rkg 0.1.0

A one-liner oriented record/grid processor
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
use anyhow::{bail, Context, Result};
use regex::Regex;
use std::collections::{BTreeMap, BTreeSet, HashMap};

use crate::ast::{Agg, Call, Expr, RecConfig, Records};
use crate::util::{
    arg_string, arg_usize1, arg_usize_expr, expr_to_string, parse_num, split_keep_nonempty,
    trim_num, unescape,
};

pub fn parse_records(input: &str, cfg: RecConfig) -> Result<Records> {
    let rs = unescape(&cfg.rs);
    let fs_re = Regex::new(&cfg.fs).with_context(|| format!("invalid FS regex: {}", cfg.fs))?;
    let mut rows = Vec::new();

    for raw in split_keep_nonempty(input, &rs) {
        let line = raw.trim_end_matches('\r');
        if line.is_empty() {
            continue;
        }

        let cols = if cfg.fs == r"\s+" {
            line.split_whitespace().map(|s| s.to_string()).collect()
        } else {
            fs_re
                .split(line)
                .filter(|s| !s.is_empty())
                .map(|s| s.to_string())
                .collect()
        };
        rows.push(cols);
    }

    Ok(Records { rows, cfg })
}

pub fn render_records(rec: &Records) -> String {
    let mut out = String::new();
    let ors = unescape(&rec.cfg.ors);
    let ofs = unescape(&rec.cfg.ofs);
    for row in &rec.rows {
        out.push_str(&row.join(&ofs));
        out.push_str(&ors);
    }
    out
}

pub fn apply_rec_call(mut rec: Records, call: &Call) -> Result<Records> {
    match call.name.as_str() {
        "fs" => {
            rec.cfg.fs = arg_string(call, 0)?;
            parse_records(&render_records(&rec), rec.cfg.clone())
        }
        "rs" => {
            rec.cfg.rs = arg_string(call, 0)?;
            parse_records(&render_records(&rec), rec.cfg.clone())
        }
        "ofs" => {
            rec.cfg.ofs = arg_string(call, 0)?;
            Ok(rec)
        }
        "ors" => {
            rec.cfg.ors = arg_string(call, 0)?;
            Ok(rec)
        }
        "select" | "p" => rec_select(rec, &call.args),
        "replace" | "sb" => rec_replace(rec, call),
        "enum" | "n" => rec_enum(rec, call),
        "explode" | "x" => rec_explode(rec, call),
        "implode" | "i" => rec_implode(rec, call),
        "groupby" | "g" => rec_groupby(rec, call),
        "reshape" | "sh" => rec_reshape(rec, call),
        "flatten" | "f" => rec_flatten_as_records(rec, call),
        other => bail!("unknown rec method: {other}"),
    }
}

fn rec_select(mut rec: Records, args: &[Expr]) -> Result<Records> {
    let specs = args
        .iter()
        .map(expr_to_string)
        .collect::<Result<Vec<_>>>()?;
    let mut new_rows = Vec::with_capacity(rec.rows.len());

    for row in &rec.rows {
        let mut out = Vec::new();
        for spec in &specs {
            let idxs = expand_spec(spec, row.len())?;
            for idx in idxs {
                if idx < row.len() {
                    out.push(row[idx].clone());
                }
            }
        }
        new_rows.push(out);
    }

    rec.rows = new_rows;
    Ok(rec)
}

fn rec_replace(mut rec: Records, call: &Call) -> Result<Records> {
    let pat = arg_string(call, 0)?;
    let rep = arg_string(call, 1)?;
    let re = Regex::new(&pat).with_context(|| format!("invalid regex: {pat}"))?;

    for row in &mut rec.rows {
        for cell in row {
            *cell = re.replace_all(cell, rep.as_str()).to_string();
        }
    }

    Ok(rec)
}

fn rec_enum(mut rec: Records, call: &Call) -> Result<Records> {
    let arg = arg_string(call, 0)?;
    for (i, row) in rec.rows.iter_mut().enumerate() {
        let label = if arg.eq_ignore_ascii_case("A-Z") {
            let c = ((i % 26) as u8 + b'A') as char;
            c.to_string()
        } else {
            let start: i64 = arg
                .parse()
                .with_context(|| format!("enum start must be integer or A-Z: {arg}"))?;
            (start + i as i64).to_string()
        };
        row.insert(0, label);
    }
    Ok(rec)
}

fn rec_explode(mut rec: Records, call: &Call) -> Result<Records> {
    let col = arg_usize1(call, 0)? - 1;
    let sep = unescape(&arg_string(call, 1)?);
    let mut out = Vec::new();

    for row in &rec.rows {
        if col >= row.len() {
            out.push(row.clone());
            continue;
        }

        for part in row[col].split(&sep) {
            let mut new_row = row.clone();
            new_row[col] = part.to_string();
            out.push(new_row);
        }
    }

    rec.rows = out;
    Ok(rec)
}

fn rec_implode(mut rec: Records, call: &Call) -> Result<Records> {
    let key_col = arg_usize1(call, 0)? - 1;
    let val_col = arg_usize1(call, 1)? - 1;
    let join_sep = if call.args.len() >= 3 {
        unescape(&arg_string(call, 2)?)
    } else {
        " ".to_string()
    };

    let mut map: BTreeMap<String, Vec<String>> = BTreeMap::new();
    for row in &rec.rows {
        if key_col >= row.len() || val_col >= row.len() {
            continue;
        }
        map.entry(row[key_col].clone())
            .or_default()
            .push(row[val_col].clone());
    }

    rec.rows = map
        .into_iter()
        .map(|(key, vals)| vec![key, vals.join(&join_sep)])
        .collect();
    Ok(rec)
}

fn rec_groupby(mut rec: Records, call: &Call) -> Result<Records> {
    let key_col = arg_usize1(call, 0)? - 1;
    let aggs = call.args[1..]
        .iter()
        .map(parse_agg)
        .collect::<Result<Vec<_>>>()?;
    let mut groups: BTreeMap<String, Vec<&Vec<String>>> = BTreeMap::new();

    for row in &rec.rows {
        if key_col < row.len() {
            groups.entry(row[key_col].clone()).or_default().push(row);
        }
    }

    let mut out = Vec::new();
    for (key, rows) in groups {
        let mut row = vec![key];
        for agg in &aggs {
            row.push(eval_agg(agg, &rows)?);
        }
        out.push(row);
    }

    rec.rows = out;
    Ok(rec)
}

fn rec_reshape(mut rec: Records, call: &Call) -> Result<Records> {
    let mode = arg_string(call, 0)?;
    match mode.as_str() {
        "w2l" | "wide2long" => {
            if rec.rows.is_empty() {
                return Ok(rec);
            }

            let start = arg_usize1(call, 1)? - 1;
            let header = rec.rows[0].clone();
            let mut out = Vec::new();

            for row in rec.rows.iter().skip(1) {
                let keys = row[..start.min(row.len())].to_vec();
                for i in start..row.len() {
                    let mut new_row = keys.clone();
                    new_row.push(
                        header
                            .get(i)
                            .cloned()
                            .unwrap_or_else(|| format!("c{}", i + 1)),
                    );
                    new_row.push(row[i].clone());
                    out.push(new_row);
                }
            }

            rec.rows = out;
            Ok(rec)
        }
        "l2w" | "long2wide" => {
            let key_col = arg_usize1(call, 1)? - 1;
            let val_col = arg_usize1(call, 2)? - 1;
            if rec.rows.is_empty() {
                return Ok(rec);
            }

            let mut cols_seen = BTreeSet::new();
            let mut row_order = Vec::new();
            let mut seen_row = BTreeSet::new();
            let mut map: BTreeMap<String, HashMap<String, String>> = BTreeMap::new();

            for row in &rec.rows {
                if row.len() <= val_col || row.len() <= key_col {
                    continue;
                }
                let row_key = row[0].clone();
                let col_name = row[key_col].clone();
                let value = row[val_col].clone();
                cols_seen.insert(col_name.clone());
                if seen_row.insert(row_key.clone()) {
                    row_order.push(row_key.clone());
                }
                map.entry(row_key).or_default().insert(col_name, value);
            }

            let cols = cols_seen.into_iter().collect::<Vec<_>>();
            let mut out = vec![{
                let mut header = vec!["key".to_string()];
                header.extend(cols.clone());
                header
            }];

            for row_key in row_order {
                let mut row = vec![row_key.clone()];
                let vals = map.get(&row_key).cloned().unwrap_or_default();
                for col in &cols {
                    row.push(vals.get(col).cloned().unwrap_or_default());
                }
                out.push(row);
            }

            rec.rows = out;
            Ok(rec)
        }
        _ => bail!("reshape mode must be w2l or l2w"),
    }
}

fn rec_flatten_as_records(mut rec: Records, call: &Call) -> Result<Records> {
    if rec.rows.is_empty() {
        rec.rows.clear();
        return Ok(rec);
    }

    let template = if !call.args.is_empty() {
        Some(arg_string(call, 0)?)
    } else {
        None
    };

    if let Some(tpl) = template {
        if rec.rows.len() < 2 {
            rec.rows = vec![vec![tpl]];
            return Ok(rec);
        }

        let header = &rec.rows[0];
        let re = Regex::new(r"\{([^}]+)\}")?;
        let mut out = Vec::new();

        for row in rec.rows.iter().skip(1) {
            let rendered = re
                .replace_all(&tpl, |caps: &regex::Captures| {
                    let key = caps.get(1).map(|m| m.as_str()).unwrap_or_default();
                    match header.iter().position(|h| h == key) {
                        Some(idx) => row.get(idx).cloned().unwrap_or_default(),
                        None => String::new(),
                    }
                })
                .to_string();
            out.push(vec![rendered]);
        }

        rec.rows = out;
    } else if rec.rows.len() >= 2 {
        let header = rec.rows[0].clone();
        let mut out = Vec::new();
        for row in rec.rows.iter().skip(1) {
            for (i, cell) in row.iter().enumerate() {
                let key = header
                    .get(i)
                    .cloned()
                    .unwrap_or_else(|| format!("c{}", i + 1));
                out.push(vec![format!("{}: {}", key, cell)]);
            }
        }
        rec.rows = out;
    }

    rec.cfg.ofs = "".to_string();
    Ok(rec)
}

fn parse_agg(expr: &Expr) -> Result<Agg> {
    match expr {
        Expr::Call(call) => match call.name.as_str() {
            "sum" | "s" => Ok(Agg::Sum(arg_usize_expr(call, 0)? - 1)),
            "count" | "c" => Ok(Agg::Count),
            "min" | "mn" => Ok(Agg::Min(arg_usize_expr(call, 0)? - 1)),
            "max" | "mx" => Ok(Agg::Max(arg_usize_expr(call, 0)? - 1)),
            "avg" | "a" => Ok(Agg::Avg(arg_usize_expr(call, 0)? - 1)),
            other => bail!("unknown aggregator: {other}"),
        },
        _ => bail!("groupby aggregators must be function calls"),
    }
}

fn eval_agg(agg: &Agg, rows: &[&Vec<String>]) -> Result<String> {
    match agg {
        Agg::Count => Ok(rows.len().to_string()),
        Agg::Sum(col) => {
            let mut sum = 0f64;
            for row in rows {
                sum += row
                    .get(*col)
                    .map(|v| parse_num(v))
                    .transpose()?
                    .unwrap_or(0.0);
            }
            Ok(trim_num(sum))
        }
        Agg::Min(col) => {
            let vals = rows
                .iter()
                .map(|row| {
                    row.get(*col)
                        .map(|v| parse_num(v))
                        .transpose()
                        .map(|v| v.unwrap_or(f64::INFINITY))
                })
                .collect::<Result<Vec<_>>>()?;
            Ok(trim_num(vals.into_iter().fold(f64::INFINITY, f64::min)))
        }
        Agg::Max(col) => {
            let vals = rows
                .iter()
                .map(|row| {
                    row.get(*col)
                        .map(|v| parse_num(v))
                        .transpose()
                        .map(|v| v.unwrap_or(f64::NEG_INFINITY))
                })
                .collect::<Result<Vec<_>>>()?;
            Ok(trim_num(vals.into_iter().fold(f64::NEG_INFINITY, f64::max)))
        }
        Agg::Avg(col) => {
            let mut sum = 0f64;
            let mut count = 0f64;
            for row in rows {
                if let Some(v) = row.get(*col) {
                    sum += parse_num(v)?;
                    count += 1.0;
                }
            }
            Ok(trim_num(if count == 0.0 { 0.0 } else { sum / count }))
        }
    }
}

fn expand_spec(spec: &str, len: usize) -> Result<Vec<usize>> {
    if let Some((a, b)) = spec.split_once(':') {
        let start = if a.is_empty() { 1 } else { a.parse::<usize>()? };
        let end = if b.is_empty() {
            len
        } else {
            b.parse::<usize>()?
        };
        if start == 0 || end == 0 {
            bail!("field positions are 1-based: {spec}");
        }
        Ok((start - 1..end.min(len)).collect())
    } else {
        let n = spec.parse::<usize>()?;
        if n == 0 {
            bail!("field positions are 1-based: {spec}");
        }
        Ok(vec![n - 1])
    }
}