md

@@ -8,6 +8,8 @@ The Document Understanding Pipeline is an advanced document processing technolog
 
 <b>The Document Understanding Pipeline includes document-based vision-language model modules. You can choose the model to use based on the benchmark test data below.</b>
 
+### 1.1 Model benchmark data
+
 <b>If you prioritize model accuracy, choose a model with higher accuracy; if you care more about inference speed, choose a faster model; if you are concerned about storage size, choose a model with a smaller storage footprint.</b>
 
 > The inference time only includes the model inference time and does not include the time for pre- or post-processing.
@@ -42,6 +44,368 @@ The Document Understanding Pipeline is an advanced document processing technolog
 
 <b>Note: The total scores of the above models are based on the test results from the internal evaluation set. All images in the internal evaluation set have a resolution (height, width) of (1680, 1204), with a total of 1,196 data entries. These entries cover various scenarios such as financial reports, laws and regulations, science and engineering papers, instruction manuals, liberal arts papers, contracts, research reports, etc. There are currently no plans to make this dataset publicly available.</b>
 
+### 1.2 Pipeline benchmark data
+
+<details>
+<summary>Click to expand/collapse the table</summary>
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>Hardware</th><th>Avg. inference time (ms)</th><th>Peak CPU utilization (%)</th><th>Avg. CPU utilization (%)</th><th>Peak host memory (MB)</th><th>Avg. host memory (MB)</th><th>Peak GPU utilization (%)</th><th>Avg. GPU utilization (%)</th><th>Peak device memory (MB)</th><th>Avg. device memory (MB)</th></tr>
+<tr>
+<td rowspan="9">doc_preprocessor-default</td>
+<td>Intel 6271C</td>
+<td>1127.85</td>
+<td>1012.50</td>
+<td>789.07</td>
+<td>1913.89</td>
+<td>1650.30</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>764.23</td>
+<td>1003.70</td>
+<td>782.77</td>
+<td>1916.81</td>
+<td>1655.66</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>96.74</td>
+<td>174.70</td>
+<td>135.91</td>
+<td>2023.54</td>
+<td>1963.53</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>76.66</td>
+<td>148.90</td>
+<td>125.73</td>
+<td>1748.06</td>
+<td>1683.35</td>
+<td>11</td>
+<td>5.86</td>
+<td>828.00</td>
+<td>828.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>114.96</td>
+<td>168.60</td>
+<td>131.05</td>
+<td>1837.66</td>
+<td>1707.50</td>
+<td>26</td>
+<td>11.65</td>
+<td>694.00</td>
+<td>694.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>69.34</td>
+<td>140.90</td>
+<td>122.80</td>
+<td>1992.86</td>
+<td>1911.34</td>
+<td>11</td>
+<td>7.75</td>
+<td>890.00</td>
+<td>890.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>81.65</td>
+<td>146.40</td>
+<td>125.37</td>
+<td>1896.46</td>
+<td>1825.98</td>
+<td>14</td>
+<td>5.93</td>
+<td>586.00</td>
+<td>586.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>368.93</td>
+<td>118.20</td>
+<td>103.40</td>
+<td>1973.23</td>
+<td>1756.00</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>122.40</td>
+<td>156.90</td>
+<td>123.75</td>
+<td>1874.29</td>
+<td>1727.01</td>
+<td>73</td>
+<td>23.81</td>
+<td>450.00</td>
+<td>450.00</td>
+</tr>
+<tr>
+<td rowspan="9">doc_preprocessor-clsonly</td>
+<td>Intel 6271C</td>
+<td>55.12</td>
+<td>1085.60</td>
+<td>1057.12</td>
+<td>1254.27</td>
+<td>1203.36</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>59.48</td>
+<td>1051.60</td>
+<td>1043.39</td>
+<td>1263.88</td>
+<td>1206.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>47.44</td>
+<td>202.70</td>
+<td>173.75</td>
+<td>1868.11</td>
+<td>1810.80</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>43.27</td>
+<td>167.80</td>
+<td>150.56</td>
+<td>1347.92</td>
+<td>1325.32</td>
+<td>2</td>
+<td>1.25</td>
+<td>514.00</td>
+<td>514.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>53.72</td>
+<td>202.70</td>
+<td>170.72</td>
+<td>1404.16</td>
+<td>1352.74</td>
+<td>2</td>
+<td>1.20</td>
+<td>394.00</td>
+<td>394.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>41.89</td>
+<td>153.80</td>
+<td>141.46</td>
+<td>1590.48</td>
+<td>1540.25</td>
+<td>2</td>
+<td>1.12</td>
+<td>578.00</td>
+<td>578.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>44.61</td>
+<td>179.80</td>
+<td>156.96</td>
+<td>1569.85</td>
+<td>1514.64</td>
+<td>2</td>
+<td>0.88</td>
+<td>302.00</td>
+<td>302.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>34.12</td>
+<td>127.60</td>
+<td>123.24</td>
+<td>1459.06</td>
+<td>1386.33</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>51.81</td>
+<td>180.80</td>
+<td>154.34</td>
+<td>1515.43</td>
+<td>1465.99</td>
+<td>4</td>
+<td>2.89</td>
+<td>160.00</td>
+<td>160.00</td>
+</tr>
+<tr>
+<td rowspan="9">doc_preprocessor-unwarponly</td>
+<td>Intel 6271C</td>
+<td>1092.82</td>
+<td>1002.10</td>
+<td>749.82</td>
+<td>1875.45</td>
+<td>1680.20</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C</td>
+<td>747.32</td>
+<td>951.30</td>
+<td>754.01</td>
+<td>1843.54</td>
+<td>1645.73</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Hygon 7490 + P800</td>
+<td>95.22</td>
+<td>101.20</td>
+<td>100.08</td>
+<td>1960.48</td>
+<td>1863.72</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A100</td>
+<td>78.05</td>
+<td>100.90</td>
+<td>100.15</td>
+<td>1570.25</td>
+<td>1446.01</td>
+<td>9</td>
+<td>5.57</td>
+<td>788.00</td>
+<td>788.00</td>
+</tr>
+<tr>
+<td>Intel 6271C + V100</td>
+<td>130.84</td>
+<td>100.90</td>
+<td>100.25</td>
+<td>1561.52</td>
+<td>1459.73</td>
+<td>24</td>
+<td>11.35</td>
+<td>656.00</td>
+<td>656.00</td>
+</tr>
+<tr>
+<td>Intel 8563C + H20</td>
+<td>68.62</td>
+<td>106.90</td>
+<td>100.62</td>
+<td>1808.00</td>
+<td>1715.35</td>
+<td>6</td>
+<td>4.83</td>
+<td>684.00</td>
+<td>684.00</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>84.19</td>
+<td>101.90</td>
+<td>100.14</td>
+<td>1848.25</td>
+<td>1719.24</td>
+<td>19</td>
+<td>7.73</td>
+<td>544.00</td>
+<td>544.00</td>
+</tr>
+<tr>
+<td>M4</td>
+<td>295.15</td>
+<td>102.40</td>
+<td>100.76</td>
+<td>1957.42</td>
+<td>1734.67</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 6271C + T4</td>
+<td>117.25</td>
+<td>101.80</td>
+<td>100.36</td>
+<td>1674.25</td>
+<td>1605.14</td>
+<td>48</td>
+<td>26.45</td>
+<td>412.00</td>
+<td>412.00</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>doc_preprocessor-default</td>
+<td>Default configuration</td>
+</tr>
+<tr>
+<td>doc_preprocessor-clsonly</td>
+<td>Based on the default configuration, only document image orientation classification is enabled</td>
+</tr>
+<tr>
+<td>doc_preprocessor-unwarponly</td>
+<td>Based on the default configuration, only text image rectification is enabled</td>
+</tr>
+</table>
+</details>
+
+
+* Test environment:
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* Note:
+    * Since we did not collect device memory data for NPU and XPU, the corresponding entries in the table are marked as N/A.
 
 ## 2. Quick Start
 

docs/pipeline_usage/tutorials/vlm_pipelines/doc_understanding.md

@@ -11,6 +11,8 @@ comments: true
 
 <b>文档理解产线中包含了文档类视觉语言模型模块，您可以根据下方的基准测试数据选择使用的模型</b>。
 
+### 1.1 模型基准测试数据
+
 <b>如果您更注重模型的精度，请选择精度较高的模型；如果您更在意模型的推理速度，请选择推理速度较快的模型；如果您关注模型的存储大小，请选择存储体积较小的模型。</b>
 
 > 推理耗时仅包含模型推理耗时，不包含前后处理耗时。
@@ -45,6 +47,58 @@ comments: true
 
 <b>注：以上模型总分为内部评估集模型测试结果，内部评估集所有图像分辨率 (height, width) 为 (1680,1204)，共1196条数据，包括了财报、法律法规、理工科论文、说明书、文科论文、合同、研报等场景，暂时未有计划公开。</b>
 
+### 1.2 产线基准测试数据
+
+<details>
+<summary>点击展开/折叠表格</summary>
+
+<table border="1">
+<tr><th>流水线配置</th><th>硬件</th><th>平均推理时间 (ms)</th><th>峰值CPU利用率 (%)</th><th>平均CPU利用率 (%)</th><th>峰值主机内存 (MB)</th><th>平均主机内存 (MB)</th><th>峰值GPU利用率 (%)</th><th>平均GPU利用率 (%)</th><th>峰值设备内存 (MB)</th><th>平均设备内存 (MB)</th></tr>
+<tr>
+<td rowspan="2">doc_understanding-default</td>
+<td>Hygon 7490 + P800</td>
+<td>26614.69</td>
+<td>101.90</td>
+<td>100.07</td>
+<td>3112.36</td>
+<td>3112.27</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+<td>N/A</td>
+</tr>
+<tr>
+<td>Intel 8350C + A10</td>
+<td>16887.80</td>
+<td>101.70</td>
+<td>100.09</td>
+<td>2959.31</td>
+<td>2959.25</td>
+<td>100</td>
+<td>42.85</td>
+<td>17254.00</td>
+<td>17252.01</td>
+</tr>
+</table>
+
+
+<table border="1">
+<tr><th>Pipeline configuration</th><th>description</th></tr>
+<tr>
+<td>doc_understanding-default</td>
+<td>默认配置</td>
+</tr>
+</table>
+</details>
+
+
+* 测试环境：
+    * PaddlePaddle 3.1.0、CUDA 11.8、cuDNN 8.9
+    * PaddleX @ develop (f1eb28e23cfa54ce3e9234d2e61fcb87c93cf407)
+    * Docker image: ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.1.0-gpu-cuda11.8-cudnn8.9
+
+* 备注：
+    * 由于我们没有收集NPU和XPU的设备内存数据，因此表中相应位置的数据标记为N/A。
 
 ## 2. 快速开始