polars_io/cloud/
options.rs

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
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
#[cfg(feature = "aws")]
use std::io::Read;
#[cfg(feature = "aws")]
use std::path::Path;
use std::str::FromStr;

#[cfg(feature = "aws")]
use object_store::aws::AmazonS3Builder;
#[cfg(feature = "aws")]
pub use object_store::aws::AmazonS3ConfigKey;
#[cfg(feature = "azure")]
pub use object_store::azure::AzureConfigKey;
#[cfg(feature = "azure")]
use object_store::azure::MicrosoftAzureBuilder;
#[cfg(feature = "gcp")]
use object_store::gcp::GoogleCloudStorageBuilder;
#[cfg(feature = "gcp")]
pub use object_store::gcp::GoogleConfigKey;
#[cfg(any(feature = "aws", feature = "gcp", feature = "azure", feature = "http"))]
use object_store::ClientOptions;
#[cfg(any(feature = "aws", feature = "gcp", feature = "azure"))]
use object_store::{BackoffConfig, RetryConfig};
#[cfg(feature = "aws")]
use once_cell::sync::Lazy;
use polars_error::*;
#[cfg(feature = "aws")]
use polars_utils::cache::FastFixedCache;
#[cfg(feature = "aws")]
use polars_utils::pl_str::PlSmallStr;
#[cfg(feature = "aws")]
use regex::Regex;
#[cfg(feature = "http")]
use reqwest::header::HeaderMap;
#[cfg(feature = "serde")]
use serde::{Deserialize, Serialize};
#[cfg(feature = "cloud")]
use url::Url;

#[cfg(feature = "cloud")]
use super::credential_provider::PlCredentialProvider;
#[cfg(feature = "file_cache")]
use crate::file_cache::get_env_file_cache_ttl;
#[cfg(feature = "aws")]
use crate::pl_async::with_concurrency_budget;

#[cfg(feature = "aws")]
static BUCKET_REGION: Lazy<std::sync::Mutex<FastFixedCache<PlSmallStr, PlSmallStr>>> =
    Lazy::new(|| std::sync::Mutex::new(FastFixedCache::new(32)));

/// The type of the config keys must satisfy the following requirements:
/// 1. must be easily collected into a HashMap, the type required by the object_crate API.
/// 2. be Serializable, required when the serde-lazy feature is defined.
/// 3. not actually use HashMap since that type is disallowed in Polars for performance reasons.
///
/// Currently this type is a vector of pairs config key - config value.
#[allow(dead_code)]
type Configs<T> = Vec<(T, String)>;

#[derive(Clone, Debug, PartialEq, Hash, Eq)]
#[cfg_attr(feature = "serde", derive(Serialize, Deserialize))]
pub(crate) enum CloudConfig {
    #[cfg(feature = "aws")]
    Aws(Configs<AmazonS3ConfigKey>),
    #[cfg(feature = "azure")]
    Azure(Configs<AzureConfigKey>),
    #[cfg(feature = "gcp")]
    Gcp(Configs<GoogleConfigKey>),
    #[cfg(feature = "http")]
    Http { headers: Vec<(String, String)> },
}

#[derive(Clone, Debug, PartialEq, Hash, Eq)]
#[cfg_attr(feature = "serde", derive(Serialize, Deserialize))]
/// Options to connect to various cloud providers.
pub struct CloudOptions {
    pub max_retries: usize,
    #[cfg(feature = "file_cache")]
    pub file_cache_ttl: u64,
    pub(crate) config: Option<CloudConfig>,
    #[cfg(feature = "cloud")]
    pub(crate) credential_provider: Option<PlCredentialProvider>,
}

impl Default for CloudOptions {
    fn default() -> Self {
        Self {
            max_retries: 2,
            #[cfg(feature = "file_cache")]
            file_cache_ttl: get_env_file_cache_ttl(),
            config: None,
            #[cfg(feature = "cloud")]
            credential_provider: Default::default(),
        }
    }
}

#[cfg(feature = "http")]
pub(crate) fn try_build_http_header_map_from_items_slice<S: AsRef<str>>(
    headers: &[(S, S)],
) -> PolarsResult<HeaderMap> {
    use reqwest::header::{HeaderName, HeaderValue};

    let mut map = HeaderMap::with_capacity(headers.len());
    for (k, v) in headers {
        let (k, v) = (k.as_ref(), v.as_ref());
        map.insert(
            HeaderName::from_str(k).map_err(to_compute_err)?,
            HeaderValue::from_str(v).map_err(to_compute_err)?,
        );
    }

    Ok(map)
}

#[allow(dead_code)]
/// Parse an untype configuration hashmap to a typed configuration for the given configuration key type.
fn parsed_untyped_config<T, I: IntoIterator<Item = (impl AsRef<str>, impl Into<String>)>>(
    config: I,
) -> PolarsResult<Configs<T>>
where
    T: FromStr + Eq + std::hash::Hash,
{
    config
        .into_iter()
        .map(|(key, val)| {
            T::from_str(key.as_ref())
                .map_err(
                    |_| polars_err!(ComputeError: "unknown configuration key: {}", key.as_ref()),
                )
                .map(|typed_key| (typed_key, val.into()))
        })
        .collect::<PolarsResult<Configs<T>>>()
}

#[derive(PartialEq)]
pub enum CloudType {
    Aws,
    Azure,
    File,
    Gcp,
    Http,
    Hf,
}

impl CloudType {
    #[cfg(feature = "cloud")]
    pub(crate) fn from_url(parsed: &Url) -> PolarsResult<Self> {
        Ok(match parsed.scheme() {
            "s3" | "s3a" => Self::Aws,
            "az" | "azure" | "adl" | "abfs" | "abfss" => Self::Azure,
            "gs" | "gcp" | "gcs" => Self::Gcp,
            "file" => Self::File,
            "http" | "https" => Self::Http,
            "hf" => Self::Hf,
            _ => polars_bail!(ComputeError: "unknown url scheme"),
        })
    }
}

#[cfg(feature = "cloud")]
pub(crate) fn parse_url(input: &str) -> std::result::Result<url::Url, url::ParseError> {
    Ok(if input.contains("://") {
        if input.starts_with("http://") || input.starts_with("https://") {
            url::Url::parse(input)
        } else {
            url::Url::parse(&input.replace("%", "%25"))
        }?
    } else {
        let path = std::path::Path::new(input);
        let mut tmp;
        url::Url::from_file_path(if path.is_relative() {
            tmp = std::env::current_dir().unwrap();
            tmp.push(path);
            tmp.as_path()
        } else {
            path
        })
        .unwrap()
    })
}

impl FromStr for CloudType {
    type Err = PolarsError;

    #[cfg(feature = "cloud")]
    fn from_str(url: &str) -> Result<Self, Self::Err> {
        let parsed = parse_url(url).map_err(to_compute_err)?;
        Self::from_url(&parsed)
    }

    #[cfg(not(feature = "cloud"))]
    fn from_str(_s: &str) -> Result<Self, Self::Err> {
        polars_bail!(ComputeError: "at least one of the cloud features must be enabled");
    }
}
#[cfg(any(feature = "aws", feature = "gcp", feature = "azure"))]
fn get_retry_config(max_retries: usize) -> RetryConfig {
    RetryConfig {
        backoff: BackoffConfig::default(),
        max_retries,
        retry_timeout: std::time::Duration::from_secs(10),
    }
}

#[cfg(any(feature = "aws", feature = "gcp", feature = "azure", feature = "http"))]
pub(super) fn get_client_options() -> ClientOptions {
    ClientOptions::default()
        // We set request timeout super high as the timeout isn't reset at ACK,
        // but starts from the moment we start downloading a body.
        // https://docs.rs/reqwest/latest/reqwest/struct.ClientBuilder.html#method.timeout
        .with_timeout_disabled()
        // Concurrency can increase connection latency, so set to None, similar to default.
        .with_connect_timeout_disabled()
        .with_allow_http(true)
}

#[cfg(feature = "aws")]
fn read_config(
    builder: &mut AmazonS3Builder,
    items: &[(&Path, &[(&str, AmazonS3ConfigKey)])],
) -> Option<()> {
    use crate::path_utils::resolve_homedir;

    for (path, keys) in items {
        if keys
            .iter()
            .all(|(_, key)| builder.get_config_value(key).is_some())
        {
            continue;
        }

        let mut config = std::fs::File::open(resolve_homedir(path)).ok()?;
        let mut buf = vec![];
        config.read_to_end(&mut buf).ok()?;
        let content = std::str::from_utf8(buf.as_ref()).ok()?;

        for (pattern, key) in keys.iter() {
            if builder.get_config_value(key).is_none() {
                let reg = Regex::new(pattern).unwrap();
                let cap = reg.captures(content)?;
                let m = cap.get(1)?;
                let parsed = m.as_str();
                *builder = std::mem::take(builder).with_config(*key, parsed);
            }
        }
    }
    Some(())
}

impl CloudOptions {
    /// Set the maximum number of retries.
    pub fn with_max_retries(mut self, max_retries: usize) -> Self {
        self.max_retries = max_retries;
        self
    }

    #[cfg(feature = "cloud")]
    pub fn with_credential_provider(
        mut self,
        credential_provider: Option<PlCredentialProvider>,
    ) -> Self {
        self.credential_provider = credential_provider;
        self
    }

    /// Set the configuration for AWS connections. This is the preferred API from rust.
    #[cfg(feature = "aws")]
    pub fn with_aws<I: IntoIterator<Item = (AmazonS3ConfigKey, impl Into<String>)>>(
        mut self,
        configs: I,
    ) -> Self {
        self.config = Some(CloudConfig::Aws(
            configs.into_iter().map(|(k, v)| (k, v.into())).collect(),
        ));
        self
    }

    /// Build the [`object_store::ObjectStore`] implementation for AWS.
    #[cfg(feature = "aws")]
    pub async fn build_aws(&self, url: &str) -> PolarsResult<impl object_store::ObjectStore> {
        use super::credential_provider::IntoCredentialProvider;

        let mut builder = AmazonS3Builder::from_env().with_url(url);
        if let Some(options) = &self.config {
            let CloudConfig::Aws(options) = options else {
                panic!("impl error: cloud type mismatch")
            };
            for (key, value) in options.iter() {
                builder = builder.with_config(*key, value);
            }
        }

        read_config(
            &mut builder,
            &[(
                Path::new("~/.aws/config"),
                &[("region\\s*=\\s*(.*)\n", AmazonS3ConfigKey::Region)],
            )],
        );
        read_config(
            &mut builder,
            &[(
                Path::new("~/.aws/credentials"),
                &[
                    (
                        "aws_access_key_id\\s*=\\s*(.*)\n",
                        AmazonS3ConfigKey::AccessKeyId,
                    ),
                    (
                        "aws_secret_access_key\\s*=\\s*(.*)\n",
                        AmazonS3ConfigKey::SecretAccessKey,
                    ),
                ],
            )],
        );

        if builder
            .get_config_value(&AmazonS3ConfigKey::DefaultRegion)
            .is_none()
            && builder
                .get_config_value(&AmazonS3ConfigKey::Region)
                .is_none()
        {
            let bucket = crate::cloud::CloudLocation::new(url, false)?.bucket;
            let region = {
                let bucket_region = BUCKET_REGION.lock().unwrap();
                bucket_region.get(bucket.as_str()).cloned()
            };

            match region {
                Some(region) => {
                    builder = builder.with_config(AmazonS3ConfigKey::Region, region.as_str())
                },
                None => {
                    if builder
                        .get_config_value(&AmazonS3ConfigKey::Endpoint)
                        .is_some()
                    {
                        // Set a default value if the endpoint is not aws.
                        // See: #13042
                        builder = builder.with_config(AmazonS3ConfigKey::Region, "us-east-1");
                    } else {
                        polars_warn!("'(default_)region' not set; polars will try to get it from bucket\n\nSet the region manually to silence this warning.");
                        let result = with_concurrency_budget(1, || async {
                            reqwest::Client::builder()
                                .build()
                                .unwrap()
                                .head(format!("https://{bucket}.s3.amazonaws.com"))
                                .send()
                                .await
                                .map_err(to_compute_err)
                        })
                        .await?;
                        if let Some(region) = result.headers().get("x-amz-bucket-region") {
                            let region =
                                std::str::from_utf8(region.as_bytes()).map_err(to_compute_err)?;
                            let mut bucket_region = BUCKET_REGION.lock().unwrap();
                            bucket_region.insert(bucket.into(), region.into());
                            builder = builder.with_config(AmazonS3ConfigKey::Region, region)
                        }
                    }
                },
            };
        };

        let builder = builder
            .with_client_options(get_client_options())
            .with_retry(get_retry_config(self.max_retries));

        let builder = if let Some(v) = self.credential_provider.clone() {
            builder.with_credentials(v.into_aws_provider())
        } else {
            builder
        };

        builder.build().map_err(to_compute_err)
    }

    /// Set the configuration for Azure connections. This is the preferred API from rust.
    #[cfg(feature = "azure")]
    pub fn with_azure<I: IntoIterator<Item = (AzureConfigKey, impl Into<String>)>>(
        mut self,
        configs: I,
    ) -> Self {
        self.config = Some(CloudConfig::Azure(
            configs.into_iter().map(|(k, v)| (k, v.into())).collect(),
        ));
        self
    }

    /// Build the [`object_store::ObjectStore`] implementation for Azure.
    #[cfg(feature = "azure")]
    pub fn build_azure(&self, url: &str) -> PolarsResult<impl object_store::ObjectStore> {
        use super::credential_provider::IntoCredentialProvider;

        let mut builder = MicrosoftAzureBuilder::from_env();
        if let Some(options) = &self.config {
            let CloudConfig::Azure(options) = options else {
                panic!("impl error: cloud type mismatch")
            };
            for (key, value) in options.iter() {
                builder = builder.with_config(*key, value);
            }
        }

        let builder = builder
            .with_client_options(get_client_options())
            .with_url(url)
            .with_retry(get_retry_config(self.max_retries));

        let builder = if let Some(v) = self.credential_provider.clone() {
            builder.with_credentials(v.into_azure_provider())
        } else {
            builder
        };

        builder.build().map_err(to_compute_err)
    }

    /// Set the configuration for GCP connections. This is the preferred API from rust.
    #[cfg(feature = "gcp")]
    pub fn with_gcp<I: IntoIterator<Item = (GoogleConfigKey, impl Into<String>)>>(
        mut self,
        configs: I,
    ) -> Self {
        self.config = Some(CloudConfig::Gcp(
            configs.into_iter().map(|(k, v)| (k, v.into())).collect(),
        ));
        self
    }

    /// Build the [`object_store::ObjectStore`] implementation for GCP.
    #[cfg(feature = "gcp")]
    pub fn build_gcp(&self, url: &str) -> PolarsResult<impl object_store::ObjectStore> {
        use super::credential_provider::IntoCredentialProvider;

        let mut builder = GoogleCloudStorageBuilder::from_env();
        if let Some(options) = &self.config {
            let CloudConfig::Gcp(options) = options else {
                panic!("impl error: cloud type mismatch")
            };
            for (key, value) in options.iter() {
                builder = builder.with_config(*key, value);
            }
        }

        let builder = builder
            .with_client_options(get_client_options())
            .with_url(url)
            .with_retry(get_retry_config(self.max_retries));

        let builder = if let Some(v) = self.credential_provider.clone() {
            builder.with_credentials(v.into_gcp_provider())
        } else {
            builder
        };

        builder.build().map_err(to_compute_err)
    }

    #[cfg(feature = "http")]
    pub fn build_http(&self, url: &str) -> PolarsResult<impl object_store::ObjectStore> {
        object_store::http::HttpBuilder::new()
            .with_url(url)
            .with_client_options({
                let mut opts = super::get_client_options();
                if let Some(CloudConfig::Http { headers }) = &self.config {
                    opts = opts.with_default_headers(try_build_http_header_map_from_items_slice(
                        headers.as_slice(),
                    )?);
                }
                opts
            })
            .build()
            .map_err(to_compute_err)
    }

    /// Parse a configuration from a Hashmap. This is the interface from Python.
    #[allow(unused_variables)]
    pub fn from_untyped_config<I: IntoIterator<Item = (impl AsRef<str>, impl Into<String>)>>(
        url: &str,
        config: I,
    ) -> PolarsResult<Self> {
        match CloudType::from_str(url)? {
            CloudType::Aws => {
                #[cfg(feature = "aws")]
                {
                    parsed_untyped_config::<AmazonS3ConfigKey, _>(config)
                        .map(|aws| Self::default().with_aws(aws))
                }
                #[cfg(not(feature = "aws"))]
                {
                    polars_bail!(ComputeError: "'aws' feature is not enabled");
                }
            },
            CloudType::Azure => {
                #[cfg(feature = "azure")]
                {
                    parsed_untyped_config::<AzureConfigKey, _>(config)
                        .map(|azure| Self::default().with_azure(azure))
                }
                #[cfg(not(feature = "azure"))]
                {
                    polars_bail!(ComputeError: "'azure' feature is not enabled");
                }
            },
            CloudType::File => Ok(Self::default()),
            CloudType::Http => Ok(Self::default()),
            CloudType::Gcp => {
                #[cfg(feature = "gcp")]
                {
                    parsed_untyped_config::<GoogleConfigKey, _>(config)
                        .map(|gcp| Self::default().with_gcp(gcp))
                }
                #[cfg(not(feature = "gcp"))]
                {
                    polars_bail!(ComputeError: "'gcp' feature is not enabled");
                }
            },
            CloudType::Hf => {
                #[cfg(feature = "http")]
                {
                    use polars_core::config;

                    use crate::path_utils::resolve_homedir;

                    let mut this = Self::default();
                    let mut token = None;
                    let verbose = config::verbose();

                    for (i, (k, v)) in config.into_iter().enumerate() {
                        let (k, v) = (k.as_ref(), v.into());

                        if i == 0 && k == "token" {
                            if verbose {
                                eprintln!("HF token sourced from storage_options");
                            }
                            token = Some(v);
                        } else {
                            polars_bail!(ComputeError: "unknown configuration key for HF: {}", k)
                        }
                    }

                    token = token
                        .or_else(|| {
                            let v = std::env::var("HF_TOKEN").ok();
                            if v.is_some() && verbose {
                                eprintln!("HF token sourced from HF_TOKEN env var");
                            }
                            v
                        })
                        .or_else(|| {
                            let hf_home = std::env::var("HF_HOME");
                            let hf_home = hf_home.as_deref();
                            let hf_home = hf_home.unwrap_or("~/.cache/huggingface");
                            let hf_home = resolve_homedir(std::path::Path::new(&hf_home));
                            let cached_token_path = hf_home.join("token");

                            let v = std::string::String::from_utf8(
                                std::fs::read(&cached_token_path).ok()?,
                            )
                            .ok()
                            .filter(|x| !x.is_empty());

                            if v.is_some() && verbose {
                                eprintln!(
                                    "HF token sourced from {}",
                                    cached_token_path.to_str().unwrap()
                                );
                            }

                            v
                        });

                    if let Some(v) = token {
                        this.config = Some(CloudConfig::Http {
                            headers: vec![("Authorization".into(), format!("Bearer {}", v))],
                        })
                    }

                    Ok(this)
                }
                #[cfg(not(feature = "http"))]
                {
                    polars_bail!(ComputeError: "'http' feature is not enabled");
                }
            },
        }
    }
}

#[cfg(feature = "cloud")]
#[cfg(test)]
mod tests {
    use super::parse_url;

    #[test]
    fn test_parse_url() {
        assert_eq!(
            parse_url(r"http://Users/Jane Doe/data.csv")
                .unwrap()
                .as_str(),
            "http://users/Jane%20Doe/data.csv"
        );
        assert_eq!(
            parse_url(r"http://Users/Jane Doe/data.csv")
                .unwrap()
                .as_str(),
            "http://users/Jane%20Doe/data.csv"
        );
        #[cfg(target_os = "windows")]
        {
            assert_eq!(
                parse_url(r"file:///c:/Users/Jane Doe/data.csv")
                    .unwrap()
                    .as_str(),
                "file:///c:/Users/Jane%20Doe/data.csv"
            );
            assert_eq!(
                parse_url(r"file://\c:\Users\Jane Doe\data.csv")
                    .unwrap()
                    .as_str(),
                "file:///c:/Users/Jane%20Doe/data.csv"
            );
            assert_eq!(
                parse_url(r"c:\Users\Jane Doe\data.csv").unwrap().as_str(),
                "file:///C:/Users/Jane%20Doe/data.csv"
            );
            assert_eq!(
                parse_url(r"data.csv").unwrap().as_str(),
                url::Url::from_file_path(
                    [
                        std::env::current_dir().unwrap().as_path(),
                        std::path::Path::new("data.csv")
                    ]
                    .into_iter()
                    .collect::<std::path::PathBuf>()
                )
                .unwrap()
                .as_str()
            );
        }
        #[cfg(not(target_os = "windows"))]
        {
            assert_eq!(
                parse_url(r"file:///home/Jane Doe/data.csv")
                    .unwrap()
                    .as_str(),
                "file:///home/Jane%20Doe/data.csv"
            );
            assert_eq!(
                parse_url(r"/home/Jane Doe/data.csv").unwrap().as_str(),
                "file:///home/Jane%20Doe/data.csv"
            );
            assert_eq!(
                parse_url(r"data.csv").unwrap().as_str(),
                url::Url::from_file_path(
                    [
                        std::env::current_dir().unwrap().as_path(),
                        std::path::Path::new("data.csv")
                    ]
                    .into_iter()
                    .collect::<std::path::PathBuf>()
                )
                .unwrap()
                .as_str()
            );
        }
    }
}