67 Commits

Author SHA1 Message Date
David Novotny
c3f8dad55c Move load_stats to TrainingLoop
Summary:
Stats are logically connected to the training loop, not to the model. Hence, moving to the training loop.

Also removing resume_epoch from OptimizerFactory in favor of a single place - ModelFactory. This removes the need for config consistency checks etc.

Reviewed By: kjchalup

Differential Revision: D38313475

fbshipit-source-id: a1d188a63e28459df381ff98ad8acdcdb14887b7
2022-08-02 15:40:53 -07:00
Jeremy Reizenstein
3a063f5976 SimpleDataLoaderMapProvider
Summary: Simple DataLoaderMapProvider instance

Reviewed By: davnov134

Differential Revision: D38326719

fbshipit-source-id: 58556833e76fae5790d25a59bea0aac4ce046bf1
2022-08-02 12:10:05 -07:00
Darijan Gudelj
37250a4326 Add forbidden fields to map_provider_v2
Summary:
Added _NEED_CONTROL
 to JsonIndexDatasetMapProviderV2 and made dataset_tweak_args use it.

Reviewed By: bottler

Differential Revision: D38313914

fbshipit-source-id: 529847571065dfba995b609a66737bd91e002cfe
2022-08-02 06:38:51 -07:00
Jeremy Reizenstein
14bd5e28e8 provide cow dataset
Summary: Make a dummy single-scene dataset using the code from generate_cow_renders (used in existing NeRF tutorials)

Reviewed By: kjchalup

Differential Revision: D38116910

fbshipit-source-id: 8db6df7098aa221c81d392e5cd21b0e67f65bd70
2022-08-01 01:52:12 -07:00
Jeremy Reizenstein
6b481595f0 redefinition -> defaults kept in config
Summary:
This is an internal change in the config systen. It allows redefining a pluggable implementation with new default values. This is useful in notebooks / interactive use. For example, this now works.

        class A(ReplaceableBase):
            pass

        registry.register
        class B(A):
            i: int = 4

        class C(Configurable):
            a: A
            a_class_type: str = "B"

            def __post_init__(self):
                run_auto_creation(self)

        expand_args_fields(C)

        registry.register
        class B(A):
            i: int = 5

        c = C()

        assert c.a.i == 5

Reviewed By: shapovalov

Differential Revision: D38219371

fbshipit-source-id: 72911a9bd3426d3359cf8802cc016fc7f6d7713b
2022-07-28 09:39:18 -07:00
Krzysztof Chalupka
cb49550486 Add MeshRasterizerOpenGL
Summary:
Adding MeshRasterizerOpenGL, a faster alternative to MeshRasterizer. The new rasterizer follows the ideas from "Differentiable Surface Rendering via non-Differentiable Sampling".

The new rasterizer 20x faster on a 2M face mesh (try pose optimization on Nefertiti from https://www.cs.cmu.edu/~kmcrane/Projects/ModelRepository/!). The larger the mesh, the larger the speedup.

There are two main disadvantages:
* The new rasterizer works with an OpenGL backend, so requires pycuda.gl and pyopengl installed (though we avoided writing any C++ code, everything is in Python!)
* The new rasterizer is non-differentiable. However, you can still differentiate the rendering function if you use if with the new SplatterPhongShader which we recently added to PyTorch3D (see the original paper cited above).

Reviewed By: patricklabatut, jcjohnson

Differential Revision: D37698816

fbshipit-source-id: 54d120639d3cb001f096237807e54aced0acda25
2022-07-22 15:52:50 -07:00
Krzysztof Chalupka
78bb6d17fa Add EGLContext and DeviceContextManager
Summary:
EGLContext is a utility to render with OpenGL without an attached display (that is, without a monitor).

DeviceContextManager allows us to avoid unnecessary context creations and releases. See docstrings for more info.

Reviewed By: jcjohnson

Differential Revision: D36562551

fbshipit-source-id: eb0d2a2f85555ee110e203d435a44ad243281d2c
2022-07-22 09:43:05 -07:00
Jeremy Reizenstein
3783437d2f lazy all_train_cameras
Summary: Avoid calculating all_train_cameras before it is needed, because it is slow in some datasets.

Reviewed By: shapovalov

Differential Revision: D38037157

fbshipit-source-id: 95461226655cde2626b680661951ab17ebb0ec75
2022-07-21 15:04:00 -07:00
Jeremy Reizenstein
38fd8380f7 fix ndc/screen problem in blender/llff (#39)
Summary:
X-link: https://github.com/fairinternal/pytorch3d/pull/39

Blender and LLFF cameras were sending screen space focal length and principal point to a camera init function expecting NDC

Reviewed By: shapovalov

Differential Revision: D37788686

fbshipit-source-id: 2ddf7436248bc0d174eceb04c288b93858138582
2022-07-19 10:38:13 -07:00
Jeremy Reizenstein
b95ec190af followups to D37592429
Summary: Fixing comments on D37592429 (0dce883241)

Reviewed By: shapovalov

Differential Revision: D37752367

fbshipit-source-id: 40aa7ee4dc0c5b8b7a84a09d13a3933a9e3afedd
2022-07-13 06:07:02 -07:00
Jeremy Reizenstein
57a40b3688 fix test
Summary: remove erroneous RandomDataLoaderMapProvider

Reviewed By: davnov134

Differential Revision: D37751116

fbshipit-source-id: cf3b555dc1e6304425914d1522b4f70407b498bf
2022-07-11 06:17:48 -07:00
David Novotny
e8390d3500 JsonIndexDatasetProviderV2
Summary: A new version of json index dataset provider supporting CO3Dv2

Reviewed By: shapovalov

Differential Revision: D37690918

fbshipit-source-id: bf2d5fc9d0f1220259e08661dafc69cdbe6b7f94
2022-07-09 17:16:24 -07:00
David Novotny
4300030d7a Changes for CO3Dv2 release [part1]
Summary:
Implements several changes needed for the CO3Dv2 release:
- FrameData contains crop_bbox_xywh which defines the outline of the image crop corresponding to the image-shaped tensors in FrameData
- revised the definition of a bounding box inside JsonDatasetIndex: bbox_xyxy is [xmin, ymin, xmax, ymax], where xmax, ymax are not inclusive; bbox_xywh = [xmin, ymain, xmax-xmin, ymax-ymin]
- is_filtered for detecting whether the entries of the dataset were somehow filtered
- seq_frame_index_to_dataset_index allows to skip entries that are not present in the dataset

Reviewed By: shapovalov

Differential Revision: D37687547

fbshipit-source-id: 7842756b0517878cc0964fc0935d3c0769454d78
2022-07-09 17:16:24 -07:00
Jeremy Reizenstein
4e87c2b7f1 get_all_train_cameras
Summary: As part of removing Task, make the dataset code generate the source cameras for itself. There's a small optimization available here, in that the JsonIndexDataset could avoid loading images.

Reviewed By: shapovalov

Differential Revision: D37313423

fbshipit-source-id: 3e5e0b2aabbf9cc51f10547a3523e98c72ad8755
2022-07-06 07:13:41 -07:00
Jeremy Reizenstein
771cf8a328 more padding options in Dataloader
Summary: Add facilities for dataloading non-sequential scenes.

Reviewed By: shapovalov

Differential Revision: D37291277

fbshipit-source-id: 0a33e3727b44c4f0cba3a2abe9b12f40d2a20447
2022-07-06 07:13:41 -07:00
David Novotny
0dce883241 Refactor autodecoders
Summary: Refactors autodecoders. Tests pass.

Reviewed By: bottler

Differential Revision: D37592429

fbshipit-source-id: 8f5c9eac254e1fdf0704d5ec5f69eb42f6225113
2022-07-04 07:18:03 -07:00
Krzysztof Chalupka
ae35824f21 Refactor ViewMetrics
Summary:
Make ViewMetrics easy to replace by putting them into an OmegaConf dataclass.

Also, re-word a few variable names and fix minor TODOs.

Reviewed By: bottler

Differential Revision: D37327157

fbshipit-source-id: 78d8e39bbb3548b952f10abbe05688409fb987cc
2022-06-30 09:22:01 -07:00
Roman Shapovalov
7ce8ed55e1 Fix: typo in dict processing
Summary:
David had his code crashed when using frame_annot["meta"] dictionary. Turns out we had a typo.
The tests were passing by chance since all the keys were single-character strings.

Reviewed By: bottler

Differential Revision: D37503987

fbshipit-source-id: c12b0df21116cfbbc4675a0182b9b9e6d62bad2e
2022-06-28 16:11:49 -07:00
Jeremy Reizenstein
879495d38f omegaconf 2.2.2 compatibility
Summary: OmegaConf 2.2.2 doesn't like heterogenous tuples or Sequence or Set members. Workaround this.

Reviewed By: shapovalov

Differential Revision: D37278736

fbshipit-source-id: 123e6657947f5b27514910e4074c92086a457a2a
2022-06-24 04:18:01 -07:00
Jeremy Reizenstein
5c1ca757bb srn/idr followups
Summary: small followup to D37172537 (cba26506b6) and D37209012 (81d63c6382): changing default #harmonics and improving a test

Reviewed By: shapovalov

Differential Revision: D37412357

fbshipit-source-id: 1af1005a129425fd24fa6dd213d69c71632099a0
2022-06-24 04:07:15 -07:00
Jeremy Reizenstein
3e4fb0b9d9 provide fg_probability for blender data
Summary: The blender synthetic dataset contains object masks in the alpha channel. Provide these in the corresponding dataset.

Reviewed By: shapovalov

Differential Revision: D37344380

fbshipit-source-id: 3ddacad9d667c0fa0ae5a61fb1d2ffc806c9abf3
2022-06-22 06:11:50 -07:00
Jeremy Reizenstein
731ea53c80 Llff & blender convention fix
Summary: Images were coming out in the wrong format.

Reviewed By: shapovalov

Differential Revision: D37291278

fbshipit-source-id: c10871c37dd186982e7abf2071ac66ed583df2e6
2022-06-22 05:54:54 -07:00
Jeremy Reizenstein
cba26506b6 bg_color for lstm renderer
Summary: Allow specifying a color for non-opaque pixels in LSTMRenderer.

Reviewed By: davnov134

Differential Revision: D37172537

fbshipit-source-id: 6039726678bb7947f7d8cd04035b5023b2d5398c
2022-06-20 13:46:35 -07:00
Jeremy Reizenstein
65f667fd2e loading llff and blender datasets
Summary: Copy code from NeRF for loading LLFF data and blender synthetic data, and create dataset objects for them

Reviewed By: shapovalov

Differential Revision: D35581039

fbshipit-source-id: af7a6f3e9a42499700693381b5b147c991f57e5d
2022-06-16 03:09:15 -07:00
Jeremy Reizenstein
6275283202 pluggable JsonIndexDataset
Summary: Make dataset type and args configurable on JsonIndexDatasetMapProvider.

Reviewed By: davnov134

Differential Revision: D36666705

fbshipit-source-id: 4d0a3781d9a956504f51f1c7134c04edf1eb2846
2022-06-10 12:22:46 -07:00
Jeremy Reizenstein
1d43251391 PathManagerFactory
Summary: Allow access to manifold internally by default.

Reviewed By: davnov134

Differential Revision: D36760481

fbshipit-source-id: 2a16bd40e81ef526085ac1b3f4606b63c1841428
2022-06-10 12:22:46 -07:00
Jeremy Reizenstein
1fb268dea6 allow get_default_args(JsonIndexDataset)
Summary: Changes to JsonIndexDataset to make it fit with OmegaConf.structured. Also match some default values to what the provider defaults to.

Reviewed By: davnov134

Differential Revision: D36666704

fbshipit-source-id: 65b059a1dbaa240ce85c3e8762b7c3db3b5a6e75
2022-06-10 12:22:46 -07:00
Jeremy Reizenstein
8bc0a04e86 hooks and allow registering base class
Summary: Allow a class to modify its subparts in get_default_args by defining the special function provide_config_hook.

Reviewed By: davnov134

Differential Revision: D36671081

fbshipit-source-id: 3e5b73880cb846c494a209c4479835f6352f45cf
2022-06-10 12:22:46 -07:00
Jeremy Reizenstein
5cd70067e2 Fix tests for OSS
Summary: New paths.

Reviewed By: patricklabatut

Differential Revision: D36734929

fbshipit-source-id: c0ce7ee9145ddca07ef3758d31cc3c261b088e7d
2022-06-01 13:52:26 -07:00
Jeremy Reizenstein
fbd3c679ac rename ImplicitronDataset to JsonIndexDataset
Summary: The ImplicitronDataset class corresponds to JsonIndexDatasetMapProvider

Reviewed By: shapovalov

Differential Revision: D36661396

fbshipit-source-id: 80ca2ff81ef9ecc2e3d1f4e1cd14b6f66a7ec34d
2022-05-25 10:16:59 -07:00
Jeremy Reizenstein
34f648ede0 move targets
Summary: Move testing targets from pytorch3d/tests/TARGETS to pytorch3d/TARGETS.

Reviewed By: shapovalov

Differential Revision: D36186940

fbshipit-source-id: a4c52c4d99351f885e2b0bf870532d530324039b
2022-05-25 06:16:03 -07:00
Jeremy Reizenstein
f625fe1f8b further test fix
Summary: test_viewpool was inactive so missed being fixed in D36547815 (2d1c6d5d93)

Reviewed By: kjchalup

Differential Revision: D36625587

fbshipit-source-id: e7224eadfa5581fe61f10f67d2221071783de04a
2022-05-25 04:22:38 -07:00
Jeremy Reizenstein
d27ef14ec7 test_forward_pass: speedup and RE fix
Summary: Use small image size for test_all_gm_configs

Reviewed By: shapovalov

Differential Revision: D36511528

fbshipit-source-id: 2c65f518a4f23626850343a62d103f85abfabd88
2022-05-22 15:23:17 -07:00
Jeremy Reizenstein
2d1c6d5d93 simplify image_feature_extractor control
Summary: If no view pooling, don't disable image_feature_extractor. Make image_feature_extractor default to absent.

Reviewed By: davnov134

Differential Revision: D36547815

fbshipit-source-id: e51718e1bcbf65b8b365a6e894d4324f136635e9
2022-05-20 08:32:19 -07:00
Jeremy Reizenstein
9fe15da3cd ImplicitronDatasetBase -> DatasetBase
Summary: Just a rename

Reviewed By: shapovalov

Differential Revision: D36516885

fbshipit-source-id: 2126e3aee26d89a95afdb31e06942d61cbe88d5a
2022-05-20 07:50:30 -07:00
Jeremy Reizenstein
0f12c51646 data_loader_map_provider
Summary: replace dataloader_zoo with a pluggable DataLoaderMapProvider.

Reviewed By: shapovalov

Differential Revision: D36475441

fbshipit-source-id: d16abb190d876940434329928f2e3f2794a25416
2022-05-20 07:50:30 -07:00
Jeremy Reizenstein
79c61a2d86 dataset_map_provider
Summary: replace dataset_zoo with a pluggable DatasetMapProvider. The logic is now in annotated_file_dataset_map_provider.

Reviewed By: shapovalov

Differential Revision: D36443965

fbshipit-source-id: 9087649802810055e150b2fbfcc3c197a761f28a
2022-05-20 07:50:30 -07:00
Jeremy Reizenstein
69c6d06ed8 New file for ImplicitronDatasetBase
Summary: Separate ImplicitronDatasetBase and FrameData (to be used by all data sources) from ImplicitronDataset (which is specific).

Reviewed By: shapovalov

Differential Revision: D36413111

fbshipit-source-id: 3725744cde2e08baa11aff4048237ba10c7efbc6
2022-05-20 07:50:30 -07:00
Jeremy Reizenstein
9ec9d057cc Make feature extractor pluggable
Summary: Make ResNetFeatureExtractor be an implementation of FeatureExtractorBase.

Reviewed By: davnov134

Differential Revision: D35433098

fbshipit-source-id: 0664a9166a88e150231cfe2eceba017ae55aed3a
2022-05-18 08:50:18 -07:00
Jeremy Reizenstein
f632c423ef FrameAnnotation.meta, Optional in _dataclass_from_dict
Summary: Allow extra data in a FrameAnnotation. Therefore allow Optional[T] systematically in _dataclass_from_dict

Reviewed By: davnov134

Differential Revision: D36442691

fbshipit-source-id: ba70f6491574c08b0d9c9acb63f35514d29de214
2022-05-17 08:16:29 -07:00
Jeremy Reizenstein
f36b11fe49 allow Optional[Dict]=None in config
Summary: Fix recently observed case where enable_get_default_args was missing things declared as Optional[something mutable]=None.

Reviewed By: davnov134

Differential Revision: D36440492

fbshipit-source-id: 192ec07564c325b3b24ccc49b003788f67c63a3d
2022-05-17 05:06:18 -07:00
Jeremy Reizenstein
899a3192b6 create_x_impl
Summary: Make create_x delegate to create_x_impl so that users can rely on create_x_impl in their overrides of create_x.

Reviewed By: shapovalov, davnov134

Differential Revision: D35929810

fbshipit-source-id: 80595894ee93346b881729995775876b016fc08e
2022-05-16 04:42:03 -07:00
John Reese
3b2300641a apply import merging for fbcode (11 of 11)
Summary:
Applies new import merging and sorting from µsort v1.0.

When merging imports, µsort will make a best-effort to move associated
comments to match merged elements, but there are known limitations due to
the diynamic nature of Python and developer tooling. These changes should
not produce any dangerous runtime changes, but may require touch-ups to
satisfy linters and other tooling.

Note that µsort uses case-insensitive, lexicographical sorting, which
results in a different ordering compared to isort. This provides a more
consistent sorting order, matching the case-insensitive order used when
sorting import statements by module name, and ensures that "frog", "FROG",
and "Frog" always sort next to each other.

For details on µsort's sorting and merging semantics, see the user guide:
https://usort.readthedocs.io/en/stable/guide.html#sorting

Reviewed By: lisroach

Differential Revision: D36402260

fbshipit-source-id: 7cb52f09b740ccc580e61e6d1787d27381a8ce00
2022-05-15 12:53:03 -07:00
Jeremy Reizenstein
b5f3d3ce12 fix test_config_use
Summary: Fixes to reenable test_create_gm_overrides. Followup from D35852367 (47d06c8924) using logic from D36349361 (9e57b994ca).

Reviewed By: shapovalov

Differential Revision: D36371762

fbshipit-source-id: ad5fbbb4b5729fac41980d118f17a2589f7e6aba
2022-05-13 07:15:26 -07:00
Jeremy Reizenstein
9e57b994ca resnet34 weights for remote executor
Summary: Like vgg16 for lpips, internally we need resnet34 weights for coming feature extractor tests.

Reviewed By: davnov134

Differential Revision: D36349361

fbshipit-source-id: 1c33009c904766fcc15e7e31cd15d0f820c57354
2022-05-12 16:57:16 -07:00
David Novotny
47d06c8924 ViewPooler class
Summary: Implements a ViewPooler that groups ViewSampler and FeatureAggregator.

Reviewed By: shapovalov

Differential Revision: D35852367

fbshipit-source-id: c1bcaf5a1f826ff94efce53aa5836121ad9c50ec
2022-05-12 12:50:03 -07:00
John Reese
bef959c755 formatting changes from black 22.3.0
Summary:
Applies the black-fbsource codemod with the new build of pyfmt.

paintitblack

Reviewed By: lisroach

Differential Revision: D36324783

fbshipit-source-id: 280c09e88257e5e569ab729691165d8dedd767bc
2022-05-11 19:55:56 -07:00
David Novotny
2374d19da5 Test all CO3D model configs in test_forward_pass
Summary: Tests all possible model configs in test_forward_pass.py

Reviewed By: shapovalov

Differential Revision: D35851507

fbshipit-source-id: 4860ee1d37cf17a2faab5fc14d4b2ba0b96c4b8b
2022-05-11 05:40:05 -07:00
Roman Shapovalov
a6dada399d Extracted ImplicitronModelBase and unified API for GenericModel and ModelDBIR
Summary:
To avoid model_zoo, we need to make GenericModel pluggable.
I also align creation APIs for convenience.

Reviewed By: bottler, davnov134

Differential Revision: D35933093

fbshipit-source-id: 8228926528eb41a795fbfbe32304b8019197e2b1
2022-05-09 15:23:07 -07:00
Jeremy Reizenstein
ec9580a1d4 test runner for eval_demo
Summary:
Create a test runner for the eval_demo code.  Debugging this is useful for understanding datasets.

Introduces an environment variable INTERACTIVE_TESTING for ignoring tests which are not intended for use in regular test runs.

Reviewed By: shapovalov

Differential Revision: D35964016

fbshipit-source-id: ab0f93aff66b6cfeca942b14466cf81f7feb2224
2022-05-06 08:31:19 -07:00