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179 Commits

Author SHA1 Message Date
Animesh Jain
33f1ee036e [dynamo][user-defined] Simplify call_hasattr (#133935) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/133935
Approved by: https://github.com/williamwen42, https://github.com/jansel
ghstack dependencies: #133745, #133747, #133746, #133799, #133800
 2024-08-20 16:27:44 +00:00
Michael Lazos
f147349568 Fix DeviceContext bug (#133729) 
Fixes https://github.com/pytorch/pytorch/issues/133666

Pull Request resolved: https://github.com/pytorch/pytorch/pull/133729
Approved by: https://github.com/bdhirsh
ghstack dependencies: #133130
 2024-08-20 07:14:37 +00:00
Animesh Jain
e8d3c4be36 [dynamo][reland][inline-inbuilt-nn-modules] Mark attributes of nn mod… (#133714) 
Relands https://github.com/pytorch/pytorch/pull/132539
Relands https://github.com/pytorch/pytorch/pull/132736

Pull Request resolved: https://github.com/pytorch/pytorch/pull/133714
Approved by: https://github.com/jansel
 2024-08-20 05:57:52 +00:00
William Wen
2b95007d12 [dynamo] support random.Random (#133725) 
Fixes the observed graph breaks in https://github.com/pytorch/pytorch/issues/121349 and https://github.com/pytorch/pytorch/issues/121350.

But there are still graph breaks since a random output is being used as a seed, e.g.
```python
import random
import torch

def fn(x):
    seed = random.randint(0, 100)
    rand = random.Random(seed)
    return x + rand.randrange(10)

opt_fn = torch.compile(fn, backend="eager", fullgraph=True)
opt_fn(torch.ones(1))
```

fails with
```
torch._dynamo.exc.InternalTorchDynamoError: UnspecializedPythonVariable() is not a constant
```

when tracing the line
```
rand = random.Random(seed)
```

Pull Request resolved: https://github.com/pytorch/pytorch/pull/133725
Approved by: https://github.com/jansel
 2024-08-19 22:34:44 +00:00
Animesh Jain
6ca68357b3 [dynamo] Save class vt in UserDefinedObjectVariable (#133800) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/133800
Approved by: https://github.com/jansel
ghstack dependencies: #133745, #133747, #133746, #133799
 2024-08-19 17:21:48 +00:00
Animesh Jain
08f14d5492 [refactor][dynamo][side-effects] Helper function for __new__ for user defined class (#133799) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/133799
Approved by: https://github.com/jansel
ghstack dependencies: #133745, #133747, #133746
 2024-08-19 17:21:48 +00:00
Yanbo Liang
770086fe39 [Dynamo] Support torch.cuda.device ctx manager (#133385) 
Fixes #128059

I'm not sure if this is the right way, since Inductor doesn't always respect the device id set by users, so probably we should just wrap it as null context manager and print a warning. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames @jansel @anijain2305 @mlazos @williamwen42

Pull Request resolved: https://github.com/pytorch/pytorch/pull/133385
Approved by: https://github.com/jansel
 2024-08-16 17:05:55 +00:00
Animesh Jain
8a2b064236 [dynamo][user_defined][stable-diffusion] Raise ObservedAttributeError on UserDefinedObject var_getattr (#132806) 
Fixes https://github.com/pytorch/pytorch/issues/132551

Pull Request resolved: https://github.com/pytorch/pytorch/pull/132806
Approved by: https://github.com/williamwen42
 2024-08-16 04:30:06 +00:00
Animesh Jain
8a5708ba3d [dynamo] Support object creation of classes with custom __new__ (#132977) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132977
Approved by: https://github.com/jansel
 2024-08-16 03:09:23 +00:00
Edward Z. Yang
90d2593b3e Revert #132806, #132736, #132539, #132487 (#133570) 
This reverts commit 25df063f04.
This reverts commit de00c79583.
This reverts commit 419b76c4ac.
This reverts commit bc57d5b6ff.

Differential Revision: [D61335013](https://our.internmc.facebook.com/intern/diff/D61335013)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/133570
Approved by: https://github.com/albanD, https://github.com/jansel, https://github.com/anijain2305
 2024-08-15 20:54:21 +00:00
Yiming Zhou
7b8ab7eb3e [dynamo] Partially support random.Random class (#133037) 
This partially fixes the graph break issue when instantiating a `random.Random` class in Python.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/133037
Approved by: https://github.com/anijain2305
 2024-08-09 07:15:42 +00:00
Animesh Jain
25df063f04 [dynamo][user_defined][stable-diffusion] Raise ObservedAttributeError on UserDefinedObject var_getattr (#132806) 
Fixes https://github.com/pytorch/pytorch/issues/132551

Pull Request resolved: https://github.com/pytorch/pytorch/pull/132806
Approved by: https://github.com/williamwen42
 2024-08-07 18:19:49 +00:00
William Wen
01cdcbf7c8 [dynamo] revert map/zip iterator related changes (#132528) 
Need to revert due to internal hangs: S437700

This reverts commit b6c1490cc0.

Revert "[dynamo] implement IteratorVariable and polyfill fallbacks for enumerate (#131725)"

This reverts commit 2576dbbc35.

Revert "[dynamo] add itertools repeat/count bytecode reconstruction (#131716)"

This reverts commit 35b4de32fa.

Revert "[dynamo] add lazy IteratorVariable implementations for map and zip (#131413)"

This reverts commit 7d282d8755.

Fixes #ISSUE_NUMBER

Pull Request resolved: https://github.com/pytorch/pytorch/pull/132528
Approved by: https://github.com/ZainRizvi
 2024-08-04 18:46:55 +00:00
Oguz Ulgen
6e79932543 Add basic mypy annotations to dynamo (#132415) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132415
Approved by: https://github.com/XuehaiPan, https://github.com/jamesjwu
 2024-08-04 18:43:36 +00:00
PyTorch MergeBot
3558a8cf4a Revert "Add basic mypy annotations to dynamo (#132415)" 
This reverts commit 71e22e0959.

Reverted https://github.com/pytorch/pytorch/pull/132415 on behalf of https://github.com/ZainRizvi due to Sorry, this PR has entered a weird state in the diff train. Trying to revert it to skip it, and then we can try relanding it ([comment](https://github.com/pytorch/pytorch/pull/132415#issuecomment-2267631785))
 2024-08-04 18:39:29 +00:00
PyTorch MergeBot
0a25666f92 Revert "[dynamo] revert map/zip iterator related changes (#132528)" 
This reverts commit e81e74ca6c.

Reverted https://github.com/pytorch/pytorch/pull/132528 on behalf of https://github.com/ZainRizvi due to This stack entered a weird state in the diff train. Reverting and relanding to clean the state ([comment](https://github.com/pytorch/pytorch/pull/132528#issuecomment-2267628475))
 2024-08-04 18:26:09 +00:00
Animesh Jain
419b76c4ac [dynamo] Reland 132308, 132314, 132318, 132334 - Make builtin nn modules attributes static (#132539) 
Relanding 4 PRs ending at https://github.com/pytorch/pytorch/pull/132334

Pull Request resolved: https://github.com/pytorch/pytorch/pull/132539
Approved by: https://github.com/Skylion007, https://github.com/yanboliang, https://github.com/mlazos
 2024-08-03 02:08:22 +00:00
William Wen
e81e74ca6c [dynamo] revert map/zip iterator related changes (#132528) 
Need to revert due to internal hangs: S437700

This reverts commit b6c1490cc0.

Revert "[dynamo] implement IteratorVariable and polyfill fallbacks for enumerate (#131725)"

This reverts commit 2576dbbc35.

Revert "[dynamo] add itertools repeat/count bytecode reconstruction (#131716)"

This reverts commit 35b4de32fa.

Revert "[dynamo] add lazy IteratorVariable implementations for map and zip (#131413)"

This reverts commit 7d282d8755.

Fixes #ISSUE_NUMBER

Pull Request resolved: https://github.com/pytorch/pytorch/pull/132528
Approved by: https://github.com/ZainRizvi
 2024-08-02 19:40:57 +00:00
PyTorch MergeBot
24d0a32f98 Revert "[dynamo] Wrap unspecialized nn module getattr with UnspecializedNNModuleSource (#132308)" 
This reverts commit aa0ed2496f.

Reverted https://github.com/pytorch/pytorch/pull/132308 on behalf of https://github.com/anijain2305 due to broke internal tests ([comment](https://github.com/pytorch/pytorch/pull/132308#issuecomment-2265959993))
 2024-08-02 18:55:51 +00:00
PyTorch MergeBot
b8f7019df0 Revert "[dynamo] Track params/buffers and mark them as static (#132334)" 
This reverts commit babb249a89.

Reverted https://github.com/pytorch/pytorch/pull/132334 on behalf of https://github.com/anijain2305 due to broke internal tests ([comment](https://github.com/pytorch/pytorch/pull/132334#issuecomment-2265942261))
 2024-08-02 18:41:19 +00:00
Animesh Jain
babb249a89 [dynamo] Track params/buffers and mark them as static (#132334) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132334
Approved by: https://github.com/ezyang, https://github.com/mlazos
 2024-08-02 08:55:43 +00:00
Yanbo Liang
5ea0f51187 [Dynamo] Support abc.MutableMapping.get (#132363) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132363
Approved by: https://github.com/anijain2305, https://github.com/mlazos
 2024-08-02 04:17:35 +00:00
Oguz Ulgen
71e22e0959 Add basic mypy annotations to dynamo (#132415) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132415
Approved by: https://github.com/XuehaiPan, https://github.com/jamesjwu
 2024-08-01 20:14:25 +00:00
Animesh Jain
aa0ed2496f [dynamo] Wrap unspecialized nn module getattr with UnspecializedNNModuleSource (#132308) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132308
Approved by: https://github.com/yanboliang
ghstack dependencies: #132302, #132304, #132312
 2024-08-01 06:21:05 +00:00
Xuehai Pan
e74ba1b34a [BE][Easy][15/19] enforce style for empty lines in import segments in torch/_d*/ (#129767) 
See https://github.com/pytorch/pytorch/pull/129751#issue-2380881501. Most changes are auto-generated by linter.

You can review these PRs via:

```bash
git diff --ignore-all-space --ignore-blank-lines HEAD~1
```

Pull Request resolved: https://github.com/pytorch/pytorch/pull/129767
Approved by: https://github.com/anijain2305
 2024-07-31 21:18:11 +00:00
William Wen
b6c1490cc0 [dynamo] make more unpack_var_sequence calls forced (#132069) 
Fixes [T197204962](https://www.internalfb.com/intern/tasks/?t=197204962) (example failure: https://www.internalfb.com/intern/testinfra/diagnostics/11540474088277914.281475138576374.1722221031/)

Added tests contain a simple repro for the observed failure (`test_map_unpack_vars`).

Also fixes https://github.com/pytorch/pytorch/issues/132044

Differential Revision: [D60420335](https://our.internmc.facebook.com/intern/diff/D60420335)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/132069
Approved by: https://github.com/anijain2305
 2024-07-30 02:30:08 +00:00
Guilherme Leobas
1e9cdf7d91 Relax constraints for creating a GenericContextWrappingVariable (#129091) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/129091
Approved by: https://github.com/yanboliang, https://github.com/zou3519
 2024-07-29 15:40:59 +00:00
Vishwa Raj Singh
cd53698df0 Add hpu backend support for dynamo torchVariable _in_graph_classes() function (#129948) 
Fixes #ISSUE_NUMBER

Recent change from PR#
f657b2b1f8 (diff-4a52059570bb96333d8383ce6a9d01bbb114c5e34aff6028f820899ca39b5a26R80)  , has hard coded flow to cuda stream in ingraph function. For non cuda backend (hpu in our case), it breaks the graph.

As part of this PR change adding hpu backend support to dynamo variables function _in_graph_classes().

Pull Request resolved: https://github.com/pytorch/pytorch/pull/129948
Approved by: https://github.com/yanboliang
 2024-07-26 18:38:03 +00:00
Michael Lazos
51f4f87718 [Reland] Ensure staticmethods can be allowed in graph (#131789) 
Fixes https://github.com/pytorch/pytorch/issues/124735

Pull Request resolved: https://github.com/pytorch/pytorch/pull/131789
Approved by: https://github.com/anijain2305
 2024-07-25 22:54:18 +00:00
Oguz Ulgen
7a42470bcb Annotate all InstructionTranslator (#131509) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/131509
Approved by: https://github.com/zou3519
 2024-07-24 23:45:53 +00:00
PyTorch MergeBot
236e06f9f9 Revert "Ensure staticmethods can be allowed in graph (#130882)" 
This reverts commit 93fdd0237d.

Reverted https://github.com/pytorch/pytorch/pull/130882 on behalf of https://github.com/clee2000 due to torchrec test still broken internally D59945836 ([comment](https://github.com/pytorch/pytorch/pull/130882#issuecomment-2249003059))
 2024-07-24 22:32:41 +00:00
PyTorch MergeBot
5db5865614 Revert "Annotate all InstructionTranslator (#131509)" 
This reverts commit eafbd20f23.

Reverted https://github.com/pytorch/pytorch/pull/131509 on behalf of https://github.com/clee2000 due to sorry need to revert this to revert something else, I think you only need to rebase and remerge ([comment](https://github.com/pytorch/pytorch/pull/131509#issuecomment-2249000843))
 2024-07-24 22:29:49 +00:00
Oguz Ulgen
eafbd20f23 Annotate all InstructionTranslator (#131509) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/131509
Approved by: https://github.com/zou3519
 2024-07-24 05:31:01 +00:00
Michael Lazos
93fdd0237d Ensure staticmethods can be allowed in graph (#130882) 
Fixes https://github.com/pytorch/pytorch/issues/124735

Pull Request resolved: https://github.com/pytorch/pytorch/pull/130882
Approved by: https://github.com/anijain2305, https://github.com/williamwen42
 2024-07-23 18:59:19 +00:00
Animesh Jain
e7c5e06772 [dynamo] Support __contains__ on __dict__ on UserDefinedClassVariable (#131378) 
Fixes https://github.com/pytorch/pytorch/issues/129665

Pull Request resolved: https://github.com/pytorch/pytorch/pull/131378
Approved by: https://github.com/mlazos
ghstack dependencies: #131347, #131367
 2024-07-23 14:15:26 +00:00
PyTorch MergeBot
9f6db5d0e2 Revert "Ensure staticmethods can be allowed in graph (#130882)" 
This reverts commit b0387449db.

Reverted https://github.com/pytorch/pytorch/pull/130882 on behalf of https://github.com/atalman due to failing torchrec tests internally, please fix and reland ([comment](https://github.com/pytorch/pytorch/pull/130882#issuecomment-2236528473))
 2024-07-18 13:31:30 +00:00
PyTorch MergeBot
0b134c15cd Revert "Relax constraints for creating a GenericContextWrappingVariable (#129091)" 
This reverts commit 882fd91869.

Reverted https://github.com/pytorch/pytorch/pull/129091 on behalf of https://github.com/clee2000 due to test_jit started failing on main after this stack https://github.com/pytorch/pytorch/actions/runs/9980754603/job/27583474357 a8bd2933d9 ([comment](https://github.com/pytorch/pytorch/pull/129091#issuecomment-2234269541))
 2024-07-17 20:59:40 +00:00
Guilherme Leobas
882fd91869 Relax constraints for creating a GenericContextWrappingVariable (#129091) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/129091
Approved by: https://github.com/yanboliang, https://github.com/zou3519
 2024-07-17 20:07:06 +00:00
Michael Lazos
b0387449db Ensure staticmethods can be allowed in graph (#130882) 
Fixes https://github.com/pytorch/pytorch/issues/124735

Pull Request resolved: https://github.com/pytorch/pytorch/pull/130882
Approved by: https://github.com/anijain2305, https://github.com/williamwen42
 2024-07-17 19:18:30 +00:00
Xuehai Pan
973037be6a [BE][Easy] apply autofix for ruff rules unnecessary-collection-call (C408): list() / tuple() / dict() (#130199) 
This PR changes the empty collection factory call to Python literals:

- `list()` -> `[]`
- `tuple()` -> `()`
- `dict()` -> `{}`

The Python literals are more performant and safer. For example, the bytecode for building an empty dictionary:

```bash
$ python3 -m dis - <<EOS
import collections

d1 = {}
d2 = dict()

dict = collections.OrderedDict
d3 = dict()
EOS
```

```text
  0           0 RESUME                   0

  1           2 LOAD_CONST               0 (0)
              4 LOAD_CONST               1 (None)
              6 IMPORT_NAME              0 (collections)
              8 STORE_NAME               0 (collections)

  3          10 BUILD_MAP                0
             12 STORE_NAME               1 (d1)

  4          14 PUSH_NULL
             16 LOAD_NAME                2 (dict)
             18 CALL                     0
             26 STORE_NAME               3 (d2)

  6          28 LOAD_NAME                0 (collections)
             30 LOAD_ATTR                8 (OrderedDict)
             50 STORE_NAME               2 (dict)

  7          52 PUSH_NULL
             54 LOAD_NAME                2 (dict)
             56 CALL                     0
             64 STORE_NAME               5 (d3)
             66 RETURN_CONST             1 (None)
```

The dict literal `{}` only has one bytecode `BUILD_MAP`, while the factory call `dict()` has three `PUSH_NULL + LOAD_NAME + CALL`. Also, the factory call is not safe if users override the `dict` name in `locals` or `globals` (see the example of replacing with `OrderedDict` above).

Pull Request resolved: https://github.com/pytorch/pytorch/pull/130199
Approved by: https://github.com/malfet
 2024-07-11 17:30:28 +00:00
Animesh Jain
c5c9dbece1 [dynamo][user-defined] Simplify and improve scope of UserDefinedObject var_getattr (#130169) 
Fixes https://github.com/pytorch/pytorch/issues/122649

Pull Request resolved: https://github.com/pytorch/pytorch/pull/130169
Approved by: https://github.com/jansel
ghstack dependencies: #118448, #130159
 2024-07-08 04:10:56 +00:00
Animesh Jain
bd0252fb98 [dynamo][user-defined] Support method descriptors (#130159) 
Fixes https://github.com/pytorch/pytorch/issues/120650

Pull Request resolved: https://github.com/pytorch/pytorch/pull/130159
Approved by: https://github.com/jansel
ghstack dependencies: #118448
 2024-07-06 02:03:09 +00:00
Animesh Jain
c9798d123b [dynamo][compile-time] Manually trace torch.nn.Module.parameters (#129583) 
With this PR, we are not worse than no-inlining for Dynamo-only compilation time (there is a litte bit of noise, so outlier of 0.89 is probably ok here). For most of the models, we see positive numbers because of better caching in `UserDefinedObjectVariable`.

![image](https://github.com/pytorch/pytorch/assets/13822661/719d34fd-3e7f-4886-b7e0-1dbfc7141aa5)

Pull Request resolved: https://github.com/pytorch/pytorch/pull/129583
Approved by: https://github.com/jansel
 2024-06-27 06:06:04 +00:00
Animesh Jain
514f9279f8 [dynamo][compile-time] Manually implement nn.Module.__getattr__ to reduce compile time (#129315) 
# Compile time for eager backend
## AlbertForMaskedLM
No inlining - 3.65 seconds
Inlining on main - 7.48 seconds
Inlining + this PR - 6.70 seconds

## MobileBertForMaskedLM
No inlining - 26.90 seconds
Inlining on main - 48.21 seconds
Inlining + this PR - 43.85 seconds

*Next PR in the stack makes the total compile time better/comparable to no inlining*

Pull Request resolved: https://github.com/pytorch/pytorch/pull/129315
Approved by: https://github.com/jansel
ghstack dependencies: #129316
 2024-06-25 01:31:26 +00:00
William Wen
79aabaf626 [3.13, dynamo] codegen PUSH_NULL when callable is codegen'd (#129172) 
Significant bytecode generation API change!

The new suggested convention to generating bytecode to call a function is now to wrap instructions that push a callable to the stack with `add_push_null`, then that callable is called with `create_call_function` with `push_null=False` (see diff for examples).

In Python 3.13, NULL is now expected to be pushed after the callable. In <=3.12, the NULL was pushed before the callable.  This change abstracts away the exact placement of the NULL, but the developer must be aware that a NULL may be needed when codegen'ing a callable.

This abstraction also reduces the need for the `push_null=True` option in `create_call_function`, which removes the need to rotate a NULL to the right place on the stack with a sequence of `SWAP` instructions.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/129172
Approved by: https://github.com/jansel
 2024-06-22 17:25:23 +00:00
Animesh Jain
e8dbb45e98 [dynamo][user-defined-object] Check that object is valid (#129117) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/129117
Approved by: https://github.com/yf225
 2024-06-21 04:18:54 +00:00
Animesh Jain
22f1793c0a [dynamo][easy] Use LazyVariableTracker for UserDefinedObject var_getattr (#128877) 
Pull Request resolved: https://github.com/pytorch/pytorch/pull/128877
Approved by: https://github.com/mlazos
ghstack dependencies: #128315, #128748
 2024-06-18 02:17:56 +00:00
Animesh Jain
7e092a62e6 [dynamo] Support weakref objects (#128533) 
Fixes https://github.com/pytorch/pytorch/issues/125720

I was earlier worried that DELETE_* or STORE_* on referent values should result in a graph break, because they could invalidate the weak ref. But then @zou3519 pointed out that weakref invalidation will happen EVENTUALLY, CPython provides no guarantees when the weakref will be invalidated (even when the user calls del x and x is the last reference).

So any code that relies on del x to invalidate the weakref of x right away is BAD code. CPython provide no guarantees. Therefore we can (ab)use this nuance, and can just ignore DELETE_* or STORE_* on the referent objects.

The only corner case is when Dynamo is reconstructing the weakref object. Dynamo will have a hard time being correct here, so just SKIP_FRAME on such a case. This is rare.

Cpython notes
1) https://docs.python.org/3/library/weakref.html
2) https://docs.python.org/3/reference/datamodel.html#index-2

Pull Request resolved: https://github.com/pytorch/pytorch/pull/128533
Approved by: https://github.com/jansel
 2024-06-15 02:16:25 +00:00
Animesh Jain
c0b87afcad [RELAND2][dynamo][nn-modules] Trace through nn.Module dunder methods for UnspecializedNNModule (#126578) 
Tracing through `__init__`  is important because it initializes (calls STORE_ATTR) on members. By doing that, we kick in the mutation tracking for these objects. So, things like mutating `_modules` etc is tracked automatically.

Fixes https://github.com/pytorch/pytorch/issues/111837

Pull Request resolved: https://github.com/pytorch/pytorch/pull/126578
Approved by: https://github.com/jansel
 2024-06-12 04:09:23 +00:00
William Wen
85eeb90d2c [dynamo] Fix graph breaks related to HF ModelOutput (#127780) 
Fixes https://github.com/pytorch/pytorch/issues/126028 and https://github.com/pytorch/pytorch/issues/126027.

Changes:
- Support building `CustomizedDictVariable` in` VariableBuilder` (but only for HF `ModelOutput` subclasses)
- Remove `DataClassVariable` since it's not really being used anywhere (`CustomizedDictVariable` can be used instead)
- Support side effects for `CustomizedDictVariable`
- Allow `NO_HASATTR` leaf guard on `DictSubclassGuardManager`

Pull Request resolved: https://github.com/pytorch/pytorch/pull/127780
Approved by: https://github.com/jansel, https://github.com/anijain2305
 2024-06-12 02:16:24 +00:00