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
use crate::prelude::*;
use polars_core::prelude::*;
use polars_io::csv::{CsvEncoding, NullValues};
use polars_io::csv_core::utils::get_reader_bytes;
use polars_io::csv_core::utils::infer_file_schema;
use polars_io::RowCount;
#[derive(Clone)]
#[cfg(feature = "csv-file")]
pub struct LazyCsvReader<'a> {
path: String,
delimiter: u8,
has_header: bool,
ignore_errors: bool,
skip_rows: usize,
n_rows: Option<usize>,
cache: bool,
schema: Option<SchemaRef>,
schema_overwrite: Option<&'a Schema>,
low_memory: bool,
comment_char: Option<u8>,
quote_char: Option<u8>,
null_values: Option<NullValues>,
infer_schema_length: Option<usize>,
rechunk: bool,
skip_rows_after_header: usize,
encoding: CsvEncoding,
row_count: Option<RowCount>,
parse_dates: bool,
}
#[cfg(feature = "csv-file")]
impl<'a> LazyCsvReader<'a> {
pub fn new(path: String) -> Self {
LazyCsvReader {
path,
delimiter: b',',
has_header: true,
ignore_errors: false,
skip_rows: 0,
n_rows: None,
cache: true,
schema: None,
schema_overwrite: None,
low_memory: false,
comment_char: None,
quote_char: Some(b'"'),
null_values: None,
infer_schema_length: Some(100),
rechunk: true,
skip_rows_after_header: 0,
encoding: CsvEncoding::Utf8,
row_count: None,
parse_dates: false,
}
}
#[must_use]
pub fn with_skip_rows_after_header(mut self, offset: usize) -> Self {
self.skip_rows_after_header = offset;
self
}
#[must_use]
pub fn with_row_count(mut self, row_count: Option<RowCount>) -> Self {
self.row_count = row_count;
self
}
#[must_use]
pub fn with_n_rows(mut self, num_rows: Option<usize>) -> Self {
self.n_rows = num_rows;
self
}
#[must_use]
pub fn with_infer_schema_length(mut self, num_rows: Option<usize>) -> Self {
self.infer_schema_length = num_rows;
self
}
#[must_use]
pub fn with_ignore_parser_errors(mut self, ignore: bool) -> Self {
self.ignore_errors = ignore;
self
}
#[must_use]
pub fn with_schema(mut self, schema: SchemaRef) -> Self {
self.schema = Some(schema);
self
}
#[must_use]
pub fn with_skip_rows(mut self, skip_rows: usize) -> Self {
self.skip_rows = skip_rows;
self
}
#[must_use]
pub fn with_dtype_overwrite(mut self, schema: Option<&'a Schema>) -> Self {
self.schema_overwrite = schema;
self
}
#[must_use]
pub fn has_header(mut self, has_header: bool) -> Self {
self.has_header = has_header;
self
}
#[must_use]
pub fn with_delimiter(mut self, delimiter: u8) -> Self {
self.delimiter = delimiter;
self
}
#[must_use]
pub fn with_comment_char(mut self, comment_char: Option<u8>) -> Self {
self.comment_char = comment_char;
self
}
#[must_use]
pub fn with_quote_char(mut self, quote: Option<u8>) -> Self {
self.quote_char = quote;
self
}
#[must_use]
pub fn with_null_values(mut self, null_values: Option<NullValues>) -> Self {
self.null_values = null_values;
self
}
#[must_use]
pub fn with_cache(mut self, cache: bool) -> Self {
self.cache = cache;
self
}
#[must_use]
pub fn low_memory(mut self, toggle: bool) -> Self {
self.low_memory = toggle;
self
}
#[must_use]
pub fn with_rechunk(mut self, toggle: bool) -> Self {
self.rechunk = toggle;
self
}
#[must_use]
pub fn with_encoding(mut self, enc: CsvEncoding) -> Self {
self.encoding = enc;
self
}
#[cfg(feature = "temporal")]
pub fn with_parse_dates(mut self, toggle: bool) -> Self {
self.parse_dates = toggle;
self
}
pub fn with_schema_modify<F>(self, f: F) -> Result<Self>
where
F: Fn(Schema) -> Result<Schema>,
{
let mut file = std::fs::File::open(&self.path)?;
let reader_bytes = get_reader_bytes(&mut file).expect("could not mmap file");
let mut skip_rows = self.skip_rows;
let (schema, _) = infer_file_schema(
&reader_bytes,
self.delimiter,
self.infer_schema_length,
self.has_header,
None,
&mut skip_rows,
self.comment_char,
self.quote_char,
None,
self.parse_dates,
)?;
let mut schema = f(schema)?;
if let Some(overwrite_schema) = self.schema_overwrite {
for (name, dtype) in overwrite_schema.iter() {
schema.with_column(name.clone(), dtype.clone())
}
}
Ok(self.with_schema(Arc::new(schema)))
}
pub fn finish_impl(self) -> Result<LazyFrame> {
let mut lf: LazyFrame = LogicalPlanBuilder::scan_csv(
self.path,
self.delimiter,
self.has_header,
self.ignore_errors,
self.skip_rows,
self.n_rows,
self.cache,
self.schema,
self.schema_overwrite,
self.low_memory,
self.comment_char,
self.quote_char,
self.null_values,
self.infer_schema_length,
self.rechunk,
self.skip_rows_after_header,
self.encoding,
self.row_count,
self.parse_dates,
)?
.build()
.into();
lf.opt_state.agg_scan_projection = true;
Ok(lf)
}
pub fn finish(self) -> Result<LazyFrame> {
if self.path.contains('*') {
let paths = glob::glob(&self.path)
.map_err(|_| PolarsError::ComputeError("invalid glob pattern given".into()))?;
let lfs = paths
.map(|r| {
let path = r.map_err(|e| PolarsError::ComputeError(format!("{}", e).into()))?;
let path_string = path.to_string_lossy().into_owned();
let mut builder = self.clone();
builder.path = path_string;
if builder.skip_rows > 0 {
builder.skip_rows = 0;
builder.n_rows = None;
}
builder.rechunk = false;
builder.finish_impl()
})
.collect::<Result<Vec<_>>>()?;
concat(&lfs, self.rechunk)
.map_err(|_| PolarsError::ComputeError("no matching files found".into()))
.map(|lf| {
if self.skip_rows != 0 || self.n_rows.is_some() {
lf.slice(self.skip_rows as i64, self.n_rows.unwrap() as u32)
} else {
lf
}
})
} else {
self.finish_impl()
}
}
}