Mimir
A CLI assistant for developers
Flow
textRank
based on pageRank, but for text.
textRank
The quick brown fox jumps over the lazy dog.
textRank
[The quick brown fox] jumps over the lazy dog.
textRank
The [quick brown fox jumps] over the lazy dog.
textRank
The quick [brown fox jumps over] the lazy dog.
textRank
The quick brown [fox jumps over the] lazy dog.
textRank
The quick brown fox [jumps over the lazy] dog.
textRank
The quick brown fox jumps [over the lazy dog].
textRank
The quick brown fox jumps [over the lazy dog].
textRank
| quick | brown | fox | jumps | over | lazy | dog | |
|---|---|---|---|---|---|---|---|
| quick | 0 | 1 | 1 | 1 | 0 | 0 | 0 |
| brown | 1 | 0 | 1 | 1 | 1 | 0 | 0 |
| fox | 1 | 1 | 0 | 1 | 1 | 0 | 0 |
| jumps | 1 | 1 | 1 | 0 | 1 | 1 | 0 |
| over | 0 | 1 | 1 | 1 | 0 | 1 | 1 |
| lazy | 0 | 0 | 0 | 1 | 1 | 0 | 1 |
| dog | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
textRank
| quick | brown | fox | jumps | over | lazy | dog | |
|---|---|---|---|---|---|---|---|
| quick | 0 | 0.25 | 0.25 | 0.2 | 0 | 0 | 0 |
| brown | 0.33 | 0 | 0.25 | 0.2 | 0.2 | 0 | 0 |
| fox | 0.33 | 0.25 | 0 | 0.2 | 0.2 | 0 | 0 |
| jumps | 0.33 | 0.25 | 0.25 | 0 | 0.2 | 0.33 | 0 |
| over | 0 | 0.25 | 0.25 | 0.2 | 0 | 0.33 | 0.5 |
| lazy | 0 | 0 | 0 | 0.2 | 0.2 | 0 | 0.5 |
| dog | 0 | 0 | 0 | 0 | 0.2 | 0.33 | 0 |
textRank
\left(\begin{array}{cc}
0 & 0.25 & 0.25 & 0.2 & 0 & 0 & 0\\
0.33 & 0 & 0.25 & 0.2 & 0.2 & 0 & 0\\
0.33 & 0.25 & 0 & 0.2 & 0.2 & 0 & 0\\
0.33 & 0.25 & 0.25 & 0 & 0.2 & 0.33 & 0\\
0 & 0.25 & 0.25 & 0.2 & 0 & 0.33 & 0.5\\
0 & 0 & 0 & 0.2 & 0.2 & 0 & 0.5\\
0 & 0 & 0 & 0 & 0.2 & 0.33 & 0\\
\end{array}\right)
*
\left(\begin{array}{cc}
1\\
1\\
1\\
1\\
1\\
1\\
1
\end{array}\right)
=
\left(\begin{array}{cc}
0.7\\
0.98\\
0.98\\
1.36\\
1.53\\
0.9\\
0.53
\end{array}\right)textRank
\left(\begin{array}{cc}
0 & 0.25 & 0.25 & 0.2 & 0 & 0 & 0\\
0.33 & 0 & 0.25 & 0.2 & 0.2 & 0 & 0\\
0.33 & 0.25 & 0 & 0.2 & 0.2 & 0 & 0\\
0.33 & 0.25 & 0.25 & 0 & 0.2 & 0.33 & 0\\
0 & 0.25 & 0.25 & 0.2 & 0 & 0.33 & 0.5\\
0 & 0 & 0 & 0.2 & 0.2 & 0 & 0.5\\
0 & 0 & 0 & 0 & 0.2 & 0.33 & 0\\
\end{array}\right)
*
\left(\begin{array}{cc}
0.7\\
0.98\\
0.98\\
1.36\\
1.53\\
0.9\\
0.53
\end{array}\right)
=
\left(\begin{array}{cc}
0.762\\
1.054\\
1.054\\
1.324\\
1.324\\
0.843\\
0.603\\
\end{array}\right)textRank
| quick | brown | fox | jumps | over | lazy | dog |
|---|---|---|---|---|---|---|
| 0.79 | 1.05 | 1.05 | 1.31 | 1.31 | 0.79 | 0.53 |
Flow
Answer
TF-IDF
TF-IDF
T1: git push origin tagname
T2: git push delete origin tagname
T3: git push origin refs tag tagname
T4: git tag delete tagname
TF-IDF
| tf1 | tf2 | tf3 | tf4 | df | idf | |
|---|---|---|---|---|---|---|
| git | 1 | 1 | 1 | 1 | 4 | log(4/4)=0 |
| push | 1 | 1 | 1 | 0 | 3 | log(4/3)=0.12 |
| origin | 1 | 1 | 1 | 0 | 3 | log(4/3)=0.12 |
| tagname | 1 | 1 | 1 | 1 | 4 | log(4/4)=0 |
| delete | 0 | 1 | 0 | 1 | 2 | log(4/2)=0.3 |
| refs | 0 | 0 | 1 | 0 | 1 | log(4/1)=0.6 |
| tag | 0 | 0 | 1 | 1 | 2 | log(4/2)=0.3 |
TF-IDF
| tfidf1 | tfidf2 | tfidf3 | tfidf4 | |
|---|---|---|---|---|
| git | 0 | 0 | 0 | 0 |
| push | 0.12 | 0.12 | 0.12 | 0 |
| origin | 0.12 | 0.12 | 0.12 | 0 |
| tagname | 0 | 0 | 0 | 0 |
| delete | 0 | 0.3 | 0 | 0.3 |
| refs | 0 | 0 | 0.6 | 0 |
| tag | 0 | 0 | 0.3 | 0.3 |
TF-IDF
| tfidf1 | tfidf2 | tfidf3 | tfidf4 | |
|---|---|---|---|---|
| SUM | 0.24 | 0.54 | 1.24 | 0.6 |
Response
Related works
https://github.com/gleitz/howdoi
