File size: 17,813 Bytes
0e038f6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
f82a622
 
0e038f6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
c745370
0e038f6
 
c745370
0e038f6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
// frontend/src/App.jsx
import React, { useState, useCallback, useMemo } from 'react';

// Inline SVG Icons
const IconUpload = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><path d="M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4"/><polyline points="17 8 12 3 7 8"/><line x1="12" x2="12" y1="3" y2="15"/></svg>;
const IconCpu = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><rect x="4" y="4" width="16" height="16" rx="2" ry="2"/><rect x="9" y="9" width="6" height="6"/><path d="M15 2v2"/><path d="M15 20v2"/><path d="M2 15h2"/><path d="M20 15h2"/></svg>;
const IconCheckCircle = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><path d="M22 11.08V12a10 10 0 1 1-5.93-9.14"/><polyline points="22 4 12 14.01 9 11.01"/></svg>;
const IconXCircle = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><circle cx="12" cy="12" r="10"/><path d="m15 9-6 6"/><path d="m9 9 6 6"/></svg>;
const IconLoader = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><path d="M12 2v4"/><path d="m16.2 7.8 2.8-2.8"/><path d="M18 12h4"/><path d="m19.72 19.72-2.8-2.8"/><path d="M12 18v4"/><path d="m4.22 19.78 2.8-2.8"/><path d="M2 12h4"/><path d="m4.22 4.22 2.8 2.8"/></svg>;
const IconBrain = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><path d="M12 2a2 2 0 0 0-2 2v10a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V4a2 2 0 0 0-2-2"/><path d="M20 2a2 2 0 0 1 2 2v10a2 2 0 0 1-2 2h-2a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2"/></svg>;
const IconAlertTriangle = (props) => <svg {...props} xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round"><path d="M10.29 3.86 1.82 18a2 2 0 0 0 1.71 3h16.94a2 2 0 0 0 1.71-3L13.71 3.86a2 2 0 0 0-3.42 0Z"/><line x1="12" x2="12" y1="9" y2="13"/><line x1="12" x2="12.01" y1="17" y2="17"/></svg>;

const App = () => {
  const [selectedFile, setSelectedFile] = useState(null);
  const [previewUrl, setPreviewUrl] = useState('');
  const [prediction, setPrediction] = useState(null);
  const [loading, setLoading] = useState(false);
  const [error, setError] = useState('');

  // API URL - use relative path since frontend and backend are served together
  const API_URL = '';  // Empty string means same origin

  const CLASS_INFO = useMemo(() => ({
    glioma: { name: "Glioma Tumor (Malignant)", color: "#dc2626", bg: "#fef2f2", icon: <IconAlertTriangle className="icon-sm" /> },
    meningioma: { name: "Meningioma Tumor (Benign)", color: "#ea580c", bg: "#fff7ed", icon: <IconAlertTriangle className="icon-sm" /> },
    pituitary: { name: "Pituitary Tumor (Benign)", color: "#ca8a04", bg: "#fefce8", icon: <IconAlertTriangle className="icon-sm" /> },
    notumor: { name: "No Tumor Detected", color: "#16a34a", bg: "#f0fdf4", icon: <IconCheckCircle className="icon-sm" /> },
  }), []);

  const handleFileChange = useCallback((event) => {
    const file = event.target.files[0];
    if (file) {
      setSelectedFile(file);
      setPreviewUrl(URL.createObjectURL(file));
      setPrediction(null);
      setError('');
    }
  }, []);

  const handleSubmit = async (event) => {
    event.preventDefault();

    if (!selectedFile) {
      setError('Please select an MRI image file.');
      return;
    }

    setLoading(true);
    setPrediction(null);
    setError('');

    const formData = new FormData();
    formData.append('mriImage', selectedFile);

    try {
      const response = await fetch(`${API_URL}/api/predict`, {
        method: 'POST',
        body: formData,
      });

      const data = await response.json();

      if (!response.ok) {
        throw new Error(data.detail || data.error || 'Unknown server error.');
      }

      setPrediction(data);
    } catch (err) {
      console.error('Prediction failed:', err);
      setError(`Prediction failed: ${err.message}`);
    } finally {
      setLoading(false);
    }
  };

  const ResultDisplay = ({ result }) => {
    const info = CLASS_INFO[result.predicted_class.toLowerCase()] || CLASS_INFO.notumor;
    const confidencePercent = (result.confidence * 100).toFixed(2);

    return (
      <div 
        className="result-card" 
        style={{ 
          backgroundColor: info.bg, 
          borderLeftColor: info.color 
        }}
      >
        <h3 className="result-title">
          {info.icon}
          <span className="result-title-text">Diagnosis Result</span>
        </h3>
        <div className="result-details">
          <div className="result-row result-row-border">
            <span className="result-label">Predicted Class:</span>
            <span className="result-value" style={{ color: info.color }}>{info.name}</span>
          </div>
          <div className="result-row">
            <span className="result-label">Confidence Score:</span>
            <span className="result-value result-value-indigo">{confidencePercent}%</span>
          </div>
        </div>
        
        <div className="confidence-bar-container">
          <div 
            className="confidence-bar-fill" 
            style={{ 
              width: `${confidencePercent}%`,
              backgroundColor: info.color
            }}
          ></div>
        </div>
      </div>
    );
  };

  return (
    <div className="app-container">
      <style>{`
        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@100..900&display=swap');
        
        :root {
            --color-indigo-600: #4f46e5;
            --color-indigo-700: #4338ca;
            --color-gray-900: #111827;
            --color-gray-500: #6b7280;
            --color-gray-300: #d1d5db;
            --color-white: #ffffff;
            --color-gray-100: #f3f4f6;
            --color-gray-50: #f9fafb;
            --color-red-700: #b91c1c;
            --color-red-100: #fee2e2;
        }

        * { margin: 0; padding: 0; box-sizing: border-box; }

        .app-container {
          min-height: 100vh;
          background-color: var(--color-gray-100);
          padding: 1rem;
          display: flex;
          align-items: center;
          justify-content: center;
          font-family: 'Inter', sans-serif;
        }

        .main-card {
          width: 100%;
          max-width: 900px;
          background-color: var(--color-white);
          border-radius: 1.5rem;
          box-shadow: 0 20px 25px -5px rgba(0, 0, 0, 0.1), 0 10px 10px -5px rgba(0, 0, 0, 0.04);
          padding: 2.5rem;
          border-top: 8px solid var(--color-indigo-600);
        }
        @media (max-width: 768px) { .main-card { padding: 1.5rem; } }

        .header {
          text-align: center;
          margin-bottom: 2.5rem;
        }
        .header-icon {
          color: var(--color-indigo-600);
          width: 3rem;
          height: 3rem;
          margin: 0 auto 0.75rem;
          stroke-width: 2.5;
        }
        .header-title {
          font-size: 2.25rem;
          font-weight: 800;
          color: var(--color-gray-900);
          letter-spacing: -0.025em;
        }
        .header-subtitle {
          margin-top: 0.5rem;
          font-size: 1.125rem;
          color: var(--color-gray-500);
        }
        
        .form-grid {
            display: grid;
            grid-template-columns: 1fr;
            gap: 2rem;
        }
        @media (min-width: 768px) {
            .form-grid { grid-template-columns: repeat(2, 1fr); }
        }

        .section-upload {
            padding: 1rem;
            border: 2px dashed var(--color-gray-300);
            border-radius: 0.75rem;
            transition: border-color 200ms ease-in-out;
        }
        .section-upload:hover { border-color: #6366f1; }
        .section-results {
            padding: 1rem;
            background-color: var(--color-gray-50);
            border-radius: 0.75rem;
            box-shadow: inset 0 2px 4px 0 rgba(0, 0, 0, 0.06);
        }

        .section-title {
            font-size: 1.25rem;
            font-weight: 600;
            color: var(--color-indigo-700);
            margin-bottom: 1rem;
            display: flex;
            align-items: center;
        }
        .section-title-results { color: var(--color-gray-800); }
        .section-title-results > svg { color: var(--color-indigo-700); }
        .section-title > svg {
            width: 1.25rem;
            height: 1.25rem;
            margin-right: 0.5rem;
        }

        .upload-label {
            cursor: pointer;
            display: block;
            width: 100%;
            text-align: center;
            padding: 2.5rem 0;
            background-color: var(--color-gray-50);
            border-radius: 0.5rem;
            transition: background-color 200ms ease-in-out;
        }
        .upload-label:hover { background-color: var(--color-gray-100); }
        .upload-text-strong {
            font-weight: 500;
            color: #4b5563;
        }
        .upload-text-file {
            color: var(--color-indigo-600);
            font-weight: 700;
        }
        .upload-text-muted {
            color: #9ca3af;
            font-size: 0.875rem;
            margin-top: 0.25rem;
        }
        .upload-icon {
            width: 2rem;
            height: 2rem;
            margin: 0 auto 0.5rem;
            color: #9ca3af;
        }

        .submit-button {
            width: 100%;
            margin-top: 1rem;
            padding: 0.75rem 0;
            border-radius: 0.75rem;
            font-weight: 700;
            font-size: 1.125rem;
            transition: all 300ms ease-in-out;
            box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1), 0 2px 4px -2px rgba(0, 0, 0, 0.06);
            display: flex;
            align-items: center;
            justify-content: center;
            color: var(--color-white);
            background-color: var(--color-indigo-600);
            border: none;
            cursor: pointer;
        }
        .submit-button:hover:not(:disabled) {
            background-color: var(--color-indigo-700);
            box-shadow: 0 10px 15px -3px rgba(0, 0, 0, 0.1), 0 4px 6px -4px rgba(0, 0, 0, 0.05);
        }
        .submit-button:disabled {
            background-color: #a5b4fc;
            cursor: not-allowed;
        }
        .submit-button > svg {
            width: 1.25rem;
            height: 1.25rem;
            margin-right: 0.5rem;
        }

        .preview-container { margin-bottom: 1rem; }
        .preview-label {
            font-size: 1rem;
            font-weight: 500;
            color: #4b5563;
            margin-bottom: 0.5rem;
        }
        .preview-box {
            width: 100%;
            height: 12rem;
            background-color: #e5e7eb;
            border-radius: 0.5rem;
            overflow: hidden;
            display: flex;
            align-items: center;
            justify-content: center;
            border: 1px solid var(--color-gray-300);
        }
        .preview-placeholder { color: #9ca3af; }
        .preview-image {
            object-fit: cover;
            width: 100%;
            height: 100%;
        }

        .status-message {
            padding: 0.75rem;
            border-radius: 0.5rem;
            display: flex;
            align-items: center;
            font-weight: 500;
        }
        .status-message > svg {
            width: 1.25rem;
            height: 1.25rem;
            margin-right: 0.5rem;
        }
        .status-error {
            background-color: var(--color-red-100);
            color: var(--color-red-700);
        }
        .status-info {
            background-color: #e0e7ff;
            color: var(--color-indigo-700);
        }

        .result-card {
            margin-top: 2rem;
            padding: 1.5rem;
            border-radius: 0.75rem;
            box-shadow: 0 25px 50px -12px rgba(0, 0, 0, 0.25);
            transition: all 300ms ease-in-out;
            border-left-width: 8px;
            border-style: solid;
        }
        .result-title {
            font-size: 1.5rem;
            font-weight: 700;
            margin-bottom: 1rem;
            display: flex;
            align-items: center;
        }
        .result-title-text {
            margin-left: 0.75rem;
            color: var(--color-gray-800);
        }
        .result-details {
            display: flex;
            flex-direction: column;
            gap: 0.5rem;
        }
        .result-row {
            display: flex;
            justify-content: space-between;
            align-items: center;
            padding: 0.5rem 0;
        }
        .result-row-border { border-bottom: 1px solid var(--color-gray-300); }
        .result-label {
            font-size: 1.125rem;
            font-weight: 600;
            color: #4b5563;
        }
        .result-value {
            font-size: 1.25rem;
            font-weight: 800;
        }
        .result-value-indigo {
            font-weight: 700;
            color: var(--color-indigo-700);
        }

        .confidence-bar-container {
            width: 100%;
            height: 0.75rem;
            margin-top: 1rem;
            border-radius: 9999px;
            background-color: #e5e7eb;
            overflow: hidden;
        }
        .confidence-bar-fill {
            height: 100%;
            transition: width 500ms ease-out;
        }
        
        .loader-spin {
          animation: spin 1s linear infinite;
        }
        @keyframes spin {
          from { transform: rotate(0deg); }
          to { transform: rotate(360deg); }
        }
        
        .icon-sm {
            width: 1.25rem;
            height: 1.25rem;
        }
      `}</style>
      
      <div className="main-card">
        <header className="header">
          <div className="header-icon mx-auto mb-3">
            <IconBrain className="header-icon" strokeWidth={2.5} />
          </div>
          <h1 className="header-title">
            NeuroGuard
          </h1>
          <p className="header-subtitle">
            Upload an MRI image for automated Brain tumor detection and classification.
          </p>
        </header>

        <form onSubmit={handleSubmit} className="form-grid">
          <section className="section-upload">
            <h2 className="section-title">
              <IconUpload className="icon-sm mr-2" />
              1. Upload MRI Scan
            </h2>
            
            <label htmlFor="file-upload" className="upload-label">
              {selectedFile ? (
                <p className="upload-text-strong">File Selected: <span className="upload-text-file">{selectedFile.name}</span></p>
              ) : (
                <>
                  <IconUpload className="upload-icon" />
                  <p className="upload-text-strong" style={{ color: '#4b5563' }}>Click to upload or drag & drop</p>
                  <p className="upload-text-muted">PNG, JPG, or JPEG (Max 10MB)</p>
                </>
              )}
            </label>
            <input
              id="file-upload"
              type="file"
              onChange={handleFileChange}
              accept="image/*"
              style={{ display: 'none' }}
            />
            
            <button type="submit" disabled={loading || !selectedFile} className="submit-button">
              {loading ? (
                <>
                  <IconLoader className="icon-sm mr-2 loader-spin" />
                  Analyzing...
                </>
              ) : (
                <>
                  <IconCpu className="icon-sm mr-2" />
                  Run Diagnosis
                </>
              )}
            </button>
          </section>

          <section className="section-results">
            <h2 className="section-title section-title-results">
              <IconCheckCircle className="icon-sm mr-2" />
              2. Review & Diagnosis
            </h2>

            <div className="preview-container">
              <h3 className="preview-label">Image Preview:</h3>
              <div className="preview-box">
                {previewUrl ? (
                  <img src={previewUrl} alt="MRI Preview" className="preview-image" />
                ) : (
                  <p className="preview-placeholder">Preview Area</p>
                )}
              </div>
            </div>

            {error && (
              <div className="status-message status-error">
                <IconXCircle className="icon-sm mr-2" />
                <span style={{ fontWeight: 700 }}>Error:</span> {error}
              </div>
            )}

            {prediction && <ResultDisplay result={prediction} />}

            {!loading && !prediction && !error && (
                 <div className="status-message status-info">
                    <IconBrain className="icon-sm mr-2" />
                    Upload an image and click "Run Diagnosis" to begin analysis.
                </div>
            )}
          </section>
        </form>
      </div>
    </div>
  );
};

export default App;