我需要古诗生成图像的代码
时间: 2024-02-11 09:08:52 浏览: 167
实用代码 23 歌词古诗自动生成
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古诗生成图像是一个比较复杂的技术,需要多种人工智能技术的结合。如果你想要实现这个功能,你需要具备一定的编程和机器学习知识。以下是一个简单的古诗生成图像的代码示例,希望能对你有所帮助:
```python
import tensorflow as tf
import numpy as np
from PIL import Image
# 定义古诗生成模型
class PoemGenerator(tf.keras.Model):
def __init__(self, vocab_size, embedding_size, rnn_units):
super(PoemGenerator, self).__init__()
self.embedding = tf.keras.layers.Embedding(vocab_size, embedding_size)
self.gru = tf.keras.layers.GRU(rnn_units, return_sequences=True, return_state=True)
self.dense = tf.keras.layers.Dense(vocab_size)
def call(self, inputs, states=None, return_state=False, training=False):
x = inputs
x = self.embedding(x, training=training)
if states is None:
states = self.gru.get_initial_state(x)
x, states = self.gru(x, initial_state=states, training=training)
x = self.dense(x, training=training)
if return_state:
return x, states
else:
return x
def generate_poem(self, start_string, char2idx, idx2char, temperature=1.0):
num_generate = 64
input_eval = [char2idx[s] for s in start_string]
input_eval = tf.expand_dims(input_eval, 0)
text_generated = []
states = None
for i in range(num_generate):
predictions, states = self.call(input_eval, states=states, return_state=True)
predictions = tf.squeeze(predictions, 0) / temperature
predicted_id = tf.random.categorical(predictions, num_samples=1)[-1, 0].numpy()
input_eval = tf.expand_dims([predicted_id], 0)
text_generated.append(idx2char[predicted_id])
return (start_string + ''.join(text_generated))
# 加载训练好的模型和词典
model = tf.keras.models.load_model('poem_generator.h5')
char2idx = np.load('char2idx.npy', allow_pickle=True).item()
idx2char = np.load('idx2char.npy', allow_pickle=True).item()
# 生成古诗
start_string = '静夜思'
poem = model.generate_poem(start_string, char2idx, idx2char, temperature=0.5)
# 使用 Pillow 库生成图片
FONT_PATH = '/path/to/font.ttf'
FONT_SIZE = 48
img_width = 512
img_height = 512
img = Image.new('RGB', (img_width, img_height), color='white')
draw = ImageDraw.Draw(img)
font = ImageFont.truetype(FONT_PATH, FONT_SIZE)
x = 50
y = 50
for line in poem.split('\n'):
draw.text((x, y), line, font=font, fill='black')
y += 60
img.show()
```
需要注意的是,以上代码仅供参考,具体实现要根据你的需求进行修改。
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