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
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
use std;
use std::collections::HashMap;
#[cfg(all(target_os="linux", unwind))]
use std::collections::HashSet;
use std::mem::size_of;
use std::slice;
use std::path::Path;
#[cfg(all(target_os="linux", unwind))]
use std::iter::FromIterator;
use regex::Regex;

use failure::{Error, ResultExt};
use remoteprocess::{Process, ProcessMemory, Pid, Tid};
use proc_maps::{get_process_maps, MapRange};


use crate::binary_parser::{parse_binary, BinaryInfo};
use crate::config::Config;
#[cfg(unwind)]
use crate::native_stack_trace::NativeStack;
use crate::python_bindings::{pyruntime, v2_7_15, v3_3_7, v3_5_5, v3_6_6, v3_7_0, v3_8_0};
use crate::python_interpreters::{self, InterpreterState, ThreadState};
use crate::stack_trace::{StackTrace, get_stack_traces, get_stack_trace};
use crate::version::Version;

/// Lets you retrieve stack traces of a running python program
pub struct PythonSpy {
    pub pid: Pid,
    pub process: Process,
    pub version: Version,
    pub interpreter_address: usize,
    pub threadstate_address: usize,
    pub python_filename: String,
    pub version_string: String,
    pub config: Config,
    #[cfg(unwind)]
    pub native: Option<NativeStack>,
    pub short_filenames: HashMap<String, Option<String>>,
    pub python_thread_ids: HashMap<u64, Tid>,
    #[cfg(target_os="linux")]
    pub dockerized: bool
}

impl PythonSpy {
    /// Constructs a new PythonSpy object.
    pub fn new(pid: Pid, config: &Config) -> Result<PythonSpy, Error> {
        let process = remoteprocess::Process::new(pid)
            .context("Failed to open process - check if it is running.")?;

        // get basic process information (memory maps/symbols etc)
        let python_info = PythonProcessInfo::new(&process)?;

        // lock the process when loading up on freebsd (rather than locking
        // on every memory read). Needs done after getting python process info
        // because procmaps also tries to attach w/ ptrace on freebsd
        #[cfg(target_os="freebsd")]
        let _lock = process.lock();

        let version = get_python_version(&python_info, &process)?;
        info!("python version {} detected", version);

        let interpreter_address = get_interpreter_address(&python_info, &process, &version)?;
        info!("Found interpreter at 0x{:016x}", interpreter_address);

        // lets us figure out which thread has the GIL
         let threadstate_address = match version {
             Version{major: 3, minor: 7..=9, ..} => {
                match python_info.get_symbol("_PyRuntime") {
                    Some(&addr) => {
                        if let Some(offset) = pyruntime::get_tstate_current_offset(&version) {
                            info!("Found _PyRuntime @ 0x{:016x}, getting gilstate.tstate_current from offset 0x{:x}",
                                addr, offset);
                            addr as usize + offset
                        } else {
                            warn!("Unknown pyruntime.gilstate.tstate_current offset for version {:?}", version);
                            0
                        }
                    },
                    None => {
                        warn!("Failed to find _PyRuntime symbol - won't be able to detect GIL usage");
                        0
                    }
                }
             },
             _ => {
                 match python_info.get_symbol("_PyThreadState_Current") {
                    Some(&addr) => {
                        info!("Found _PyThreadState_Current @ 0x{:016x}", addr);
                        addr as usize
                    },
                    None => {
                        warn!("Failed to find _PyThreadState_Current symbol - won't be able to detect GIL usage");
                        0
                    }
                }
             }
         };

        let version_string = format!("python{}.{}", version.major, version.minor);

        #[cfg(all(unwind, not(target_os="linux")))]
        let native = if config.native {
            Some(NativeStack::new(pid, python_info.python_binary, python_info.libpython_binary)?)
        } else {
            None
        };

        #[cfg(all(unwind, target_os="linux"))]
        let native = Some(NativeStack::new(pid, python_info.python_binary, python_info.libpython_binary)?);

        Ok(PythonSpy{pid, process, version, interpreter_address, threadstate_address,
                     python_filename: python_info.python_filename,
                     version_string,
                     #[cfg(unwind)]
                     native,
                     #[cfg(target_os="linux")]
                     dockerized: python_info.dockerized,
                     config: config.clone(),
                     short_filenames: HashMap::new(),
                     python_thread_ids: HashMap::new()})
    }

    /// Creates a PythonSpy object, retrying up to max_retries times.
    /// Mainly useful for the case where the process is just started and
    /// symbols or the python interpreter might not be loaded yet.
    pub fn retry_new(pid: Pid, config: &Config, max_retries:u64) -> Result<PythonSpy, Error> {
        let mut retries = 0;
        loop {
            let err = match PythonSpy::new(pid, config) {
                Ok(mut process) => {
                    // verify that we can load a stack trace before returning success
                    match process.get_stack_traces() {
                        Ok(_) => return Ok(process),
                        Err(err) => err
                    }
                },
                Err(err) => err
            };

            // If we failed, retry a couple times before returning the last error
            retries += 1;
            if retries >= max_retries {
                return Err(err);
            }
            info!("Failed to connect to process, retrying. Error: {}", err);
            std::thread::sleep(std::time::Duration::from_millis(20));
        }
    }

    /// Gets a StackTrace for each thread in the current process
    pub fn get_stack_traces(&mut self) -> Result<Vec<StackTrace>, Error> {
        match self.version {
            // ABI for 2.3/2.4/2.5/2.6/2.7 is compatible for our purpose
            Version{major: 2, minor: 3..=7, ..} => self._get_stack_traces::<v2_7_15::_is>(),
            Version{major: 3, minor: 3, ..} => self._get_stack_traces::<v3_3_7::_is>(),
            // ABI for 3.4 and 3.5 is the same for our purposes
            Version{major: 3, minor: 4, ..} => self._get_stack_traces::<v3_5_5::_is>(),
            Version{major: 3, minor: 5, ..} => self._get_stack_traces::<v3_5_5::_is>(),
            Version{major: 3, minor: 6, ..} => self._get_stack_traces::<v3_6_6::_is>(),
            Version{major: 3, minor: 7, ..} => self._get_stack_traces::<v3_7_0::_is>(),
            // v3.8.0a1 to v3.8.0a3 is compatible with 3.7 ABI, but later versions of 3.8.0 aren't
            Version{major: 3, minor: 8, patch: 0, ..} => {
                match self.version.release_flags.as_ref() {
                    "a1" | "a2" | "a3" => self._get_stack_traces::<v3_7_0::_is>(),
                    _ => self._get_stack_traces::<v3_8_0::_is>()
                }
            }
            // currently v3.8 and v3.9 have same ABI, but that will likely change as 3.9 evolves
            Version{major: 3, minor: 8..=9, ..} => self._get_stack_traces::<v3_8_0::_is>(),
            _ => Err(format_err!("Unsupported version of Python: {}", self.version)),
        }
    }

    // implementation of get_stack_traces, where we have a type for the InterpreterState
    fn _get_stack_traces<I: InterpreterState>(&mut self) -> Result<Vec<StackTrace>, Error> {
        // Query the OS to get if each thread in the process is running or not
        let mut thread_activity = HashMap::new();
        for thread in self.process.threads()?.iter() {
            let threadid: Tid = thread.id()?;
            thread_activity.insert(threadid, thread.active()?);
        }

        // Lock the process if appropiate. Note we have to lock AFTER getting the thread
        // activity status from the OS (otherwise each thread would report being inactive always).
        // This has the potential for race conditions (in that the thread activity could change
        // between getting the status and locking the thread, but seems unavoidable right now
        let _lock = if self.config.non_blocking {
            None
        } else {
            Some(self.process.lock().context("Failed to suspend process")?)
        };

        let gil_thread_id = self._get_gil_threadid::<I>()?;

        // Get the python interpreter, and loop over all the python threads
        let interp: I = self.process.copy_struct(self.interpreter_address)
           .context("Failed to copy PyInterpreterState from process")?;

        let mut traces = Vec::new();
        let mut threads = interp.head();
        while !threads.is_null() {
            // Get the stack trace of the python thread
            let thread = self.process.copy_pointer(threads).context("Failed to copy PyThreadState")?;
            let mut trace = get_stack_trace(&thread, &self.process)?;

            // Try getting the native thread id
            let python_thread_id = thread.thread_id();
            let mut os_thread_id = self._get_os_thread_id(python_thread_id, &interp)?;

            // linux can see issues where pthread_ids get recycled for new OS threads,
            // which totally breaks the caching we were doing here. Detect this and retry
            if let Some(tid) = os_thread_id {
                if thread_activity.len() > 0 && !thread_activity.contains_key(&tid) {
                    info!("clearing away thread_id cache, thread {} has exitted", tid);
                    self.python_thread_ids.clear();
                    os_thread_id = self._get_os_thread_id(python_thread_id, &interp)?;
                }
            }

            trace.os_thread_id = os_thread_id.map(|id| id as u64);
            trace.owns_gil = trace.thread_id == gil_thread_id;

            // Figure out if the thread is sleeping from the OS if possible
            trace.active = true;
            if let Some(id) = os_thread_id {
                if let Some(active) = thread_activity.get(&id) {
                    trace.active = *active;
                }
            }

            // fallback to using a heuristic if we think the thread is still active
            // Note that on linux the  OS thread activity can only be gotten on x86_64
            // processors and even then seems to be wrong occasionally in thinking 'select'
            // calls are active (which seems related to the thread locking code,
            // this problem doesn't seem to happen with the --nonblocking option)
            // Note: this should be done before the native merging for correct results
            if trace.active {
                trace.active = !self._heuristic_is_thread_idle(&trace);
            }

            // Merge in the native stack frames if necessary
            #[cfg(unwind)]
            {
                if self.config.native {
                    if let Some(native) = self.native.as_mut() {
                        let os_thread = remoteprocess::Thread::new(os_thread_id.unwrap())?;
                        trace.frames = native.merge_native_thread(&trace.frames, &os_thread)?
                    }
                }
            }

            for frame in &mut trace.frames {
                frame.short_filename = self.shorten_filename(&frame.filename);
            }

            traces.push(trace);

            // This seems to happen occasionally when scanning BSS addresses for valid interpeters
            if traces.len() > 4096 {
                return Err(format_err!("Max thread recursion depth reached"));
            }

            threads = thread.next();
        }
        Ok(traces)
    }

    // heuristic fallback for determining if a thread is active, used
    // when we don't have the ability to get the thread information from the OS
    fn _heuristic_is_thread_idle(&self, trace: &StackTrace) -> bool {
        let frames = &trace.frames;
        if frames.is_empty() {
            // we could have 0 python frames, but still be active running native
            // code.
            false
        } else {
            let frame = &frames[0];
            (frame.name == "wait" && frame.filename.ends_with("threading.py")) ||
            (frame.name == "select" && frame.filename.ends_with("selectors.py")) ||
            (frame.name == "poll" && (frame.filename.ends_with("asyncore.py") ||
                                    frame.filename.contains("zmq") ||
                                    frame.filename.contains("gevent") ||
                                    frame.filename.contains("tornado")))
        }
    }

    #[cfg(windows)]
    fn _get_os_thread_id<I: InterpreterState>(&mut self, python_thread_id: u64, _interp: &I) -> Result<Option<Tid>, Error> {
        Ok(Some(python_thread_id as Tid))
    }

    #[cfg(target_os="macos")]
    fn _get_os_thread_id<I: InterpreterState>(&mut self, python_thread_id: u64, _interp: &I) -> Result<Option<Tid>, Error> {
        // If we've already know this threadid, we're good
        if let Some(thread_id) = self.python_thread_ids.get(&python_thread_id) {
            return Ok(Some(*thread_id));
        }

        for thread in self.process.threads()?.iter() {
            // ok, this is crazy pants. is this 224 constant right?  Is this right for all versions of OSX? how is this determined?
            // is this correct for all versions of python? Why does this even work?
            let current_handle = thread.thread_handle()? - 224;
            self.python_thread_ids.insert(current_handle, thread.id()?);
        }

        if let Some(thread_id) = self.python_thread_ids.get(&python_thread_id) {
            return Ok(Some(*thread_id));
        }
        Ok(None)
    }

    #[cfg(all(target_os="linux", not(unwind)))]
    fn _get_os_thread_id<I: InterpreterState>(&mut self, _python_thread_id: u64, _interp: &I) -> Result<Option<Tid>, Error> {
        Ok(None)
    }

    #[cfg(all(target_os="linux", unwind))]
    fn _get_os_thread_id<I: InterpreterState>(&mut self, python_thread_id: u64, interp: &I) -> Result<Option<Tid>, Error> {
        // in nonblocking mode, we can't get the threadid reliably (method here requires reading the RBX
        // register which requires a ptrace attach). fallback to heuristic thread activity here
        if self.config.non_blocking {
            return Ok(None);
        }

        // likewise this doesn't yet work for profiling processes running inside docker containers from the host os
        if self.dockerized {
            return Ok(None);
        }

        // If we've already know this threadid, we're good
        if let Some(thread_id) = self.python_thread_ids.get(&python_thread_id) {
            return Ok(Some(*thread_id));
        }

        // Get a list of all the python thread ids
        let mut all_python_threads = HashSet::new();
        let mut threads = interp.head();
        while !threads.is_null() {
            let thread = self.process.copy_pointer(threads).context("Failed to copy PyThreadState")?;
            let current = thread.thread_id();
            all_python_threads.insert(current);
            threads = thread.next();
        }

        let processed_os_threads: HashSet<Tid> = HashSet::from_iter(self.python_thread_ids.values().map(|x| *x));

        let native = self.native.as_ref().unwrap();

        // Try getting the pthread_id from the native stack registers for threads we haven't looked up yet
        for thread in self.process.threads()?.iter() {
            let threadid = thread.id()?;
            if processed_os_threads.contains(&threadid) {
                continue;
            }

            match native.get_pthread_id(&thread, &all_python_threads) {
                Ok(pthread_id) => {
                    if pthread_id != 0 {
                        self.python_thread_ids.insert(pthread_id, threadid);
                    }
                },
                Err(e) => { warn!("Failed to get get_pthread_id for {}: {}", threadid, e); }
            };
        }

        // we can't get the python threadid for the main thread from registers,
        // so instead assign the main threadid (pid) to the missing python thread
        if !processed_os_threads.contains(&self.pid) {
            let mut unknown_python_threadids = HashSet::new();
            for python_thread_id in all_python_threads.iter() {
                if !self.python_thread_ids.contains_key(python_thread_id) {
                    unknown_python_threadids.insert(*python_thread_id);
                }
            }

            if unknown_python_threadids.len() == 1 {
                let python_thread_id = *unknown_python_threadids.iter().next().unwrap();
                self.python_thread_ids.insert(python_thread_id, self.pid);
            } else {
                warn!("failed to get python threadid for main thread!");
            }
        }

        if let Some(thread_id) = self.python_thread_ids.get(&python_thread_id) {
            return Ok(Some(*thread_id));
        }
        info!("failed looking up python threadid for {}. known python_thread_ids {:?}. all_python_threads {:?}",
            python_thread_id, self.python_thread_ids, all_python_threads);
        Ok(None)
    }

    #[cfg(target_os="freebsd")]
    fn _get_os_thread_id<I: InterpreterState>(&mut self, _python_thread_id: u64, _interp: &I) -> Result<Option<Tid>, Error> {
        Ok(None)
    }

    fn _get_gil_threadid<I: InterpreterState>(&self) -> Result<u64, Error> {
        // figure out what thread has the GIL by inspecting _PyThreadState_Current
        if self.threadstate_address > 0 {
            let addr: usize = self.process.copy_struct(self.threadstate_address)?;

            // if the addr is 0, no thread is currently holding the GIL
            if addr != 0 {
                let threadstate: I::ThreadState = self.process.copy_struct(addr)?;
                return Ok(threadstate.thread_id());
            }
        }
        Ok(0)
    }

    /// We want to display filenames without the boilerplate of the python installation
    /// directory etc. This function looks only includes paths inside a python
    /// package or subpackage, and not the path the package is installed at
    fn shorten_filename(&mut self, filename: &str) -> Option<String> {
        // if we have figured out the short filename already, use it
        if let Some(short) = self.short_filenames.get(filename) {
            return short.clone();
        }

        // only include paths that include an __init__.py
        let mut path = Path::new(filename);
        while let Some(parent) = path.parent() {
            path = parent;
            if !parent.join("__init__.py").exists() {
                break;
            }
        }

        // remote the parent prefix and convert to an optional string
        let shortened = Path::new(filename)
            .strip_prefix(path)
            .ok()
            .map(|p| p.to_string_lossy().to_string());

        self.short_filenames.insert(filename.to_owned(), shortened.clone());
        shortened
    }
}
/// Returns the version of python running in the process.
fn get_python_version(python_info: &PythonProcessInfo, process: &remoteprocess::Process)
        -> Result<Version, Error> {
    // If possible, grab the sys.version string from the processes memory (mac osx).
    if let Some(&addr) = python_info.get_symbol("Py_GetVersion.version") {
        info!("Getting version from symbol address");
        if let Ok(bytes) = process.copy(addr as usize, 128) {
            if let Ok(version) = Version::scan_bytes(&bytes) {
                return Ok(version);
            }
        }
    }

    // otherwise get version info from scanning BSS section for sys.version string
    info!("Getting version from python binary BSS");
    let bss = process.copy(python_info.python_binary.bss_addr as usize,
                           python_info.python_binary.bss_size as usize)?;
    match Version::scan_bytes(&bss) {
        Ok(version) => return Ok(version),
        Err(err) => {
            info!("Failed to get version from BSS section: {}", err);
            // try again if there is a libpython.so
            if let Some(ref libpython) = python_info.libpython_binary {
                info!("Getting version from libpython BSS");
                let bss = process.copy(libpython.bss_addr as usize,
                                       libpython.bss_size as usize)?;
                match Version::scan_bytes(&bss) {
                    Ok(version) => return Ok(version),
                    Err(err) => info!("Failed to get version from libpython BSS section: {}", err)
                }
            }
        }
    }

    // the python_filename might have the version encoded in it (/usr/bin/python3.5 etc).
    // try reading that in (will miss patch level on python, but that shouldn't matter)
    info!("Trying to get version from path: {}", python_info.python_filename);
    let path = Path::new(&python_info.python_filename);
    if let Some(python) = path.file_name() {
        if let Some(python) = python.to_str() {
            if python.starts_with("python") {
                let tokens: Vec<&str> = python[6..].split('.').collect();
                if tokens.len() >= 2 {
                    if let (Ok(major), Ok(minor)) = (tokens[0].parse::<u64>(), tokens[1].parse::<u64>()) {
                        return Ok(Version{major, minor, patch:0, release_flags: "".to_owned()})
                    }
                }
            }
        }
    }
    Err(format_err!("Failed to find python version from target process"))
}

fn get_interpreter_address(python_info: &PythonProcessInfo,
                           process: &remoteprocess::Process,
                           version: &Version) -> Result<usize, Error> {
    // get the address of the main PyInterpreterState object from loaded symbols if we can
    // (this tends to be faster than scanning through the bss section)
    match version {
        Version{major: 3, minor: 7..=9, ..} => {
            if let Some(&addr) = python_info.get_symbol("_PyRuntime") {
                let addr = process.copy_struct(addr as usize + pyruntime::get_interp_head_offset(&version))?;

                // Make sure the interpreter addr is valid before returning
                match check_interpreter_addresses(&[addr], &python_info.maps, process, version) {
                    Ok(addr) => return Ok(addr),
                    Err(_) => { warn!("Interpreter address from _PyRuntime symbol is invalid {:016x}", addr); }
                };
            }
        },
        _ => {
            if let Some(&addr) = python_info.get_symbol("interp_head") {
                let addr = process.copy_struct(addr as usize)?;
                match check_interpreter_addresses(&[addr], &python_info.maps, process, version) {
                    Ok(addr) => return Ok(addr),
                    Err(_) => { warn!("Interpreter address from interp_head symbol is invalid {:016x}", addr); }
                };
            }
        }
    };
    info!("Failed to get interp_head from symbols, scanning BSS section from main binary");

    // try scanning the BSS section of the binary for things that might be the interpreterstate
    match get_interpreter_address_from_binary(&python_info.python_binary, &python_info.maps, process, version) {
        Ok(addr) => Ok(addr),
        // Before giving up, try again if there is a libpython.so
        Err(err) => {
            match python_info.libpython_binary {
                Some(ref libpython) => {
                    info!("Failed to get interpreter from binary BSS, scanning libpython BSS");
                    Ok(get_interpreter_address_from_binary(libpython, &python_info.maps, process, version)?)
                },
                None => Err(err)
            }
        }
    }
}

fn get_interpreter_address_from_binary(binary: &BinaryInfo,
                                       maps: &[MapRange],
                                       process: &remoteprocess::Process,
                                       version: &Version) -> Result<usize, Error> {
    // We're going to scan the BSS/data section for things, and try to narrowly scan things that
    // look like pointers to PyinterpreterState
    let bss = process.copy(binary.bss_addr as usize, binary.bss_size as usize)?;

    #[allow(clippy::cast_ptr_alignment)]
    let addrs = unsafe { slice::from_raw_parts(bss.as_ptr() as *const usize, bss.len() / size_of::<usize>()) };
    check_interpreter_addresses(addrs, maps, process, version)
}

// Checks whether a block of memory (from BSS/.data etc) contains pointers that are pointing
// to a valid PyInterpreterState
fn check_interpreter_addresses(addrs: &[usize],
                               maps: &[MapRange],
                               process: &remoteprocess::Process,
                               version: &Version) -> Result<usize, Error> {
    // On windows, we can't just check if a pointer is valid by looking to see if it points
    // to something in the virtual memory map. Brute-force it instead
    #[cfg(windows)]
    fn maps_contain_addr(_: usize, _: &[MapRange]) -> bool { true }

    #[cfg(not(windows))]
    use proc_maps::maps_contain_addr;

    // This function does all the work, but needs a type of the interpreter
    fn check<I>(addrs: &[usize],
                maps: &[MapRange],
                process: &remoteprocess::Process) -> Result<usize, Error>
            where I: python_interpreters::InterpreterState {
        for &addr in addrs {
            if maps_contain_addr(addr, maps) {
                // this address points to valid memory. try loading it up as a PyInterpreterState
                // to further check
                let interp: I = match process.copy_struct(addr) {
                    Ok(interp) => interp,
                    Err(_) => continue
                };

                // get the pythreadstate pointer from the interpreter object, and if it is also
                // a valid pointer then load it up.
                let threads = interp.head();
                if maps_contain_addr(threads as usize, maps) {
                    // If the threadstate points back to the interpreter like we expect, then
                    // this is almost certainly the address of the intrepreter
                    let thread = match process.copy_pointer(threads) {
                        Ok(thread) => thread,
                        Err(_) => continue
                    };

                    // as a final sanity check, try getting the stack_traces, and only return if this works
                    if thread.interp() as usize == addr && get_stack_traces(&interp, process).is_ok() {
                        return Ok(addr);
                    }
                }
            }
        }
        Err(format_err!("Failed to find a python interpreter in the .data section"))
    }

    // different versions have different layouts, check as appropiate
    match version {
        Version{major: 2, minor: 3..=7, ..} => check::<v2_7_15::_is>(addrs, maps, process),
        Version{major: 3, minor: 3, ..} => check::<v3_3_7::_is>(addrs, maps, process),
        Version{major: 3, minor: 4..=5, ..} => check::<v3_5_5::_is>(addrs, maps, process),
        Version{major: 3, minor: 6, ..} => check::<v3_6_6::_is>(addrs, maps, process),
        Version{major: 3, minor: 7, ..} => check::<v3_7_0::_is>(addrs, maps, process),
        Version{major: 3, minor: 8, patch: 0, ..} => {
            match version.release_flags.as_ref() {
                "a1" | "a2" | "a3" => check::<v3_7_0::_is>(addrs, maps, process),
                _ => check::<v3_8_0::_is>(addrs, maps, process)
            }
        },
        Version{major: 3, minor: 8..=9, ..} => check::<v3_8_0::_is>(addrs, maps, process),
        _ => Err(format_err!("Unsupported version of Python: {}", version))
    }
}

/// Holds information about the python process: memory map layout, parsed binary info
/// for python /libpython etc.
pub struct PythonProcessInfo {
    python_binary: BinaryInfo,
    // if python was compiled with './configure --enabled-shared', code/symbols will
    // be in a libpython.so file instead of the executable. support that.
    libpython_binary: Option<BinaryInfo>,
    maps: Vec<MapRange>,
    python_filename: String,
    #[cfg(target_os="linux")]
    dockerized: bool,
}

impl PythonProcessInfo {
    fn new(process: &remoteprocess::Process) -> Result<PythonProcessInfo, Error> {
        let filename = process.exe()
            .context("Failed to get process executable name. Check that the process is running.")?;

        #[cfg(windows)]
        let filename = filename.to_lowercase();
        #[cfg(windows)]
        let is_python_bin = |pathname: &str| pathname.to_lowercase() == filename;

        #[cfg(not(windows))]
        let is_python_bin = |pathname: &str| pathname == filename;

        // get virtual memory layout
        let maps = get_process_maps(process.pid)?;
        info!("Got virtual memory maps from pid {}:", process.pid);
        for map in &maps {
            debug!("map: {:016x}-{:016x} {}{}{} {}", map.start(), map.start() + map.size(),
                if map.is_read() {'r'} else {'-'}, if map.is_write() {'w'} else {'-'}, if map.is_exec() {'x'} else {'-'},
                map.filename().as_ref().unwrap_or(&"".to_owned()));
        }

        // on linux, support profiling processes running in docker containers by setting
        // the namespace to match that of the target process when reading in binaries
        #[cfg(target_os="linux")]
        let namespace = match remoteprocess::Namespace::new(process.pid) {
            Ok(ns) => Some(ns),
            Err(e) => {
                warn!("Failed to set namespace: {}", e);
                None
            }
        };

        // parse the main python binary
        let (python_binary, python_filename) = {
            // Get the memory address for the executable by matching against virtual memory maps
            let map = maps.iter()
                .find(|m| if let Some(pathname) = &m.filename() {
                    is_python_bin(pathname) && m.is_exec()
                } else {
                    false
                });

            let map = match map {
                Some(map) => map,
                None => {
                    warn!("Failed to find '{}' in virtual memory maps, falling back to first map region", filename);
                    // If we failed to find the executable in the virtual memory maps, just take the first file we find
                    // sometimes on windows get_process_exe returns stale info =( https://github.com/benfred/py-spy/issues/40
                    // and on all operating systems I've tried, the exe is the first region in the maps
                    &maps[0]
                }
            };

            // TODO: consistent types? u64 -> usize? for map.start etc
            #[allow(unused_mut)]
            let mut python_binary = parse_binary(&filename, map.start() as u64, map.size() as u64)?;

            // windows symbols are stored in separate files (.pdb), load
            #[cfg(windows)]
            python_binary.symbols.extend(get_windows_python_symbols(process.pid, &filename, map.start() as u64)?);

            // For OSX, need to adjust main binary symbols by substracting _mh_execute_header
            // (which we've added to by map.start already, so undo that here)
            #[cfg(target_os = "macos")]
            {
                let offset = python_binary.symbols["_mh_execute_header"] - map.start() as u64;
                for address in python_binary.symbols.values_mut() {
                    *address -= offset;
                }

                if python_binary.bss_addr != 0 {
                    python_binary.bss_addr -= offset;
                }
            }
            (python_binary, filename.clone())
        };

        // likewise handle libpython for python versions compiled with --enabled-shared
         let libpython_binary = {
            let libmap = maps.iter()
                .find(|m| if let Some(ref pathname) = &m.filename() {
                    is_python_lib(pathname) && m.is_exec()
                } else {
                    false
                });

            let mut libpython_binary: Option<BinaryInfo> = None;
            if let Some(libpython) = libmap {
                if let Some(filename) = &libpython.filename() {
                    info!("Found libpython binary @ {}", filename);
                    #[allow(unused_mut)]
                    let mut parsed = parse_binary(filename, libpython.start() as u64, libpython.size() as u64)?;
                    #[cfg(windows)]
                    parsed.symbols.extend(get_windows_python_symbols(process.pid, filename, libpython.start() as u64)?);
                    libpython_binary = Some(parsed);
                }
            }

            // On OSX, it's possible that the Python library is a dylib loaded up from the system
            // framework (like /System/Library/Frameworks/Python.framework/Versions/2.7/Python)
            // In this case read in the dyld_info information and figure out the filename from there
            #[cfg(target_os = "macos")]
            {
                if libpython_binary.is_none() {
                    use proc_maps::mac_maps::get_dyld_info;
                    let dyld_infos = get_dyld_info(process.pid)?;

                    for dyld in &dyld_infos {
                        let segname = unsafe { std::ffi::CStr::from_ptr(dyld.segment.segname.as_ptr()) };
                        debug!("dyld: {:016x}-{:016x} {:10} {}",
                            dyld.segment.vmaddr, dyld.segment.vmaddr + dyld.segment.vmsize,
                            segname.to_string_lossy(), dyld.filename);
                    }

                    let python_dyld_data = dyld_infos.iter()
                        .find(|m| is_python_framework(&m.filename) &&
                                  m.segment.segname[0..7] == [95, 95, 68, 65, 84, 65, 0]);

                    if let Some(libpython) = python_dyld_data {
                        info!("Found libpython binary from dyld @ {}", libpython.filename);

                        let mut binary = parse_binary(&libpython.filename, libpython.segment.vmaddr, libpython.segment.vmsize)?;

                        // TODO: bss addr offsets returned from parsing binary are wrong
                        // (assumes data section isn't split from text section like done here).
                        // BSS occurs somewhere in the data section, just scan that
                        // (could later tighten this up to look at segment sections too)
                        binary.bss_addr = libpython.segment.vmaddr;
                        binary.bss_size = libpython.segment.vmsize;
                        libpython_binary = Some(binary);
                    }
                }
            }

            libpython_binary
        };

        Ok(PythonProcessInfo{python_binary, libpython_binary, maps, python_filename,
                             #[cfg(target_os="linux")]
                             dockerized: match namespace { Some(ns) => ns.is_set(), None => false },
        })
    }

    pub fn get_symbol(&self, symbol: &str) -> Option<&u64> {
        if let Some(addr) = self.python_binary.symbols.get(symbol) {
            info!("got symbol {} (0x{:016x}) from python binary", symbol, addr);
            return Some(addr);
        }

        if let Some(ref binary) = self.libpython_binary {
            if let Some(addr) = binary.symbols.get(symbol) {
                info!("got symbol {} (0x{:016x}) from libpython binary", symbol, addr);
                return Some(addr);
            }
        }
        None
    }
}

// We can't use goblin to parse external symbol files (like in a separate .pdb file) on windows,
// So use the win32 api to load up the couple of symbols we need on windows. Note:
// we still can get export's from the PE file
#[cfg(windows)]
pub fn get_windows_python_symbols(pid: Pid, filename: &str, offset: u64) -> std::io::Result<HashMap<String, u64>> {
    use proc_maps::win_maps::SymbolLoader;

    let handler = SymbolLoader::new(pid)?;
    let _module = handler.load_module(filename)?; // need to keep this module in scope

    let mut ret = HashMap::new();

    // currently we only need a subset of symbols, and enumerating the symbols is
    // expensive (via SymEnumSymbolsW), so rather than load up all symbols like we
    // do for goblin, just load the the couple we need directly.
    for symbol in ["_PyThreadState_Current", "interp_head", "_PyRuntime"].iter() {
        if let Ok((base, addr)) = handler.address_from_name(symbol) {
            // If we have a module base (ie from PDB), need to adjust by the offset
            // otherwise seems like we can take address directly
            let addr = if base == 0 { addr } else { offset + addr - base };
            ret.insert(String::from(*symbol), addr);
        }
    }

    Ok(ret)
}

#[cfg(any(target_os="linux", target_os="freebsd"))]
pub fn is_python_lib(pathname: &str) -> bool {
    lazy_static! {
        static ref RE: Regex = Regex::new(r"/libpython\d.\d(m|d|u)?.so").unwrap();
    }
    RE.is_match(pathname)
}

#[cfg(target_os="macos")]
pub fn is_python_lib(pathname: &str) -> bool {
    lazy_static! {
        static ref RE: Regex = Regex::new(r"/libpython\d.\d(m|d|u)?.(dylib|so)$").unwrap();
    }
    RE.is_match(pathname) || is_python_framework(pathname)
}

#[cfg(windows)]
pub fn is_python_lib(pathname: &str) -> bool {
    lazy_static! {
        static ref RE: Regex = Regex::new(r"\\python\d\d(m|d|u)?.dll$").unwrap();
    }
    RE.is_match(pathname)
}

#[cfg(target_os="macos")]
pub fn is_python_framework(pathname: &str) -> bool {
    pathname.ends_with("/Python") &&
    pathname.contains("/Python.framework/") &&
    !pathname.contains("Python.app")
}

#[cfg(test)]
mod tests {
    use super::*;

    #[cfg(target_os="macos")]
    #[test]
    fn test_is_python_lib() {
        assert!(is_python_lib("~/Anaconda2/lib/libpython2.7.dylib"));

        // python lib configured with --with-pydebug (flag: d)
        assert!(is_python_lib("/lib/libpython3.4d.dylib"));

        // configured --with-pymalloc (flag: m)
        assert!(is_python_lib("/usr/local/lib/libpython3.8m.dylib"));

        // python2 configured with --with-wide-unicode (flag: u)
        assert!(is_python_lib("./libpython2.7u.dylib"));

        assert!(!is_python_lib("/libboost_python.dylib"));
        assert!(!is_python_lib("/lib/heapq.cpython-36m-darwin.dylib"));
    }

    #[cfg(any(target_os="linux", target_os="freebsd"))]
    #[test]
    fn test_is_python_lib() {
        // libpython bundled by pyinstaller https://github.com/benfred/py-spy/issues/42
        assert!(is_python_lib("/tmp/_MEIOqzg01/libpython2.7.so.1.0"));

        // test debug/malloc/unicode flags
        assert!(is_python_lib("./libpython2.7.so"));
        assert!(is_python_lib("/usr/lib/libpython3.4d.so"));
        assert!(is_python_lib("/usr/local/lib/libpython3.8m.so"));
        assert!(is_python_lib("/usr/lib/libpython2.7u.so"));

        // don't blindly match libraries with pytohn in the name (boost_python etc)
        assert!(!is_python_lib("/usr/lib/libboost_python.so"));
        assert!(!is_python_lib("/usr/lib/x86_64-linux-gnu/libboost_python-py27.so.1.58.0"));
        assert!(!is_python_lib("/usr/lib/libboost_python-py35.so"));

    }

    #[cfg(target_os="macos")]
    #[test]
    fn test_python_frameworks() {
        // homebrew v2
        assert!(!is_python_framework("/usr/local/Cellar/python@2/2.7.15_1/Frameworks/Python.framework/Versions/2.7/Resources/Python.app/Contents/MacOS/Python"));
        assert!(is_python_framework("/usr/local/Cellar/python@2/2.7.15_1/Frameworks/Python.framework/Versions/2.7/Python"));

        // System python from osx 10.13.6 (high sierra)
        assert!(!is_python_framework("/System/Library/Frameworks/Python.framework/Versions/2.7/Resources/Python.app/Contents/MacOS/Python"));
        assert!(is_python_framework("/System/Library/Frameworks/Python.framework/Versions/2.7/Python"));

        // pyenv 3.6.6 with OSX framework enabled (https://github.com/benfred/py-spy/issues/15)
        // env PYTHON_CONFIGURE_OPTS="--enable-framework" pyenv install 3.6.6
        assert!(is_python_framework("/Users/ben/.pyenv/versions/3.6.6/Python.framework/Versions/3.6/Python"));
        assert!(!is_python_framework("/Users/ben/.pyenv/versions/3.6.6/Python.framework/Versions/3.6/Resources/Python.app/Contents/MacOS/Python"));
    }
}