polars-config 0.54.4

Runtime configuration for the Polars project.
Documentation
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
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
use std::sync::LazyLock;
use std::sync::atomic::{AtomicBool, AtomicU8, AtomicU64, Ordering};

mod engine;
mod parse;
mod resolve_mode;
mod spill_format;
pub mod spill_path;
mod spill_policy;

pub use engine::Engine;
use polars_error::polars_warn;
pub use resolve_mode::ResolveMode;
pub use spill_format::SpillFormat;
pub use spill_policy::SpillPolicy;

// Public.
const VERBOSE: &str = "POLARS_VERBOSE";
const DEFAULT_VERBOSE: bool = false;

const WARN_UNKNOWN_CONFIG: &str = "POLARS_WARN_UNKNOWN_CONFIG";
const DEFAULT_WARN_UNKNOWN_CONFIG: bool = false;
// TODO: Turn DEFAULT_WARN_UNKNOWN_CONFIG on once we support all stable config options.

const WARN_UNSTABLE: &str = "POLARS_WARN_UNSTABLE";
const DEFAULT_WARN_UNSTABLE: bool = true;

const MAX_THREADS: &str = "POLARS_MAX_THREADS";
fn default_max_threads() -> u64 {
    std::thread::available_parallelism()
        .unwrap_or(std::num::NonZeroUsize::new(4).unwrap())
        .get() as u64
}

const IDEAL_MORSEL_SIZE: &str = "POLARS_IDEAL_MORSEL_SIZE";
const STREAMING_CHUNK_SIZE: &str = "POLARS_STREAMING_CHUNK_SIZE"; // Backwards compatibility.
const DEFAULT_IDEAL_MORSEL_SIZE: u64 = 100_000;

const ENGINE_AFFINITY: &str = "POLARS_ENGINE_AFFINITY";
const DEFAULT_ENGINE_AFFINITY: Engine = Engine::Auto;

const PARQUET_BINARY_STATISTICS_TRUNCATE_LENGTH: &str =
    "POLARS_PARQUET_BINARY_STATISTICS_TRUNCATE_LEN";
const DEFAULT_PARQUET_BINARY_STATISTICS_TRUNCATE_LENGTH: u64 = 64;

const PRUNE_PARQUET_METADATA: &str = "POLARS_PRUNE_PARQUET_METADATA";
const DEFAULT_PRUNE_PARQUET_METADATA: bool = false;

const RESOLVE_METADATA_LEVEL: &str = "POLARS_RESOLVE_METADATA_LEVEL";
const DEFAULT_RESOLVE_METADATA_LEVEL: ResolveMode = ResolveMode::RowCounts;

// Private.
const VERBOSE_SENSITIVE: &str = "POLARS_VERBOSE_SENSITIVE";
const DEFAULT_VERBOSE_SENSITIVE: bool = false;

const FORCE_ASYNC: &str = "POLARS_FORCE_ASYNC";
const DEFAULT_FORCE_ASYNC: bool = false;

const IMPORT_INTERVAL_AS_STRUCT: &str = "POLARS_IMPORT_INTERVAL_AS_STRUCT";
const DEFAULT_IMPORT_INTERVAL_AS_STRUCT: bool = false;

const OOC_DRIFT_THRESHOLD: &str = "POLARS_OOC_DRIFT_THRESHOLD";
const DEFAULT_OOC_DRIFT_THRESHOLD: u64 = 4 * 1024 * 1024;

const OOC_SPILL_POLICY: &str = "POLARS_OOC_SPILL_POLICY";
const DEFAULT_OOC_SPILL_POLICY: SpillPolicy = SpillPolicy::NoSpill;

const OOC_SPILL_FORMAT: &str = "POLARS_OOC_SPILL_FORMAT";
const DEFAULT_OOC_SPILL_FORMAT: SpillFormat = SpillFormat::Ipc;

const OOC_MEMORY_BUDGET_FRACTION: &str = "POLARS_OOC_MEMORY_BUDGET_FRACTION";
const DEFAULT_OOC_MEMORY_BUDGET_FRACTION: f64 = 0.8;

const OOC_SPILL_MIN_BYTES: &str = "POLARS_OOC_SPILL_MIN_BYTES";
const DEFAULT_OOC_SPILL_MIN_BYTES: u64 = 100 * 1024; // 100 KB

const JOIN_SAMPLE_LIMIT: &str = "POLARS_JOIN_SAMPLE_LIMIT";
const DEFAULT_JOIN_SAMPLE_LIMIT: u64 = 10_000_000;

/// Allows pruning of strict hconcat inputs in projection pushdown. This can reduce data loading
/// but may discard shape errors.
const PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS: &str =
    "POLARS_PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS";
const DEFAULT_PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS: bool = false;

const ALLOW_NESTED_CSPE: &str = "POLARS_ALLOW_NESTED_CSPE";
const DEFAULT_ALLOW_NESTED_CSPE: bool = false;

static KNOWN_OPTIONS: &[&str] = &[
    // Public.
    VERBOSE,
    WARN_UNKNOWN_CONFIG,
    WARN_UNSTABLE,
    MAX_THREADS,
    IDEAL_MORSEL_SIZE,
    STREAMING_CHUNK_SIZE,
    ENGINE_AFFINITY,
    PARQUET_BINARY_STATISTICS_TRUNCATE_LENGTH,
    PRUNE_PARQUET_METADATA,
    ALLOW_NESTED_CSPE,
    RESOLVE_METADATA_LEVEL,
    /*
    Not yet supported public options:

        "POLARS_AUTO_STRUCTIFY"
        "POLARS_FMT_STR_LEN"
        "POLARS_FMT_MAX_COLS"
        "POLARS_FMT_TABLE_FORMATTING"
        "POLARS_FMT_TABLE_INLINE_COLUMN_DATA_TYPE"
        "POLARS_FMT_TABLE_DATAFRAME_SHAPE_BELOW"
        "POLARS_FMT_TABLE_FORMATTING"
        "POLARS_FMT_TABLE_ROUNDED_CORNERS"
        "POLARS_FMT_TABLE_HIDE_COLUMN_DATA_TYPES"
        "POLARS_FMT_TABLE_HIDE_COLUMN_NAMES"
        "POLARS_FMT_TABLE_HIDE_COLUMN_SEPARATOR"
        "POLARS_FMT_TABLE_HIDE_DATAFRAME_SHAPE_INFORMATION"
        "POLARS_FMT_TABLE_CELL_ALIGNMENT"
        "POLARS_FMT_TABLE_CELL_NUMERIC_ALIGNMENT"
        "POLARS_FMT_TABLE_CELL_LIST_LEN"
        "POLARS_FMT_MAX_ROWS"
        "POLARS_TABLE_WIDTH"
        "POLARS_MAX_EXPR_DEPTH"
    */
    // Private.
    VERBOSE_SENSITIVE,
    FORCE_ASYNC,
    IMPORT_INTERVAL_AS_STRUCT,
    OOC_DRIFT_THRESHOLD,
    OOC_SPILL_POLICY,
    OOC_SPILL_FORMAT,
    OOC_MEMORY_BUDGET_FRACTION,
    OOC_SPILL_MIN_BYTES,
    JOIN_SAMPLE_LIMIT,
    PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS,
];

pub struct Config {
    // Public.
    verbose: AtomicBool,
    warn_unknown_config: AtomicBool,
    warn_unstable: AtomicBool,
    max_threads: AtomicU64,
    ideal_morsel_size: AtomicU64,
    engine_affinity: AtomicU8,
    parquet_binary_statistics_truncate_length: AtomicU64,
    prune_parquet_metadata: AtomicBool,
    allow_nested_cspe: AtomicBool,
    resolve_metadata_level: AtomicU8,

    // Private.
    verbose_sensitive: AtomicBool,
    force_async: AtomicBool,
    import_interval_as_struct: AtomicBool,
    ooc_spill_policy: AtomicU8,
    ooc_spill_format: AtomicU8,
    ooc_memory_budget_fraction: AtomicU64,
    ooc_spill_min_bytes: AtomicU64,
    join_sample_limit: AtomicU64,
    projection_pushdown_prune_strict_hconcat_inputs: AtomicBool,
}

impl Config {
    fn new() -> Self {
        let cfg = Self {
            // Public.
            verbose: AtomicBool::new(DEFAULT_VERBOSE),
            warn_unknown_config: AtomicBool::new(DEFAULT_WARN_UNKNOWN_CONFIG),
            warn_unstable: AtomicBool::new(DEFAULT_WARN_UNSTABLE),
            max_threads: AtomicU64::new(default_max_threads()),
            ideal_morsel_size: AtomicU64::new(DEFAULT_IDEAL_MORSEL_SIZE),
            engine_affinity: AtomicU8::new(DEFAULT_ENGINE_AFFINITY as u8),
            parquet_binary_statistics_truncate_length: AtomicU64::new(
                DEFAULT_PARQUET_BINARY_STATISTICS_TRUNCATE_LENGTH,
            ),
            prune_parquet_metadata: AtomicBool::new(DEFAULT_PRUNE_PARQUET_METADATA),
            resolve_metadata_level: AtomicU8::new(DEFAULT_RESOLVE_METADATA_LEVEL as u8),

            // Private.
            verbose_sensitive: AtomicBool::new(DEFAULT_VERBOSE_SENSITIVE),
            force_async: AtomicBool::new(DEFAULT_FORCE_ASYNC),
            import_interval_as_struct: AtomicBool::new(DEFAULT_IMPORT_INTERVAL_AS_STRUCT),
            ooc_spill_policy: AtomicU8::new(DEFAULT_OOC_SPILL_POLICY as u8),
            ooc_spill_format: AtomicU8::new(DEFAULT_OOC_SPILL_FORMAT as u8),
            ooc_memory_budget_fraction: AtomicU64::new(
                DEFAULT_OOC_MEMORY_BUDGET_FRACTION.to_bits(),
            ),
            ooc_spill_min_bytes: AtomicU64::new(DEFAULT_OOC_SPILL_MIN_BYTES),
            join_sample_limit: AtomicU64::new(DEFAULT_JOIN_SAMPLE_LIMIT),
            projection_pushdown_prune_strict_hconcat_inputs: AtomicBool::new(
                DEFAULT_PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS,
            ),
            allow_nested_cspe: AtomicBool::new(DEFAULT_ALLOW_NESTED_CSPE),
        };
        cfg.reload_env_vars();
        cfg
    }

    /// Reload the config from all environment variables.
    pub fn reload_env_vars(&self) {
        // Reload the warning config first to ensure we respect it.
        self.reload_env_var("POLARS_WARN_UNKNOWN_CONFIG");

        for var in KNOWN_OPTIONS {
            self.reload_env_var(var);
        }
    }

    /// Reload a specific environment variable.
    pub fn reload_env_var(&self, var: &str) {
        self.apply_env_var(var, std::env::var(var).ok().as_deref());
    }

    fn apply_env_var(&self, var: &str, val: Option<&str>) {
        match var {
            // Documented / public flags.
            WARN_UNKNOWN_CONFIG => self.warn_unknown_config.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_WARN_UNKNOWN_CONFIG),
                Ordering::Relaxed,
            ),
            WARN_UNSTABLE => self.warn_unstable.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_WARN_UNSTABLE),
                Ordering::Relaxed,
            ),
            VERBOSE => self.verbose.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_VERBOSE),
                Ordering::Relaxed,
            ),
            MAX_THREADS => self.max_threads.store(
                val.and_then(|x| parse::parse_u64(var, x))
                    .unwrap_or(default_max_threads()),
                Ordering::Relaxed,
            ),
            IDEAL_MORSEL_SIZE | STREAMING_CHUNK_SIZE => self.ideal_morsel_size.store(
                val.and_then(|x| parse::parse_u64(var, x))
                    .unwrap_or(DEFAULT_IDEAL_MORSEL_SIZE),
                Ordering::Relaxed,
            ),
            ENGINE_AFFINITY => self.engine_affinity.store(
                val.and_then(|x| parse::parse_engine(var, x))
                    .unwrap_or(DEFAULT_ENGINE_AFFINITY) as u8,
                Ordering::Relaxed,
            ),
            PARQUET_BINARY_STATISTICS_TRUNCATE_LENGTH => {
                self.parquet_binary_statistics_truncate_length.store(
                    val.and_then(|x| parse::parse_u64(var, x))
                        .unwrap_or(DEFAULT_PARQUET_BINARY_STATISTICS_TRUNCATE_LENGTH),
                    Ordering::Relaxed,
                )
            },
            PRUNE_PARQUET_METADATA => self.prune_parquet_metadata.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_PRUNE_PARQUET_METADATA),
                Ordering::Relaxed,
            ),
            ALLOW_NESTED_CSPE => self.allow_nested_cspe.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_ALLOW_NESTED_CSPE),
                Ordering::Relaxed,
            ),
            RESOLVE_METADATA_LEVEL => self.resolve_metadata_level.store(
                val.and_then(|x| parse::parse_resolve_mode(var, x))
                    .unwrap_or(DEFAULT_RESOLVE_METADATA_LEVEL) as u8,
                Ordering::Relaxed,
            ),

            // Private flags.
            VERBOSE_SENSITIVE => self.verbose_sensitive.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_VERBOSE_SENSITIVE),
                Ordering::Relaxed,
            ),
            FORCE_ASYNC => self.force_async.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_FORCE_ASYNC),
                Ordering::Relaxed,
            ),
            IMPORT_INTERVAL_AS_STRUCT => self.import_interval_as_struct.store(
                val.and_then(|x| parse::parse_bool(var, x))
                    .unwrap_or(DEFAULT_IMPORT_INTERVAL_AS_STRUCT),
                Ordering::Relaxed,
            ),
            OOC_DRIFT_THRESHOLD => OOC_DRIFT_THRESHOLD_ATOMIC.store(
                val.and_then(|x| parse::parse_u64(var, x))
                    .unwrap_or(DEFAULT_OOC_DRIFT_THRESHOLD),
                Ordering::Relaxed,
            ),
            OOC_SPILL_POLICY => self.ooc_spill_policy.store(
                val.and_then(|x| parse::parse_spill_policy(var, x))
                    .unwrap_or(DEFAULT_OOC_SPILL_POLICY) as u8,
                Ordering::Relaxed,
            ),
            OOC_SPILL_FORMAT => self.ooc_spill_format.store(
                val.and_then(|x| parse::parse_spill_format(var, x))
                    .unwrap_or(DEFAULT_OOC_SPILL_FORMAT) as u8,
                Ordering::Relaxed,
            ),
            OOC_MEMORY_BUDGET_FRACTION => self.ooc_memory_budget_fraction.store(
                val.and_then(|x| parse::parse_f64(var, x))
                    .unwrap_or(DEFAULT_OOC_MEMORY_BUDGET_FRACTION)
                    .to_bits(),
                Ordering::Relaxed,
            ),
            OOC_SPILL_MIN_BYTES => self.ooc_spill_min_bytes.store(
                val.and_then(|x| parse::parse_u64(var, x))
                    .unwrap_or(DEFAULT_OOC_SPILL_MIN_BYTES),
                Ordering::Relaxed,
            ),
            JOIN_SAMPLE_LIMIT => self.join_sample_limit.store(
                val.and_then(|x| parse::parse_u64(var, x))
                    .unwrap_or(DEFAULT_JOIN_SAMPLE_LIMIT),
                Ordering::Relaxed,
            ),
            PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS => {
                self.projection_pushdown_prune_strict_hconcat_inputs.store(
                    val.and_then(|x| parse::parse_bool(var, x))
                        .unwrap_or(DEFAULT_PROJECTION_PUSHDOWN_PRUNE_STRICT_HCONCAT_INPUTS),
                    Ordering::Relaxed,
                )
            },
            _ => {
                if var.starts_with("POLARS_") {
                    if self.warn_unknown_config.load(Ordering::Relaxed) {
                        polars_warn!(
                            "unknown config option '{var}' found in environment variables.\n\nYou can silence this warning by specifying POLARS_WARN_UNKNOWN_CONFIG=0."
                        )
                    }
                }
            },
        }
    }

    /// Whether we should do verbose printing.
    pub fn verbose(&self) -> bool {
        self.verbose.load(Ordering::Relaxed)
    }

    /// Whether we should warn when unstable features are used.
    pub fn warn_unstable(&self) -> bool {
        self.warn_unstable.load(Ordering::Relaxed)
    }

    /// The number of threads Polars should ideally use for CPU-intensive work.
    pub fn max_threads(&self) -> usize {
        self.max_threads.load(Ordering::Relaxed).try_into().unwrap()
    }

    /// The ideal size of a morsel, in rows.
    pub fn ideal_morsel_size(&self) -> u64 {
        self.ideal_morsel_size.load(Ordering::Relaxed)
    }

    /// Which engine to use by default.
    pub fn engine_affinity(&self) -> Engine {
        Engine::from_discriminant(self.engine_affinity.load(Ordering::Relaxed))
    }

    /// Target byte length to truncate statistics to for binary/string columns in parquet.
    pub fn parquet_binary_statistics_truncate_length(&self) -> u64 {
        self.parquet_binary_statistics_truncate_length
            .load(Ordering::Relaxed)
    }

    /// Whether the optimizer should prune parquet metadata to projected/predicate columns
    /// before serializing the IR plan. See `parquet_metadata_prune` in `polars-plan`.
    pub fn prune_parquet_metadata(&self) -> bool {
        self.prune_parquet_metadata.load(Ordering::Relaxed)
    }

    /// Nested common subplan elimination.
    pub fn allow_nested_cspe(&self) -> bool {
        self.allow_nested_cspe.load(Ordering::Relaxed)
    }

    /// How much per-file metadata `parquet_file_info` resolves at planning
    /// time. See [`ResolveMode`] for the variants and their cost / IR-shape
    /// trade-offs.
    pub fn resolve_metadata_level(&self) -> ResolveMode {
        ResolveMode::from_discriminant(self.resolve_metadata_level.load(Ordering::Relaxed))
    }

    /// Whether we should do verbose printing on sensitive information.
    pub fn verbose_sensitive(&self) -> bool {
        self.verbose_sensitive.load(Ordering::Relaxed)
    }

    pub fn force_async(&self) -> bool {
        self.force_async.load(Ordering::Relaxed)
    }

    pub fn import_interval_as_struct(&self) -> bool {
        self.import_interval_as_struct.load(Ordering::Relaxed)
    }

    pub fn ooc_drift_threshold(&self) -> u64 {
        get_ooc_drift_threshold()
    }

    pub fn ooc_spill_policy(&self) -> SpillPolicy {
        SpillPolicy::from_discriminant(self.ooc_spill_policy.load(Ordering::Relaxed))
    }

    pub fn ooc_spill_format(&self) -> SpillFormat {
        SpillFormat::from_discriminant(self.ooc_spill_format.load(Ordering::Relaxed))
    }

    pub fn ooc_memory_budget_fraction(&self) -> f64 {
        f64::from_bits(self.ooc_memory_budget_fraction.load(Ordering::Relaxed))
    }

    pub fn ooc_spill_min_bytes(&self) -> u64 {
        self.ooc_spill_min_bytes.load(Ordering::Relaxed)
    }

    pub fn ooc_spill_dir(&self) -> std::path::PathBuf {
        if let Ok(dir) = std::env::var("POLARS_OOC_SPILL_DIR") {
            std::path::PathBuf::from(dir)
        } else {
            spill_path::default_ooc_spill_dir()
        }
    }

    pub fn join_sample_limit(&self) -> u64 {
        self.join_sample_limit.load(Ordering::Relaxed)
    }

    pub fn projection_pushdown_prune_strict_hconcat_inputs(&self) -> bool {
        self.projection_pushdown_prune_strict_hconcat_inputs
            .load(Ordering::Relaxed)
    }
}

pub fn config() -> &'static Config {
    static CONFIG: LazyLock<Config> = LazyLock::new(Config::new);
    &CONFIG
}

// Has to be a standalone because LazyLock may not be called from allocator.
// Plus, it's faster this way.
static OOC_DRIFT_THRESHOLD_ATOMIC: AtomicU64 = AtomicU64::new(DEFAULT_OOC_DRIFT_THRESHOLD);

#[inline(always)]
pub fn get_ooc_drift_threshold() -> u64 {
    OOC_DRIFT_THRESHOLD_ATOMIC.load(Ordering::Relaxed)
}