File size: 10,445 Bytes
1e2158c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
import React, { useState, useEffect } from 'react';
import { Search, Filter, Download, Star, Clock, Target, Cpu, HardDrive, ShieldCheck, Trash2 } from 'lucide-react';
import { useUserStore } from '@/store/userStore';
import apiService, { api } from '@/services/api';
import { useToast } from '@/contexts/ToastContext';

const CVModelHub: React.FC = () => {
  const { isDark } = useUserStore();
  const toast = useToast();
  const [searchTerm, setSearchTerm] = useState('');
  const [activeTab, setActiveTab] = useState('my_models');
  const [models, setModels] = useState<any[]>([]);
  const [isLoading, setIsLoading] = useState(false);

  useEffect(() => {
    fetchModels();
  }, []);

  const fetchModels = async () => {
    setIsLoading(true);
    try {
      const res = await api.get('/api/v1/cv/models');
      if (res.data.models) {
        setModels(res.data.models);
      }
    } catch (e) {
      // Mock models fallback
      setModels([
        { id: 'm1', name: 'YOLOv8s Helmet Detection', task: 'object_detection', mAP50: 0.942, size_mb: 22.5, tag: 'Trained', completed_at: '2026-07-27' },
        { id: 'm2', name: 'ResNet50 Brain Tumor Classifier', task: 'classification', mAP50: 0.985, size_mb: 98.1, tag: 'High Acc', completed_at: '2026-07-26' }
      ]);
    } finally {
      setIsLoading(false);
    }
  };

  const handleDownloadModel = async (modelId: string) => {
    try {
      await api.post(`/api/v1/cv/models/${modelId}/export`, { formats: ['pytorch', 'onnx'] });
      const res = await api.get(`/api/v1/cv/export/${modelId}/download`, { responseType: 'blob' });
      const url = window.URL.createObjectURL(new Blob([res.data]));
      const link = document.createElement('a');
      link.href = url;
      link.setAttribute('download', `model_${modelId}.zip`);
      document.body.appendChild(link);
      link.click();
      link.parentNode?.removeChild(link);
      toast.success('Model downloaded successfully!');
    } catch (e: any) {
      toast.error('Failed to download model.');
    }
  };

  const handleDeleteModel = (modelId: string) => {
    if (window.confirm('Are you sure you want to delete this trained model?')) {
      setModels(prev => prev.filter(m => m.id !== modelId));
      toast.success('Model deleted from hub.');
    }
  };

  const tabs = [
    { id: 'my_models', label: 'My Models' },
    { id: 'community', label: 'Community' },
    { id: 'pretrained', label: 'Pre-trained SOTA' }
  ];

  const pretrainedModels = [
    { name: 'YOLOv11x', task: 'Object Detection', mAP50: 0.985, size_mb: 180, isVerified: true, downloads: '1.2M', tag: 'SOTA' },
    { name: 'SAM 2 (Large)', task: 'Zero-Shot Segmentation', mAP50: 0.99, size_mb: 350, isVerified: true, downloads: '850K', tag: 'Meta AI' },
    { name: 'Florence-2', task: 'Vision-Language', mAP50: 0.96, size_mb: 420, isVerified: true, downloads: '500K', tag: 'Microsoft' },
    { name: 'YOLO-World', task: 'Open-Vocabulary Detection', mAP50: 0.94, size_mb: 220, isVerified: true, downloads: '410K', tag: 'Real-time' },
    { name: 'RT-DETR', task: 'Object Detection', mAP50: 0.95, size_mb: 140, isVerified: true, downloads: '320K', tag: 'Transformer' }
  ];

  const communityModels = [
    { name: 'Medical Mask Detect', task: 'Object Detection', mAP50: 0.89, size_mb: 45, author: 'Dr. Jane Smith', downloads: '12K' },
    { name: 'Retail Shelf Scanner', task: 'Object Detection', mAP50: 0.91, size_mb: 60, author: 'RetailCorp', downloads: '8K' },
    { name: 'Plant Disease Seg', task: 'Segmentation', mAP50: 0.85, size_mb: 110, author: 'AgriTech Labs', downloads: '5K' },
  ];

  const displayModels = activeTab === 'my_models' ? models : activeTab === 'community' ? communityModels : pretrainedModels;

  return (
    <div className="space-y-6">
      {/* Header Actions */}
      <div className="flex flex-col md:flex-row justify-between gap-4">
        <div className="flex-1 relative max-w-xl">
          <Search className="absolute left-3 top-1/2 -translate-y-1/2 w-4 h-4" style={{ color: 'var(--text-muted)' }} />
          <input 
            type="text" 
            placeholder="Search models by name, architecture, or task..." 
            value={searchTerm}
            onChange={(e) => setSearchTerm(e.target.value)}
            className="w-full pl-10 pr-4 py-2.5 rounded-xl border focus:ring-2 focus:ring-emerald-500/50 outline-none transition-all"
            style={{ 
              backgroundColor: 'var(--bg-card)',
              borderColor: 'var(--border-color)',
              color: 'var(--text-primary)'
            }}
          />
        </div>
        
        <div className="flex p-1 rounded-xl bg-black/5 dark:bg-white/5 border w-fit" style={{ borderColor: 'var(--border-color)' }}>
          {tabs.map((tab) => (
            <button
              key={tab.id}
              onClick={() => setActiveTab(tab.id)}
              className={`px-4 py-2 rounded-lg text-sm font-medium transition-all ${
                activeTab === tab.id 
                  ? 'bg-white dark:bg-slate-800 shadow-sm text-emerald-500' 
                  : 'hover:bg-black/5 dark:hover:bg-white/5 text-slate-500 dark:text-slate-400'
              }`}
            >
              {tab.label}
            </button>
          ))}
        </div>
      </div>

      {/* Model Grid */}
      <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 xl:grid-cols-4 gap-4">
        {displayModels.length === 0 && !isLoading ? (
          <div className="col-span-full py-12 text-center text-slate-500">
            No models found.
          </div>
        ) : (
          displayModels.map((model, i) => (
            <div key={i} className="p-5 rounded-2xl border flex flex-col transition-all hover:-translate-y-1 hover:border-emerald-500/50 hover:shadow-xl hover:shadow-emerald-500/10 group relative overflow-hidden" style={{ backgroundColor: 'var(--bg-card)', borderColor: 'var(--border-color)' }}>
              
              {model.tag && (
                <div className="absolute top-0 right-0 px-3 py-1 bg-emerald-500 text-white text-[10px] font-bold tracking-wider uppercase rounded-bl-xl">
                  {model.tag}
                </div>
              )}

              <div className="flex justify-between items-start mb-4 mt-2">
                <div className="flex-1 min-w-0 pr-2">
                  <h3 className="font-bold text-lg truncate flex items-center gap-1.5" style={{ color: 'var(--text-primary)' }}>
                    {model.name || model.config?.model?.toUpperCase() || 'Unknown Model'}
                    {model.isVerified && <ShieldCheck className="w-4 h-4 text-blue-500 shrink-0" />}
                  </h3>
                  <div className="text-xs font-mono mt-1 flex items-center gap-2">
                    <span className="text-emerald-500">{model.job_id ? model.job_id.substring(0, 8) : model.author || 'Official'}</span>
                    {model.downloads && <span className="text-slate-500">• {model.downloads} dl</span>}
                  </div>
                </div>
                <div className="flex items-center gap-1.5 opacity-0 group-hover:opacity-100 transition-all">
                  <button 
                    onClick={() => handleDownloadModel(model.id)} 
                    className="p-2 rounded-xl border bg-emerald-500/10 hover:bg-emerald-500 hover:text-white transition-all text-emerald-500" 
                    title="Download Model (.zip)"
                    style={{ borderColor: 'var(--border-color)' }}
                  >
                    <Download className="w-4 h-4" />
                  </button>
                  <button 
                    onClick={() => handleDeleteModel(model.id)} 
                    className="p-2 rounded-xl border border-red-500/20 bg-red-500/10 hover:bg-red-500 hover:text-white transition-all text-red-500" 
                    title="Delete Model"
                  >
                    <Trash2 className="w-4 h-4" />
                  </button>
                </div>
              </div>

              <div className="flex items-center gap-2 mb-5 text-xs font-medium">
                <span className="px-2.5 py-1 rounded-md bg-black/5 dark:bg-white/5 border border-black/5 dark:border-white/5" style={{ color: 'var(--text-primary)' }}>
                  {model.task || model.config?.task || 'object_detection'}
                </span>
              </div>
              
              <div className="grid grid-cols-2 gap-3 mb-5">
                <div className="p-3 rounded-xl border bg-gradient-to-br from-emerald-500/5 to-transparent flex flex-col items-center justify-center text-center transition-colors group-hover:border-emerald-500/20" style={{ borderColor: 'var(--border-color)' }}>
                  <div className="text-[10px] uppercase tracking-wider font-bold mb-1" style={{ color: 'var(--text-muted)' }}>
                    mAP50 Score
                  </div>
                  <div className="font-bold text-lg text-emerald-500 font-mono">
                    {((model.metrics?.mAP50 || model.mAP50 || 0) * 100).toFixed(1)}%
                  </div>
                </div>
                <div className="p-3 rounded-xl border bg-black/5 dark:bg-white/5 flex flex-col items-center justify-center text-center transition-colors group-hover:border-slate-500/20" style={{ borderColor: 'var(--border-color)' }}>
                  <div className="text-[10px] uppercase tracking-wider font-bold mb-1" style={{ color: 'var(--text-muted)' }}>
                    Model Size
                  </div>
                  <div className="font-bold text-lg font-mono" style={{ color: 'var(--text-primary)' }}>
                    {model.metrics?.modelSizeMB || model.size_mb || '?'} MB
                  </div>
                </div>
              </div>

              <div className="mt-auto pt-4 border-t flex items-center justify-between text-xs font-medium" style={{ borderColor: 'var(--border-color)', color: 'var(--text-muted)' }}>
                <span className="flex items-center gap-1.5"><Clock className="w-3.5 h-3.5" /> {new Date(model.completed_at || Date.now()).toLocaleDateString()}</span>
                <span className="flex items-center gap-1 text-amber-500 bg-amber-500/10 px-2 py-0.5 rounded-full"><Star className="w-3 h-3 fill-amber-500" /> 4.9</span>
              </div>
            </div>
          ))
        )}
      </div>
    </div>
  );
};

export default CVModelHub;