amrtweg/AcTora
8
1import gradio as gr2import torch3from actora import ActoraPredictor, emoji_map as actora_emoji_map4import warnings5warnings.filterwarnings("ignore", category=UserWarning)6import logging7logging.getLogger("transformers").setLevel(logging.ERROR)8 9device = "cuda" if torch.cuda.is_available() else "cpu"10repo_id = "amrtweg/Actora" 11 12print(f" تهيئ ActoraPredictor لتحميل النموذج من {repo_id} إلى {device}...")13predictor = ActoraPredictor(model_name_or_path=repo_id, device=device)14 15emoji_map_svg = {16 'liked': "data:image/svg+xml,%3Csvg fill='none' xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3E%3Cpath d='M16.0001 7.9996c0 4.418-3.5815 7.9996-7.9995 7.9996S.001 12.4176.001 7.9996 3.5825 0 8.0006 0C12.4186 0 16 3.5815 16 7.9996Z' fill='url(%23paint0_linear_15251_63610)'/%3E%3Cpath d='M16.0001 7.9996c0 4.418-3.5815 7.9996-7.9995 7.9996S.001 12.4176.001 7.9996 3.5825 0 8.0006 0C12.4186 0 16 3.5815 16 7.9996Z' fill='url(%23paint1_radial_15251_63610)'/%3E%3Cpath d='M16.0001 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1.16699 6.12499 1.16699 5.74999' stroke='%2365676B' stroke-width='1.5' stroke-miterlimit='10' stroke-linecap='round' stroke-linejoin='round'/%3E%3Cpath d='M14.833 7.99999C14.833 7.62499 14.833 7.24999 14.833 6.87499C14.833 6.49999 14.833 6.12499 14.833 5.74999' stroke='%2365676B' stroke-width='1.5' stroke-miterlimit='10' stroke-linecap='round' stroke-linejoin='round'/%3E%3C/svg%3E"26}27 28def predict_post_interactions(text): 29 emoji_preds = predictor.predict(text)30 return emoji_preds31 32def create_post_html_interface(post_text):33 if not post_text.strip():34 return "<div style='text-align: center; color: #888;'>الرجاء إدخال نص المنشور للتنبؤ بالتفاعلات.</div>"35 36 results_raw_with_emojis = predictor.predict(post_text)37 38 reverse_emoji_map = {v: k for k, v in actora_emoji_map.items()}39 40 results = {}41 for emoji_key, value in results_raw_with_emojis.items():42 original_key = reverse_emoji_map.get(emoji_key)43 if original_key:44 results[original_key] = value45 46 47 reactions_for_ranking = {48 k: v for k, v in results.items()49 if k not in ['comments', 'shares', 'interactions'] 50 }51 52 # نحتاج إلى ربط مفاتيح الترتيب مع SVG الصحيح53 sorted_reactions_with_svg = []54 for original_key, val in sorted(reactions_for_ranking.items(), key=lambda item: item[1], reverse=True):55 if original_key in emoji_map_svg: # للتأكد أن لدينا SVG لهذا التفاعل56 sorted_reactions_with_svg.append((emoji_map_svg[original_key], val))57 58 top_reactions = sorted_reactions_with_svg[:3]59 60 61 comments_val = results.get('comments', 0)62 shares_val = results.get('shares', 0)63 interactions_val = results.get('interactions', 0) 64 65 user_svg_icon = """66 <svg xmlns="http://www.w3.org/2000/svg" width="40" height="40" viewBox="0 0 24 24" fill="none" stroke="#4a4a4a" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">67 <path d="M20 21v-2a4 4 0 0 0-3-3.87"/>68 <path d="M4 21v-2a4 4 0 0 1 3-3.87"/>69 <circle cx="12" cy="7" r="4"/>70 </svg>71 """72 73 html_content = f"""74 <div style="font-family: 'Segoe UI', Arial, sans-serif; background:#ffffff; width:500px; padding:20px; border-radius:12px; box-shadow:0 4px 16px rgba(0,0,0,0.1); direction:rtl; margin: 20px auto; border: 1px solid #e0e2e5;">75 <div style="display: flex; align-items: center; margin-bottom: 15px;">76 {user_svg_icon}77 <div style="font-weight: bold; font-size: 16px; margin-right:10px; color:#333333;">مستخدم افتراضي</div>78 </div>79 <div style="font-size:18px; margin-bottom:15px; line-height:1.6; color:#1c1e21;">{post_text}</div>80 81 <div style="display:flex; justify-content:space-between; align-items:center; margin-bottom:10px; padding-bottom:10px; border-bottom:1px solid #e4e6eb;">82 <div style="display:flex; align-items:center; gap:5px;">83 """84 85 displayed_reactions_count = 086 for svg, val in top_reactions: # هنا svg هو مسار الـ SVG وليس اسم التفاعل87 if val > 0 and displayed_reactions_count < 3:88 html_content += f"""89 <img src="{svg}" style="width:20px; height:20px; vertical-align:middle;"/>90 """91 displayed_reactions_count += 192 93 total_positive_reactions = sum(94 val for k, val in reactions_for_ranking.items() if val > 095 )96 if total_positive_reactions > 0:97 html_content += f"""98 <span style="font-size:15px; color:#65676B; margin-right:5px;">{total_positive_reactions}</span>99 """100 101 html_content += f"""102 </div>103 <div style="display:flex; align-items:center; gap:15px;">104 """105 106 if comments_val > 0:107 html_content += f"""108 <span style="font-size:15px; color:#65676B;">{comments_val} تعليق</span>109 """110 111 if shares_val > 0:112 html_content += f"""113 <span style="font-size:15px; color:#65676B;">{shares_val} مشاركة</span>114 """115 116 html_content += f"""117 </div>118 </div>119 120 <div style="padding-top:10px; display:flex; justify-content:space-around; align-items:center; font-weight:bold; color:#65676B; border-top:1px solid #f0f2f5;">121 <div style="display:flex; align-items:center; gap:5px; cursor:pointer; padding:5px 10px; border-radius:6px; transition:background-color 0.2s ease;" onmouseover="this.style.backgroundColor='#e0e2e5';" onmouseout="this.style.backgroundColor='transparent';">122 <img src="{emoji_map_svg['liked']}" style="width:24px; height:24px; vertical-align:middle;"/>123 <span>إعجاب</span>124 </div>125 <div style="display:flex; align-items:center; gap:5px; cursor:pointer; padding:5px 10px; border-radius:6px; transition:background-color 0.2s ease;" onmouseover="this.style.backgroundColor='#e0e2e5';" onmouseout="this.style.backgroundColor='transparent';">126 <img src="{emoji_map_svg['comments']}" style="width:24px; height:24px; vertical-align:middle;"/>127 <span>تعليق</span>128 </div>129 <div style="display:flex; align-items:center; gap:5px; cursor:pointer; padding:5px 10px; border-radius:6px; transition:background-color 0.2s ease;" onmouseover="this.style.backgroundColor='#e0e2e5';" onmouseout="this.style.backgroundColor='transparent';">130 <img src="{emoji_map_svg['shares']}" style="width:24px; height:24px; vertical-align:middle;"/>131 <span>مشاركة</span>132 </div>133 </div>134 </div>135 """136 return html_content137 138iface = gr.Interface(139 fn=create_post_html_interface,140 inputs=gr.Textbox(141 lines=5,142 label="اكتب منشورك هنا",143 placeholder="ما الذي يدور في ذهنك؟",144 value="مرحبا بكم في تجربة حية لنموذج AcTora",145 elem_id="post-input-textbox" 146 ),147 outputs=gr.HTML(148 label="معاينة المنشور وتوقعات التفاعلات",149 elem_id="post-output-html" 150 ),151 title="توقع تفاعلات المنشورات",152 description="أدخل نص منشور لتوقع تفاعلاته (مثل الإعجابات والتعليقات والمشاركات).",153 live=False, 154 allow_flagging="never",155 css="""156 #post-output-html iframe {157 overflow: hidden !important;158 }159 #post-input-textbox textarea {160 min-height: 100px !important; 161 }162 .gradio-container {163 max-width: 800px; 164 margin: auto;165 }166 .gr-button.gr-button-primary {167 background-color: #0866FF !important;168 border-color: #0866FF !important;169 }170 """171)172 173iface.launch()