In this post, as an example of using minilexer
, I’ll parse chess games into an R data frame.
In prior posts
- I introduced the
minilexer
package, and showed some basic uses of the core functions.
- I then wrote a simple parser for the scrabble game format
Note: If you’re interested in doing more with chess games, I recommend having a look at the rchess
package on CRAN.
Chess game format: pgn
The pgn file format is a human readable representation of a chess game.
In its most basic form, it consists of
- a sequence of tags (i.e. comments) surrounded by
[]
- a sequence of numbers and events representing the moves taken by the players i.e.
- A number indicating which move this is within the game.
- Moves the for the white and black player represented in Standard Algebraic Notation (SAN).
- Comments can be interspersed between/within the moves and are surrounded by “{}”
An example pgn
file is show below:
pgn_text <- '
[Event "F/S Return Match"]
[Site "Belgrade, Serbia JUG"]
[Date "1992.11.04"]
[Round "29"]
[White "Fischer, Robert J."]
[Black "Spassky, Boris V."]
[Result "1/2-1/2"]
1. e4 e5 2. Nf3 Nc6 3. Bb5 a6 {This opening is called the Ruy Lopez.}
4. Ba4 Nf6 5. O-O Be7 6. Re1 b5 7. Bb3 d6 8. c3 O-O 9. h3 Nb8 10. d4 Nbd7
11. c4 c6 12. cxb5 axb5 13. Nc3 Bb7 14. Bg5 b4 15. Nb1 h6 16. Bh4 c5 17. dxe5
Nxe4 18. Bxe7 Qxe7 19. exd6 Qf6 20. Nbd2 Nxd6 21. Nc4 Nxc4 22. Bxc4 Nb6
23. Ne5 Rae8 24. Bxf7+ Rxf7 25. Nxf7 Rxe1+ 26. Qxe1 Kxf7 27. Qe3 Qg5 28. Qxg5
hxg5 29. b3 Ke6 30. a3 Kd6 31. axb4 cxb4 32. Ra5 Nd5 33. f3 Bc8 34. Kf2 Bf5
35. Ra7 g6 36. Ra6+ Kc5 37. Ke1 Nf4 38. g3 Nxh3 39. Kd2 Kb5 40. Rd6 Kc5 41. Ra6
Nf2 42. g4 Bd3 43. Re6 1/2-1/2
'
Use lex()
to turn the text into tokens
- Start by defining the regular expression patterns for each element in the pgn file.
- Use
minilexer::lex()
to turn the pgn text into tokens - Throw away whitespace, newlines and tags, since I’m not interested in them.
pgn_patterns <- c(
comment = '(;.*?)\n', # Assume ; only appears to denote comment to end of line
tag = '\\[.*?\\]', # parse tags as a whole token. going to ignore
comment_open = "\\{", # Inline comment start
comment_close = "\\}", # Inline comment end
move_number = "\\d+\\.+",
symbol = '[-+\\w\\./]+',
newline = '\n',
whitespace = '\\s+'
)
tokens <- minilexer::lex(pgn_text, pgn_patterns)
tokens <- tokens[!(names(tokens) %in% c('whitespace', 'newline', 'tag'))]
tokens[1:23]
## move_number symbol symbol move_number symbol
## "1." "e4" "e5" "2." "Nf3"
## symbol move_number symbol symbol comment_open
## "Nc6" "3." "Bb5" "a6" "{"
## symbol symbol symbol symbol symbol
## "This" "opening" "is" "called" "the"
## symbol symbol comment_close move_number symbol
## "Ruy" "Lopez." "}" "4." "Ba4"
## symbol move_number symbol
## "Nf6" "5." "O-O"
Use a TokenStream
to help turn the tokens into data
Initialise a TokenStream
object to help us manipulate/interrogate the list of tokens we have.
stream <- TokenStream$new(tokens)
Write a function to parse a comment
- Check we are at the start of a comment i.e. a
comment_open
token - Keep consuming symbols until we reach the end of the comment i.e. a
comment_close
token - Collapse all the tokens that we collected into a single string, and return this as the comment.
parse_comment <- function() {
stream$consume_token('comment_open')
values <- c()
while (!identical(stream$current_type(), 'comment_close')) { # Also need to check for end of stream! TODO
values <- c(values, stream$consume_token())
}
stream$consume_token("comment_close")
paste(values, collapse=" ")
}
Write a function to parse a set of 2 moves
A set of moves consists of:
- A number indicating the move number within the game
- Two strings representing move text - one for white and one for black
Parsing method is as follows:
- Check that the token at the current stream position is a move number
- Keep consuming symbols until we reach a non-symbol
- Check that we got 2 moves.
- Return a single row data.frame with the move number and the moves of white and black.
parse_move <- function() {
move_number <- stream$consume_token('move_number')
values <- c()
while (identical(stream$current_type(), 'symbol')) { # Also need to check for end of stream! TODO
values <- c(values, stream$consume_token())
}
if (length(values) != 2) {
message <- glue("Expecting 2 values only for moves, but got {length(values)} starting at position {start_position}")
stop(message)
}
data_frame(move=as.integer(readr::parse_number(move_number)), white=values[1], black=values[2])
}
Write a top-level function containing a parse loop to keep extracting events until we’re done
- If the current token is a
move_number
then callparse_move()
- If the current token is a
comment
then callparse_comment()
- Repeat until done
parse_pgn <- function() {
game <- NULL
while (!is.na(stream$current_value())) {
ct <- stream$current_type()
if (identical(ct, 'move_number')) {
move <- parse_move()
game <- bind_rows(game, move)
} else if (identical(ct, 'comment_open')) {
comment <- parse_comment()
} else {
message <- glue("Parse error at position {state$position}. Not understood: {stream$current_value()}")
stop(message)
}
}
game
}
game <- parse_pgn()
move | white | black |
---|---|---|
1 | e4 | e5 |
2 | Nf3 | Nc6 |
3 | Bb5 | a6 |
4 | Ba4 | Nf6 |
5 | O-O | Be7 |
6 | Re1 | b5 |
7 | Bb3 | d6 |
8 | c3 | O-O |
9 | h3 | Nb8 |
10 | d4 | Nbd7 |
11 | c4 | c6 |
12 | cxb5 | axb5 |
13 | Nc3 | Bb7 |
14 | Bg5 | b4 |
15 | Nb1 | h6 |
16 | Bh4 | c5 |
17 | dxe5 | Nxe4 |
18 | Bxe7 | Qxe7 |
19 | exd6 | Qf6 |
20 | Nbd2 | Nxd6 |
21 | Nc4 | Nxc4 |
22 | Bxc4 | Nb6 |
23 | Ne5 | Rae8 |
24 | Bxf7+ | Rxf7 |
25 | Nxf7 | Rxe1+ |
26 | Qxe1 | Kxf7 |
27 | Qe3 | Qg5 |
28 | Qxg5 | hxg5 |
29 | b3 | Ke6 |
30 | a3 | Kd6 |
31 | axb4 | cxb4 |
32 | Ra5 | Nd5 |
33 | f3 | Bc8 |
34 | Kf2 | Bf5 |
35 | Ra7 | g6 |
36 | Ra6+ | Kc5 |
37 | Ke1 | Nf4 |
38 | g3 | Nxh3 |
39 | Kd2 | Kb5 |
40 | Rd6 | Kc5 |
41 | Ra6 | Nf2 |
42 | g4 | Bd3 |
43 | Re6 | 1/2-1/2 |
Conclusion
In this post, I used minilexer
to turn a chess game file in pgn format into R data.
**Notes:**
Comments in pgn files can be tricky because they can occur in the middle of a game move i.e. after the white’s move, but before the black’s. For this post I have assumed that doesn’t happen, and dealing with such comments is left as an exercise ;) [Hint: Call
parse_comment()
from withinparse_move()
rather than fromparse_pgn()
]Interpreting the move text into which piece is moving to which location is beyond the scope of this post!
This parsing code is a very simple recursive descent parser where the parsing of the whole text (
parse_pgn()
) is broken into calls to another function to parse smaller parts of the text (parse_comment()
andparse_move()
).
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