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1 | <?xml version="1.0" encoding="UTF-8"?> | 1 | <?xml version="1.0" encoding="UTF-8"?> |
2 | <project version="4"> | 2 | <project version="4"> |
3 | - <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7 (src)" project-jdk-type="Python SDK" /> | 3 | + <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8" project-jdk-type="Python SDK" /> |
4 | </project> | 4 | </project> |
... | \ No newline at end of file | ... | \ No newline at end of file | ... | ... |
... | @@ -2,7 +2,7 @@ | ... | @@ -2,7 +2,7 @@ |
2 | <module type="PYTHON_MODULE" version="4"> | 2 | <module type="PYTHON_MODULE" version="4"> |
3 | <component name="NewModuleRootManager"> | 3 | <component name="NewModuleRootManager"> |
4 | <content url="file://$MODULE_DIR$" /> | 4 | <content url="file://$MODULE_DIR$" /> |
5 | - <orderEntry type="inheritedJdk" /> | 5 | + <orderEntry type="jdk" jdkName="Python 3.8" jdkType="Python SDK" /> |
6 | <orderEntry type="sourceFolder" forTests="false" /> | 6 | <orderEntry type="sourceFolder" forTests="false" /> |
7 | </component> | 7 | </component> |
8 | </module> | 8 | </module> |
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... | @@ -27,6 +27,13 @@ | ... | @@ -27,6 +27,13 @@ |
27 | <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" /> | 27 | <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" /> |
28 | <option name="LAST_RESOLUTION" value="IGNORE" /> | 28 | <option name="LAST_RESOLUTION" value="IGNORE" /> |
29 | </component> | 29 | </component> |
30 | + <component name="FileTemplateManagerImpl"> | ||
31 | + <option name="RECENT_TEMPLATES"> | ||
32 | + <list> | ||
33 | + <option value="Python Script" /> | ||
34 | + </list> | ||
35 | + </option> | ||
36 | + </component> | ||
30 | <component name="Git.Settings"> | 37 | <component name="Git.Settings"> |
31 | <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$/.." /> | 38 | <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$/.." /> |
32 | </component> | 39 | </component> | ... | ... |
src/textrank/rank.py
0 → 100644
1 | +import numpy as np | ||
2 | +from sklearn.preprocessing import normalize | ||
3 | + | ||
4 | +def pagerank(x, df=0.85, max_iter=30, bias=None): | ||
5 | + """ | ||
6 | + Arguments | ||
7 | + --------- | ||
8 | + x : scipy.sparse.csr_matrix | ||
9 | + shape = (n vertex, n vertex) | ||
10 | + df : float | ||
11 | + Damping factor, 0 < df < 1 | ||
12 | + max_iter : int | ||
13 | + Maximum number of iteration | ||
14 | + bias : numpy.ndarray or None | ||
15 | + If None, equal bias | ||
16 | + Returns | ||
17 | + ------- | ||
18 | + R : numpy.ndarray | ||
19 | + PageRank vector. shape = (n vertex, 1) | ||
20 | + """ | ||
21 | + | ||
22 | + assert 0 < df < 1 | ||
23 | + | ||
24 | + # initialize | ||
25 | + A = normalize(x, axis=0, norm='l1') | ||
26 | + R = np.ones(A.shape[0]).reshape(-1,1) | ||
27 | + | ||
28 | + # check bias | ||
29 | + if bias is None: | ||
30 | + bias = (1 - df) * np.ones(A.shape[0]).reshape(-1,1) | ||
31 | + else: | ||
32 | + bias = bias.reshape(-1,1) | ||
33 | + bias = A.shape[0] * bias / bias.sum() | ||
34 | + assert bias.shape[0] == A.shape[0] | ||
35 | + bias = (1 - df) * bias | ||
36 | + | ||
37 | + # iteration | ||
38 | + for _ in range(max_iter): | ||
39 | + R = df * (A * R) + bias | ||
40 | + | ||
41 | + return R | ||
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