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| .ͼ3 .cm-content {caret-color: white;} | |
| .ͼ1 .cm-line {display: block; padding: 0 2px 0 6px;} | |
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| .ͼ1 .cm-layer {position: absolute; left: 0; top: 0; contain: size style;} | |
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| .ͼ3 .cm-selectionBackground {background: #222;} | |
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| .ͼ1 .cm-cursor {display: none;} | |
| .ͼ3 .cm-cursor {border-left-color: #444;} | |
| .ͼ1 .cm-dropCursor {position: absolute;} | |
| .ͼ1.cm-focused > .cm-scroller > .cm-cursorLayer .cm-cursor {display: block;} | |
| .ͼ1 .cm-iso {unicode-bidi: isolate;} | |
| .ͼ1 .cm-announced {position: fixed; top: -10000px;} | |
| .ͼ2 .cm-activeLine {background-color: #cceeff44;} | |
| .ͼ3 .cm-activeLine {background-color: #99eeff33;} | |
| .ͼ2 .cm-specialChar {color: red;} | |
| .ͼ3 .cm-specialChar {color: #f78;} | |
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| .ͼ2 .cm-gutters {background-color: #f5f5f5; color: #6c6c6c; border-right: 1px solid #ddd;} | |
| .ͼ3 .cm-gutters {background-color: #333338; color: #ccc;} | |
| .ͼ1 .cm-gutter {display: flex !important; flex-direction: column; flex-shrink: 0; box-sizing: border-box; min-height: 100%; overflow: hidden;} | |
| .ͼ1 .cm-gutterElement {box-sizing: border-box;} | |
| .ͼ1 .cm-lineNumbers .cm-gutterElement {padding: 0 3px 0 5px; min-width: 20px; text-align: right; white-space: nowrap;} | |
| .ͼ2 .cm-activeLineGutter {background-color: #e2f2ff;} | |
| .ͼ3 .cm-activeLineGutter {background-color: #222227;} | |
| .ͼ1 .cm-panels {box-sizing: border-box; position: sticky; left: 0; right: 0;} | |
| .ͼ2 .cm-panels {background-color: #f5f5f5; color: black;} | |
| .ͼ2 .cm-panels-top {border-bottom: 1px solid #ddd;} | |
| .ͼ2 .cm-panels-bottom {border-top: 1px solid #ddd;} | |
| .ͼ3 .cm-panels {background-color: #333338; color: white;} | |
| .ͼ1 .cm-tab {display: inline-block; overflow: hidden; vertical-align: bottom;} | |
| .ͼ1 .cm-widgetBuffer {vertical-align: text-top; height: 1em; width: 0; display: inline;} | |
| .ͼ1 .cm-placeholder {color: #888; display: inline-block; vertical-align: top;} | |
| .ͼ1 .cm-highlightSpace:before {content: attr(data-display); position: absolute; pointer-events: none; color: #888;} | |
| .ͼ1 .cm-highlightTab {background-image: url('data:image/svg+xml,<svg xmlns="http://www.w3.org/2000/svg" width="200" height="20"><path stroke="%23888" stroke-width="1" fill="none" d="M1 10H196L190 5M190 15L196 10M197 4L197 16"/></svg>'); background-size: auto 100%; background-position: right 90%; background-repeat: no-repeat;} | |
| .ͼ1 .cm-trailingSpace {background-color: #ff332255;} | |
| .ͼ1 .cm-button {vertical-align: middle; color: inherit; font-size: 70%; padding: .2em 1em; border-radius: 1px;} | |
| .ͼ2 .cm-button:active {background-image: linear-gradient(#b4b4b4, #d0d3d6);} | |
| .ͼ2 .cm-button {background-image: linear-gradient(#eff1f5, #d9d9df); border: 1px solid #888;} | |
| .ͼ3 .cm-button:active {background-image: linear-gradient(#111, #333);} | |
| .ͼ3 .cm-button {background-image: linear-gradient(#393939, #111); border: 1px solid #888;} | |
| .ͼ1 .cm-textfield {vertical-align: middle; color: inherit; font-size: 70%; border: 1px solid silver; padding: .2em .5em;} | |
| .ͼ2 .cm-textfield {background-color: white;} | |
| .ͼ3 .cm-textfield {border: 1px solid #555; background-color: inherit;} | |
| .ͼ1 .cm-foldPlaceholder {background-color: #eee; border: 1px solid #ddd; color: #888; border-radius: .2em; margin: 0 1px; padding: 0 1px; cursor: pointer;} | |
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| .ͼ2 {--indent-marker-bg-color: #F0F1F2; --indent-marker-active-bg-color: #E4E5E6;} | |
| .ͼ3 {--indent-marker-bg-color: #2B3245; --indent-marker-active-bg-color: #3C445C;} | |
| .ͼ1 .cm-line {position: relative;} | |
| .ͼ1 .cm-indent-markers::before {content: ""; position: absolute; top: 0; left: 2px; right: 0; bottom: 0; background: var(--indent-markers); pointer-events: none;} | |
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| .ͼ1 .cm-tooltip.cm-tooltip-autocomplete > ul > li {overflow-x: hidden; text-overflow: ellipsis; cursor: pointer;} | |
| .ͼ1 .cm-tooltip.cm-tooltip-autocomplete > ul > completion-section {display: list-item; border-bottom: 1px solid silver; padding-left: 0.5em; opacity: 0.7;} | |
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| .ͼ2 .cm-tooltip-autocomplete-disabled ul li[aria-selected] {background: #777;} | |
| .ͼ3 .cm-tooltip-autocomplete ul li[aria-selected] {background: #347; color: white;} | |
| .ͼ3 .cm-tooltip-autocomplete-disabled ul li[aria-selected] {background: #444;} | |
| .ͼ1 .cm-completionListIncompleteTop:before, .ͼ1 .cm-completionListIncompleteBottom:after {content: "···"; opacity: 0.5; display: block; text-align: center;} | |
| .ͼ1 .cm-tooltip.cm-completionInfo {position: absolute; padding: 3px 9px; width: max-content; max-width: 400px; box-sizing: border-box;} | |
| .ͼ1 .cm-completionInfo.cm-completionInfo-left {right: 100%;} | |
| .ͼ1 .cm-completionInfo.cm-completionInfo-right {left: 100%;} | |
| .ͼ1 .cm-completionInfo.cm-completionInfo-left-narrow {right: 30px;} | |
| .ͼ1 .cm-completionInfo.cm-completionInfo-right-narrow {left: 30px;} | |
| .ͼ2 .cm-snippetField {background-color: #00000022;} | |
| .ͼ3 .cm-snippetField {background-color: #ffffff22;} | |
| .ͼ1 .cm-snippetFieldPosition {vertical-align: text-top; width: 0; height: 1.15em; display: inline-block; margin: 0 -0.7px -.7em; border-left: 1.4px dotted #888;} | |
| .ͼ1 .cm-completionMatchedText {text-decoration: underline;} | |
| .ͼ1 .cm-completionDetail {margin-left: 0.5em; font-style: italic;} | |
| .ͼ1 .cm-completionIcon {font-size: 90%; width: .8em; display: inline-block; text-align: center; padding-right: .6em; opacity: 0.6; box-sizing: content-box;} | |
| .ͼ1 .cm-completionIcon-function:after, .ͼ1 .cm-completionIcon-method:after {content: 'ƒ';} | |
| .ͼ1 .cm-completionIcon-class:after {content: '○';} | |
| .ͼ1 .cm-completionIcon-interface:after {content: '◌';} | |
| .ͼ1 .cm-completionIcon-variable:after {content: '𝑥';} | |
| .ͼ1 .cm-completionIcon-constant:after {content: '𝐶';} | |
| .ͼ1 .cm-completionIcon-type:after {content: '𝑡';} | |
| .ͼ1 .cm-completionIcon-enum:after {content: '∪';} | |
| .ͼ1 .cm-completionIcon-property:after {content: '□';} | |
| .ͼ1 .cm-completionIcon-keyword:after {content: '🔑︎';} | |
| .ͼ1 .cm-completionIcon-namespace:after {content: '▢';} | |
| .ͼ1 .cm-completionIcon-text:after {content: 'abc'; font-size: 50%; vertical-align: middle;} | |
| .ͼ1 .cm-tooltip {z-index: 100; box-sizing: border-box;} | |
| .ͼ2 .cm-tooltip {border: 1px solid #bbb; background-color: #f5f5f5;} | |
| .ͼ2 .cm-tooltip-section:not(:first-child) {border-top: 1px solid #bbb;} | |
| .ͼ3 .cm-tooltip {background-color: #333338; color: white;} | |
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| .ͼ1 .cm-tooltip-above .cm-tooltip-arrow:after {border-top: 7px solid #f5f5f5; bottom: 1px;} | |
| .ͼ1 .cm-tooltip-above .cm-tooltip-arrow {bottom: -7px;} | |
| .ͼ1 .cm-tooltip-below .cm-tooltip-arrow:before {border-bottom: 7px solid #bbb;} | |
| .ͼ1 .cm-tooltip-below .cm-tooltip-arrow:after {border-bottom: 7px solid #f5f5f5; top: 1px;} | |
| .ͼ1 .cm-tooltip-below .cm-tooltip-arrow {top: -7px;} | |
| .ͼ1 .cm-tooltip-arrow {height: 7px; width: 14px; position: absolute; z-index: -1; overflow: hidden;} | |
| .ͼ3 .cm-tooltip .cm-tooltip-arrow:before {border-top-color: #333338; border-bottom-color: #333338;} | |
| .ͼ3 .cm-tooltip .cm-tooltip-arrow:after {border-top-color: transparent; border-bottom-color: transparent;} | |
| .ͼ1.cm-focused .cm-matchingBracket {background-color: #328c8252;} | |
| .ͼ1.cm-focused .cm-nonmatchingBracket {background-color: #bb555544;} | |
| .ͼ5 {color: #404740;} | |
| .ͼ6 {text-decoration: underline;} | |
| .ͼ7 {text-decoration: underline; font-weight: bold;} | |
| .ͼ8 {font-style: italic;} | |
| .ͼ9 {font-weight: bold;} | |
| .ͼa {text-decoration: line-through;} | |
| .ͼb {color: #708;} | |
| .ͼc {color: #219;} | |
| .ͼd {color: #164;} | |
| .ͼe {color: #a11;} | |
| .ͼf {color: #e40;} | |
| .ͼg {color: #00f;} | |
| .ͼh {color: #30a;} | |
| .ͼi {color: #085;} | |
| .ͼj {color: #167;} | |
| .ͼk {color: #256;} | |
| .ͼl {color: #00c;} | |
| .ͼm {color: #940;} | |
| .ͼn {color: #f00;} | |
| .ͼ4 .cm-line ::selection {background-color: transparent !important;} | |
| .ͼ4 .cm-line::selection {background-color: transparent !important;} | |
| .ͼ4 .cm-line {caret-color: transparent !important;} | |
| .ͼ4 .cm-content {caret-color: transparent !important;} | |
| </style> | |
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_msthash="98" style="height: 19.6px;">57</div><div class="cm-gutterElement" _msttexthash="10647" _msthash="99" style="height: 19.6px;">58</div><div class="cm-gutterElement" _msttexthash="10751" _msthash="100" style="height: 19.6px;">59</div><div class="cm-gutterElement" _msttexthash="9906" _msthash="101" style="height: 19.6px;">60</div><div class="cm-gutterElement" _msttexthash="10010" _msthash="102" style="height: 19.6px;">61</div><div class="cm-gutterElement" _msttexthash="10114" _msthash="103" style="height: 19.6px;">62</div><div class="cm-gutterElement" _msttexthash="10218" _msthash="104" style="height: 19.6px;">63</div><div class="cm-gutterElement" _msttexthash="10322" _msthash="105" style="height: 19.6px;">64</div><div class="cm-gutterElement" _msttexthash="10426" _msthash="106" style="height: 19.6px;">65</div><div class="cm-gutterElement" _msttexthash="10530" _msthash="107" style="height: 19.6px;">66</div><div class="cm-gutterElement" _msttexthash="10634" _msthash="108" style="height: 19.6px;">67</div><div class="cm-gutterElement" _msttexthash="10738" _msthash="109" style="height: 19.6px;">68</div><div class="cm-gutterElement" _msttexthash="10842" _msthash="110" style="height: 19.6px;">69</div><div class="cm-gutterElement" _msttexthash="9997" _msthash="111" style="height: 19.6px;">70</div></div><div class="cm-gutter cm-foldGutter"><div class="cm-gutterElement" style="height: 0px; visibility: hidden; pointer-events: none;"><span title="Unfold line" _msttexthash="750750" _msthash="31">›</span></div><div class="cm-gutterElement cm-activeLineGutter" style="height: 19.6px; margin-top: 709.6px;"></div></div></div><div spellcheck="false" autocorrect="off" autocapitalize="off" translate="no" contenteditable="true" style="tab-size: 4;" class="cm-content" role="textbox" aria-multiline="true" aria-autocomplete="list"><div class="cm-line">import gradio as gr</div><div class="cm-line">import torch</div><div class="cm-line">from PIL import Image</div><div class="cm-line">from ultralytics import YOLO</div><div class="cm-line">import matplotlib.pyplot as plt</div><div class="cm-line">import io</div><div class="cm-line">from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas</div><div class="cm-line">model = YOLO('detect-best.pt')</div><div class="cm-line"><br></div><div class="cm-line">def predict(img, conf, iou):</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> results = model.predict(img, conf=conf, iou=iou)</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> name = results[0].names</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> cls = results[0].boxes.cls</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> crazing = 0</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> inclusion = 0</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> patches = 0</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> pitted_surface = 0</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> rolled_inscale = 0</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> scratches = 0</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> for i in cls:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> if i == 0:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(12ch - 1px) no-repeat;"> crazing += 1</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> elif i == 1:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(12ch - 1px) no-repeat;"> inclusion += 1</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> elif i == 2:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(12ch - 1px) no-repeat;"> patches += 1</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> elif i == 3:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(12ch - 1px) no-repeat;"> pitted_surface += 1</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> elif i == 4:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(12ch - 1px) no-repeat;"> rolled_inscale += 1</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> elif i == 5:</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(12ch - 1px) no-repeat;"> scratches += 1</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> # 绘制柱状图</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> fig, ax = plt.subplots()</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> categories = ['1','2', '3' ,'4', '5' ,'6']</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> counts = [1,2,3,4,5,6]</div><div class="cm-activeLine cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> ax.bar<span class="cm-matchingBracket">(</span>categories, counts<span class="cm-matchingBracket">)</span></div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> ax.set_title('Category-Count')</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> plt.ylim(0,5)</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> plt.xticks(rotation=45, ha="right")</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> ax.set_xlabel('Category')</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> ax.set_ylabel('Count')</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> # 将图表保存为字节流</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> buf = io.BytesIO()</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> canvas = FigureCanvas(fig)</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> canvas.print_png(buf)</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> plt.close(fig) # 关闭图形，释放资源</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"><br></div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> # 将字节流转换为PIL Image</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> image_png = Image.open(buf)</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> # 绘制并返回结果图片和类别计数图表</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"><br></div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> for i, r in enumerate(results):</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> # Plot results image</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> im_bgr = r.plot() # BGR-order numpy array</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> im_rgb = Image.fromarray(im_bgr[..., ::-1]) # RGB-order PIL image</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"><br></div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(8ch - 1px) no-repeat;"> # Show results to screen (in supported environments)</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> return im_rgb</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"><br></div><div class="cm-line">base_conf, base_iou = 0.25, 0.45</div><div class="cm-line">title = "基于改进YOLOv8算法的工业瑕疵辅助检测系统"</div><div class="cm-line">des = "鼠标点击上传图片即可检测缺陷，可通过鼠标调整预测置信度，还可点击网页最下方示例图片进行预测"</div><div class="cm-line">interface = gr.Interface(</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> inputs=['image', gr.Slider(maximum=1, minimum=0, value=base_conf), gr.Slider(maximum=1, minimum=0, value=base_iou)],</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> outputs=["image"], fn=predict, title=title, description=des,</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(4ch - 1px) no-repeat;"> examples=[["example1.jpg", base_conf, base_iou],</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(14ch - 1px) no-repeat;"> ["example2.jpg", base_conf, base_iou],</div><div class="cm-indent-markers cm-line" style="--indent-markers: repeating-linear-gradient(to right, var(--indent-marker-bg-color) 0 1px, transparent 1px 2ch) 0.5ch/calc(14ch - 1px) no-repeat;"> ["example3.jpg", base_conf, base_iou]])</div><div class="cm-line">interface.launch()</div></div><div class="cm-layer cm-layer-above cm-cursorLayer" aria-hidden="true" style="z-index: 150; animation-duration: 1200ms; animation-name: cm-blink2;"><div class="cm-cursor cm-cursor-primary" style="left: 292.4px; top: 709.6px; height: 18.4px;"></div></div><div class="cm-layer cm-selectionLayer" aria-hidden="true" style="z-index: -2;"></div></div></div></div> <input class="hidden" name="content" type="hidden" required="" value="import gradio as gr | |
| import torch | |
| from PIL import Image | |
| from ultralytics import YOLO | |
| import matplotlib.pyplot as plt | |
| import io | |
| from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas | |
| model = YOLO('detect-best.pt') | |
| def predict(img, conf, iou): | |
| results = model.predict(img, conf=conf, iou=iou) | |
| name = results[0].names | |
| cls = results[0].boxes.cls | |
| crazing = 0 | |
| inclusion = 0 | |
| patches = 0 | |
| pitted_surface = 0 | |
| rolled_inscale = 0 | |
| scratches = 0 | |
| for i in cls: | |
| if i == 0: | |
| crazing += 1 | |
| elif i == 1: | |
| inclusion += 1 | |
| elif i == 2: | |
| patches += 1 | |
| elif i == 3: | |
| pitted_surface += 1 | |
| elif i == 4: | |
| rolled_inscale += 1 | |
| elif i == 5: | |
| scratches += 1 | |
| # 绘制柱状图 | |
| fig, ax = plt.subplots() | |
| categories = ['1','2', '3' ,'4', '5' ,'6'] | |
| counts = [1,2,3,4,5,6] | |
| ax.bar(categories, counts) | |
| ax.set_title('Category-Count') | |
| plt.ylim(0,5) | |
| plt.xticks(rotation=45, ha="right") | |
| ax.set_xlabel('Category') | |
| ax.set_ylabel('Count') | |
| # 将图表保存为字节流 | |
| buf = io.BytesIO() | |
| canvas = FigureCanvas(fig) | |
| canvas.print_png(buf) | |
| plt.close(fig) # 关闭图形，释放资源 | |
| # 将字节流转换为PIL Image | |
| image_png = Image.open(buf) | |
| # 绘制并返回结果图片和类别计数图表 | |
| for i, r in enumerate(results): | |
| # Plot results image | |
| im_bgr = r.plot() # BGR-order numpy array | |
| im_rgb = Image.fromarray(im_bgr[..., ::-1]) # RGB-order PIL image | |
| # Show results to screen (in supported environments) | |
| return im_rgb | |
| base_conf, base_iou = 0.25, 0.45 | |
| title = "基于改进YOLOv8算法的工业瑕疵辅助检测系统" | |
| des = "鼠标点击上传图片即可检测缺陷，可通过鼠标调整预测置信度，还可点击网页最下方示例图片进行预测" | |
| interface = gr.Interface( | |
| inputs=['image', gr.Slider(maximum=1, minimum=0, value=base_conf), gr.Slider(maximum=1, minimum=0, value=base_iou)], | |
| outputs=["image"], fn=predict, title=title, description=des, | |
| examples=[["example1.jpg", base_conf, base_iou], | |
| ["example2.jpg", base_conf, base_iou], | |
| ["example3.jpg", base_conf, base_iou]]) | |
| interface.launch()"> </div> <div class="space-y-4 border-t border-gray-200 p-4"><h2 class="font-semibold" _msttexthash="10960118" _msthash="32">提出更改</h2> <input autocomplete="off" class="form-input" name="summary" placeholder="创建新文件" type="text" disabled="" _mstplaceholder="229541" _msthash="33"> <div class="overflow-hidden rounded-lg border border-gray-200 bg-white "><div class="flex h-9 items-center justify-between border-b border-gray-200 from-gray-100-to-white bg-linear-to-t"><div class="flex h-full items-stretch"><button class="tab active" type="button" _msttexthash="6782906" _msthash="34">编辑</button><button class="tab " type="button" _msttexthash="7221292" _msthash="35">预览</button></div> <div></div></div> <div class="p-4"> <div class="contents"><textarea class="form-input peer relative !mt-0 min-h-[140px] w-full resize-none overflow-y-hidden !rounded-b-none !border-b-0 px-3 pb-3 pt-2 " placeholder="添加扩展描述..." rows="3" disabled="" _mstplaceholder="671216" _msthash="36" style="height: 138px;"></textarea> </div> <label class="border-t-1 flex cursor-default items-center rounded-b-lg border-b-2 border-l-2 border-r-2 border-gray-200 px-2.5 py-1.5 text-sm text-gray-400 shadow-sm cursor-not-allowed opacity-70"><svg class="flex-none text-sm mr-1.5 text-gray-300 dark:text-gray-500" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path fill="currentColor" d="M19 2H5a3.009 3.009 0 0 0-3 3v8.86l3.88-3.88a3.075 3.075 0 0 1 4.24 0l2.871 2.887l.888-.888a3.008 3.008 0 0 1 4.242 0L22 15.86V5a3.009 3.009 0 0 0-3-3z" opacity=".5"></path><path fill="currentColor" d="M10.12 9.98a3.075 3.075 0 0 0-4.24 0L2 13.86V19a3.009 3.009 0 0 0 3 3h14a3 3 0 0 0 2.16-.92L10.12 9.98z"></path><path fill="currentColor" d="m22 15.858l-3.879-3.879a3.008 3.008 0 0 0-4.242 0l-.888.888l8.165 8.209c.542-.555.845-1.3.844-2.076v-3.142z" opacity=".25"></path></svg> <div class="hidden md:block" _msttexthash="193852490" _msthash="37">通过拖动文本输入、粘贴或<span class="cursor-pointer underline" _istranslated="1">单击此处</span>来上传图像、音频和视频。</div> <div class="md:hidden" _msttexthash="795626" _msthidden="1" _msthash="38">Tap or paste here to upload images</div> <input accept="image/png, image/jpeg, image/gif, image/webp, video/mp4, video/quicktime, video/webm, audio/mpeg, audio/wav" class="hidden" type="file" disabled="" multiple=""></label></div> </div> <div class="flex space-x-2"><button class="btn" type="submit" disabled="" _msttexthash="4632316" _msthash="39">提交 Pull Request</button> <a class="btn" href="https://huggingface.co/spaces/llzzyy233/Defect_detection/tree/main" _msttexthash="4869202" _msthash="40">取消</a></div></div></div></form></div></section></div></main> | |
| </div> | |
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iconify iconify--i" width="1em" height="1em" viewBox="0 0 16 16"><path fill="currentColor" d="M13.25 2a.75.75 0 010 1.5h-4.5v9.75a.75.75 0 01-.648.743L8 14a.75.75 0 01-.75-.75V3.5h-4.5a.75.75 0 01-.743-.648L2 2.75A.75.75 0 012.75 2z"></path></svg></div><!----></span><i class="mx-[4px] inline-block h-[12px] w-0" style="border: 1.2px solid rgb(238, 238, 238);"></i><span class="hover:border-transparent mx-[8px] inline-flex h-[24px] cursor-pointer items-center justify-center whitespace-nowrap rounded-[6px] border border-color-m2/[0.06] px-[8px] text-[12px] font-medium leading-[16px] text-color-blue transition-colors hover:bg-color-blue/[0.06]" _msttexthash="5866315" _msthidden="1" _msthash="42"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="hi-iconify mr-[4px] text-[16px] leading-[16px] mr-[4px] text-[16px] leading-[16px] iconify iconify--i" width="1em" height="1em" viewBox="0 0 16 16"><g fill="currentColor"><path fill-rule="evenodd" d="M15 8A7 7 0 101 8v3.154c0 1.338.14 1.822.4 2.311.262.49.646.873 1.135 1.134.489.262.974.401 2.31.401H8a7 7 0 007-7M2.5 8A5.5 5.5 0 118 13.5H4.846c-.993 0-1.295-.058-1.604-.223a1.23 1.23 0 01-.519-.52c-.153-.286-.214-.567-.222-1.4z"></path><path d="M10.25 7.25a.75.75 0 010 1.5h-4.5a.75.75 0 010-1.5z"></path><path d="M8.75 10.25a.75.75 0 01-1.5 0v-4.5a.75.75 0 011.5 0z"></path></g></svg> 对话 </span><!----><i class="mx-[4px] inline-block h-[12px] w-0" style="border: 1.2px solid rgb(238, 238, 238);"></i><span class="ml-[4px] flex items-center gap-x-[8px]"><div class="s-trans cursor-pointer rounded-[6px] p-[4px] leading-[0] transition-colors hover:bg-color-m2/[0.06]"><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="hi-iconify text-[16px] leading-[16px] text-color-t2 text-[16px] leading-[16px] text-color-t2 iconify iconify--i" width="1em" height="1em" viewBox="0 0 16 16"><g fill="currentColor"><path 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| :host { | |
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| } | |
| </style><div class="module-app" data-v-app=""><!----></div></template></wetab-chat-contextmenu></div><iframe name="__privateStripeMetricsController3860" frameborder="0" allowtransparency="true" scrolling="no" role="presentation" allow="payment *" src="./app_files/m-outer-3437aaddcdf6922d623e172c2d6f9278.html" aria-hidden="true" tabindex="-1" style="border: none !important; margin: 0px !important; padding: 0px !important; width: 1px !important; min-width: 100% !important; overflow: hidden !important; display: block !important; visibility: hidden !important; position: fixed !important; height: 1px !important; pointer-events: none !important; user-select: none !important;"></iframe></body></html> |