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docs: fix PP-OCRv5 speed tables (#15682)

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108
docs/version3.x/algorithm/PP-OCRv5/PP-OCRv5.en.md
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@ -228,39 +228,39 @@ Unless otherwise specified:
**GPU, without high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) | Peak VRAM (MB) | Avg VRAM (MB) |
| ---------- | ------------------ | ------------- | ----------------- | ------------- | ------------ | -------------- | ------------- |
| v5_mobile | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 4342.00 | 3258.95 |
| v4_mobile | 0.27 | 2246 | 111.20 | 1392.22 | 1318.76 | 1304.00 | 1166.46 |
| v5_server | 0.70 | 929 | 105.31 | 1634.85 | 1428.55 | 5402.00 | 4685.13 |
| v4_server | 0.44 | 1418 | 106.96 | 1455.34 | 1346.95 | 6760.00 | 5817.46 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) | Avg. GPU Utilization (%) | Peak VRAM Usage (MB) | Avg. VRAM Usage (MB) |
| ------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- | ------------------------ | -------------------- | -------------------- |
| v5_mobile | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 18.95 | 4342.00 | 3258.95 |
| v4_mobile | 0.27 | 2246 | 111.20 | 1392.22 | 1318.76 | 28.90 | 1304.00 | 1166.46 |
| v5_server | 0.70 | 929 | 105.31 | 1634.85 | 1428.55 | 36.21 | 5402.00 | 4685.13 |
| v4_server | 0.44 | 1418 | 106.96 | 1455.34 | 1346.95 | 58.82 | 6760.00 | 5817.46 |
**GPU, with high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) | Peak VRAM (MB) | Avg VRAM (MB) |
| ---------- | ------------------ | ------------- | ----------------- | ------------- | ------------ | -------------- | ------------- |
| v5_mobile | 0.50 | 1301 | 106.50 | 1338.12 | 1155.86 | 4112.00 | 3536.36 |
| v4_mobile | 0.21 | 2887 | 114.09 | 1113.27 | 1054.46 | 2072.00 | 1840.59 |
| v5_server | 0.60 | 1084 | 105.73 | 1980.73 | 1776.20 | 12150.00 | 11849.40 |
| v4_server | 0.36 | 1687 | 104.15 | 1186.42 | 1065.67 | 13058.00 | 12679.00 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) | Avg. GPU Utilization (%) | Peak VRAM Usage (MB) | Avg. VRAM Usage (MB) |
| ------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- | ------------------------ | -------------------- | -------------------- |
| v5_mobile | 0.50 | 1301 | 106.50 | 1338.12 | 1155.86 | 11.97 | 4112.00 | 3536.36 |
| v4_mobile | 0.21 | 2887 | 114.09 | 1113.27 | 1054.46 | 15.22 | 2072.00 | 1840.59 |
| v5_server | 0.60 | 1084 | 105.73 | 1980.73 | 1776.20 | 22.10 | 12150.00 | 11849.40 |
| v4_server | 0.36 | 1687 | 104.15 | 1186.42 | 1065.67 | 38.12 | 13058.00 | 12679.00 |
**CPU, without high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) |
| ---------- | ------------------ | ------------- | ----------------- | ------------- | ------------ |
| v5_mobile | 1.43 | 455 | 798.93 | 11695.40 | 6829.09 |
| v4_mobile | 1.09 | 556 | 813.16 | 11996.30 | 6834.25 |
| v5_server | 3.79 | 172 | 799.24 | 50216.00 | 27902.40 |
| v4_server | 4.22 | 148 | 803.74 | 51428.70 | 28593.60 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) |
| ------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- |
| v5_mobile | 1.43 | 455 | 798.93 | 11695.40 | 6829.09 |
| v4_mobile | 1.09 | 556 | 813.16 | 11996.30 | 6834.25 |
| v5_server | 3.79 | 172 | 799.24 | 50216.00 | 27902.40 |
| v4_server | 4.22 | 148 | 803.74 | 51428.70 | 28593.60 |
**CPU, with high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) |
| ---------- | ------------------ | ------------- | ----------------- | ------------- | ------------ |
| v5_mobile | 1.14 | 571 | 339.68 | 3245.17 | 2560.55 |
| v4_mobile | 0.68 | 892 | 443.00 | 3057.38 | 2329.44 |
| v5_server | 3.56 | 183 | 797.03 | 45664.70 | 26905.90 |
| v4_server | 4.22 | 148 | 803.74 | 51428.70 | 28593.60 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) |
| ------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- |
| v5_mobile | 1.14 | 571 | 339.68 | 3245.17 | 2560.55 |
| v4_mobile | 0.68 | 892 | 443.00 | 3057.38 | 2329.44 |
| v5_server | 3.56 | 183 | 797.03 | 45664.70 | 26905.90 |
| v4_server | 4.22 | 148 | 803.74 | 51428.70 | 28593.60 |
> Note: PP-OCRv5 uses a larger dictionary in the recognition model, which increases inference time and causes slower performance compared to PP-OCRv4.
@ -274,19 +274,19 @@ Unless otherwise specified:
**GPU, without high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) | Peak VRAM (MB) | Avg VRAM (MB) |
| -------------- | ------------------ | ------------- | ----------------- | ------------- | ------------ | -------------- | ------------- |
| base | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 4342.00 | 3258.95 |
| with_textline | 0.59 | 1104 | 105.58 | 1765.64 | 1478.53 | 19.48 | 4350.00 | 3267.77 |
| with_all | 1.02 | 600 | 104.92 | 1924.23 | 1628.50 | 10.96 | 2632.00 | 2217.01 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) | Avg. GPU Utilization (%) | Peak VRAM Usage (MB) | Avg. VRAM Usage (MB) |
| -------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- | ------------------------ | -------------------- | -------------------- |
| base | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 18.95 | 4342.00 | 3258.95 |
| with_textline | 0.59 | 1104 | 105.58 | 1765.64 | 1478.53 | 19.48 | 4350.00 | 3267.77 |
| with_all | 1.02 | 600 | 104.92 | 1924.23 | 1628.50 | 10.96 | 2632.00 | 2217.01 |
**CPU, without high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) |
| -------------- | ------------------ | ------------- | ----------------- | ------------- | ------------ |
| base | 1.43 | 455 | 798.93 | 11695.40 | 6829.09 |
| with_textline | 1.50 | 434 | 799.47 | 12007.20 | 6882.22 |
| with_all | 1.93 | 316 | 646.49 | 11759.60 | 6940.54 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) |
| -------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- |
| base | 1.43 | 455 | 798.93 | 11695.40 | 6829.09 |
| with_textline | 1.50 | 434 | 799.47 | 12007.20 | 6882.22 |
| with_all | 1.93 | 316 | 646.49 | 11759.60 | 6940.54 |
> Note: Auxiliary features such as image unwarping can impact inference accuracy. More features do not necessarily yield better results and may increase resource usage.
@ -305,29 +305,29 @@ Unless otherwise specified:
**GPU, without high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) | Peak VRAM (MB) | Avg VRAM (MB) |
| ----------------- | ------------------ | ------------- | ----------------- | ------------- | ------------ | -------------- | ------------- |
| mobile_min_1280 | 0.61 | 1071 | 109.12 | 1663.71 | 1439.72 | 4202.00 | 3550.32 |
| mobile_min_736 | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 4342.00 | 3258.95 |
| mobile_max_960 | 0.48 | 1313 | 103.49 | 1587.25 | 1395.48 | 2642.00 | 2319.03 |
| mobile_max_640 | 0.42 | 1436 | 103.07 | 1651.14 | 1422.62 | 2530.00 | 2149.11 |
| server_min_1280 | 0.82 | 795 | 107.17 | 1678.16 | 1428.94 | 10368.00 | 8320.43 |
| server_min_736 | 0.70 | 929 | 105.31 | 1634.85 | 1428.55 | 5402.00 | 4685.13 |
| server_max_960 | 0.59 | 1073 | 103.03 | 1590.19 | 1383.62 | 2928.00 | 2079.47 |
| server_max_640 | 0.54 | 1099 | 102.63 | 1602.09 | 1416.49 | 3152.00 | 2737.81 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) | Avg. GPU Utilization (%) | Peak VRAM Usage (MB) | Avg. VRAM Usage (MB) |
| ----------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- | ------------------------ | -------------------- | -------------------- |
| mobile_min_1280 | 0.61 | 1071 | 109.12 | 1663.71 | 1439.72 | 19.27 | 4202.00 | 3550.32 |
| mobile_min_736 | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 18.95 | 4342.00 | 3258.95 |
| mobile_max_960 | 0.48 | 1313 | 103.49 | 1587.25 | 1395.48 | 19.37 | 2642.00 | 2319.03 |
| mobile_max_640 | 0.42 | 1436 | 103.07 | 1651.14 | 1422.62 | 18.95 | 2530.00 | 2149.11 |
| server_min_1280 | 0.82 | 795 | 107.17 | 1678.16 | 1428.94 | 40.43 | 10368.00 | 8320.43 |
| server_min_736 | 0.70 | 929 | 105.31 | 1634.85 | 1428.55 | 36.21 | 5402.00 | 4685.13 |
| server_max_960 | 0.59 | 1073 | 103.03 | 1590.19 | 1383.62 | 33.42 | 2928.00 | 2079.47 |
| server_max_640 | 0.54 | 1099 | 102.63 | 1602.09 | 1416.49 | 30.77 | 3152.00 | 2737.81 |
**CPU, without high-performance inference:**
| Config | Avg Time/Image (s) | Avg Chars/sec | Avg CPU Usage (%) | Peak RAM (MB) | Avg RAM (MB) |
| ----------------- | ------------------ | ------------- | ----------------- | ------------- | ------------ |
| mobile_min_1280 | 1.64 | 398 | 799.45 | 12344.10 | 7100.60 |
| mobile_min_736 | 1.43 | 455 | 798.93 | 11695.40 | 6829.09 |
| mobile_max_960 | 1.21 | 521 | 800.13 | 11099.10 | 6369.49 |
| mobile_max_640 | 1.01 | 597 | 802.52 | 9585.48 | 5573.52 |
| server_min_1280 | 4.48 | 145 | 800.49 | 50683.10 | 28273.30 |
| server_min_736 | 3.79 | 172 | 799.24 | 50216.00 | 27902.40 |
| server_max_960 | 2.67 | 237 | 797.63 | 49362.50 | 26075.60 |
| server_max_640 | 2.36 | 251 | 795.18 | 45656.10 | 24900.80 |
| Configuration | Avg. Time per Image (s) | Avg. Characters Predicted per Second | Avg. CPU Utilization (%) | Peak RAM Usage (MB) | Avg. RAM Usage (MB) |
| ----------------- | ----------------------- | ------------------------------------ | ------------------------ | ------------------- | ------------------- |
| mobile_min_1280 | 1.64 | 398 | 799.45 | 12344.10 | 7100.60 |
| mobile_min_736 | 1.43 | 455 | 798.93 | 11695.40 | 6829.09 |
| mobile_max_960 | 1.21 | 521 | 800.13 | 11099.10 | 6369.49 |
| mobile_max_640 | 1.01 | 597 | 802.52 | 9585.48 | 5573.52 |
| server_min_1280 | 4.48 | 145 | 800.49 | 50683.10 | 28273.30 |
| server_min_736 | 3.79 | 172 | 799.24 | 50216.00 | 27902.40 |
| server_max_960 | 2.67 | 237 | 797.63 | 49362.50 | 26075.60 |
| server_max_640 | 2.36 | 251 | 795.18 | 45656.10 | 24900.80 |
# Deployment and Secondary Development
* **Multiple System Support**: Compatible with mainstream operating systems including Windows, Linux, and Mac.

16
docs/version3.x/algorithm/PP-OCRv5/PP-OCRv5.md
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@ -230,8 +230,8 @@
**GPU，不使用高性能推理：**
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 平均GPU利用率（%） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| v5_mobile | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 18.95 | 4342.00 | 3258.95 |
| v4_mobile | 0.27 | 2246 | 111.20 | 1392.22 | 1318.76 | 28.90 | 1304.00 | 1166.46 |
| v5_server | 0.70 | 929 | 105.31 | 1634.85 | 1428.55 | 36.21 | 5402.00 | 4685.13 |
@ -239,8 +239,8 @@
**GPU，使用高性能推理：**
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 平均GPU利用率（%） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| v5_mobile | 0.50 | 1301 | 106.50 | 1338.12 | 1155.86 | 11.97 | 4112.00 | 3536.36 |
| v4_mobile | 0.21 | 2887 | 114.09 | 1113.27 | 1054.46 | 15.22 | 2072.00 | 1840.59 |
| v5_server | 0.60 | 1084 | 105.73 | 1980.73 | 1776.20 | 22.10 | 12150.00 | 11849.40 |
@ -276,8 +276,8 @@
**GPU，不使用高性能推理：**
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 平均GPU利用率（%） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| base | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 18.95 | 4342.00 | 3258.95 |
| with_textline | 0.59 | 1104 | 105.58 | 1765.64 | 1478.53 | 19.48 | 4350.00 | 3267.77 |
| with_all | 1.02 | 600 | 104.92 | 1924.23 | 1628.50 | 10.96 | 2632.00 | 2217.01 |
@ -307,8 +307,8 @@
**GPU，不使用高性能推理：**
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 配置 | 平均每图耗时（s） | 平均每秒预测字符数量 | 平均 CPU 利用率（%） | 峰值 RAM 用量（MB） | 平均 RAM 用量（MB） | 平均GPU利用率（%） | 峰值 VRAM 用量（MB） | 平均 VRAM 用量（MB） |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mobile_min_1280 | 0.61 | 1071 | 109.12 | 1663.71 | 1439.72 | 19.27 | 4202.00 | 3550.32 |
| mobile_min_736 | 0.56 | 1162 | 106.02 | 1576.43 | 1420.83 | 18.95 | 4342.00 | 3258.95 |
| mobile_max_960 | 0.48 | 1313 | 103.49 | 1587.25 | 1395.48 | 19.37 | 2642.00 | 2319.03 |