Merge pull request #2139 from AdeelH/backport-0.30.1

[BACKPORT] Backport changes to 0.30 branch for v0.30.1 release

Author: AdeelH

.readthedocs.yml

@@ -40,6 +40,8 @@ python:
       path: rastervision_pytorch_learner/
     - method: pip
       path: rastervision_pytorch_backend/
+    - method: pip
+      path: rastervision_aws_sagemaker/
 
 # https://docs.readthedocs.io/en/stable/config-file/v2.html#search
 search:

docs/framework/examples.rst

@@ -83,7 +83,7 @@ The ``--tensorboard`` option should be used if running locally and you would lik
     export PROCESSED_URI="/opt/data/examples/spacenet/rio/processed-data"
     export ROOT_URI="/opt/data/examples/spacenet/rio/local-output"
 
-    rastervision run local rastervision.examples.chip_classification.spacenet_rio \
+    rastervision run local rastervision.pytorch_backend.examples.chip_classification.spacenet_rio \
         -a raw_uri $RAW_URI -a processed_uri $PROCESSED_URI -a root_uri $ROOT_URI \
         -a test True --splits 2
 
@@ -104,7 +104,7 @@ To run the full experiment on GPUs using AWS Batch, use something like the follo
     export PROCESSED_URI="s3://mybucket/examples/spacenet/rio/processed-data"
     export ROOT_URI="s3://mybucket/examples/spacenet/rio/remote-output"
 
-    rastervision run batch rastervision.examples.chip_classification.spacenet_rio \
+    rastervision run batch rastervision.pytorch_backend.examples.chip_classification.spacenet_rio \
         -a raw_uri $RAW_URI -a processed_uri $PROCESSED_URI -a root_uri $ROOT_URI \
         -a test False --splits 8
 

rastervision_aws_s3/rastervision/aws_s3/s3_file_system.py

@@ -1,4 +1,4 @@
-from typing import Tuple
+from typing import Any, Iterator, Tuple
 import io
 import os
 import subprocess
@@ -16,41 +16,38 @@
 
 
 # Code from https://alexwlchan.net/2017/07/listing-s3-keys/
-def get_matching_s3_objects(bucket, prefix='', suffix='',
-                            request_payer='None'):
-    """
-    Generate objects in an S3 bucket.
-
-    :param bucket: Name of the S3 bucket.
-    :param prefix: Only fetch objects whose key starts with
-        this prefix (optional).
-    :param suffix: Only fetch objects whose keys end with
-        this suffix (optional).
+def get_matching_s3_objects(
+        bucket: str,
+        prefix: str = '',
+        suffix: str = '',
+        delimiter: str = '/',
+        request_payer: str = 'None') -> Iterator[tuple[str, Any]]:
+    """Generate objects in an S3 bucket.
+
+    Args:
+        bucket: Name of the S3 bucket.
+        prefix: Only fetch objects whose key starts with this prefix.
+        suffix: Only fetch objects whose keys end with this suffix.
     """
     s3 = S3FileSystem.get_client()
-    kwargs = {'Bucket': bucket, 'RequestPayer': request_payer}
-
-    # If the prefix is a single string (not a tuple of strings), we can
-    # do the filtering directly in the S3 API.
-    if isinstance(prefix, str):
-        kwargs['Prefix'] = prefix
-
+    kwargs = dict(
+        Bucket=bucket,
+        RequestPayer=request_payer,
+        Delimiter=delimiter,
+        Prefix=prefix,
+    )
     while True:
-
-        # The S3 API response is a large blob of metadata.
-        # 'Contents' contains information about the listed objects.
-        resp = s3.list_objects_v2(**kwargs)
-
-        try:
-            contents = resp['Contents']
-        except KeyError:
-            return
-
-        for obj in contents:
+        resp: dict = s3.list_objects_v2(**kwargs)
+        dirs: list[dict] = resp.get('CommonPrefixes', {})
+        files: list[dict] = resp.get('Contents', {})
+        for obj in dirs:
+            key = obj['Prefix']
+            if key.startswith(prefix) and key.endswith(suffix):
+                yield key, obj
+        for obj in files:
             key = obj['Key']
             if key.startswith(prefix) and key.endswith(suffix):
-                yield obj
-
+                yield key, obj
         # The S3 API is paginated, returning up to 1000 keys at a time.
         # Pass the continuation token into the next response, until we
         # reach the final page (when this field is missing).
@@ -60,16 +57,26 @@ def get_matching_s3_objects(bucket, prefix='', suffix='',
             break
 
 
-def get_matching_s3_keys(bucket, prefix='', suffix='', request_payer='None'):
-    """
-    Generate the keys in an S3 bucket.
+def get_matching_s3_keys(bucket: str,
+                         prefix: str = '',
+                         suffix: str = '',
+                         delimiter: str = '/',
+                         request_payer: str = 'None') -> Iterator[str]:
+    """Generate the keys in an S3 bucket.
 
-    :param bucket: Name of the S3 bucket.
-    :param prefix: Only fetch keys that start with this prefix (optional).
-    :param suffix: Only fetch keys that end with this suffix (optional).
+    Args:
+        bucket: Name of the S3 bucket.
+        prefix: Only fetch keys that start with this prefix.
+        suffix: Only fetch keys that end with this suffix.
     """
-    for obj in get_matching_s3_objects(bucket, prefix, suffix, request_payer):
-        yield obj['Key']
+    obj_iterator = get_matching_s3_objects(
+        bucket,
+        prefix=prefix,
+        suffix=suffix,
+        delimiter=delimiter,
+        request_payer=request_payer)
+    out = (key for key, _ in obj_iterator)
+    return out
 
 
 def progressbar(total_size: int, desc: str):
@@ -180,8 +187,9 @@ def read_bytes(uri: str) -> bytes:
         bucket, key = S3FileSystem.parse_uri(uri)
         with io.BytesIO() as file_buffer:
             try:
-                file_size = s3.head_object(
-                    Bucket=bucket, Key=key)['ContentLength']
+                obj = s3.head_object(
+                    Bucket=bucket, Key=key, RequestPayer=request_payer)
+                file_size = obj['ContentLength']
                 with progressbar(file_size, desc='Downloading') as bar:
                     s3.download_fileobj(
                         Bucket=bucket,
@@ -256,7 +264,9 @@ def copy_from(src_uri: str, dst_path: str) -> None:
         request_payer = S3FileSystem.get_request_payer()
         bucket, key = S3FileSystem.parse_uri(src_uri)
         try:
-            file_size = s3.head_object(Bucket=bucket, Key=key)['ContentLength']
+            obj = s3.head_object(
+                Bucket=bucket, Key=key, RequestPayer=request_payer)
+            file_size = obj['ContentLength']
             with progressbar(file_size, desc=f'Downloading') as bar:
                 s3.download_file(
                     Bucket=bucket,
@@ -284,11 +294,16 @@ def last_modified(uri: str) -> datetime:
         return head_data['LastModified']
 
     @staticmethod
-    def list_paths(uri, ext=''):
+    def list_paths(uri: str, ext: str = '', delimiter: str = '/') -> list[str]:
         request_payer = S3FileSystem.get_request_payer()
         parsed_uri = urlparse(uri)
         bucket = parsed_uri.netloc
         prefix = os.path.join(parsed_uri.path[1:])
         keys = get_matching_s3_keys(
-            bucket, prefix, suffix=ext, request_payer=request_payer)
-        return [os.path.join('s3://', bucket, key) for key in keys]
+            bucket,
+            prefix,
+            suffix=ext,
+            delimiter=delimiter,
+            request_payer=request_payer)
+        paths = [os.path.join('s3://', bucket, key) for key in keys]
+        return paths

rastervision_core/rastervision/core/data/dataset_config.py

@@ -90,3 +90,12 @@ def get_split_config(self, split_ind, num_splits):
     @property
     def all_scenes(self) -> List[SceneConfig]:
         return self.train_scenes + self.validation_scenes + self.test_scenes
+
+    def __repr__(self):
+        num_train = len(self.train_scenes)
+        num_val = len(self.validation_scenes)
+        num_test = len(self.test_scenes)
+        out = (f'DatasetConfig(train_scenes=<{num_train} scenes>, '
+               f'validation_scenes=<{num_val} scenes>, '
+               f'test_scenes=<{num_test} scenes>)')
+        return out

rastervision_core/rastervision/core/data/raster_source/raster_source.py

@@ -147,24 +147,20 @@ def get_chip(self,
 
         return chip
 
-    def get_chip_by_map_window(
-            self,
-            window_map_coords: 'Box',
-            out_shape: Optional[Tuple[int, int]] = None) -> 'np.ndarray':
-        """Same as get_chip(), but input is a window in map coords. """
+    def get_chip_by_map_window(self, window_map_coords: 'Box', *args,
+                               **kwargs) -> 'np.ndarray':
+        """Same as get_chip(), but input is a window in map coords."""
         window_pixel_coords = self.crs_transformer.map_to_pixel(
             window_map_coords, bbox=self.bbox).normalize()
-        chip = self.get_chip(window_pixel_coords, out_shape=out_shape)
+        chip = self.get_chip(window_pixel_coords, *args, **kwargs)
         return chip
 
-    def _get_chip_by_map_window(
-            self,
-            window_map_coords: 'Box',
-            out_shape: Optional[Tuple[int, int]] = None) -> 'np.ndarray':
-        """Same as _get_chip(), but input is a window in map coords. """
+    def _get_chip_by_map_window(self, window_map_coords: 'Box', *args,
+                                **kwargs) -> 'np.ndarray':
+        """Same as _get_chip(), but input is a window in map coords."""
         window_pixel_coords = self.crs_transformer.map_to_pixel(
             window_map_coords, bbox=self.bbox)
-        chip = self._get_chip(window_pixel_coords, out_shape=out_shape)
+        chip = self._get_chip(window_pixel_coords, *args, **kwargs)
         return chip
 
     def get_raw_chip(self,

rastervision_core/requirements.txt

@@ -2,7 +2,7 @@ rastervision_pipeline==0.30.0
 shapely==2.0.2
 geopandas==0.14.3
 numpy==1.26.3
-pillow==10.2.0
+pillow==10.3.0
 pyproj==3.6.1
 rasterio==1.3.9
 pystac==1.9.0

rastervision_pipeline/rastervision/pipeline/cli.py

@@ -1,18 +1,20 @@
+from typing import TYPE_CHECKING
 import sys
 import os
 import logging
-import importlib
-import importlib.util
-from typing import List, Dict, Optional, Tuple
 
 import click
 
 from rastervision.pipeline import (registry_ as registry, rv_config_ as
                                    rv_config)
 from rastervision.pipeline.file_system import (file_to_json, get_tmp_dir)
-from rastervision.pipeline.config import build_config, save_pipeline_config
+from rastervision.pipeline.config import (build_config, Config,
+                                          save_pipeline_config)
 from rastervision.pipeline.pipeline_config import PipelineConfig
 
+if TYPE_CHECKING:
+    from rastervision.pipeline.runner import Runner
+
 log = logging.getLogger(__name__)
 
 
@@ -40,8 +42,9 @@ def convert_bool_args(args: dict) -> dict:
     return new_args
 
 
-def get_configs(cfg_module_path: str, runner: str,
-                args: Dict[str, any]) -> List[PipelineConfig]:
+def get_configs(cfg_module_path: str,
+                runner: str | None = None,
+                args: dict[str, any] | None = None) -> list[PipelineConfig]:
     """Get PipelineConfigs from a module.
 
     Calls a get_config(s) function with some arguments from the CLI
@@ -55,6 +58,26 @@ def get_configs(cfg_module_path: str, runner: str,
         args: CLI args to pass to the get_config(s) function that comes from
             the --args option
     """
+    if cfg_module_path.endswith('.json'):
+        cfgs_json = file_to_json(cfg_module_path)
+        if not isinstance(cfgs_json, list):
+            cfgs_json = [cfgs_json]
+        cfgs = [Config.deserialize(json) for json in cfgs_json]
+    else:
+        cfgs = get_configs_from_module(cfg_module_path, runner, args)
+
+    for cfg in cfgs:
+        if not issubclass(type(cfg), PipelineConfig):
+            raise TypeError('All objects returned by get_configs in '
+                            f'{cfg_module_path} must be PipelineConfigs.')
+    return cfgs
+
+
+def get_configs_from_module(cfg_module_path: str, runner: str,
+                            args: dict[str, any]) -> list[PipelineConfig]:
+    import importlib
+    import importlib.util
+
     if cfg_module_path.endswith('.py'):
         # From https://stackoverflow.com/questions/67631/how-to-import-a-module-given-the-full-path  # noqa
         spec = importlib.util.spec_from_file_location('rastervision.pipeline',
@@ -65,20 +88,14 @@ def get_configs(cfg_module_path: str, runner: str,
         cfg_module = importlib.import_module(cfg_module_path)
 
     _get_config = getattr(cfg_module, 'get_config', None)
-    _get_configs = _get_config
-    if _get_config is None:
-        _get_configs = getattr(cfg_module, 'get_configs', None)
+    _get_configs = getattr(cfg_module, 'get_configs', _get_config)
     if _get_configs is None:
-        raise Exception('There must be a get_config or get_configs function '
-                        f'in {cfg_module_path}.')
+        raise ImportError('There must be a get_config() or get_configs() '
+                          f'function in {cfg_module_path}.')
+
     cfgs = _get_configs(runner, **args)
     if not isinstance(cfgs, list):
         cfgs = [cfgs]
-
-    for cfg in cfgs:
-        if not issubclass(type(cfg), PipelineConfig):
-            raise Exception('All objects returned by get_configs in '
-                            f'{cfg_module_path} must be PipelineConfigs.')
     return cfgs
 
 
@@ -89,8 +106,7 @@ def get_configs(cfg_module_path: str, runner: str,
 @click.option(
     '-v', '--verbose', help='Increment the verbosity level.', count=True)
 @click.option('--tmpdir', help='Root of temporary directories to use.')
-def main(ctx: click.Context, profile: Optional[str], verbose: int,
-         tmpdir: str):
+def main(ctx: click.Context, profile: str | None, verbose: int, tmpdir: str):
     """The main click command.
 
     Sets the profile, verbosity, and tmp_dir in RVConfig.
@@ -103,20 +119,22 @@ def main(ctx: click.Context, profile: Optional[str], verbose: int,
     rv_config.set_everett_config(profile=profile)
 
 
-def _run_pipeline(cfg,
-                  runner,
-                  tmp_dir,
-                  splits=1,
-                  commands=None,
+def _run_pipeline(cfg: PipelineConfig,
+                  runner: 'Runner',
+                  tmp_dir: str,
+                  splits: int = 1,
+                  commands: list[str] | None = None,
                   pipeline_run_name: str = 'raster-vision'):
     cfg.update()
     cfg.recursive_validate_config()
-    # This is to run the validation again to check any fields that may have changed
-    # after the Config was constructed, possibly by the update method.
+
+    # This is to run the validation again to check any fields that may have
+    # changed after the Config was constructed, possibly by the update method.
     build_config(cfg.dict())
     cfg_json_uri = cfg.get_config_uri()
     save_pipeline_config(cfg, cfg_json_uri)
     pipeline = cfg.build(tmp_dir)
+
     if not commands:
         commands = pipeline.commands
 
@@ -150,8 +168,8 @@ def _run_pipeline(cfg,
     '--pipeline-run-name',
     default='raster-vision',
     help='The name for this run of the pipeline.')
-def run(runner: str, cfg_module: str, commands: List[str],
-        arg: List[Tuple[str, str]], splits: int, pipeline_run_name: str):
+def run(runner: str, cfg_module: str, commands: list[str],
+        arg: list[tuple[str, str]], splits: int, pipeline_run_name: str):
     """Run COMMANDS within pipelines in CFG_MODULE using RUNNER.
 
     RUNNER: name of the Runner to use
@@ -178,9 +196,9 @@ def run(runner: str, cfg_module: str, commands: List[str],
 
 def _run_command(cfg_json_uri: str,
                  command: str,
-                 split_ind: Optional[int] = None,
-                 num_splits: Optional[int] = None,
-                 runner: Optional[str] = None):
+                 split_ind: int | None = None,
+                 num_splits: int | None = None,
+                 runner: str | None = None):
     """Run a single command using a serialized PipelineConfig.
 
     Args:
@@ -229,8 +247,8 @@ def _run_command(cfg_json_uri: str,
     help='The number of processes to use for running splittable commands')
 @click.option(
     '--runner', type=str, help='Name of runner to use', default='inprocess')
-def run_command(cfg_json_uri: str, command: str, split_ind: Optional[int],
-                num_splits: Optional[int], runner: str):
+def run_command(cfg_json_uri: str, command: str, split_ind: int | None,
+                num_splits: int | None, runner: str):
     """Run a single COMMAND using a serialized PipelineConfig in CFG_JSON_URI."""
     _run_command(
         cfg_json_uri,