792783d
joyvan 6 years ago
2 changed file(s) with 109 addition(s) and 22 deletion(s). Raw diff Collapse all Expand all
4242 },
4343 {
4444 "cell_type": "code",
45 "execution_count": null,
45 "execution_count": 1,
4646 "metadata": {},
4747 "outputs": [],
4848 "source": [
5959 },
6060 {
6161 "cell_type": "code",
62 "execution_count": null,
63 "metadata": {},
64 "outputs": [],
62 "execution_count": 2,
63 "metadata": {},
64 "outputs": [
65 {
66 "data": {
67 "image/png": 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\n",
68 "text/plain": [
69 "<Figure size 432x576 with 1 Axes>"
70 ]
71 },
72 "metadata": {},
73 "output_type": "display_data"
74 }
75 ],
6576 "source": [
6677 "# 定义节点列表\n",
6778 "node_list = ['A', 'B', 'C', 'D', 'E', 'F', 'G']\n",
120131 },
121132 {
122133 "cell_type": "code",
123 "execution_count": null,
124 "metadata": {},
125 "outputs": [],
134 "execution_count": 3,
135 "metadata": {},
136 "outputs": [
137 {
138 "data": {
139 "image/png": 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\n",
140 "text/plain": [
141 "<Figure size 432x576 with 1 Axes>"
142 ]
143 },
144 "metadata": {},
145 "output_type": "display_data"
146 }
147 ],
126148 "source": [
127149 "g.show_graph(this_path=\"AB\")"
128150 ]
137159 },
138160 {
139161 "cell_type": "code",
140 "execution_count": null,
141 "metadata": {},
142 "outputs": [],
162 "execution_count": 4,
163 "metadata": {},
164 "outputs": [
165 {
166 "data": {
167 "image/png": 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\n",
168 "text/plain": [
169 "<Figure size 432x576 with 1 Axes>"
170 ]
171 },
172 "metadata": {},
173 "output_type": "display_data"
174 }
175 ],
143176 "source": [
144177 "g.show_graph(this_path=\"ABDG\")"
145178 ]
163196 },
164197 {
165198 "cell_type": "code",
166 "execution_count": null,
167 "metadata": {},
168 "outputs": [],
199 "execution_count": 5,
200 "metadata": {},
201 "outputs": [
202 {
203 "data": {
204 "image/png": 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\n",
205 "text/plain": [
206 "<Figure size 1080x324 with 1 Axes>"
207 ]
208 },
209 "metadata": {
210 "needs_background": "light"
211 },
212 "output_type": "display_data"
213 }
214 ],
169215 "source": [
170216 "g.show_search_tree()"
171217 ]
213259 },
214260 {
215261 "cell_type": "code",
216 "execution_count": null,
217 "metadata": {},
218 "outputs": [],
262 "execution_count": 6,
263 "metadata": {},
264 "outputs": [
265 {
266 "data": {
267 "image/png": 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\n",
268 "text/plain": [
269 "<Figure size 1080x324 with 1 Axes>"
270 ]
271 },
272 "metadata": {
273 "needs_background": "light"
274 },
275 "output_type": "display_data"
276 }
277 ],
219278 "source": [
220279 "g.animation_search_tree('dfs')"
221280 ]
229288 },
230289 {
231290 "cell_type": "code",
232 "execution_count": null,
233 "metadata": {},
234 "outputs": [],
291 "execution_count": 7,
292 "metadata": {},
293 "outputs": [
294 {
295 "data": {
296 "image/png": 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\n",
297 "text/plain": [
298 "<Figure size 1080x324 with 1 Axes>"
299 ]
300 },
301 "metadata": {
302 "needs_background": "light"
303 },
304 "output_type": "display_data"
305 }
306 ],
235307 "source": [
236308 "g.animation_search_tree('bfs')"
237309 ]
274346 },
275347 {
276348 "cell_type": "code",
277 "execution_count": null,
278 "metadata": {},
279 "outputs": [],
349 "execution_count": 9,
350 "metadata": {},
351 "outputs": [
352 {
353 "data": {
354 "image/png": 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\n",
355 "text/plain": [
356 "<Figure size 1080x324 with 1 Axes>"
357 ]
358 },
359 "metadata": {
360 "needs_background": "light"
361 },
362 "output_type": "display_data"
363 }
364 ],
280365 "source": [
281366 "# 为搜索算法提供辅助信息\n",
282367 "g.help_info = {'A': 30, 'B': 20, 'C': 19, 'D':10, 'E':5, 'F':25, 'G': 0}\n",
400400 def generate_greedy_help_text(self,path):
401401 if path[-1] == self.target_node:
402402 return '抵达目标节点' + str(self.target_node)
403 elif len(path) == self.max_depth+1:
404 return '抵达最大搜索深度,未找到目标节点'
403405
404406 base_text = '当前可选的子节点及其信息值为 \n'+ \
405407 str(self.search_scores[path]) + '\n'