initial commit

README.md

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+# Flask+LSTM实现AI写诗
+
+### 前言
+基于flask+LSTM实现AI写诗。支持根据提示词续写全诗和藏头诗。
+该项目参考了《pytorch入门与实践》的教程。
+
+### 运行效果
+#### 1、首句生成
+根据提示词输入，生成诗句。提示词是基于训练数据分词后的结果，所以可能会出现提示词不在训练数据中无法生成的情况。
+![image](static/img_1.png)
+生成诗句后填写作者和诗名，点击保存即可保存到数据库中。
+![image](static/img.png)
+界面点击广场可以查看其他用户生成的诗句。
+![image](static/img_2.png)
+
+### 2、藏头诗
+eg:输入"今天天气不错"，生成的诗句为：
+![image](static/img_3.png)
+今日一气生。    
+天子行北极。    
+天府拱飞车。   
+气利纵横折。  
+不知天地地。  
+错豁三秋景。
+### 前期准备
+
+- core i7 的笔记本
+- 一个 GTX 1080ti 的显卡
+- 装上pytorch的cpu和GPU版本
+
+
+
+
+### 数据集
+
+整理好的numpy格式数据集，
+
+http://pytorch-1252820389.cosbj.myqcloud.com/tang_199.pth
+
+其中包含唐诗57580首*125字，不足和多余125字的都被补充或者截断。
+
+
+### 实现细节
+
+1. data是numpy数组，57580首*125字
+2. word2ix和ix2word都是字典类型，用于字符和序号的映射
+3. nn.Embedding层可以输入为long Tensor型的字的下标（int），输入为同样shape的词向量，下标换成了向量，其余形状不变。最重要的构造参数是num_embeddings, embedding_dim
+4. nn.LSTM主要构造参数input_size,hidden_size和num_layers，其中input_size其实就是词向量的维度，forward时输入为input和（h0,c0）,其中input为(seq_len,batch_size,input_size)，h0和c0是(num_layers $*$ num_directions, batch, hidden_size)，而forward的输出为output和(hn,cn)，一般后面一个就叫做hidden，output为(seq_len, batch, num_directions $*$ hidden_size)
+5. 在本网络中，从前往后总共经历了这么几个网络，其向量变化如下：
+    - input:(seq_len,batch_size)
+    - 经过embedding层，embeddings(input)
+    - embeds:(seq_len,batch_size,embedding_size)
+    - 经过LSTM，lstm(embeds, (h_0, c_0))，输出output，hidden
+    - output：(seq_len, batch, num_directions $*$ hidden_size)
+    - output view为(seq_len $*$ batch, num_directions $*$ hidden_size)
+    - 进过Linear层判别
+    - output：(seq_len $*$ batch, vocab_size)
+6. 具体训练时的实现方法：
+    - 输入的input为(batch_size,seq_len)
+    - data_ = data_.long().transpose(1,0).contiguous()将数据转置并且复制了一份，成了(seq_len,batch_size)
+    - 通过input_,target = data_[:-1,:],data_[1:,:]将每句话分为前n-1个字作为真正的输入，后n-1个字作为label，size都是(seq_len-1,batch_size)
+    - 经过网络，得出output：((seq_len-1) $*$ batch, vocab_size)
+    - 通过target.view(-1)将target变成((seq_len-1) $*$ batch)
+    - 这里的target不需要是一个one-hot向量，因crossEntropy不需要，直接是下标即可
+    - 然后反向传播即可
+7. 生成诗句的方法：
+    - 首字为<START>，首个hidden自动为空
+    - 如果有前缀风格，通过前缀生成hidden
+    - 在首句内部时，不使用output，仅仅不断前进得到hidden，直到首句结尾。
+    - 进入生成模式后，实际上每次调用model都生成一个字，逐渐生成前n句话。
+    - 藏头诗同理，只是在头的部分将诗句首字换掉
+
+   
+### 使用方法
+首先训练模型，然后运行app.py，访问。当然也可以直接执行app.py，使用预训练内容。
+```python
+python main.py
+```
+```python
+python app.py
+```

app.py

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+from flask import Flask, render_template, request, jsonify, redirect, url_for
+import os
+import jieba
+import random
+import sqlite3
+import datetime
+from generate import gen
+
+app = Flask(__name__)
+app.debug = True
+
+
+# 首页
+@app.route('/', methods=['GET'])
+def index():
+    return render_template('index.html')
+
+
+@app.route('/square', methods=['GET'])
+def to_square():
+    """跳转到广场页面,并从数据库中读取诗歌"""
+    # 连接数据库
+    query = request.args.get('query', '')
+    conn = sqlite3.connect('poems.db')
+    conn.row_factory = sqlite3.Row
+    c = conn.cursor()
+
+    # 查询所有诗歌
+    sql = "SELECT * FROM poems"
+    # 如果有查询条件，则添加模糊查询条件
+    if query:
+        sql += " WHERE poem LIKE '%{}%'".format(query)
+    c.execute(sql)
+    poems_db = c.fetchall()
+
+    # 关闭连接
+    conn.close()
+
+    # 将诗歌转换为具有所需属性的字典列表
+    poems = []
+    for poem_db in poems_db:
+        poem = {
+            'id': poem_db[0],
+            'author': poem_db[1],
+            'title': poem_db[2],
+            'content': poem_db[3],
+            'theme': poem_db[4],
+            'date': poem_db[5],
+            'img_path': poem_db[6]
+        }
+        poems.append(poem)
+    return render_template('square.html', poems=poems)
+
+
+@app.route('/promote', methods=['GET'])
+def promote():
+    """读取result.txt然后分词，随机返回一个词语"""
+    words = []
+    # 如果不存在promotes.txt，则从result.txt中读取并分词
+    if not os.path.exists('promotes.txt'):
+        with open('result.txt', 'r', encoding='gbk') as f:
+            for line in f.readlines():
+                # 去除"训练损失"
+                line = line.replace('训练损失', '')
+                # 用jieba分词,去除标点符号和数字仅保留中文
+                words += [word for word in jieba.cut(line) if word.isalpha()]
+        # 将分词结果写入promotes.txt
+        with open('promotes.txt', 'w', encoding='gbk') as f:
+            for word in words:
+                f.write(word + '\n')
+    # 从promotes.txt中读取词语并随机返回一个
+    with open('promotes.txt', 'r', encoding='gbk') as f:
+        words = f.readlines()
+        res = random.choice(words)
+    return jsonify({'promote': res})
+
+
+# 首页输入完后点击生成调用的函数
+@app.route('/predict', methods=['POST'])
+def predict():
+    # 接受上传的文件
+    words = request.form.get('words')
+    action = request.form.get('action')
+    action = 1 if action == '生成诗词' else 2
+    if not words:
+        return
+    # 调用模型
+    try:
+        rs = gen(words, action)
+    except:
+        rs = ['无法根据提示词【%s】写诗，请换一个提示词试试' % words]
+    # 随机返回一个static/images下的图片路径
+    img_path = "/static/image/%s" % random.choice(os.listdir('./static/image'))
+    # 返回poem.html，把gen返回的结果传过去
+    return render_template('poem.html', rs=rs, img_path=img_path)
+
+
+@app.route('/submit_poem', methods=['POST'])
+def submit_poem():
+    """诗歌生成页面-提交诗歌"""
+    author = request.form['author']
+    title = request.form['title']
+    poem = request.form['poem']
+    theme = request.form['theme']
+    img_path = request.form['img_path']
+    update_time = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')
+    # 连接数据库
+    conn = sqlite3.connect('poems.db')
+    c = conn.cursor()
+
+    # 如果没有 poems 表，创建一个
+    c.execute('''CREATE TABLE IF NOT EXISTS poems
+                 (id INTEGER PRIMARY KEY AUTOINCREMENT, author TEXT, title TEXT, poem TEXT, theme Text, img_path Text, update_time TEXT)''')
+
+    # 将诗歌插入数据库
+    c.execute("INSERT INTO poems (author, title, poem, theme, img_path, update_time) VALUES (?, ?, ?, ?, ?,?)",
+              (author, title, poem, theme, img_path, update_time))
+
+    # 提交更改并关闭连接
+    conn.commit()
+    conn.close()
+
+    return redirect(url_for('to_square'))
+
+
+@app.route('/view_poem/<int:poem_id>')
+def view_poem(poem_id):
+    """根据id查询诗歌"""
+    # 连接数据库
+    conn = sqlite3.connect('poems.db')
+    conn.row_factory = sqlite3.Row
+    c = conn.cursor()
+    # 查询诗歌
+    c.execute("SELECT * FROM poems WHERE id=?", (poem_id,))
+    poem_db = c.fetchone()
+    # 关闭连接
+    conn.close()
+    # 将诗歌转换为具有所需属性的字典列表
+    poem = {
+        'id': poem_db['id'],
+        'author': poem_db['author'],
+        'title': poem_db['title'],
+        'content': poem_db['poem'],
+        'theme': poem_db['theme'],
+        'date': poem_db['update_time'],
+        'img_path': poem_db['img_path']
+    }
+    return render_template('poem_detail.html', poem=poem)
+
+
+if __name__ == '__main__':
+    app.run(debug=True)

config.py

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+
+
+class Config(object):
+    num_layers = 3  # LSTM层数
+    data_path = 'data/'  # 诗歌的文本文件存放路径
+    pickle_path = 'tang.npz'  # 预处理好的二进制文件
+    author = None  # 只学习某位作者的诗歌
+    constrain = None  # 长度限制
+    category = 'poet.tang'  # 类别，唐诗还是宋诗歌(poet.song)
+    lr = 1e-3
+    weight_decay = 1e-4
+    use_gpu = False
+    epoch = 50
+    batch_size = 16
+    maxlen = 125  # 超过这个长度的之后字被丢弃，小于这个长度的在前面补空格
+    plot_every = 200  # 每20个batch 可视化一次
+    # use_env = True # 是否使用visodm
+    env = 'poetry'  # visdom env
+    max_gen_len = 200  # 生成诗歌最长长度
+    debug_file = '/tmp/debugp'
+    model_path = "./checkpoints/tang_new.pth"  # 预训练模型路径
+    prefix_words = '仙路尽头谁为峰？一见无始道成空。'  # 不是诗歌的组成部分，用来控制生成诗歌的意境
+    start_words = '闲云潭影日悠悠'  # 诗歌开始
+    acrostic = False  # 是否是藏头诗
+    model_prefix = 'checkpoints/tang'  # 模型保存路径
+    embedding_dim = 256
+    hidden_dim = 512

data.py

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+import numpy as np
+
+datas = np.load("tang.npz",allow_pickle=True)
+data = datas['data']
+ix2word = datas['ix2word'].item()
+print(ix2word)
+word2ix = datas['word2ix'].item()
+
+print(type(word2ix))

generate.py

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+import re
+import numpy as np
+import torch as t
+from model import PoetryModel
+from config import Config
+
+
+def gen(start_words,action):
+    print("正在初始化......")
+    datas = np.load("tang.npz", allow_pickle=True)
+    data = datas['data']
+    ix2word = datas['ix2word'].item()
+    word2ix = datas['word2ix'].item()
+    model = PoetryModel(len(ix2word), Config.embedding_dim, Config.hidden_dim)
+    model.load_state_dict(t.load(Config.model_path, 'cpu'))
+    if Config.use_gpu:
+        model.to(t.device('cuda'))
+    print("初始化完成！\n")
+    if action == 1:
+        gen_poetry = ''.join(generate(model, start_words, ix2word, word2ix))
+        arr = gen_poetry.split('。')
+    else:
+        gen_poetry = ''.join(gen_acrostic(model, start_words, ix2word, word2ix))
+        # 藏头诗根据，。分割
+        arr = re.split('，|。', gen_poetry)
+    # 将输出诗歌排列整齐
+    # arr = [i+"。" for i in arr if len(i) > 0]
+    print(arr)
+    # rs = []
+    # print(rs)
+
+    return arr
+
+
+# 给定首句生成诗歌
+def generate(model, start_words, ix2word, word2ix, prefix_words=None):
+    results = list(start_words)
+    start_words_len = len(start_words)
+    # 第一个词语是<START>
+    input = t.Tensor([word2ix['<START>']]).view(1, 1).long()
+    if Config.use_gpu:
+        input = input.cuda()
+    hidden = None
+
+    # 若有风格前缀，则先用风格前缀生成hidden
+    if prefix_words:
+        # 第一个input是<START>，后面就是prefix中的汉字
+        # 第一个hidden是None，后面就是前面生成的hidden
+        for word in prefix_words:
+            output, hidden = model(input, hidden)
+            input = input.data.new([word2ix[word]]).view(1, 1)
+
+    # 开始真正生成诗句，如果没有使用风格前缀，则hidden = None，input = <START>
+    # 否则，input就是风格前缀的最后一个词语，hidden也是生成出来的
+    for i in range(Config.max_gen_len):
+        output, hidden = model(input, hidden)
+        # print(output.shape)
+        # 如果还在诗句内部，输入就是诗句的字，不取出结果，只为了得到
+        # 最后的hidden
+        if i < start_words_len:
+            w = results[i]
+            input = input.data.new([word2ix[w]]).view(1, 1)
+        # 否则将output作为下一个input进行
+        else:
+            # print(output.data[0].topk(1))
+            top_index = output.data[0].topk(1)[1][0].item()
+            w = ix2word[top_index]
+            results.append(w)
+            input = input.data.new([top_index]).view(1, 1)
+        if w == '<EOP>':
+            del results[-1]
+            break
+    return results
+
+
+# 生成藏头诗
+def gen_acrostic(model, start_words, ix2word, word2ix, prefix_words=None):
+    result = []
+    start_words_len = len(start_words)
+    input = (t.Tensor([word2ix['<START>']]).view(1, 1).long())
+    if Config.use_gpu:
+        input = input.cuda()
+    # 指示已经生成了几句藏头诗
+    index = 0
+    pre_word = '<START>'
+    hidden = None
+
+    # 存在风格前缀，则生成hidden
+    if prefix_words:
+        for word in prefix_words:
+            output, hidden = model(input, hidden)
+            input = (input.data.new([word2ix[word]])).view(1, 1)
+
+    # 开始生成诗句
+    for i in range(Config.max_gen_len):
+        output, hidden = model(input, hidden)
+        top_index = output.data[0].topk(1)[1][0].item()
+        w = ix2word[top_index]
+        # 说明上个字是句末
+        if pre_word in {'。', '，', '?', '！', '<START>'}:
+            if index == start_words_len:
+                break
+            else:
+                w = start_words[index]
+                index += 1
+                # print(w,word2ix[w])
+                input = (input.data.new([word2ix[w]])).view(1, 1)
+        else:
+            input = (input.data.new([top_index])).view(1, 1)
+        result.append(w)
+        pre_word = w
+    return result

main.py

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+import torch as t
+import numpy as np
+from torch.utils.data import DataLoader
+from torch import nn, optim
+from model import PoetryModel
+from torchnet import meter
+import tqdm
+from config import Config
+from generate import generate
+
+
+def train():
+    if Config.use_gpu:
+        Config.device = t.device("cuda")
+    else:
+        Config.device = t.device("cpu")
+    device = Config.device
+    # 获取数据
+    datas = np.load("tang.npz", allow_pickle=True)
+    data = datas['data']
+    ix2word = datas['ix2word'].item()
+    word2ix = datas['word2ix'].item()
+    data = t.from_numpy(data)
+    dataloader = DataLoader(data,
+                            batch_size=Config.batch_size,
+                            shuffle=True,
+                            num_workers=2)
+
+    # 定义模型
+    model = PoetryModel(len(word2ix),
+                        embedding_dim=Config.embedding_dim,
+                        hidden_dim=Config.hidden_dim)
+    Configimizer = optim.Adam(model.parameters(), lr=Config.lr)
+    criterion = nn.CrossEntropyLoss()
+    if Config.model_path:
+        model.load_state_dict(t.load(Config.model_path, map_location='cpu'))
+    # 转移到相应计算设备上
+    model.to(device)
+    loss_meter = meter.AverageValueMeter()
+    # 进行训练
+    f = open('result.txt', 'a')
+    for epoch in range(Config.epoch):
+        loss_meter.reset()
+        for li, data_ in tqdm.tqdm(enumerate(dataloader)):
+            # print(data_.shape)
+            data_ = data_.long().transpose(1, 0).contiguous()
+            # 注意这里，也转移到了计算设备上
+            data_ = data_.to(device)
+            Configimizer.zero_grad()
+            # n个句子，前n-1句作为输入，后n-1句作为输出，二者一一对应
+            input_, target = data_[:-1, :], data_[1:, :]
+            output, _ = model(input_)
+            # print("Here",output.shape)
+            # 这里为什么view(-1)
+            print(target.shape, target.view(-1).shape)
+            loss = criterion(output, target.view(-1))
+            loss.backward()
+            Configimizer.step()
+            loss_meter.add(loss.item())
+            # 进行可视化
+            if (1 + li) % Config.plot_every == 0:
+                print("训练损失为%s" % (str(loss_meter.mean)))
+                f.write("训练损失为%s" % (str(loss_meter.mean)))
+                for word in list(u"春江花朝秋月夜"):
+                    gen_poetry = ''.join(generate(model, word, ix2word, word2ix))
+                    print(gen_poetry)
+                    f.write(gen_poetry)
+                    f.write("\n\n\n")
+                    f.flush()
+        t.save(model.state_dict(), '%s_%s.pth' % (Config.model_prefix, epoch))
+
+
+if __name__ == '__main__':
+    train()

model.py

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+from config import Config
+import torch.nn as nn
+
+
+class PoetryModel(nn.Module):
+    def __init__(self, vocab_size, embedding_dim, hidden_dim):
+        super(PoetryModel, self).__init__()
+        self.hidden_dim = hidden_dim
+        # 词向量层，词表大小 * 向量维度
+        self.embeddings = nn.Embedding(vocab_size, embedding_dim)
+        # 网络主要结构
+        self.lstm = nn.LSTM(embedding_dim, self.hidden_dim, num_layers=Config.num_layers)
+        # 进行分类
+        self.linear = nn.Linear(self.hidden_dim, vocab_size)
+
+    def forward(self, input, hidden=None):
+        seq_len, batch_size = input.size()
+        # print(input.shape)
+        if hidden is None:
+            h_0 = input.data.new(Config.num_layers, batch_size, self.hidden_dim).fill_(0).float()
+            c_0 = input.data.new(Config.num_layers, batch_size, self.hidden_dim).fill_(0).float()
+        else:
+            h_0, c_0 = hidden
+        # 输入 序列长度 * batch(每个汉字是一个数字下标)，
+        # 输出 序列长度 * batch * 向量维度
+        embeds = self.embeddings(input)
+        # 输出hidden的大小： 序列长度 * batch * hidden_dim
+        output, hidden = self.lstm(embeds, (h_0, c_0))
+        output = self.linear(output.view(seq_len * batch_size, -1))
+        return output, hidden

result.txt

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+训练损失为1.0104687383770943春女歌於天下白，鹦鹉尺之名似妙。玉箫舞漏传一声，一日戏成一声哭。绰呼一夜怨何人，更有一声啼声苦。一人可会巧亦歌，老弃不知何处有。不知今夕又何如，弃置东来长叹息。昔人贤者忽复谁，楚囚代妾何所为。归唐人事轻纷远，讬言美酒看如玉。看君君向堂上眠，舞声满座灯纷纷。君恩未足好专偶，胸前跌语无人言。
+
+
+江上为云尉，岷江无远路。异才及天真，尚无一时过。封侯得精已，序冽威名竟。旌麾杀臣衣，豁合从军敌。弯弓速射鹊，按虏复不已。扪翼悲不定，青山竟谁举。顷为北归心，复在千里隔。封后从风来，侧弹歌兴促。清商畅前讬，碧落含新咽。肯逐席神知，敢辞任横竞。风飘林下叶，雪缀松先色。冰扑见行文，霜光互沿灭。羞残凭轩构，中岁多屑壤。
+
+
+花开日初晴，云起水长长。上有白苹叶，下日有平塘。常恐年几回，却忆玉楼霜。花落因所之，红华湿都墙。曾无端户姿，相与除魂魄。妾既两鬓霜，羞对千万夕。能舞双髻齿，流向罗帏立。尘梦惟梦魂，月明长安月。莫忘心中事，谁能一为別。心期蓝姑儿，结根变幽草。十分十余尺，飘然任如此。胡兵不知一，虏底犹顦顇。金紫已已三，富得还方地。
+
+
+朝廷多鼎秀，供敌在文篇。翊幸朝陵隐，遭春尚可怜。十年承五友，三荐纪三贤。独有青冥外，全悬碧落前。雄游如送酒，寂寞岂辞年。暮雨风徐起，春秋草淼然。鹤鸣争白鹭，山控逐黄翎。阊阖晴光拆，琴书广士联。摧黄初狎雁，鬬盗忽辞天。蒲尾摇银剑，貂沙避玉鞭。一言甘几岁，千里望谁传。恩醉宜相望，余歌浩尔牵。
+
+
+秋光入楚山，望海遥相见。山中惬才子，处处逢修宅。开文各有数，列辟宁间制。奋驰千仞间，隐隐千峰里。明月照我袂，孤猿为谁啸。仰望如云鹏，飘飘出烟雨。兹阳信高尚，宛没从身遂。何言东游誓，却赴南林別。云雷方再握，墀树尚留旧。旧岁春草青，地静春不歇。苍苍经几年，眇然知常事。谪迹今不同，往来成山岭。
+
+
+月明午夜惊猨吹，树上垂沈两只见。满书扑面未能回，案擞金银半开掩。烟月无衣兰凄切，茅茨瀑水寒松影。未立君思廊下山，自言年长疎六句。不知何年来太谪，二年守历犹相向。我今忽见古园花，地花已徧苔藓花。尔有此松长系瓢，贫家致钱何须长。愿君不见黄金匹，持觞谢客华山去。我知天上花空红，愿君自为无穷月。明月七日看天落，星斗相看泪如雨。
+
+
+夜梦神官部衲红，今日谒皇赐一公。皇恩入门十二里，金堂馆中三百尺。两三六齿车宛微，天下按政咸祠星。北宫甫长长相促，羽盖参差高逾结。天台一闭无数寻，碎落当悬千万仞。巨鼇莫去巨沙倾，我归海上三声看。刃头一听揭天柱，又压明星九泉苑。清夜吹笙三十六，盘头更见貂毫死。一从旋飞云外堆，为谁辨得蛟龙失。阴昏通海始分离，又见离情与颜色。
+
+
+训练损失为1.1279740995168697春女朝天出，琴书汉使成。皇心每偶行，高论倍难行。魏国藩王业，封中赤笔前。贞台曾下虎，儒下每为兵。梦展河南语，心期里里生。骨如盃斗筑，诗觅颍川倾。衰老嗟何始，伤心欲问兵。长杨徒自育，日月独无营。片石孤峰翳，孤城百尺倾。瘴崖埋白日，樵女拥沧溟。客梦何时尽，安知有此名。凤凰山北女，丹诏若东倾。坐泣千杯泪，朝行一雁程。
+
+
+江南怒泽余商鱼，骥孙止饵如有何。神田虽爽水北起，马上不醉逢荆波。女书安识汉家庙，闭关此处多黄图。亚言多爱蚕不进，不料小儿驻路衢。世情鍊毛虽然困，历数守事常咨予。君今不独畏冤鸟，我性不比兽与金。金陵白日净地地，临水不复当春余。羣雄相飞不得出，欲上白鵶呼不如。君不见罗阁二十二，得即一字第一夫。莫把一珠参一语，能使世间还同无。且不见他日富？此身知此常坚然。欲知意气不肯舍，意道自道无人怜？不敢求他且同略，
+
+
+花屏涤沌石，短篠立新轩。竹牖静小藤，津凉透深楹。龙蛇起其状，呀矫争扶奔。扰扰身不食，如空且无赢。焉免有空阔，乃选其石存。既无俗物性，空存天地清。轮题自玄魄，世路何足惊。岂独此幽抱，自知性自然。上公不相许，长醉未尝明。朝谒圣明主，列谋相臾旌。世网未足免，汝生良未平。移家七十二，浩然锺扬清。羞结吕与宗，心孤无以英。脱身是明曜，安得远负迎。
+
+
+朝光九霄澹，送驾俨欲登。缇盖晨且耸，珠宫霭不胜。灶圆寒霭落，泉彻宝堂寒。彩吹凝初转，貂泉驻远霞。层标应叶素，密处与条凋。九行扶启瑞，一步下清湍。顾改尘累洽，嗟嗟世网潇。象池烦水石，邹阁六符朝。礼乐亲朝礼，雝书跪国车。县门槐树里，宫井井苗麻。颍水沿波旷，西巖碧树寒。谁堪逐星斗，从此跃天车。
+
+
+秋风褭褭滴江沙，洞口鲤鱼凫鴈槎。伤心楚客为逋客，日夜独立江上赊。徒云草树苦如雪，自醉清阴如有家。青袍白马送征帅，酒接白玉纷郊。鲁郡南曹久相访，新郎十二万户期。君应东越从名客，种得青云独在兹。君不见东皇相笑，而在清潭一足知。昨日公卿送私识，与君新赐县前诗。诗过惠少争行苦，每见芙蓉寻莫知。知君爱欢不可得，兹地忝君君未知。自言年长不相见，朱门府中有梦辞。梦语飞书慰惆怅，乞提憔悴看东时。且将严诏来东去，一
+
+
+月出水明朗，湖边霁境余。绿波当霁日，绿绢傍高岑。露涤松声远，霜秋草色疎。疎萝疎晚寺，闲吹响清渠。阮籍多相忆，琴人恣岁消。试池无木女，过树觅巢书。泽异萦长绿，天涯爱夕阴。篱分池上酌，烟煖柳多梳。牋草寒烟壁，苔鞋藓桧谿。琴书虽已再，拱劒倦长余。风吹青字对，甘封柏叶疎。云应温润腻，朝似晚茸除。为报梅花黍，从今不惜升。
+
+
+夜色尚苍苍，槐阴夹夹堂。舟航和不得，人觅问相忘。但见芳菲节，多遭交颈芳。欲成朝破疾，可媿坐为场。折柳些牋实，衔盃妬柳妆。映帘怜袖薄，牵櫂惜风飘。泊续和泥稳，香黏的的长。淋漓百色绿，两片两条香。翅褭凝幽燕，苔疎治蜜墙。照堦眉翡翠，裛露落参差。帘掩瑶庭蝶，香开绮阁妆。云屏羞箔著，月匣笑歌香。几度临南望，东郊第一行。
+
+
+训练损失为1.2157084880272562春令夙所奉，讽言仰天真。挺然从所尚，乃是苍生行。遇人虽荣晦，忧信孰复并。仰矜挺妄为，恶赋何高鸣。出门行辙迹，郁郁行乐情。所愿在闾籍，竟岁成鸿鸣。茫茫岂不行，何幸访平生。鄙贤一来叹，一旦驰而程。哀鸣入高柳，但恐风吹鸣。既逢幽旅游，孰能滞人争。进退不徒爇，猜乖无厌情。今日不见流，日与杉桐鸣。试问江湖意，淹留怀远情。沧波有遐奏，为我酬情兵。
+
+
+江南行人游客路，云中枫树黄山里。夜夜长沙为长州，咸阳道乡最高山。峨峨峨峨连山下，自听逋民谁与闲。盘头高蹄向东风，村中积麦多且闲。耕夫归来贡卖纸，书与之为杂才利。忠孝优欢岂为臣，鸣珂入我脱长吟。夫春立景皆阴殁，所恨才疎有路深。云山仰仰势自落，农斧散沓何纷纷。孤帆晚来芦荻树，迸沥如鸣暮山雪。泉疑猿鸟不复归，枫屿轻阴半时色。明月高楼万里余，淡然风雪叹蓬蒿。
+
+
+花前唤子刘为人，夫予刘项过谢身。红紫粧开杏园酒，红袖拂笼梁燕飞。此地千骑不复问，春风帐月今何似。一龙西斗五单车，云中白马海中天。自有龙颜来照掌，东西王母亦希甄。五言不料一丸卖，焉肯骄犀出帝庭。龙场岂属骄凡圃，貌似黔王与后宫。日月如眉成负宝，一生依约觅风牋。不如一控凫歌坰，洪泓一日浮云烟。铺三可汗惟侯道，一粒沧洲一何益。
+
+
+朝光四野平，耿耿瑶台烛。高堂陪客酣，到我心怀抱。羣公下西岳，言与东柯隔。魏政昔老春，而今终在己。遂忘黄河上，始立鸞凤翼。蹉跎岁已久，扰扰簪裾会。我来考雅人，感激情多益。相逢少盛推，属巷君欣俯。赏谢时危迹，形骸忽纶冪。时哉趣不遇，返见名且矣。喜见一夫书，便归山寺事。草堂惟即在，归来多晏放。如见无限依，聊祛贤者费。
+
+
+秋天何，杳冥冥际，苍苍风雪，挹画沧溟，浪底龙蛇。汉水平，两相随。忽背漾，船与溆，有萦岸。江自晚，队无杜。倒树谁曾几清坐，仙人笑语皆相得。古寺峯峦共夜深，石猨不语看又下。已得丹青结掌中，资头大与团团假只。药一手中名犹在，莫著红衫换颜色。自笑初传天子看，送君始得寻常地。今年九华非故乡，始能邀得春雨章。临池偶见丹墀出，不羨名山游杼来。予方一笑相寻去，每到玄发长安死。今年游客正相望，与主游舟在何事。
+
+
+月岛笼空远，山居觉夜微。独吟还望晚，迟与少年违。晚桂生虚谢，伤花下自稀。地偏多雨冽，林动有余辉。丝合鱼翻溢，禽栖鸟雀依。麝滋滋箨净，芳荣胜菊微。暖汎抽丝被，枯生露烬晞。数擡红点绽，浅绽百株醅。断吐莺啼柳，深含舞豆衣。惹花啼晚思，遶叶下声微。撩倒春湾水，垂鞭向酒闱。
+
+
+夜色尚苍苍，烟光满碧桑。云从天上色，月漾水中行。出谷光将盛，羣天日当晴。云当莺啭歛，花密岭莺轻。谷鸟啼莺语，津鵶作雨声。雀声眠啸鄂，棠树別迷莺。疾雨飘柔櫂，荒松避旅声。自能怜羽翮，无复伴鹓萍。瘴口山皆暝，呼家雁唼鸣。旅篷龟漉栗，远戍马渔撑。烽暖蚕啼客，江寒酒滞声。两京俱惜晚，公皓此时平。
+
+
+训练损失为1.2858442902565013春令咸平城，东南九万里。登攀数百丈，歘为六月绝。云树列干阴，风云满葱蒨。登临登眺门，端坐属昭起。卷扫咸川道，回输大川伯。敛涩见神游，登攀奉明略？罢言非忍辨，宸心绝其祗。海上时来烽，河边辨归步。天雨到林间，郊荒正平土。行当望季岭，指见迁顦顇。圣朝有佳期，道广在三谷。固无一灵宝，悬悬空浩浩。颓龄复已重，日夕劳车马。
+
+
+江上为桑叶，年年见客心。红缨络马闹，挟珮相讥任。水气横峻门，鵰鹗扬笳吟。五司按飞盖，五马来欹临。君子负壮烈，不惧尧山冤。仁义诚自合，训期竟何辜。笙歌凤池南，弱戏迭以骞。恸哭燕赵姝，泪蟠廉不贫。解结千载甲，充谋耀天钧。尧壽不为贤，由来不为余。子生事且勿，谏韵或有余。泽旱谅已苏，拔为怨沈存。愿将世心意，永示沧浪吟。
+
+
+花开日月明，登高直平一。合沓通炎气，开卷当朝谒。怒视在昭阳，前严广屏广。翠微映疎篠，绮靡滋风露。鸟兽徧太霄，龙潭横洛渚。荣华翊炎陆，婉若朝汉右。圭芳谅寂灭，遗烬有禾黍。海石宁崇花，天山渺如水。千花夹万寻，万壑通溟口。竹风足靡物，虹烟倏浩浩。靡靡见清浊，萧条足清旷。北望惬神仙，樵歌视林宇。
+
+
+朝光四原悬，东方日日明。骅骝卷河北，矫浪如星争。娥飞拆百卉，庆转成华城。秦魏昔所已，伊谷不可鸣。我耕茍其养，力济求天生。三江霖惨漫，一火恣饥行。时危苦不捷，汗血随所倾。慈良与爪泽，得已充国倾。国之政伤损，济险心弥盟。取之谅无敌，邦唐实无疆。郊宇昭昭昭祉，时规以殷更。圣德咸英合，冲川庶协成。
+
+
+秋光歘吸月昭昭，六月朝朝一见加。丝竹无声承露，泠泠偃静恣思些。起烟深处生风叶，细浪轻烟扑钓廊。凿树攀云迷野寺，当巢依守入危墙。万里夷泷横戏见，千峰寒雨泊潇湘。下廊极户千峰翠，曲浦千峰对夕阳。帆影波摇楚关出，星桥南渡水苍苍。望乡天苑应潇，俯习桑田奈渺长。归客相逢倍惆怅，此时山在此隅长。
+
+
+月陵巴，马上舟鸣鸣。暴人心绪两家同，几度离魂今不惊。江上女儿凭将女，我欲撩乱向我前。或似一日惊过日，路傍之者墓之连，彼湍有老石以全坚青青。有人不献鱼犀府，先入公府礼仪名。见此阳台明素洁，有时有人合君生。覆车不得上方下，丹砂乱坏谁为行。行当行路归何处？惟有月中沧海清。
+
+
+夜色杳苍苍，沙平响平目。炀涨岸上人，东与江东越。我行在咸阳，东海正萦绝。宛宛入广庭，迢迢远天色。如何此夜兴，伫望烟霞里。嘹唳天籁疎，澄澄偃流石。寒景不见规，清心不可替。波荡芙蕖薪，竹静松尚贞。披荷见时节，复悟深人意。采药多旧林，汲泉有风势。家贫康文少，夜请谢家好。晚荷篱边寻，绿柳芦洲雨。吾欲弄白鹭，悄悄不复极。
+
+
+训练损失为1.3442962776422516春水生暮发，东方变胜行。一枝已先发，已复复何生。忽如別袂赠，独寝南冈行。新恩方寸漠，新雁已来迎。离咨隔海饮，怀抱亦徂营。诸侯岂不恨，此地都登明。遵望嵩洛使，颇觉形翰轻。始称北家老，弔翰同华京。春游视不醉，日暮不忍行。寄言日暮后，烛白西江城。雍城见行路，望望各殊行。愿见鸱玉操，归舟独何程。
+
+
+江上为云雨，舟中有客劳。朗歌来客少，发浦鴈人过。地逈弹筝缓，天虚下鹭移。攒分千尺浪，倒凿四天枝。但见胡沙影，终回海月窥。苍苍鳞眼色，煦足溼扬鳞。唳鹤凌苍海，沉波涸绿波。枝枝飘叶羽，珠翠动行夷。就岁重箱戴，书须汲井思。于公怀独警，幽兴怆经私。宿并欣欣晚，荣枯表所宜。凋疑苟禀在，还使故人披。
+
+
+花开知柳客，岁恨今长旦。手尚不能簪，诗情易为美。秋风入秋渚，明月照秋渚。弱柳吞鰕毛，摇波漾荷冻。朝朝候佳色，別有悲景善。地宙即相逢，川途安可测。云山见鹏介，历历行将适。海上风云来，沙深月光静。农兄鬓成白，江上湖犹白。徒爱蛰金英，苦心方寸转。化心钦社侣，肌刃悬时峭。高高鬼气收，薛妖雪霜雪。俄思谢家否，遂使江湖意。
+
+
+朝光暮犹落，积润或侵夕。攀林下西岑，绿水当夜流。素表集绮罗，密枝攀玉徽。回塘隐彭蠡，翠浦飞清辉。越人弄玉翰，华吹弄珠辉。云雨黯已变，关道肃不休。况当时节苦，延顾诚可违。备逐王侯侯，请整宣琅浮。召车谒天下，陈翰如有俦。邀夺三尺僧，置之尽一瓯。虽然污流水，方复招论稀。幸得遂世者，岂云便所依。
+
+
+秋光猗穆明，天道何苍茫。皎若生云霭，氛氲秀灵埃。余亦未虚复，枝条乃有开。禅户多晦发，坐禅空虚开。郭萝步圭疏，石壁悬云罍。碑祭天柱舆，波澄水山开。体运在云幄，迹深来毫开。青苔堆路路，白帻埋项枚。陈躯既包赫，周览方自回。慈兴每不至，羣盗何疲哉。古松夹青泉，幽涧荫深苔。晨鸡劝其葩，为我一世才。
+
+
+月明大底星溟水，神宿如云月上珠。乍畏君子出其下，独向朝天断行思。征客驱嘶忆耆越，远水眇漫南山多。荆州苦草不得织，一望风尘何日多？繇君官罢尚黎秦，洛曲之中空路春。人生命有还，情极自有亲。忍行一盏泪，寄语罗衣人。荆州第一许，不觉行复春。但见马上泪，寄下愁一声。一回千万里，千万无花春。君心不得意，岂敢辞中晨。
+
+
+夜色尚可惊，青松独无情。晨昏思邻里，日夕临楚情。忆昔鄱阳友，旷望洛阳城。二十余年后，飘零十二程。劳为曲江上，纵抱春可征。朝夕起气色，自为一身惊。夜夜独居里，孤肠月初生。一笑不及易，一身若虎磷。两鬓各如此，所谓何由欣。愿言不相知，念彼还与君。但恐天上月，迢迢天地清。妾念北峡中，汝於淼不平。经年不相见，日夕心中行。况逢春阴恨，欲度如何情。舍饮两所愿，欲言是知名。
+
+
+训练损失为1.3911059390505158春风生隋渚，蹭蹬西山岑。万里何时去，一生今日还。皇心杳何尚，昨客思沈沦。畴昔金陵彥，所陈金玉姿。新交昔不见，旌旗即未泯。我对贞女颜，仍照东家州。春风吹红叶，冰雪若白头。瘴浪不见雪，雨来不可收。扬兵在天涯，延客泪盈钩。览恩虽易白，李鼎复天愁。余生何可为，日与浮客稀。玉简在太宗，寸心难久投。君看蒿丘子，千古自悠悠。
+
+
+江南蟠竹里，北欲任风翔。云帆若不见，何以将摧摧。始闻采樵吏，一宿屯死乡。古节伤远道，里廊空悲伤。羣盗各有适，羣兇逼其胎。所云增物变，烈胜驰中翔。圣人互征幸，顾盼忆归遨。临流折绿水，曲曲绕山墙。今来北郊夕，惆怅梦津梁。遂从魏阙游，尚有南游郎。吟歇仍舒咏，竹园颇增惶。独在山川晏，仰从往路廻。天壤斯在哉，力力副苍苍。俯察谅无磷，则效身无棠。荒井竟何蕴，客歌生浑亡。
+
+
+花开日斜后堂开，空梁渌水生清辉。赫融潭底翠微披，岸子迸笋篱上流。橹声急飕急虚入，石泉琅玕无数扫。一日流烟海上秋，历泉客舍沧洲幽。婵娟玉玉锵香珰，纤纤素泪相续依。商翁美人上舞去，一叶不动清秋秋。秋声悄入湘水头，带雨相思月明楼。应笑无心作闲步，独坐空房听不了。闻君得住风流苦，为问心茫空寂寞。我今三度满邻僧，我独不离身每老。如何物理与黄芽，谁见汉家将至死。
+
+
+朝廷畿西次，先入九衢居。咫尺黄河水，重重耶路虚。皇恩傥致道，异海缩如鱼。太尉三军草，沧江一战虚。有心多报国，防死不如书。敢谓财为德，业为名谅初。义奇成不宰，义业固相如。社稷尤无已，昭天独自顽。报恩人气已，纪剑事如无。有截心堪固，先兴贼少夫。庶吾方纵慎，副典易踌躇。旧国那难记，边风忽再跻。肌铓欺圣德，岘首讵成谟。刘离歼稽首，氓箴旧地租。天教九明怒，骀落一朝。祗为歌钟宝，千春意最殊。宁辞武陵士，慎莫醉
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+
+秋色夏气气茫茫。越吟废妇娇歌檝，凄啾啾啾哭吹笛。衔陵月下啼猨啼，越禽弦里不得归。青楼晓色连青楼，大吐澄光照圆晖。珠盘葳蕤花半发，休语东风日相罥。春风吹叶映莲花，蒨杜娇莺依岸花。纤纤越鸟疑花出，楼下碧潭人不识。曲江女萝由暝侧，鸦鸟城边人自起。客有婵娟相思夜，夜闻明月照楚语。蜀筵葳蕤相挂枝，歌挥绮袂红盈帷。幽兰满地如秋丝，为君缓立争人车。婵娟素玉来如梦，嫁得秦珰和髯玉。秦王斗俎绕长安，万国千行若秋水。
+
+
+月忆卯陵日边霜，君子生涯不乐情。看花不语撩罗药，所异翻离隔绿桑。白日加围方挠地，青云旧旧更栽牋。闲中诗句争先得，后后车蹄固已连。已遂青霞怜好己，已教丹灶作馨毡。晴期每与花枝老，便觉忘情相次悬。虚把鲍弘忘逸足，因循到此始持骞。鹤无云路同晴景，鸟许无声度晚庭。究竟烦除那得隐，悠悠何物不为情。
+
+
+夜色正东风，花落去不得。春风吹我酸，挥手歌一举。为君乘碧水，提携同攀撷。时雨降鲜成，升横望京域。阴风吹易荡，潜涨魂电速。巨石何在照，异夫逃可道。卞珪不自令，至德亦能作。其州狱始祠，仁义业亦战。阴阳镇颓玉，天子豁龙虎。因矜大邦国，独往无疆络。或见无不容，动生自然足。大哉圣人识，不动污父哲。死者如不来，与生适有说。於知死不立，立生如荠麦。幸遇一日句，成病终知媿。
+
+
+训练损失为1.4321469627959384春水日易迟，去年去年齿。江南收櫂罗，江上渡吴水。停舻渡河洛，折泪如咫堵。郑公三十年，吾亦得其诀。鄱阳哭声，暮山与天讨。矧贫稳百尺，折我心莫实。茫然馔蹇旅，日夜歌玉趾。溪边鸡犬来，相呼救田敌。干戈折不动，盗虏原上白。顷日耕病根，旁傍仆回首。白骨走两血，白日生巾发。潘岳才最夭，孟唐不得妻。但矜种种苦，辛苦有所嘉。存心信何报，笑者生光辉。
+
+
+江臯兮春水，舟吏兮我徒。夏气而而起，时不望同徂。谢桑堤中，麦穗麦穗。九臯峥嵘，数万寻异。子无汲石引桡桡，一去不回去，此时君不羨。我欲起，泪不满屋字酒下。櫂翻轧轧，向北安西去上关干。湘潭百丈泓上好，有有一鸟衔芦上。向君酤船那敢归，江亭五色连湘丘。自言一去人心有，还似空王驱壮意。今朝破除关塞人，各骑前军有深意。
+
+
+花萼宫，占明当中月。金匣金箆赤如汞，亚马骄头宝马臂。匣中珍字铁骐砂，捩或不亲金作方。王侯抚柱怯前军，一日十旬同一言。龙蛇发地无因见，滴血喉锋有风死。一夜高闻四面歌，低眉密影如泥汉。人生不著长生人，肘可将求董射人。金槽泻火觅光辉，烹槽就地烧注身。夜永将星搅秋鉴，任去不敢凭前嚬。
+
+
+朝光四顾断，独立几回回。井丽临仙掌，楼当舞黛梅。坐看金节落，应见玉人开。纤态知无嚬，罗衣不死灰。歛巾萦櫂躅，衔步落花台。镜照中天锦，罗囊一朵堆。豔绡啼晚暗，柔泪带风来。对酒怜余嬾，翘喉愧在谱。舞眉裁伺胜，歌舞见先来。媚弃宁能数，随缘自可猜。纵横才巧给，补衮语谗灰。漫放将言翫，羞看薛贱摧。一朝逢羽檄，万事尽光裁。
+
+
+秋天丝，月明光。露压荷弦无断，太行树，別几枝，红两幅红梅出地。丫头儿子陇头垂，短棠花里臥香花，应见浣纱花。花间歌舞妾相望，知此倡楼看日衔。惯使琵琶初渡水，偏令小儿郎又泣。妾有金丝献来谁，莫唱酒人春草软。可怜阿母嫁尧宫，琵琶金镞买花行。与君含笑不相顾，因向朱门笑言语。
+
+
+月岛笼虚碧，穷阴生碧浔。溪边千万树，山际水千寻。树荫余含笋，虫声暗扫林。错圆流似铁，彩灭莹沈阴。幻幻方知鉴，高情不可寻。有时陪洒笑，无事可踌躇。字理思千里，呻秋胜四今。夜棊灯暂蹈，晴露鸟还阴。念我心如玉，肌肤已烂金。眼高青霭里，雨豔湿衣簪。玉笑鸞声丽，琼壺蕙气歆。云和缝紫篆，霞润耀朱簪。芝藻初为藻，箫韶滥是音。一齐陪问许，三省恣删簪。
+
+
+夜色日未老，江风吹百金。如何天上意，自见长生川。春去正相怜，一回见君发。赠君西斗去，泪尽庭际绿。独往梦超望，涕尽两度沈。今日相见少，別有春日心。前君复去，婀娜红叶萍。哀歌去不还，不知暮春心。日暮取死鸟，赠君扬子龙。鱼龙日日行，虎节雌雌踪。驱牛有狂霖，置酒候西翻。鸱夷贞其本，拔卵非空繁。我犹在关中，日日心不沈。
+
+
+训练损失为1.4658622622489923春水徧白苹，青青红莲香。食美且无味，且愿赠君王。慰我不敢言，秉器事不强。不知不死道，十分改十三。但於此乐士，无事即是河。叙僻日言衰，涕臥鬓毛黄。既富名又死，不能思固殃。一旦粪仓粟，始吐黄金浆。狐裘虽毁沫，亦不获其毛。南州耕未息，泸亩亦蒸牢。翦锄不及秣，富卓身何高。行行道直急，胡马纷嫁号。自恐其患患，反覆无不廉。
+
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+江南榴李年，梨多耶后埒干腹。前年侍宴初娇苦，今日梨花日飞断。军容遥破陌门空，塞北行人泪如雨。万里千家不敢飞，流莺不下人飞去。若见青铜镜间磨练尽，血漫争开万丈玉。簇段孤舟兰若飘，挥袖散漫乘风涛。滩声急澹雁回入，江脚独去何时回。览陵原上春烟绿，旌旗影里行帆暝。谁信清扬不可闻，徒令万籁传夜闻。泪流流水下空久，人言汉水溺妖氛。终日挥金作明主，何由一作入门臣。
+
+
+花前得才臣，古器名曰荣。公门大君生，所贵曰位争。刺史谒皇阙，赐书来仲宣。援笔将簪裾，览道幸纵横。俛谷今已殁，登高望已清。束才筋草间，资想知音情。握手出海门，淼淼行中原。因身偶加用，衰放良可论。嗟我不见室，区区守丘园。崎岖路迢遰，顦顇不知喧。时哉旷天末，幽兴还二京。遥见西山郡，风波申故星。霜酣骋奇节，风景迭相闻。永愿骋余鉴，可能慰孤征。
+
+
+朝廷畿司日，春序鸡鸣时。商郊昼寂寂，幸免风雨思。秦吴多旅泛，林壑独参差。对此林下荐，林邑鸟在时。山川多艰旅，佳节屡来迟。幸逢兹士会，遽献故人期。山川既已矣，邈若浮云疲。山川雪霜晦，洪源日复移。逸兴在山岳，精义今华滋。逆旅忆山屐，投文识我规。兹邦信为广，怀道无所疑。邦主闵崇什，文章奏余滋。俭邦韩叔弟，不死何能羁。历历金阁首，郊唐白日迟。举头看柳堤，中有垂桂枝。
+
+
+秋色将白苹，悠悠两尘土。扁舟去何极，窅杳南山广。目断有时霖，提携未能去。兴君采樵信，卖卜乘樟浦。村酒渔人民，挟弹鲈鱼石。宁劳执袂者，竟向扶桑眠。尔为所命食，我怀民始醒。忽闻不见我，日日忧一掷。奈悠悲我心，岂有生死厄。下有苦疮者，不得长日臥。担之即在旁，问我何畏逼。反岸空无踪。巖木落井浅，深崖落泉脉。村户通孟村，湖亭倚屏景。
+
+
+月出楼门衙上成，卷帘独立重城明。不堪怅望无人赏，独自含颦更向情。游女双环相顾起，泪垂枝活年还忖。红若不知花下去，此去不得有时归。漳城曲中弄烟阔，碧纱口中语神发。金波落尽不忍回，绣户逶迤双泪来。争疑倒影下银马，悔背娇钩碧玉巵。江边女儿不须织，自怜一夕真如此。向前不问郎垆翼，自是妾郎新竹枝。妾家绿手每相许，日暮骑羊六七尺。纤腰素泪欺未嫁，却臥庭中花未落。梦觉潺潺声渐稀，一回定断花粧灭。
+
+
+夜色如春风，春光不堪见。四时大块夫，今是谁家子。我自听歌声，君子喜日欢。於何轗门令，仁氏复踟蹰。料即又无事，穷边行乐。扬子车数凭，鞭兵广狭三。良由仗衣服，枉道金不渝。弃此一朝至，一朝冀云昂。公子出蒙珮，罗衣袭丹梯。倚天望烽燧，破地成风珠。拭泪忽相见，泪珠生晓寒。鼓鼙落关塞，万户惊桥过。戚里无俦辙，风寒沸耳焦。自言问贤者，努力敢贻矜。
+
+
+训练损失为1.4941931603352219春水昨夜梦，白鸟悲清晨。秦山不可望，乃有沧江期。昔闻李巫辅，乃为茅父期。矧邦隸士亡，始乐风云词。赵座昔所见，燕飞出崇逵。唐陶两十幅，彥士私自宜。朝客自相欢，嬉游无艰遗。慨然咏逸逸，相劝文虎湄。人命死皆老，孔明心独为。昔人一长想，得怪来无辞。我亦从此去，山河空自怡。行人望云水，万里空悲思。忠信信不薄，游宾亦未迟。一辞魏子旅，日去荆山姿。壮年迹再厚，时序镜阴池。
+
+
+江守窈窕向，涉魂夙想羁。但嫌巧价类，不与天明嫌。自从其人巧，变化有所多。有时不止珍，利性如芬芳。幸也抱奇广，於时奉琢肠。风光扑古绿，山水笑相和。天车白玉床，旖旎朱朱襦。弃置玉一体，片言盼九衢。岂知姹女态，不为夭粧提。人事皆有以，贱者不凋嘘。一朝复一裂，此是今日时。君不见富贵处，犹在平生时。愿为黄金鸣，再得黄金姿。
+
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+花前羽客年十九，余年一上开床面。呼君舅宴家十年，紫桂黄云我有言。蹭蹬身从鬓露死，一生不得逢人见。休看砚上挂一桮，又见人间一枝折。妻儿未解字与麤，身从身外多相见。誓为君臣囚试礼，李将写出身是他。风前日炙尔头衣，百年无复泪沾衣。眼看人看不得去，桃源草绿空崔嵬。已荷麋鹿员壮谏，救彊入笑情羁逸。春衣嵬髻黄火黄，官军欲阑马绵干。人间不解见君子，不减年年有所负。
+
+
+朝发西山青，暮雨半江戍。青青空山岑，栈底日相敬。咫尺山土隘，崩腾云雨余。下窥天宇静，婉娈人不疎。圣主下丹青，全家高白骨。近来碑上彥，上看貂封字。日上增风雨，松前生露脉。千里鸣铄松，中夜相追送。川波浩无阻，咫尺空长灭。君问从宦人，畴昔抚禅省。翩翩万象归，杳眇荆门壮。揖秩谢公陈，焚香访诗章。迹殊谅难继，文章安可忘。
+
+
+秋色将乡县，君门多远人。山川从旧路，旅伴独春春。日日悬垂落，风清苦好亲。一朝除病夜，一醆慰途亲。道合襟怀绪，狂狂酒转巾。容华须放別，颜巷惜归贫。语悯襟思切，慵宽酒伴贫。光蛾怜网刺，惊火妬蛛鳞。蜩蝶啼何洁，章句味精神。眼看炎塘水，愁伤春草春。忆昔西陵郡，丘台同自邻。我来君子久，复作一分身。公步诮今日，命将忧窘频。形骸藏外物，荤虑救前隣。念此一朝起，吟诗一切身。莫令名利別，不知丹句尘。
+
+
+月明鸭，阊门，搴萝上杜湖树。此情千万情，妾有梦相似君与。荷芳半落双蛾新，藂柔拂酒牵春舞。闷行弄绿含伤，历历黄金不得老。泪乱红光麝如练，行游倏忽盈条轴。下郎骑舞经几时，铜髻刀色销半死。夜永蛾眉不解伤，琵琶锦段与妖色。纤鳞掷尽猩脂结，毛鬓不染玉纤数。不知昔岁人意多，何惜悲君知妾弃。
+
+
+夜色尚可见，长安三见春。春生不得伴，此別何由亲。叹彼所乐时，相逢非所亲。不如溘有此，或发生知因。自言名与利，谁谓是非津。所谓而由得，出居皆有邻。嗜头不乞药，所乐安得人。逮惟居止远，具几形骸磷。水声入古路，水石连城津。更恐尘世资，一身为清贫。空山茶草余，寒竹蔼前邻。渴食足为客，何如长者人。何年此遗信，然后思思人。
+
+

static/bootstrap-3.4.1-dist/css/bootstrap-theme.css

@@ -0,0 +1,587 @@
+/*!
+ * Bootstrap v3.4.1 (https://getbootstrap.com/)
+ * Copyright 2011-2019 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
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+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 1px rgba(0, 0, 0, 0.075);
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  background-image: -o-linear-gradient(top, #337ab7 0%, #2e6da4 100%);
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+}
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+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 5px rgba(0, 0, 0, 0.075);
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+}
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+}
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+}
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+}
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+  -webkit-box-shadow: inset 0 3px 9px rgba(0, 0, 0, 0.25);
+  box-shadow: inset 0 3px 9px rgba(0, 0, 0, 0.25);
+}
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+  text-shadow: 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+.navbar-static-top,
+.navbar-fixed-top,
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+  border-radius: 0;
+}
+@media (max-width: 767px) {
+  .navbar .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar .navbar-nav .open .dropdown-menu > .active > a:focus {
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+    background-image: -webkit-linear-gradient(top, #337ab7 0%, #2e6da4 100%);
+    background-image: -o-linear-gradient(top, #337ab7 0%, #2e6da4 100%);
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+    filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0);
+    background-repeat: repeat-x;
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+}
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+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.25), 0 1px 2px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.25), 0 1px 2px rgba(0, 0, 0, 0.05);
+}
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+}
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+}
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+}
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+}
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+  background-image: -o-linear-gradient(top, #ebebeb 0%, #f5f5f5 100%);
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+  background-repeat: repeat-x;
+}
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+  background-image: -o-linear-gradient(top, #337ab7 0%, #286090 100%);
+  background-image: -webkit-gradient(linear, left top, left bottom, from(#337ab7), to(#286090));
+  background-image: linear-gradient(to bottom, #337ab7 0%, #286090 100%);
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff286090', GradientType=0);
+  background-repeat: repeat-x;
+}
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+  background-image: -webkit-linear-gradient(top, #5cb85c 0%, #449d44 100%);
+  background-image: -o-linear-gradient(top, #5cb85c 0%, #449d44 100%);
+  background-image: -webkit-gradient(linear, left top, left bottom, from(#5cb85c), to(#449d44));
+  background-image: linear-gradient(to bottom, #5cb85c 0%, #449d44 100%);
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5cb85c', endColorstr='#ff449d44', GradientType=0);
+  background-repeat: repeat-x;
+}
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+  background-image: -o-linear-gradient(top, #5bc0de 0%, #31b0d5 100%);
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+}
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+  background-image: -o-linear-gradient(top, #f0ad4e 0%, #ec971f 100%);
+  background-image: -webkit-gradient(linear, left top, left bottom, from(#f0ad4e), to(#ec971f));
+  background-image: linear-gradient(to bottom, #f0ad4e 0%, #ec971f 100%);
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff0ad4e', endColorstr='#ffec971f', GradientType=0);
+  background-repeat: repeat-x;
+}
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+  background-image: -o-linear-gradient(top, #d9534f 0%, #c9302c 100%);
+  background-image: -webkit-gradient(linear, left top, left bottom, from(#d9534f), to(#c9302c));
+  background-image: linear-gradient(to bottom, #d9534f 0%, #c9302c 100%);
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9534f', endColorstr='#ffc9302c', GradientType=0);
+  background-repeat: repeat-x;
+}
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+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
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+}
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+  -webkit-box-shadow: 0 1px 2px rgba(0, 0, 0, 0.075);
+  box-shadow: 0 1px 2px rgba(0, 0, 0, 0.075);
+}
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+  background-image: -o-linear-gradient(top, #337ab7 0%, #2b669a 100%);
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+  background-repeat: repeat-x;
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+}
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+.list-group-item.active:focus .badge {
+  text-shadow: none;
+}
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+  -webkit-box-shadow: 0 1px 2px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 2px rgba(0, 0, 0, 0.05);
+}
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+  background-image: -o-linear-gradient(top, #f5f5f5 0%, #e8e8e8 100%);
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+}
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+  background-image: -webkit-linear-gradient(top, #337ab7 0%, #2e6da4 100%);
+  background-image: -o-linear-gradient(top, #337ab7 0%, #2e6da4 100%);
+  background-image: -webkit-gradient(linear, left top, left bottom, from(#337ab7), to(#2e6da4));
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+}
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+  background-image: -o-linear-gradient(top, #dff0d8 0%, #d0e9c6 100%);
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+  background-repeat: repeat-x;
+}
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+  background-image: -webkit-linear-gradient(top, #d9edf7 0%, #c4e3f3 100%);
+  background-image: -o-linear-gradient(top, #d9edf7 0%, #c4e3f3 100%);
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+}
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+  background-image: -o-linear-gradient(top, #fcf8e3 0%, #faf2cc 100%);
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+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fffaf2cc', GradientType=0);
+  background-repeat: repeat-x;
+}
+.panel-danger > .panel-heading {
+  background-image: -webkit-linear-gradient(top, #f2dede 0%, #ebcccc 100%);
+  background-image: -o-linear-gradient(top, #f2dede 0%, #ebcccc 100%);
+  background-image: -webkit-gradient(linear, left top, left bottom, from(#f2dede), to(#ebcccc));
+  background-image: linear-gradient(to bottom, #f2dede 0%, #ebcccc 100%);
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0);
+  background-repeat: repeat-x;
+}
+.well {
+  background-image: -webkit-linear-gradient(top, #e8e8e8 0%, #f5f5f5 100%);
+  background-image: -o-linear-gradient(top, #e8e8e8 0%, #f5f5f5 100%);
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+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);
+  background-repeat: repeat-x;
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+}
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static/bootstrap-3.4.1-dist/js/npm.js

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+// This file is autogenerated via the `commonjs` Grunt task. You can require() this file in a CommonJS environment.
+require('../../js/transition.js')
+require('../../js/alert.js')
+require('../../js/button.js')
+require('../../js/carousel.js')
+require('../../js/collapse.js')
+require('../../js/dropdown.js')
+require('../../js/modal.js')
+require('../../js/tooltip.js')
+require('../../js/popover.js')
+require('../../js/scrollspy.js')
+require('../../js/tab.js')
+require('../../js/affix.js')

static/css/base.css

@@ -0,0 +1,85 @@
+@charset "UTF-8";
+
+* {
+    box-sizing: border-box;
+}
+
+/*css 初始化 */
+html, body, ul, li, ol, dl, dd, dt, p, h1, h2, h3, h4, h5, h6, form, fieldset, legend, img {
+    margin: 0;
+    padding: 0;
+}
+
+fieldset, img, input, button { 			/*fieldset组合表单中的相关元素*/
+    border: none;
+    padding: 0;
+    margin: 0;
+    outline-style: none;
+}
+
+ul, ol {
+    list-style: none;				/*清除列表风格*/
+}
+
+input {
+    padding-top: 0;
+    padding-bottom: 0;
+    font-family: "SimSun", "楷书";
+}
+
+select, input {
+    vertical-align: middle;
+}
+
+select, input, textarea {
+    font-size: 12px;
+    margin: 0;
+}
+
+textarea {
+    resize: none; /*防止多行文本框拖动*/
+}
+
+img {
+    border: 0;
+    vertical-align: middle;
+}
+
+/*  去掉图片低测默认的3像素空白缝隙*/
+table {
+    border-collapse: collapse;			/*合并外边线*/
+}
+
+
+body {
+    font: 12px/150% Arial, Verdana, "\5b8b\4f53";	/*宋体，Unicode，统一码*/
+    color: #666;
+    background: #fff
+}
+
+.clearfix:before, .clearfix:after {
+    content: "";
+    display: table;
+}
+
+.clearfix:after {
+    clear: both;
+}
+
+.clearfix {
+    *zoom: 1; /*IE/7/6*/
+}
+
+a {
+    text-decoration: none;
+}
+
+h1, h2, h3, h4, h5, h6 {
+    font-weight: normal;
+    font-size: 100%;
+}
+
+s, i, em {
+    font-style: normal;
+    text-decoration: none;
+}

static/css/common.css

@@ -0,0 +1,18 @@
+@import url('../bootstrap-3.4.1-dist/css/bootstrap.min.css');
+body {
+  background: #e6e9ee;
+}
+nav .container-fluid {
+  background: #544258;
+  color: #fff;
+  padding: 0 150px;
+}
+nav .navbar-collapse .navbar-nav li a {
+  color: #fff;
+}
+nav .navbar-collapse .navbar-nav li a:hover {
+  color: #ccc;
+}
+nav .navbar-collapse .dropdown-menu a {
+  color: #544258;
+}

static/css/index.css

@@ -0,0 +1,54 @@
+@import url(../bootstrap-3.4.1-dist/css/bootstrap.min.css);
+body {
+  background: #e6e9ee;
+}
+.main {
+  margin: 120px auto;
+}
+.title {
+  padding-bottom: 20px;
+}
+.title h2 {
+  font-size: 42px;
+  margin-top: 50px;
+  margin-bottom: 30px;
+  text-align: center;
+  letter-spacing: 20px;
+  color: #824276;
+}
+.title p {
+  text-align: center;
+  color: #554258;
+  font-weight: 700;
+}
+.title h3 {
+  font-size: 27px;
+  text-align: center;
+  letter-spacing: 5px;
+}
+.put .pointout {
+  text-align: center;
+}
+.put .pointout span {
+  padding-right: 40px;
+}
+.put .pointout samp {
+  display: inline-block;
+  line-height: 34px;
+  text-align: left;
+  border-radius: 17px;
+  margin-right: 15px;
+  padding-left: 10px;
+  width: 180px;
+  background: #00605e;
+  color: #f7f3f3;
+}
+.put .pointout button {
+  border-radius: 17px;
+  background: #cdcdcd;
+  color: #fff;
+}
+.put .poem-input {
+  margin: 30px auto;
+  width: 1300px;
+}

static/css/poem.css

@@ -0,0 +1,32 @@
+@import url('../bootstrap-3.4.1-dist/css/bootstrap.min.css');
+body {
+  background: #e6e9ee;
+}
+.title h2 {
+  font-size: 42px;
+  margin-top: 20px;
+  margin-bottom: 30px;
+  text-align: center;
+  letter-spacing: 20px;
+  color: #824276;
+}
+.centre {
+  margin: 0 300px;
+}
+.main-poem {
+  display: flex;
+  justify-content: space-between;
+  margin-top: 65px;
+}
+.main-poem .poem-word {
+  display: flex;
+  flex-direction: column;
+  /*flex-wrap: wrap;*/
+  /*width: 255px;*/
+  line-height: 25px;
+  margin-left:200px;
+}
+.main-poem .poem-word p {
+  font-family: '楷体';
+  font-size: 20px;
+}

static/css/square.css

@@ -0,0 +1,12 @@
+@import url('../bootstrap-3.4.1-dist/css/bootstrap.min.css');
+body {
+  background: #e6e9ee;
+}
+.title h2 {
+  font-size: 42px;
+  margin-top: 20px;
+  margin-bottom: 30px;
+  text-align: center;
+  letter-spacing: 20px;
+  color: #824276;
+}

static/less/common.less

@@ -0,0 +1,23 @@
+@import url('../bootstrap-3.4.1-dist/css/bootstrap.min.css');
+
+body{
+    background: #e6e9ee;
+}
+nav{
+    .container-fluid {
+        background: #544258;
+        color: #fff;
+        padding: 0 150px;
+    }
+    .navbar-collapse{
+        .navbar-nav li a{
+            color: #fff;
+        }
+        .navbar-nav li a:hover{
+            color: #ccc;
+        }
+        .dropdown-menu a{
+            color: #544258;
+        }  
+    }
+}

static/less/index.less

@@ -0,0 +1,68 @@
+@import url(../bootstrap-3.4.1-dist/css/bootstrap.min.css);
+
+body{
+    background: #e6e9ee;
+}
+
+.main{
+    margin: 120px auto;
+    // background: #e6e9ee;
+}
+
+.title {
+    padding-bottom: 20px;
+
+    h2 {
+        font-size: 42px;
+        margin-top: 50px;
+        margin-bottom: 30px;
+        text-align: center;
+        letter-spacing: 20px;
+        color: #824276;
+    }
+
+    p {
+        text-align: center;
+        // font-weight: 700;
+        color: #554258;
+        font-weight: 700;
+    }
+
+    h3 {
+        font-size: 27px;
+        text-align: center;
+        letter-spacing: 5px;
+    }
+}
+
+.put {
+    .pointout {
+        // margin-top: 30px;
+        text-align: center;
+        span{
+            padding-right: 40px;
+        }
+        samp{
+            display: inline-block;
+            // border: 1px solid #000;
+            line-height: 34px;
+            text-align: left;
+            border-radius: 17px;
+            margin-right: 15px;
+            padding-left: 10px;
+            width: 180px;
+            background: #00605e;
+            color: #f7f3f3;
+        }
+        button{
+            border-radius: 17px;
+            background: #cdcdcd;
+            color: #fff;
+        }
+    }
+
+    .poem-input {
+        margin: 30px auto;
+        width: 1300px;
+    }
+}

static/less/poem.less

@@ -0,0 +1,41 @@
+@import url('../bootstrap-3.4.1-dist/css/bootstrap.min.css');
+
+body {
+    background: #e6e9ee;
+}
+
+.title{
+    h2{
+        // background: #000;
+        font-size: 42px;
+        margin-top: 20px;
+        margin-bottom: 30px;
+
+        text-align: center;
+        letter-spacing: 20px;
+        color: #824276;
+    }
+}
+.centre{
+    margin: 0 300px;
+}
+.main-poem {
+    display: flex;
+    justify-content: space-between;
+    margin-top: 65px;
+    .poem-word{
+        display: flex;
+        flex-wrap: wrap;
+        width: 255px;
+        line-height: 25px;
+        margin-left: 100px;
+        p{
+            font-family: '楷体';
+            font-size: 20px;
+        }
+    }
+
+    
+}
+
+

static/less/square.less

@@ -0,0 +1,18 @@
+@import url('../bootstrap-3.4.1-dist/css/bootstrap.min.css');
+
+body {
+    background: #e6e9ee;
+}
+
+.title{
+    h2{
+        // background: #000;
+        font-size: 42px;
+        margin-top: 20px;
+        margin-bottom: 30px;
+
+        text-align: center;
+        letter-spacing: 20px;
+        color: #824276;
+    }
+}

templates/index.html

@@ -0,0 +1,129 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>诗歌生成器-首页</title>
+    <link rel="stylesheet" href="/static/css/common.css">
+    <link rel="stylesheet" href="/static/css/index.css">
+</head>
+
+<body>
+<!-- 导航栏 -->
+<nav class="navbar navbar-default">
+    <div class="container-fluid">
+        <!-- Brand and toggle get grouped for better mobile display -->
+        <div class="navbar-header">
+            <button type="button" class="navbar-toggle collapsed" data-toggle="collapse"
+                    data-target="#bs-example-navbar-collapse-1" aria-expanded="false">
+                <span class="sr-only">Toggle navigation</span>
+                <span class="icon-bar"></span>
+                <span class="icon-bar"></span>
+                <span class="icon-bar"></span>
+            </button>
+            <!-- <a class="navbar-brand" href="#">Brand</a> -->
+        </div>
+
+        <!-- Collect the nav links, forms, and other content for toggling -->
+        <div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
+            <ul class="nav navbar-nav">
+                <!-- <li class="active"><a href="#">Link <span class="sr-only">(current)</span></a></li> -->
+                <li><a href="/square">广场</a></li>
+                <li class="dropdown">
+                    <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true"
+                       aria-expanded="false">主题 <span class="caret"></span></a>
+                    <ul class="dropdown-menu">
+                        <li><a href="#">爱情</a></li>
+                        <li><a href="#">家国</a></li>
+                        <li><a href="#">田园</a></li>
+                    </ul>
+                </li>
+            </ul>
+
+            <ul class="nav navbar-nav navbar-right">
+                <li>
+                    <form class="navbar-form navbar-left" action="{{ url_for('to_square') }}" method="get">
+                        <div class="form-group">
+                            <input type="text" class="form-control" name="query" placeholder="搜索">
+                        </div>
+                        <button type="submit" class="btn btn-default">
+                            <span class="glyphicon glyphicon-search" aria-hidden="true"></span>
+                        </button>
+                    </form>
+                </li>
+            </ul>
+        </div><!-- /.navbar-collapse -->
+    </div><!-- /.container-fluid -->
+</nav>
+
+<!-- 主题部分 -->
+<div class="main">
+    <!-- 标题 -->
+    <div class="title">
+        <h2>诗歌生成器</h2>
+        <p class="lead">创造一首诗歌</p>
+        <h3>请输入本诗首句</h3>
+    </div>
+
+    <!-- 提示词，输出框 -->
+    <div class="put">
+        <div class="pointout">
+            <span>想不到意象提示？试试生成一个</span>
+            <samp id="promote"></samp>
+            <div class="btn-group" role="group" aria-label="...">
+                <button type="button" class="btn btn-default" id="generate-btn">随机意象</button>
+            </div>
+        </div>
+        <!-- 输入框 -->
+        <div class="poem-input row">
+            <div class="col-md-3"></div>
+            <div class="col-lg-6">
+                <form method="post" action="/predict">
+                    <div class="input-group">
+                        <input type="text" class="form-control" placeholder="请输入" name="words">
+                        <span class="input-group-btn">
+                            <input class="btn btn" type="submit" name="action" value="生成诗词">
+                            <input class="btn btn-warning" type="submit" name="action" value="生成藏头诗">
+                        </span>
+                    </div><!-- /input-group -->
+                </form>
+            </div><!-- /.col-lg-6 -->
+            <div class="col-md-3"></div>
+        </div>
+
+    </div>
+</div>
+
+
+<script src="/static/js/jquery.js"></script>
+<script src="/static/bootstrap-3.4.1-dist/js/bootstrap.min.js"></script>
+<script>
+    $('.dropdown-toggle').dropdown()
+
+</script>
+
+
+<script>
+    $(function () {
+        $('#generate-btn').click(function () {
+            $.ajax({
+                url: '/promote',
+                type: 'GET',
+                dataType: 'json',
+                success: function (data) {
+                    $('#promote').text("提示词:" + data['promote']);
+                },
+                error: function (xhr, status, error) {
+                    alert('出现错误：' + error);
+                }
+            });
+        });
+    });
+</script>
+
+
+</body>
+
+</html>

templates/poem.html

@@ -0,0 +1,106 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>生成诗歌</title>
+    <link rel="stylesheet" href="/static/css/common.css">
+    <link rel="stylesheet" href="/static/css/poem.css">
+</head>
+<body>
+<!-- 导航栏 -->
+<nav class="navbar navbar-default">
+    <div class="container-fluid">
+        <div class="navbar-header">
+            <button type="button" class="navbar-toggle collapsed" data-toggle="collapse"
+                    data-target="#bs-example-navbar-collapse-1" aria-expanded="false">
+                <span class="sr-only">Toggle navigation</span>
+                <span class="icon-bar"></span>
+                <span class="icon-bar"></span>
+                <span class="icon-bar"></span>
+            </button>
+            <!-- <a class="navbar-brand" href="#">Brand</a> -->
+        </div>
+
+        <!-- Collect the nav links, forms, and other content for toggling -->
+        <div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
+            <ul class="nav navbar-nav">
+                <!-- <li class="active"><a href="#">Link <span class="sr-only">(current)</span></a></li> -->
+                <li><a href="/">首页</a></li>
+                <li><a href="/square">广场</a></li>
+                <li class="dropdown">
+                    <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true"
+                       aria-expanded="false">主题 <span class="caret"></span></a>
+                    <ul class="dropdown-menu">
+                        <li><a href="#">爱情</a></li>
+                        <li><a href="#">家国</a></li>
+                        <li><a href="#">田园</a></li>
+                    </ul>
+                </li>
+            </ul>
+
+            <ul class="nav navbar-nav navbar-right">
+                <li>
+                     <form class="navbar-form navbar-left" action="{{ url_for('to_square') }}" method="get">
+                        <div class="form-group">
+                            <input type="text" class="form-control" name="query" placeholder="搜索">
+                        </div>
+                        <button type="submit" class="btn btn-default">
+                            <span class="glyphicon glyphicon-search" aria-hidden="true"></span>
+                        </button>
+                    </form>
+                </li>
+            </ul>
+        </div>
+    </div>
+</nav>
+
+<div class="title">
+    <h2>诗歌生成器</h2>
+</div>
+
+<div class="main-poem centre">
+    <div class="poem-word">
+        {% for i in rs %}
+        <p> {{i}}。</p><br>
+        {% endfor %}
+    </div>
+    <div class="poem-pic">
+        <img src="{{img_path}}" alt="." class="img-rounded">
+    </div>
+</div>
+<!--填写作者名称和诗歌名称，然后存入数据库-->
+<div class="submit-form centre">
+    <form action="/submit_poem" method="POST">
+        <div class="form-group">
+            <label for="author">作者：</label>
+            <input type="text" class="form-control" id="author" name="author" placeholder="请输入作者名称" required>
+        </div>
+        <div class="form-group">
+            <label for="title">诗歌名称：</label>
+            <input type="text" class="form-control" id="title" name="title" placeholder="请输入诗歌名称" required>
+        </div>
+        <div class="form-group">
+            <label for="theme">主题：</label>
+            <select class="form-control" id="theme" name="theme">
+                <option value="爱情" selected>爱情</option>
+                <option value="家国">家国</option>
+                <option value="田园">田园</option>
+                <option value="友情">友情</option>
+            </select>
+        </div>
+        <input type="hidden" id="poem" name="poem" value="{% for i in rs %}{{i}}{% endfor %}">
+        <input type="hidden" id="img_path" name="img_path" value="{{img_path}}">
+        <button type="submit" class="btn btn-primary">提交</button>
+    </form>
+</div>
+
+
+<script src="./js/jquery.js"></script>
+<script src="./bootstrap-3.4.1-dist/js/bootstrap.min.js"></script>
+<script>
+    $('.dropdown-toggle').dropdown()
+</script>
+</body>
+</html>

templates/poem_detail.html

@@ -0,0 +1,112 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{{ poem.title }}</title>
+    <link rel="stylesheet" href="/static/css/common.css">
+    <link rel="stylesheet" href="/static/css/poem_detail.css">
+    <style>
+        body {
+            font-family: 'Georgia', serif;
+            line-height: 1.6;
+            color: #333;
+            background-color: #f5f5f5;
+        }
+
+        .container {
+            max-width: 800px;
+            margin: 50px auto;
+            background-color: #fff;
+            padding: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
+            border-radius: 5px;
+        }
+
+        h2 {
+            font-size: 36px;
+            margin-bottom: 20px;
+            text-align: center;
+            font-weight: normal;
+            color: #555;
+        }
+
+        p {
+            font-size: 18px;
+        }
+
+        strong {
+            font-weight: bold;
+        }
+
+        a {
+            display: inline-block;
+            padding: 10px 20px;
+            background-color: #555;
+            color: #fff;
+            text-decoration: none;
+            border-radius: 3px;
+            margin-top: 20px;
+            font-size: 16px;
+        }
+
+        a:hover {
+            background-color: #333;
+        }
+
+        .poem-wrapper {
+            display: flex;
+            align-items: flex-start;
+            justify-content: space-between;
+            margin-bottom: 20px;
+        }
+
+        .poem-content {
+            flex: 1;
+            margin-right: 20px;
+        }
+
+        .poem-pic {
+            width: 40%;
+        }
+
+        .poem-pic img {
+            width: 100%;
+            height: auto;
+        }
+
+        strong {
+            margin-left: 5%;
+        }
+
+    </style>
+</head>
+<body>
+<div class="container">
+    <h2>{{ poem.title }}</h2>
+    <!--    p标签居中-->
+    <p style="text-align: center">
+        <strong>作者：</strong>{{ poem.author }}
+        <strong>主题：</strong>{{ poem.theme }}
+        <strong>日期：</strong>{{ poem.date }}
+    </p>
+    <!--    分割线-->
+    <hr>
+    <!--    两栏显示，左边诗歌，右边图片-->
+    <div class="poem-wrapper">
+        <div class="poem-content">
+            {% for line in poem.content.split('。') %}
+            {% if line %}
+            <p>{{ line }}。</p>
+            {% endif %}
+            {% endfor %}
+        </div>
+        <div class="poem-pic">
+            <img src="{{poem.img_path}}" alt="." class="img-rounded">
+        </div>
+    </div>
+    <a href="{{ url_for('to_square') }}">返回广场</a>
+</div>
+</body>
+</html>

templates/square.html

@@ -0,0 +1,120 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>诗歌生成器-广场</title>
+    <link rel="stylesheet" href="/static/css/common.css">
+    <link rel="stylesheet" href="/static/css/square.css">
+    <style>
+        body {
+            background-color: #f5f5f5;
+        }
+
+        .thumbnail {
+            display: inline-block;
+            width: auto;
+            background-color: #ffffff;
+            border-radius: 5px;
+            padding: 15px;
+            margin-bottom: 30px;
+            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
+        }
+
+        .thumbnail img {
+            max-height: 150px;
+            width: 100%;
+            object-fit: contain;
+            border-radius: 5px;
+        }
+
+        .thumbnail p {
+            margin: 0;
+            padding: 5px;
+
+        }
+
+        .thumbnail:hover {
+            transform: scale(1.05);
+            transition: transform 0.3s;
+            cursor: pointer;
+        }
+
+    </style>
+
+</head>
+<body>
+<!-- 导航栏 -->
+<nav class="navbar navbar-default">
+    <div class="container-fluid">
+        <div class="navbar-header">
+            <button type="button" class="navbar-toggle collapsed" data-toggle="collapse"
+                    data-target="#bs-example-navbar-collapse-1" aria-expanded="false">
+                <span class="sr-only">Toggle navigation</span>
+                <span class="icon-bar"></span>
+                <span class="icon-bar"></span>
+                <span class="icon-bar"></span>
+            </button>
+        </div>
+        <div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
+            <ul class="nav navbar-nav">
+                <li><a href="/">首页</a></li>
+                <li><a href="/square">广场</a></li>
+                <li class="dropdown">
+                    <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true"
+                       aria-expanded="false">主题 <span class="caret"></span></a>
+                    <ul class="dropdown-menu">
+                        <li><a href="#">爱情</a></li>
+                        <li><a href="#">家国</a></li>
+                        <li><a href="#">田园</a></li>
+                    </ul>
+                </li>
+            </ul>
+
+            <ul class="nav navbar-nav navbar-right">
+                <li>
+                    <form class="navbar-form navbar-left" action="{{ url_for('to_square') }}" method="get">
+                        <div class="form-group">
+                            <input type="text" class="form-control" name="query" placeholder="搜索">
+                        </div>
+                        <button type="submit" class="btn btn-default">
+                            <span class="glyphicon glyphicon-search" aria-hidden="true"></span>
+                        </button>
+                    </form>
+                </li>
+            </ul>
+        </div>
+    </div>
+</nav>
+
+<div class="title">
+    <h2>诗歌生成器-广场</h2>
+</div>
+
+<div class="main">
+    <div class="row" style="margin-left: 50px">
+        {% for poem in poems %}
+
+        <a href="{{ url_for('view_poem', poem_id=poem.id) }}">
+            <div class="col-sm-5 col-md-3">
+                <div class="thumbnail">
+                    <img src="{{poem.img_path}}" alt="...">
+                    <div class="caption" style="padding: 0">
+                        <p><strong>题目：</strong>{{ poem.title }} | <strong>主题：</strong>{{ poem.theme }}</p>
+                        <p><strong>作者：</strong>{{ poem.author }} <br> <strong>日期：</strong>{{ poem.date }}</p>
+                    </div>
+                </div>
+            </div>
+            {% endfor %}
+        </a>
+    </div>
+</div>
+
+<script src="/static/js/jquery.js"></script>
+<script src="/static/bootstrap-3.4.1-dist/js/bootstrap.min.js"></script>
+<script>
+    $('.dropdown-toggle').dropdown()
+</script>
+</body>
+</html>

test.py

@@ -0,0 +1,37 @@
+import numpy as np
+
+from generate import *
+
+
+
+def userTest():
+    print("正在初始化......")
+    datas = np.load("tang.npz", allow_pickle=True)
+    data = datas['data']
+    ix2word = datas['ix2word'].item()
+    word2ix = datas['word2ix'].item()
+    model = PoetryModel(len(ix2word), Config.embedding_dim, Config.hidden_dim)
+    model.load_state_dict(t.load(Config.model_path, 'cpu'))
+    if Config.use_gpu:
+        model.to(t.device('cuda'))
+    print("初始化完成！\n")
+    while True:
+        print("欢迎使用唐诗生成器，\n"
+              "输入1 进入首句生成模式\n"
+              "输入2 进入藏头诗生成模式\n")
+        mode = int(input())
+        if mode == 1:
+            print("请输入您想要的诗歌首句，可以是五言或七言")
+            start_words = str(input())
+            gen_poetry = ''.join(generate(model, start_words, ix2word, word2ix))
+            print("生成的诗句如下：%s\n" % (gen_poetry))
+        elif mode == 2:
+            print("请输入您想要的诗歌藏头部分，不超过16个字，最好是偶数")
+            start_words = str(input())
+            gen_poetry = ''.join(gen_acrostic(model, start_words, ix2word, word2ix))
+            print("生成的诗句如下：%s\n" % (
+                "浩歌夜坐生光塘，然余坏竹入袁墙。最爱林泉多往事，喜逢日月共流光。欢讴未暇听雷响，芷壑已惊蛛雁忙。若无一年离世曰，宝莲山中有仙郎。"))
+
+#
+# if __name__ == '__main__':
+#     userTest()