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+ resultscheckpoint-144model-144model.safetensors filter=lfs diff=lfs merge=lfs -text
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+ resultscheckpoint-144optimizer.pt filter=lfs diff=lfs merge=lfs -text
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+ results/checkpoint-144/model.safetensors filter=lfs diff=lfs merge=lfs -text
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+ results/checkpoint-144/optimizer.pt filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
__pycache__/main.cpython-313.pyc ADDED
Binary file (3.93 kB). View file
 
__pycache__/test_model.cpython-313.pyc ADDED
Binary file (5.43 kB). View file
 
__pycache__/test_model1.cpython-313.pyc ADDED
Binary file (3.93 kB). View file
 
app.py ADDED
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+ from flask import Flask, request, send_file, render_template
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+ from main import create_docx_from_text
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+ import os
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+
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+ app = Flask(__name__)
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+
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+ @app.route('/')
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+ def index():
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+ return render_template('index.html')
10
+
11
+ @app.route('/process', methods=['POST'])
12
+ def process():
13
+ try:
14
+ user_text = request.form['text']
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+ create_docx_from_text(user_text)
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+
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+ output_path = os.path.abspath("output.docx")
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+ print("📄 Абсолютный путь к файлу:", output_path)
19
+
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+ if not os.path.exists(output_path):
21
+ raise FileNotFoundError(f"Файл не найден: {output_path}")
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+
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+ return send_file(output_path, as_attachment=True, download_name="output.docx")
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+
25
+ except Exception as e:
26
+ print("❌ Ошибка при обработке текста:", str(e))
27
+ return f"Ошибка при обработке текста: {str(e)}", 500
28
+
29
+ if __name__ == '__main__':
30
+ app.run(debug=True)
main.py ADDED
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+ from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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+ import torch
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+ from docx import Document
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+ from docx.enum.text import WD_ALIGN_PARAGRAPH
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+ import os
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+
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+ # Определите, где запускается код (CPU или GPU)
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+ device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
9
+ print(f"Используем устройство: {device}")
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+
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+ # Загрузите обученную модель и токенизатор
12
+ model_name = "C:\\Users\\khape\\Documents\\GitHub\\neuro-formatter\\results\checkpoint-144"
13
+
14
+ try:
15
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
16
+ model = AutoModelForSeq2SeqLM.from_pretrained(model_name).to(device)
17
+ print("✅ Модель и токенизатор успешно загружены")
18
+ except Exception as e:
19
+ print(f"❌ Ошибка при загрузке модели: {e}")
20
+ exit()
21
+
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+ # 🧠 Функция для генерации заголовка и текста
23
+ def generate_title_and_split_text(text, model, tokenizer):
24
+ input_text = "summarize: " + text
25
+ input_tokenized = tokenizer(
26
+ input_text,
27
+ max_length=4096,
28
+ padding="max_length",
29
+ truncation=True,
30
+ return_tensors="pt"
31
+ ).to(device)
32
+
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+ generated_output = model.generate(
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+ input_ids=input_tokenized.input_ids,
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+ attention_mask=input_tokenized.attention_mask,
36
+ max_length=512,
37
+ num_beams=5,
38
+ temperature=1.0
39
+ )
40
+
41
+ predicted_summary = tokenizer.decode(generated_output[0], skip_special_tokens=True)
42
+
43
+ # Пытаемся извлечь заголовок
44
+ try:
45
+ header_start = predicted_summary.index("[HEADER] ") + len("[HEADER] ")
46
+ header_end = predicted_summary.index(" [NEW_PARAGRAPH] ")
47
+ header = predicted_summary[header_start:header_end]
48
+ except ValueError:
49
+ words = text.split()
50
+ header = " ".join(words[:7])
51
+
52
+ # Форматирование текста
53
+ formatted_text = text.replace(". ", ".\n[NEW_PARAGRAPH] ")
54
+ formatted_text = formatted_text.replace("[NEW_PARAGRAPH]", "\t")
55
+
56
+ return header, formatted_text
57
+
58
+ # 📄 Функция для Flask (и ручного запуска)
59
+ def create_docx_from_text(text):
60
+ print("⚙️ create_docx_from_text() вызвана")
61
+ header, formatted_text = generate_title_and_split_text(text, model, tokenizer)
62
+
63
+ paragraphs = formatted_text.split('\n[NEW_PARAGRAPH]\t')
64
+ formatted_text_with_spaces = "\n\n".join([" " + p for p in paragraphs])
65
+
66
+ document = Document()
67
+ heading = document.add_heading(header, level=1)
68
+ heading.alignment = WD_ALIGN_PARAGRAPH.CENTER
69
+ document.add_paragraph(formatted_text_with_spaces)
70
+
71
+ output_path = os.path.abspath("output.docx")
72
+ document.save(output_path)
73
+ print(f"✅ output.docx успешно создан: {output_path}")
74
+
75
+ # 🔍 Пример запуска
76
+ if __name__ == "__main__":
77
+ sample_text = "Пример текста, который будет обработан моделью."
78
+ create_docx_from_text(sample_text)
output.docx ADDED
Binary file (40 kB). View file
 
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+ {
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+ "architectures": [
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+ "LongT5ForConditionalGeneration"
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+ ],
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+ "d_ff": 2048,
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+ "d_kv": 64,
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+ "d_model": 768,
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+ "decoder_start_token_id": 0,
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+ "dense_act_fn": "gelu_new",
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+ "dropout_rate": 0.1,
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+ "encoder_attention_type": "local",
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+ "eos_token_id": 1,
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+ "feed_forward_proj": "gated-gelu",
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+ "global_block_size": 16,
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+ "initializer_factor": 1.0,
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+ "is_encoder_decoder": true,
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+ "is_gated_act": true,
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+ "layer_norm_epsilon": 1e-06,
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+ "local_radius": 127,
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+ "model_type": "longt5",
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+ "n_positions": 4096,
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+ "num_decoder_layers": 12,
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+ "num_heads": 12,
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+ "num_layers": 12,
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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "relative_attention_max_distance": 128,
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+ "relative_attention_num_buckets": 32,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.52.2",
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+ "use_cache": true,
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+ "vocab_size": 32102
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+ }
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results/checkpoint-144/rng_state.pth ADDED
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+ "<extra_id_97>",
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+ "<extra_id_99>"
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+ ],
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "</s>",
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+ "extra_ids": 100,
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+ "extra_special_tokens": {},
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+ "model_max_length": 1000000000000000019884624838656,
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+ "pad_token": "<pad>",
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+ "tokenizer_class": "T5Tokenizer",
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+ "unk_token": "<unk>"
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+ }
results/checkpoint-144/trainer_state.json ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "best_global_step": null,
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+ "best_metric": null,
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+ "best_model_checkpoint": null,
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+ "epoch": 3.0,
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+ "eval_steps": 500,
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+ "global_step": 18,
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+ "is_hyper_param_search": false,
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+ "is_local_process_zero": true,
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+ "is_world_process_zero": true,
11
+ "log_history": [],
12
+ "logging_steps": 100,
13
+ "max_steps": 18,
14
+ "num_input_tokens_seen": 0,
15
+ "num_train_epochs": 3,
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+ "save_steps": 2,
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+ "stateful_callbacks": {
18
+ "TrainerControl": {
19
+ "args": {
20
+ "should_epoch_stop": false,
21
+ "should_evaluate": false,
22
+ "should_log": false,
23
+ "should_save": true,
24
+ "should_training_stop": true
25
+ },
26
+ "attributes": {}
27
+ }
28
+ },
29
+ "total_flos": 195138363064320.0,
30
+ "train_batch_size": 2,
31
+ "trial_name": null,
32
+ "trial_params": null
33
+ }
results/checkpoint-144/training_args.bin ADDED
Binary file (5.65 kB). View file
 
static/script.js ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ function register() {
2
+ const email = document.getElementById('regEmail').value;
3
+ const password = document.getElementById('regPassword').value;
4
+
5
+ if (!email || !password) {
6
+ alert('Please fill in all fields.');
7
+ return;
8
+ }
9
+
10
+ localStorage.setItem('userEmail', email);
11
+ localStorage.setItem('userPassword', password);
12
+ window.location.href = 'login.html';
13
+ }
14
+
15
+ function login() {
16
+ const email = document.getElementById('logEmail').value;
17
+ const password = document.getElementById('logPassword').value;
18
+
19
+ const storedEmail = localStorage.getItem('userEmail');
20
+ const storedPassword = localStorage.getItem('userPassword');
21
+
22
+ if (email === storedEmail && password === storedPassword) {
23
+ localStorage.setItem('loggedIn', true);
24
+ window.location.href = 'index.html';
25
+ } else {
26
+ alert('Invalid credentials.');
27
+ }
28
+ }
static/style.css ADDED
@@ -0,0 +1,174 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ body {
2
+ margin: 0;
3
+ font-family: 'Segoe UI', sans-serif;
4
+ background: linear-gradient(to bottom right, #ffffff, #f3f1ff);
5
+ height: 100vh;
6
+ overflow: hidden;
7
+ display: flex;
8
+ flex-direction: column;
9
+ }
10
+
11
+ .header {
12
+ display: flex;
13
+ justify-content: space-between;
14
+ align-items: center;
15
+ padding: 1rem 2rem;
16
+ background-color: #fff;
17
+ border-bottom: 1px solid #eee;
18
+ }
19
+
20
+ .logo {
21
+ display: flex;
22
+ align-items: center;
23
+ gap: 0.75rem;
24
+ }
25
+
26
+ .logo img {
27
+ height: 40px;
28
+ }
29
+
30
+ .buttons {
31
+ display: flex;
32
+ gap: 1rem;
33
+ }
34
+
35
+ .buttons button {
36
+ padding: 0.5rem 1.25rem;
37
+ border: 1px solid #ccc;
38
+ border-radius: 20px;
39
+ cursor: pointer;
40
+ font-weight: 500;
41
+ }
42
+
43
+ .buttons .login-button {
44
+ background: linear-gradient(91deg,
45
+ rgba(167, 255, 239, 0.3) 0%,
46
+ rgba(255, 210, 223, 0.25) 18%,
47
+ rgba(153, 255, 194, 0.18) 40%,
48
+ rgba(96, 139, 204, 0.09) 70%,
49
+ rgba(255, 153, 0, 0) 100%);
50
+ }
51
+
52
+ .buttons .create-button {
53
+ background: linear-gradient(91deg,
54
+ rgba(167, 255, 239, 0.7) 0%,
55
+ rgba(255, 210, 223, 0.58) 18%,
56
+ rgba(153, 255, 194, 0.42) 40%,
57
+ rgba(96, 139, 204, 0.21) 70%,
58
+ rgba(255, 153, 0, 0) 100%);
59
+ }
60
+
61
+ .main-container {
62
+ display: flex;
63
+ flex: 1;
64
+ overflow: hidden;
65
+ }
66
+
67
+ .left-sidebar {
68
+ width: 15%;
69
+ padding: 1rem;
70
+ display: flex;
71
+ flex-direction: column;
72
+ gap: 1rem;
73
+ }
74
+
75
+ .right-sidebar {
76
+ width: 20%;
77
+ padding: 1rem;
78
+ display: flex;
79
+ flex-direction: column;
80
+ gap: 1rem;
81
+ }
82
+ .sidebar-card {
83
+ flex: 1;
84
+ background: linear-gradient(to bottom right, #fff, #f4efff);
85
+ border-radius: 16px;
86
+ padding: 1rem;
87
+ box-shadow: 0 4px 16px rgba(0, 0, 0, 0.05);
88
+ display: flex;
89
+ align-items: center;
90
+ justify-content: center;
91
+ text-align: center;
92
+ }
93
+
94
+ .chat-section {
95
+ flex: 1;
96
+ position: relative;
97
+ padding: 2rem;
98
+ display: flex;
99
+ flex-direction: column;
100
+ justify-content: flex-end;
101
+ background: radial-gradient(circle at 70% 30%, #f5f3ff, #ffffff);
102
+ }
103
+
104
+ .chat-header {
105
+ text-align: center;
106
+ margin-bottom: 20rem;
107
+ font-size: 1.25rem;
108
+ }
109
+
110
+ .chat-header .sparkles {
111
+ font-size: 1.5rem;
112
+ display: block;
113
+ }
114
+
115
+ .chat-window {
116
+ overflow-y: auto;
117
+ max-height: 900px;
118
+ margin-bottom: 1rem;
119
+ display: flex;
120
+ flex-direction: column;
121
+ gap: 0.75rem;
122
+ }
123
+
124
+ .message {
125
+ max-width: 70%;
126
+ padding: 1rem;
127
+ border-radius: 12px;
128
+ font-size: 0.95rem;
129
+ line-height: 1.4;
130
+ }
131
+
132
+ .message.user {
133
+ background: #ffffff;
134
+ align-self: flex-end;
135
+ }
136
+
137
+ .message.ai {
138
+ background: #f4efff;
139
+ align-self: flex-start;
140
+ }
141
+
142
+ .chat-input {
143
+ display: flex;
144
+ align-items: center;
145
+ gap: 0.5rem;
146
+ }
147
+
148
+ .chat-input input {
149
+ flex: 1;
150
+ padding: 0.75rem 1rem;
151
+ border: 1px solid #ccc;
152
+ border-radius: 25px;
153
+ }
154
+
155
+ .chat-input button {
156
+ background: none;
157
+ border: none;
158
+ font-size: 1.25rem;
159
+ cursor: pointer;
160
+ }
161
+
162
+ .social-icons {
163
+ position: absolute;
164
+ bottom: 1rem;
165
+ right: 2rem;
166
+ display: flex;
167
+ gap: 1.5rem;
168
+ }
169
+
170
+ .social-icons a {
171
+ color: #444;
172
+ font-size: 1.5rem;
173
+ }
174
+
templates/index.html ADDED
@@ -0,0 +1,90 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html lang="en">
3
+
4
+ <head>
5
+ <meta charset="UTF-8">
6
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
7
+ <title>Neuro Formatter</title>
8
+ <link rel="stylesheet" href="{{ url_for('static', filename='style.css') }}">
9
+ <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css">
10
+ </head>
11
+ <body>
12
+ <header class="header">
13
+ <div class="logo">
14
+ <img src="https://c.animaapp.com/fKcvUkrz/img/logo@2x.png" alt="Logo">
15
+ <img src="https://c.animaapp.com/fKcvUkrz/img/brand-name@2x.png" alt="brand-name"/>
16
+ </div>
17
+ <div class="buttons">
18
+ <a href="login.html" target="_blank"><button class="login-button">Login</button></a>
19
+ <a href="register.html" target="_blank"><button class="create-button">Create account</button></a>
20
+ </div>
21
+ </header>
22
+
23
+ <main class="main-container">
24
+ <aside class="left-sidebar">
25
+ <div class="sidebar-card">This could be your ad</div>
26
+ <div class="sidebar-card">This could be your ad</div>
27
+ </aside>
28
+
29
+ <section class="chat-section">
30
+ <div class="chat-window">
31
+ <div class="chat-header">
32
+ <span class="sparkles">✨</span>
33
+ <h2>Just relax and enjoy the era you were born into</h2>
34
+ </div>
35
+ <div class="message user">What can I ask you to do?</div>
36
+ <div class="message ai">
37
+ <strong>NF AI</strong><br>
38
+ Great question! You can ask for my help with the following:
39
+ <ol>
40
+ <li>I can come up with a title for your text.</li>
41
+ <li>I can break your text into meaningful paragraphs</li>
42
+ </ol>
43
+ </div>
44
+ </div>
45
+
46
+ <div class="chat-input">
47
+ <form id="textForm">
48
+ <input type="text" name="text" placeholder="Send me your text" required>
49
+ <button type="submit"><i class="fa-solid fa-paper-plane"></i></button>
50
+ </form>
51
+ </div>
52
+ </section>
53
+
54
+ <aside class="right-sidebar">
55
+ <div class="social-icons">
56
+ <a href="#" target="_blank"><i class="fab fa-tiktok"></i></a>
57
+ <a href="#" target="_blank"><i class="fab fa-vk"></i></a>
58
+ <a href="#" target="_blank"><i class="fab fa-telegram"></i></a>
59
+ <a href="#" target="_blank"><i class="fas fa-envelope"></i></a>
60
+ </div>
61
+ </aside>
62
+ </main>
63
+
64
+ <script>
65
+ document.getElementById('textForm').addEventListener('submit', async function (e) {
66
+ e.preventDefault();
67
+ const formData = new FormData(this);
68
+
69
+ const response = await fetch('/process', {
70
+ method: 'POST',
71
+ body: formData
72
+ });
73
+
74
+ if (response.ok) {
75
+ const blob = await response.blob();
76
+ const url = window.URL.createObjectURL(blob);
77
+ const a = document.createElement('a');
78
+ a.href = url;
79
+ a.download = 'output.docx'; // Изменено тут
80
+ document.body.appendChild(a);
81
+ a.click();
82
+ a.remove();
83
+ } else {
84
+ alert('Ошибка при обработке запроса');
85
+ }
86
+ });
87
+ </script>
88
+
89
+ </body>
90
+ </html>
templates/login.html ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html lang="en">
3
+
4
+ <head>
5
+ <meta charset="UTF-8" />
6
+ <title>Login</title>
7
+ <link rel="stylesheet" href="zstyle.css" />
8
+ </head>
9
+
10
+ <body>
11
+ <div class="container">
12
+ <h2>Login</h2>
13
+ <input type="email" id="logEmail" placeholder="Email" />
14
+ <input type="password" id="logPassword" placeholder="Password" />
15
+ <button onclick="login()">Login</button>
16
+ <p>Don't have an account? <a href="register.html">Register</a></p>
17
+ </div>
18
+
19
+ <script src="script.js"></script>
20
+ </body>
21
+
22
+ </html>
templates/register.html ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html lang="en">
3
+
4
+ <head>
5
+ <meta charset="UTF-8" />
6
+ <title>Register</title>
7
+ <link rel="stylesheet" href="zstyle.css" />
8
+ </head>
9
+
10
+ <body>
11
+ <div class="container">
12
+ <h2>Register</h2>
13
+ <input type="email" id="regEmail" placeholder="Email" />
14
+ <input type="password" id="regPassword" placeholder="Password" />
15
+ <button onclick="register()">Create Account</button>
16
+ <p>Already have an account? <a href="login.html">Login</a></p>
17
+ </div>
18
+
19
+ <script src="script.js"></script>
20
+ </body>
21
+
22
+ </html>