From 941c0f9b78c60fba4599ef91d1de82381ae2a729 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 11 Nov 2022 16:10:58 +0100
Subject: [PATCH 01/21] feat: add tensor type for ndarray

---
 docarray/document/mixins/proto.py             |  9 +--
 docarray/proto/io/__init__.py                 |  1 -
 docarray/proto/io/tensor.py                   | 27 -------
 docarray/typing/ndarray.py                    |  2 +-
 docarray/typing/tensor/__init__.py            |  1 +
 docarray/typing/tensor/tensor.py              | 74 +++++++++++++++++++
 .../predefined_document/test_image.py         |  4 +-
 tests/integrations/typing/__init__.py         |  0
 tests/integrations/typing/tensor.py           | 16 ++++
 .../document/proto/test_document_proto.py     |  7 +-
 .../document/proto/test_proto_based_object.py |  8 +-
 tests/units/typing/test_image_url.py          |  3 +-
 12 files changed, 106 insertions(+), 46 deletions(-)
 delete mode 100644 docarray/proto/io/__init__.py
 delete mode 100644 docarray/proto/io/tensor.py
 create mode 100644 docarray/typing/tensor/__init__.py
 create mode 100644 docarray/typing/tensor/tensor.py
 create mode 100644 tests/integrations/typing/__init__.py
 create mode 100644 tests/integrations/typing/tensor.py

diff --git a/docarray/document/mixins/proto.py b/docarray/document/mixins/proto.py
index ddeb44d1d0d..6fc38fbe080 100644
--- a/docarray/document/mixins/proto.py
+++ b/docarray/document/mixins/proto.py
@@ -1,7 +1,6 @@
 from typing import TYPE_CHECKING, Any, Dict, Type
 
 from docarray.proto import DocumentProto, NdArrayProto, NodeProto
-from docarray.proto.io import flush_ndarray, read_ndarray
 from docarray.typing import Tensor
 
 from ..abstract_document import AbstractDocument
@@ -32,7 +31,7 @@ def from_protobuf(cls, pb_msg: 'DocumentProto') -> 'ProtoMixin':
             content_type = value.WhichOneof('content')
 
             if content_type == 'tensor':
-                fields[field] = read_ndarray(value.tensor)
+                fields[field] = Tensor.read_ndarray(value.tensor)
             elif content_type == 'text':
                 fields[field] = value.text
             elif content_type == 'nested':
@@ -64,12 +63,6 @@ def to_protobuf(self) -> 'DocumentProto':
                 if isinstance(value, BaseNode):
                     nested_item = value._to_nested_item_protobuf()
 
-                elif isinstance(value, Tensor):
-                    nd_proto = NdArrayProto()
-                    flush_ndarray(nd_proto, value=value)
-                    NodeProto(tensor=nd_proto)
-                    nested_item = NodeProto(tensor=nd_proto)
-
                 elif type(value) is str:
                     nested_item = NodeProto(text=value)
 
diff --git a/docarray/proto/io/__init__.py b/docarray/proto/io/__init__.py
deleted file mode 100644
index 0606654178d..00000000000
--- a/docarray/proto/io/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from .tensor import flush_ndarray, read_ndarray
diff --git a/docarray/proto/io/tensor.py b/docarray/proto/io/tensor.py
deleted file mode 100644
index 921632b9532..00000000000
--- a/docarray/proto/io/tensor.py
+++ /dev/null
@@ -1,27 +0,0 @@
-import numpy as np
-
-from docarray.proto import NdArrayProto
-from docarray.typing.ndarray import Tensor
-
-
-def read_ndarray(pb_msg: 'NdArrayProto') -> 'Tensor':
-    """
-    read ndarray from a proto msg
-    :param pb_msg:
-    :return: a numpy array
-    """
-    source = pb_msg.dense
-    if source.buffer:
-        x = np.frombuffer(source.buffer, dtype=source.dtype)
-        return x.reshape(source.shape)
-    elif len(source.shape) > 0:
-        return np.zeros(source.shape)
-    else:
-        raise ValueError(f'proto message {pb_msg} cannot be cast to a Tensor')
-
-
-def flush_ndarray(pb_msg: 'NdArrayProto', value: 'Tensor'):
-    pb_msg.dense.buffer = value.tobytes()
-    pb_msg.dense.ClearField('shape')
-    pb_msg.dense.shape.extend(list(value.shape))
-    pb_msg.dense.dtype = value.dtype.str
diff --git a/docarray/typing/ndarray.py b/docarray/typing/ndarray.py
index 60f224b0dc3..841bb541830 100644
--- a/docarray/typing/ndarray.py
+++ b/docarray/typing/ndarray.py
@@ -1,4 +1,4 @@
 import numpy as np
+from .tensor import Tensor
 
-Tensor = np.ndarray
 Embedding = Tensor
diff --git a/docarray/typing/tensor/__init__.py b/docarray/typing/tensor/__init__.py
new file mode 100644
index 00000000000..aa666c11ebc
--- /dev/null
+++ b/docarray/typing/tensor/__init__.py
@@ -0,0 +1 @@
+from .tensor import Tensor
\ No newline at end of file
diff --git a/docarray/typing/tensor/tensor.py b/docarray/typing/tensor/tensor.py
new file mode 100644
index 00000000000..8a1c52ebac4
--- /dev/null
+++ b/docarray/typing/tensor/tensor.py
@@ -0,0 +1,74 @@
+from typing import Union, TypeVar, Any, TYPE_CHECKING
+
+import numpy as np
+if TYPE_CHECKING:
+    from pydantic.fields import ModelField
+    from pydantic import BaseConfig
+
+from docarray.document.base_node import BaseNode
+from docarray.proto import DocumentProto, NdArrayProto, NodeProto
+from pydantic import ValidationError
+
+T = TypeVar('T', bound=np.ndarray)
+
+
+class Tensor(np.ndarray, BaseNode):
+    @classmethod
+    def __get_validators__(cls):
+        # one or more validators may be yielded which will be called in the
+        # order to validate the input, each validator will receive as an input
+        # the value returned from the previous validator
+        yield cls.validate
+
+    @classmethod
+    def validate(cls: T, value: Union[T, Any], field: 'ModelField', config: 'BaseConfig') -> T:
+        if isinstance(value, np.ndarray):
+            return cls.from_ndarray(value)
+        elif isinstance(value, Tensor):
+            return value
+        else:
+            try:
+                arr = np.ndarray(value)
+                return cls.from_ndarray(arr)
+            except Exception:
+                pass  # handled below
+        raise ValidationError(f'Expected a numpy.ndarray, got {type(value)}')
+
+    @classmethod
+    def from_ndarray(cls, value: np.ndarray) -> T:
+        return value.view(cls)
+
+
+    def _to_nested_item_protobuf(self) -> 'NodeProto':
+        """Convert Document into a nested item protobuf message. This function should be called when the Document
+        is nested into another Document that need to be converted into a protobuf
+
+        :return: the nested item protobuf message
+        """
+        nd_proto = NdArrayProto()
+        self.flush_ndarray(nd_proto, value=self)
+        NodeProto(tensor=nd_proto)
+        return NodeProto(tensor=nd_proto)
+
+    @classmethod
+    def read_ndarray(cls, pb_msg: 'NdArrayProto') -> 'Tensor':
+        """
+        read ndarray from a proto msg
+        :param pb_msg:
+        :return: a numpy array
+        """
+        source = pb_msg.dense
+        if source.buffer:
+            x = np.frombuffer(source.buffer, dtype=source.dtype)
+            return cls.from_ndarray(x.reshape(source.shape))
+        elif len(source.shape) > 0:
+            return cls.from_ndarray(np.zeros(source.shape))
+        else:
+            raise ValueError(f'proto message {pb_msg} cannot be cast to a Tensor')
+
+    @staticmethod
+    def flush_ndarray(pb_msg: 'NdArrayProto', value: 'Tensor'):
+        pb_msg.dense.buffer = value.tobytes()
+        pb_msg.dense.ClearField('shape')
+        pb_msg.dense.shape.extend(list(value.shape))
+        pb_msg.dense.dtype = value.dtype.str
\ No newline at end of file
diff --git a/tests/integrations/predefined_document/test_image.py b/tests/integrations/predefined_document/test_image.py
index 964935d2c12..e1de2b020a0 100644
--- a/tests/integrations/predefined_document/test_image.py
+++ b/tests/integrations/predefined_document/test_image.py
@@ -1,3 +1,5 @@
+import numpy as np
+
 from docarray import Image
 from docarray.typing import Tensor
 
@@ -8,4 +10,4 @@ def test_image():
 
     image.tensor = image.uri.load()
 
-    assert isinstance(image.tensor, Tensor)
+    assert isinstance(image.tensor, np.ndarray)
diff --git a/tests/integrations/typing/__init__.py b/tests/integrations/typing/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/integrations/typing/tensor.py b/tests/integrations/typing/tensor.py
new file mode 100644
index 00000000000..0d17207e667
--- /dev/null
+++ b/tests/integrations/typing/tensor.py
@@ -0,0 +1,16 @@
+import numpy as np
+
+from docarray.typing import Tensor
+from docarray import Document
+
+
+def test_set_tensor():
+
+    class MyDocument(Document):
+        tensor: Tensor
+
+    d = MyDocument(tensor=np.zeros((3, 224, 224)))
+
+    assert isinstance(d.tensor, Tensor)
+    assert isinstance(d.tensor, np.ndarray)
+    assert (d.tensor == np.zeros((3, 224, 224))).all()
diff --git a/tests/units/document/proto/test_document_proto.py b/tests/units/document/proto/test_document_proto.py
index 4ae299d3347..f0918b5b721 100644
--- a/tests/units/document/proto/test_document_proto.py
+++ b/tests/units/document/proto/test_document_proto.py
@@ -4,6 +4,7 @@
 
 from docarray import DocumentArray
 from docarray.document import BaseDocument
+from docarray.typing import Tensor
 
 
 def test_proto_simple():
@@ -17,7 +18,7 @@ class CustomDoc(BaseDocument):
 
 def test_proto_ndarray():
     class CustomDoc(BaseDocument):
-        tensor: np.ndarray
+        tensor: Tensor
 
     tensor = np.zeros((3, 224, 224))
     doc = CustomDoc(tensor=tensor)
@@ -29,7 +30,7 @@ class CustomDoc(BaseDocument):
 
 def test_proto_with_nested_doc():
     class CustomInnerDoc(BaseDocument):
-        tensor: np.ndarray
+        tensor: Tensor
 
     class CustomDoc(BaseDocument):
         text: str
@@ -42,7 +43,7 @@ class CustomDoc(BaseDocument):
 
 def test_proto_with_chunks_doc():
     class CustomInnerDoc(BaseDocument):
-        tensor: np.ndarray
+        tensor: Tensor
 
     class CustomDoc(BaseDocument):
         text: str
diff --git a/tests/units/document/proto/test_proto_based_object.py b/tests/units/document/proto/test_proto_based_object.py
index 6f9acf77245..c2fd61773c8 100644
--- a/tests/units/document/proto/test_proto_based_object.py
+++ b/tests/units/document/proto/test_proto_based_object.py
@@ -1,7 +1,7 @@
 import numpy as np
 
 from docarray.proto import DocumentProto, NdArrayProto, NodeProto
-from docarray.proto.io import flush_ndarray, read_ndarray
+from docarray.typing import Tensor
 
 
 def test_nested_item_proto():
@@ -16,9 +16,9 @@ def test_nested_optional_item_proto():
 def test_ndarray():
     nd_proto = NdArrayProto()
     original_tensor = np.zeros((3, 224, 224))
-    flush_ndarray(nd_proto, value=original_tensor)
+    Tensor.flush_ndarray(nd_proto, value=original_tensor)
     nested_item = NodeProto(tensor=nd_proto)
-    tensor = read_ndarray(nested_item.tensor)
+    tensor = Tensor.read_ndarray(nested_item.tensor)
 
     assert (tensor == original_tensor).all()
 
@@ -31,7 +31,7 @@ def test_document_proto_set():
 
     nd_proto = NdArrayProto()
     original_tensor = np.zeros((3, 224, 224))
-    flush_ndarray(nd_proto, value=original_tensor)
+    Tensor.flush_ndarray(nd_proto, value=original_tensor)
 
     nested_item2 = NodeProto(tensor=nd_proto)
 
diff --git a/tests/units/typing/test_image_url.py b/tests/units/typing/test_image_url.py
index ef21c8de4ee..74c511dba43 100644
--- a/tests/units/typing/test_image_url.py
+++ b/tests/units/typing/test_image_url.py
@@ -1,3 +1,4 @@
+import numpy as np
 from pydantic.tools import parse_obj_as
 
 from docarray.typing import ImageUrl, Tensor
@@ -8,4 +9,4 @@ def test_image_url():
 
     tensor = uri.load()
 
-    assert isinstance(tensor, Tensor)
+    assert isinstance(tensor, np.ndarray)

From 4a0f7bfdd0c07cf26df2e1fd589fa83792b59ea8 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 11 Nov 2022 16:35:09 +0100
Subject: [PATCH 02/21] fix: fix mypy typing

---
 docarray/typing/tensor/tensor.py | 22 ++++++++++------------
 docarray/typing/url/image_url.py |  4 +---
 2 files changed, 11 insertions(+), 15 deletions(-)

diff --git a/docarray/typing/tensor/tensor.py b/docarray/typing/tensor/tensor.py
index 8a1c52ebac4..179eaca3596 100644
--- a/docarray/typing/tensor/tensor.py
+++ b/docarray/typing/tensor/tensor.py
@@ -1,15 +1,14 @@
-from typing import Union, TypeVar, Any, TYPE_CHECKING
+from typing import Union, TypeVar, Any, TYPE_CHECKING, Type, cast
 
 import numpy as np
 if TYPE_CHECKING:
     from pydantic.fields import ModelField
-    from pydantic import BaseConfig
+    from pydantic import BaseConfig, PydanticValueError
 
 from docarray.document.base_node import BaseNode
 from docarray.proto import DocumentProto, NdArrayProto, NodeProto
-from pydantic import ValidationError
 
-T = TypeVar('T', bound=np.ndarray)
+T = TypeVar('T', bound='Tensor')
 
 
 class Tensor(np.ndarray, BaseNode):
@@ -21,25 +20,24 @@ def __get_validators__(cls):
         yield cls.validate
 
     @classmethod
-    def validate(cls: T, value: Union[T, Any], field: 'ModelField', config: 'BaseConfig') -> T:
+    def validate(cls: Type[T], value: Union[T, Any], field: 'ModelField', config: 'BaseConfig') -> T:
         if isinstance(value, np.ndarray):
             return cls.from_ndarray(value)
         elif isinstance(value, Tensor):
-            return value
+            return cast(T, value)
         else:
             try:
-                arr = np.ndarray(value)
+                arr: np.ndarray = np.ndarray(value)
                 return cls.from_ndarray(arr)
             except Exception:
                 pass  # handled below
-        raise ValidationError(f'Expected a numpy.ndarray, got {type(value)}')
+        raise ValueError(f'Expected a numpy.ndarray, got {type(value)}')
 
     @classmethod
-    def from_ndarray(cls, value: np.ndarray) -> T:
+    def from_ndarray(cls: Type[T], value: np.ndarray) -> T:
         return value.view(cls)
 
-
-    def _to_nested_item_protobuf(self) -> 'NodeProto':
+    def _to_nested_item_protobuf(self: T) -> 'NodeProto':
         """Convert Document into a nested item protobuf message. This function should be called when the Document
         is nested into another Document that need to be converted into a protobuf
 
@@ -51,7 +49,7 @@ def _to_nested_item_protobuf(self) -> 'NodeProto':
         return NodeProto(tensor=nd_proto)
 
     @classmethod
-    def read_ndarray(cls, pb_msg: 'NdArrayProto') -> 'Tensor':
+    def read_ndarray(cls: Type[T], pb_msg: 'NdArrayProto') -> 'T':
         """
         read ndarray from a proto msg
         :param pb_msg:
diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 4e9338e13d5..68d956fb87d 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -1,12 +1,10 @@
 import numpy as np
 
-from docarray.typing import Tensor
-
 from .any_url import AnyUrl
 
 
 class ImageUrl(AnyUrl):
-    def load(self) -> Tensor:
+    def load(self) -> np.ndarray:
         """
         transform the url in a image Tensor
 

From 1d9eaaf285d38c3342b404de78d0f1009d196892 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 09:53:28 +0100
Subject: [PATCH 03/21] feat: torch tensor type

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/proto/docarray.proto                 |    2 +
 docarray/proto/pb2/docarray_pb2.py            |   38 +-
 docarray/typing/__init__.py                   |    4 +-
 docarray/typing/tensor/__init__.py            |    3 +-
 docarray/typing/tensor/torch_tensor.py        |   96 ++
 poetry.lock                                   | 1004 ++++++++++++++---
 pyproject.toml                                |    2 +
 tests/integrations/typing/torch_tensor.py     |   15 +
 .../document/proto/test_document_proto.py     |   38 +-
 9 files changed, 1018 insertions(+), 184 deletions(-)
 create mode 100644 docarray/typing/tensor/torch_tensor.py
 create mode 100644 tests/integrations/typing/torch_tensor.py

diff --git a/docarray/proto/docarray.proto b/docarray/proto/docarray.proto
index 54db5b576a4..2f099393a7e 100644
--- a/docarray/proto/docarray.proto
+++ b/docarray/proto/docarray.proto
@@ -55,6 +55,8 @@ message NodeProto {
 
     string id = 9;
 
+    NdArrayProto torch_embedding = 10;
+
   }
 
 }
diff --git a/docarray/proto/pb2/docarray_pb2.py b/docarray/proto/pb2/docarray_pb2.py
index 6df55564dfb..45014db0aec 100644
--- a/docarray/proto/pb2/docarray_pb2.py
+++ b/docarray/proto/pb2/docarray_pb2.py
@@ -2,11 +2,10 @@
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
 # source: docarray.proto
 """Generated protocol buffer code."""
+from google.protobuf.internal import builder as _builder
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
 from google.protobuf import symbol_database as _symbol_database
-from google.protobuf.internal import builder as _builder
-
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -14,27 +13,26 @@
 
 from google.protobuf import struct_pb2 as google_dot_protobuf_dot_struct__pb2
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
-    b'\n\x0e\x64ocarray.proto\x12\x08\x64ocarray\x1a\x1cgoogle/protobuf/struct.proto\"A\n\x11\x44\x65nseNdArrayProto\x12\x0e\n\x06\x62uffer\x18\x01 \x01(\x0c\x12\r\n\x05shape\x18\x02 \x03(\r\x12\r\n\x05\x64type\x18\x03 \x01(\t\"g\n\x0cNdArrayProto\x12*\n\x05\x64\x65nse\x18\x01 \x01(\x0b\x32\x1b.docarray.DenseNdArrayProto\x12+\n\nparameters\x18\x02 \x01(\x0b\x32\x17.google.protobuf.Struct\"\x9e\x02\n\tNodeProto\x12\x0e\n\x04\x62lob\x18\x01 \x01(\x0cH\x00\x12(\n\x06tensor\x18\x02 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x0e\n\x04text\x18\x03 \x01(\tH\x00\x12)\n\x06nested\x18\x04 \x01(\x0b\x32\x17.docarray.DocumentProtoH\x00\x12.\n\x06\x63hunks\x18\x05 \x01(\x0b\x32\x1c.docarray.DocumentArrayProtoH\x00\x12+\n\tembedding\x18\x06 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x11\n\x07\x61ny_url\x18\x07 \x01(\tH\x00\x12\x13\n\timage_url\x18\x08 \x01(\tH\x00\x12\x0c\n\x02id\x18\t \x01(\tH\x00\x42\t\n\x07\x63ontent\"\x82\x01\n\rDocumentProto\x12/\n\x04\x64\x61ta\x18\x01 \x03(\x0b\x32!.docarray.DocumentProto.DataEntry\x1a@\n\tDataEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\"\n\x05value\x18\x02 \x01(\x0b\x32\x13.docarray.NodeProto:\x02\x38\x01\";\n\x12\x44ocumentArrayProto\x12%\n\x04\x64ocs\x18\x01 \x03(\x0b\x32\x17.docarray.DocumentProtob\x06proto3'
-)
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0e\x64ocarray.proto\x12\x08\x64ocarray\x1a\x1cgoogle/protobuf/struct.proto\"A\n\x11\x44\x65nseNdArrayProto\x12\x0e\n\x06\x62uffer\x18\x01 \x01(\x0c\x12\r\n\x05shape\x18\x02 \x03(\r\x12\r\n\x05\x64type\x18\x03 \x01(\t\"g\n\x0cNdArrayProto\x12*\n\x05\x64\x65nse\x18\x01 \x01(\x0b\x32\x1b.docarray.DenseNdArrayProto\x12+\n\nparameters\x18\x02 \x01(\x0b\x32\x17.google.protobuf.Struct\"\xd1\x02\n\tNodeProto\x12\x0e\n\x04\x62lob\x18\x01 \x01(\x0cH\x00\x12(\n\x06tensor\x18\x02 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x0e\n\x04text\x18\x03 \x01(\tH\x00\x12)\n\x06nested\x18\x04 \x01(\x0b\x32\x17.docarray.DocumentProtoH\x00\x12.\n\x06\x63hunks\x18\x05 \x01(\x0b\x32\x1c.docarray.DocumentArrayProtoH\x00\x12+\n\tembedding\x18\x06 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x11\n\x07\x61ny_url\x18\x07 \x01(\tH\x00\x12\x13\n\timage_url\x18\x08 \x01(\tH\x00\x12\x0c\n\x02id\x18\t \x01(\tH\x00\x12\x31\n\x0ftorch_embedding\x18\n \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x42\t\n\x07\x63ontent\"\x82\x01\n\rDocumentProto\x12/\n\x04\x64\x61ta\x18\x01 \x03(\x0b\x32!.docarray.DocumentProto.DataEntry\x1a@\n\tDataEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\"\n\x05value\x18\x02 \x01(\x0b\x32\x13.docarray.NodeProto:\x02\x38\x01\";\n\x12\x44ocumentArrayProto\x12%\n\x04\x64ocs\x18\x01 \x03(\x0b\x32\x17.docarray.DocumentProtob\x06proto3')
 
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals())
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'docarray_pb2', globals())
 if _descriptor._USE_C_DESCRIPTORS == False:
 
-    DESCRIPTOR._options = None
-    _DOCUMENTPROTO_DATAENTRY._options = None
-    _DOCUMENTPROTO_DATAENTRY._serialized_options = b'8\001'
-    _DENSENDARRAYPROTO._serialized_start = 58
-    _DENSENDARRAYPROTO._serialized_end = 123
-    _NDARRAYPROTO._serialized_start = 125
-    _NDARRAYPROTO._serialized_end = 228
-    _NODEPROTO._serialized_start = 231
-    _NODEPROTO._serialized_end = 517
-    _DOCUMENTPROTO._serialized_start = 520
-    _DOCUMENTPROTO._serialized_end = 650
-    _DOCUMENTPROTO_DATAENTRY._serialized_start = 586
-    _DOCUMENTPROTO_DATAENTRY._serialized_end = 650
-    _DOCUMENTARRAYPROTO._serialized_start = 652
-    _DOCUMENTARRAYPROTO._serialized_end = 711
+  DESCRIPTOR._options = None
+  _DOCUMENTPROTO_DATAENTRY._options = None
+  _DOCUMENTPROTO_DATAENTRY._serialized_options = b'8\001'
+  _DENSENDARRAYPROTO._serialized_start=58
+  _DENSENDARRAYPROTO._serialized_end=123
+  _NDARRAYPROTO._serialized_start=125
+  _NDARRAYPROTO._serialized_end=228
+  _NODEPROTO._serialized_start=231
+  _NODEPROTO._serialized_end=568
+  _DOCUMENTPROTO._serialized_start=571
+  _DOCUMENTPROTO._serialized_end=701
+  _DOCUMENTPROTO_DATAENTRY._serialized_start=637
+  _DOCUMENTPROTO_DATAENTRY._serialized_end=701
+  _DOCUMENTARRAYPROTO._serialized_start=703
+  _DOCUMENTARRAYPROTO._serialized_end=762
 # @@protoc_insertion_point(module_scope)
diff --git a/docarray/typing/__init__.py b/docarray/typing/__init__.py
index 6d04abb0ac2..7c018343e8a 100644
--- a/docarray/typing/__init__.py
+++ b/docarray/typing/__init__.py
@@ -1,6 +1,6 @@
 from docarray.typing.embedding import Embedding
 from docarray.typing.id import ID
-from docarray.typing.tensor import Tensor
+from docarray.typing.tensor import Tensor, TorchTensor
 from docarray.typing.url import AnyUrl, ImageUrl
 
-__all__ = ['Tensor', 'Embedding', 'ImageUrl', 'AnyUrl', 'ID']
+__all__ = ['Tensor', 'Embedding', 'ImageUrl', 'AnyUrl', 'ID', 'TorchTensor']
diff --git a/docarray/typing/tensor/__init__.py b/docarray/typing/tensor/__init__.py
index 8d7fda13010..d195a58053d 100644
--- a/docarray/typing/tensor/__init__.py
+++ b/docarray/typing/tensor/__init__.py
@@ -1,3 +1,4 @@
 from docarray.typing.tensor.tensor import Tensor
+from docarray.typing.tensor.torch_tensor import TorchTensor
 
-__all__ = ['Tensor']
+__all__ = ['Tensor', 'TorchTensor']
diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
new file mode 100644
index 00000000000..5b61676ea8d
--- /dev/null
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -0,0 +1,96 @@
+from typing import TYPE_CHECKING, Any, Type, TypeVar, Union, cast
+
+import torch
+import numpy as np
+
+if TYPE_CHECKING:
+    from pydantic.fields import ModelField
+    from pydantic import BaseConfig
+
+from docarray.document.base_node import BaseNode
+from docarray.proto import NdArrayProto, NodeProto
+
+T = TypeVar('T', bound='TorchTensor')
+
+class metaTorchAndNode(type(torch.Tensor), type(BaseNode)):
+    pass
+
+class TorchTensor(torch.Tensor, BaseNode, metaclass=metaTorchAndNode):
+    # Subclassing torch.Tensor following the advice from here: https://pytorch.org/docs/stable/notes/extending.html#subclassing-torch-tensor
+    @classmethod
+    def __get_validators__(cls):
+        # one or more validators may be yielded which will be called in the
+        # order to validate the input, each validator will receive as an input
+        # the value returned from the previous validator
+        yield cls.validate
+
+    @classmethod
+    def validate(
+        cls: Type[T], value: Union[T, Any], field: 'ModelField', config: 'BaseConfig'
+    ) -> T:
+        if isinstance(value, TorchTensor):
+            return cast(T, value)
+        elif isinstance(value, torch.Tensor):
+            return cls.from_native_torch_tensor(value)
+
+        else:
+            try:
+                arr: torch.Tensor = torch.tensor(value)
+                return cls.from_native_torch_tensor(arr)
+            except Exception:
+                pass  # handled below
+        raise ValueError(f'Expected a torch.Tensor, got {type(value)}')
+
+    @classmethod
+    def from_native_torch_tensor(cls: Type[T], value: torch.Tensor) -> T:
+        """Create a TorchTensor from a native torch.Tensor
+
+        :param value: the native torch.Tensor
+        :return: a TorchTensor
+        """
+        value.__class__ = cls
+        return value
+
+    @classmethod
+    def from_ndarray(cls: Type[T], value: np.ndarray) -> T:
+        """Create a TorchTensor from a numpy array
+
+        :param value: the numpy array
+        :return: a TorchTensor
+        """
+        return cls.from_native_torch_tensor(torch.from_numpy(value))
+
+    def _to_node_protobuf(self: T, field: str = 'torch_embedding') -> NodeProto:
+        """Convert Document into a NodeProto protobuf message. This function should
+        be called when the Document is nested into another Document that need to be
+        converted into a protobuf
+        :param field: field in which to store the content in the node proto
+        :return: the nested item protobuf message
+        """
+        nd_proto = NdArrayProto()
+        self._flush_tensor_to_proto(nd_proto, value=self)
+        return NodeProto(**{field: nd_proto})
+
+    @classmethod
+    def _read_from_proto(cls: Type[T], pb_msg: 'NdArrayProto') -> 'T':
+        """
+        read ndarray from a proto msg
+        :param pb_msg:
+        :return: a numpy array
+        """
+        source = pb_msg.dense
+        if source.buffer:
+            x = np.frombuffer(source.buffer, dtype=source.dtype)
+            return cls.from_ndarray(x.reshape(source.shape))
+        elif len(source.shape) > 0:
+            return cls.from_ndarray(np.zeros(source.shape))
+        else:
+            raise ValueError(f'proto message {pb_msg} cannot be cast to a TorchTensor')
+
+    @staticmethod
+    def _flush_tensor_to_proto(pb_msg: 'NdArrayProto', value: 'TorchTensor'):
+        value = value.detach().cpu().numpy()
+        pb_msg.dense.buffer = value.tobytes()
+        pb_msg.dense.ClearField('shape')
+        pb_msg.dense.shape.extend(list(value.shape))
+        pb_msg.dense.dtype = value.dtype.str
diff --git a/poetry.lock b/poetry.lock
index 0354841b2e0..88db66d8d36 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -11,8 +11,8 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16,<0.22)"]
 
 [[package]]
@@ -35,8 +35,8 @@ python-versions = ">=3.6"
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
-docs = ["sphinx", "sphinx-notfound-page", "furo"]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
@@ -51,7 +51,7 @@ python-versions = ">=3.6"
 cffi = ">=1.0.1"
 
 [package.extras]
-dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
 [[package]]
@@ -85,14 +85,14 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
-version = "2.10.3"
+version = "2.11.0"
 description = "Internationalization utilities"
 category = "dev"
 optional = false
@@ -160,7 +160,7 @@ webencodings = "*"
 
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.961)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "certifi"
@@ -198,7 +198,7 @@ optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -268,7 +268,7 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-tests = ["asttokens", "pytest", "littleutils", "rich"]
+tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastjsonschema"
@@ -279,7 +279,7 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "filelock"
@@ -324,9 +324,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "importlib-resources"
@@ -340,12 +340,12 @@ python-versions = ">=3.7"
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "ipykernel"
-version = "6.17.0"
+version = "6.17.1"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -366,7 +366,7 @@ traitlets = ">=5.1.0"
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=7.0)"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -391,9 +391,9 @@ stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.20)", "pandas", "trio"]
+all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.20)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath"]
+doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
@@ -401,7 +401,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "trio"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -420,10 +420,10 @@ optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
@@ -467,7 +467,7 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonschema"
-version = "4.16.0"
+version = "4.17.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -485,7 +485,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.4"
+version = "7.4.6"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -501,18 +501,19 @@ tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.11.2"
+version = "5.0.0"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+platformdirs = "*"
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
 traitlets = "*"
 
@@ -521,7 +522,7 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-server"
-version = "1.21.0"
+version = "1.23.2"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
@@ -546,7 +547,7 @@ traitlets = ">=5.1"
 websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "ipykernel", "pre-commit", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "pytest (>=7.0)", "requests"]
+test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "jupyterlab"
@@ -569,7 +570,7 @@ tomli = "*"
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["check-manifest", "coverage", "jupyterlab-server", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "requests", "requests-cache", "virtualenv"]
+test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "pytest (>=6.0)", "pytest-check-links (>=0.5)", "pytest-console-scripts", "pytest-cov", "requests", "requests-cache", "virtualenv"]
 ui-tests = ["build"]
 
 [[package]]
@@ -582,7 +583,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.16.2"
+version = "2.16.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
@@ -601,7 +602,7 @@ requests = "*"
 [package.extras]
 docs = ["autodoc-traits", "docutils (<0.19)", "jinja2 (<3.1.0)", "mistune (<1)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
 openapi = ["openapi-core (>=0.14.2)", "ruamel-yaml"]
-test = ["codecov", "ipykernel", "jupyter-server", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest-console-scripts", "pytest-cov", "pytest (>=7.0)", "ruamel-yaml", "strict-rfc3339"]
+test = ["codecov", "ipykernel", "jupyter-server[test]", "openapi-core (>=0.14.2,<0.15.0)", "openapi-spec-validator (<0.5)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "requests-mock", "ruamel-yaml", "strict-rfc3339"]
 
 [[package]]
 name = "markupsafe"
@@ -667,7 +668,7 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.4.7"
+version = "0.4.8"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -693,9 +694,9 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "pytest-tornasync", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-playwright", "pytest-tornasync", "requests", "requests-unixsocket", "testpath"]
 
 [[package]]
 name = "nbclient"
@@ -712,12 +713,12 @@ nest-asyncio = "*"
 traitlets = ">=5.2.2"
 
 [package.extras]
-sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
+sphinx = ["Sphinx (>=1.7)", "autodoc-traits", "mock", "moto", "myst-parser", "sphinx-book-theme"]
 test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets", "mypy", "nbconvert", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.2.3"
+version = "7.2.5"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -742,8 +743,8 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["ipykernel", "ipython", "ipywidgets (>=7)", "myst-parser", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx-rtd-theme", "sphinx (==5.0.2)", "tornado (>=6.1)"]
-docs = ["ipython", "myst-parser", "nbsphinx (>=0.2.12)", "sphinx-rtd-theme", "sphinx (==5.0.2)"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "myst-parser", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (==5.0.2)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "myst-parser", "nbsphinx (>=0.2.12)", "sphinx (==5.0.2)", "sphinx-rtd-theme"]
 qtpdf = ["pyqtwebengine (>=5.15)"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
@@ -783,6 +784,9 @@ category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
+[package.dependencies]
+setuptools = "*"
+
 [[package]]
 name = "notebook"
 version = "6.5.2"
@@ -810,13 +814,13 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium (==4.1.5)", "testpath"]
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.0"
+version = "0.2.2"
 description = "A shim layer for notebook traits and config"
 category = "dev"
 optional = false
@@ -836,6 +840,54 @@ category = "main"
 optional = false
 python-versions = ">=3.8"
 
+[[package]]
+name = "nvidia-cublas-cu11"
+version = "11.10.3.66"
+description = "CUBLAS native runtime libraries"
+category = "main"
+optional = true
+python-versions = ">=3"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
+[[package]]
+name = "nvidia-cuda-nvrtc-cu11"
+version = "11.7.99"
+description = "NVRTC native runtime libraries"
+category = "main"
+optional = true
+python-versions = ">=3"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
+[[package]]
+name = "nvidia-cuda-runtime-cu11"
+version = "11.7.99"
+description = "CUDA Runtime native Libraries"
+category = "main"
+optional = true
+python-versions = ">=3"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
+[[package]]
+name = "nvidia-cudnn-cu11"
+version = "8.5.0.96"
+description = "cuDNN runtime libraries"
+category = "main"
+optional = true
+python-versions = ">=3"
+
+[package.dependencies]
+setuptools = "*"
+wheel = "*"
+
 [[package]]
 name = "packaging"
 version = "21.3"
@@ -869,7 +921,7 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.10.1"
+version = "0.10.2"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
@@ -904,15 +956,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.5.4"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -954,7 +1006,7 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.31"
+version = "3.0.32"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -973,14 +1025,14 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "psutil"
-version = "5.9.3"
+version = "5.9.4"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [package.extras]
-test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
 [[package]]
 name = "ptyprocess"
@@ -1052,11 +1104,11 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
-version = "0.19.1"
+version = "0.19.2"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
@@ -1105,7 +1157,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywin32"
-version = "304"
+version = "305"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1155,7 +1207,7 @@ urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "ruff"
@@ -1174,10 +1226,23 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-nativelib = ["pyobjc-framework-cocoa", "pywin32"]
-objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
+[[package]]
+name = "setuptools"
+version = "65.5.1"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1204,7 +1269,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "stack-data"
-version = "0.6.0"
+version = "0.6.1"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
@@ -1216,7 +1281,7 @@ executing = ">=1.2.0"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "terminado"
@@ -1233,7 +1298,7 @@ tornado = ">=6.1.0"
 
 [package.extras]
 docs = ["pydata-sphinx-theme", "sphinx"]
-test = ["pre-commit", "pytest-timeout", "pytest (>=7.0)"]
+test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 
 [[package]]
 name = "tinycss2"
@@ -1247,8 +1312,8 @@ python-versions = ">=3.7"
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest", "isort", "flake8"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["flake8", "isort", "pytest"]
 
 [[package]]
 name = "toml"
@@ -1266,6 +1331,24 @@ category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "torch"
+version = "1.13.0"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+category = "main"
+optional = true
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+nvidia-cublas-cu11 = "11.10.3.66"
+nvidia-cuda-nvrtc-cu11 = "11.7.99"
+nvidia-cuda-runtime-cu11 = "11.7.99"
+nvidia-cudnn-cu11 = "8.5.0.96"
+typing-extensions = "*"
+
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
+
 [[package]]
 name = "tornado"
 version = "6.2"
@@ -1288,7 +1371,7 @@ test = ["pre-commit", "pytest"]
 
 [[package]]
 name = "types-protobuf"
-version = "3.20.4.2"
+version = "3.20.4.5"
 description = "Typing stubs for protobuf"
 category = "dev"
 optional = false
@@ -1311,13 +1394,13 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "urllib3-secure-extra", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.16.6"
+version = "20.16.7"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
@@ -1350,7 +1433,7 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.4.1"
+version = "1.4.2"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
@@ -1361,6 +1444,17 @@ docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "wheel"
+version = "0.38.4"
+description = "A built-package format for Python"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest (>=3.0.0)"]
+
 [[package]]
 name = "zipp"
 version = "3.10.0"
@@ -1370,19 +1464,23 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "jaraco.functools", "more-itertools", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [extras]
 common = ["protobuf"]
+torch = ["torch"]
 
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "eb490e5f8674be878ab6c7966d4a5990be855f9f74350ee489959dd15f677831"
+content-hash = "9f20e49f31a6f56c379c1dca4b3a327dabff31cf217980ca9731deea7a4b821c"
 
 [metadata.files]
-anyio = []
+anyio = [
+    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
+    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
 appnope = [
     {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
     {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
@@ -1414,12 +1512,20 @@ argon2-cffi-bindings = [
     {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
     {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
 ]
-asttokens = []
-atomicwrites = []
-attrs = []
+asttokens = [
+    {file = "asttokens-2.1.0-py2.py3-none-any.whl", hash = "sha256:1b28ed85e254b724439afc783d4bee767f780b936c3fe8b3275332f42cf5f561"},
+    {file = "asttokens-2.1.0.tar.gz", hash = "sha256:4aa76401a151c8cc572d906aad7aea2a841780834a19d780f4321c0fe1b54635"},
+]
+atomicwrites = [
+    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
+]
+attrs = [
+    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
+    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
+]
 babel = [
-    {file = "Babel-2.10.3-py3-none-any.whl", hash = "sha256:ff56f4892c1c4bf0d814575ea23471c230d544203c7748e8c68f0089478d48eb"},
-    {file = "Babel-2.10.3.tar.gz", hash = "sha256:7614553711ee97490f732126dc077f8d0ae084ebc6a96e23db1482afabdb2c51"},
+    {file = "Babel-2.11.0-py3-none-any.whl", hash = "sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe"},
+    {file = "Babel-2.11.0.tar.gz", hash = "sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6"},
 ]
 backcall = [
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@@ -1429,21 +1535,139 @@ beautifulsoup4 = [
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 ]
-black = []
-bleach = []
-certifi = []
-cffi = []
+black = [
+    {file = "black-22.10.0-1fixedarch-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:5cc42ca67989e9c3cf859e84c2bf014f6633db63d1cbdf8fdb666dcd9e77e3fa"},
+    {file = "black-22.10.0-1fixedarch-cp311-cp311-macosx_11_0_x86_64.whl", hash = "sha256:5d8f74030e67087b219b032aa33a919fae8806d49c867846bfacde57f43972ef"},
+    {file = "black-22.10.0-1fixedarch-cp37-cp37m-macosx_10_16_x86_64.whl", hash = "sha256:197df8509263b0b8614e1df1756b1dd41be6738eed2ba9e9769f3880c2b9d7b6"},
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+]
+zipp = [
+    {file = "zipp-3.10.0-py3-none-any.whl", hash = "sha256:4fcb6f278987a6605757302a6e40e896257570d11c51628968ccb2a47e80c6c1"},
+    {file = "zipp-3.10.0.tar.gz", hash = "sha256:7a7262fd930bd3e36c50b9a64897aec3fafff3dfdeec9623ae22b40e93f99bb8"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index ca63286149f..1ed1d039fea 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,9 +10,11 @@ python = "^3.8"
 pydantic = "^1.10.2"
 numpy = "^1.23.4"
 protobuf = { version = "^4.21.9", optional = true }
+torch = { version = "^1.0.0", optional = true }
 
 [tool.poetry.extras]
 common = ["protobuf"]
+torch = ["torch"]
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
diff --git a/tests/integrations/typing/torch_tensor.py b/tests/integrations/typing/torch_tensor.py
new file mode 100644
index 00000000000..b36f51d5035
--- /dev/null
+++ b/tests/integrations/typing/torch_tensor.py
@@ -0,0 +1,15 @@
+import torch
+
+from docarray import Document
+from docarray.typing import TorchTensor
+
+
+def test_set_tensor():
+    class MyDocument(Document):
+        tensor: TorchTensor
+
+    d = MyDocument(tensor=torch.zeros((3, 224, 224)))
+
+    assert isinstance(d.tensor, TorchTensor)
+    assert isinstance(d.tensor, torch.Tensor)
+    assert (d.tensor == torch.zeros((3, 224, 224))).all()
\ No newline at end of file
diff --git a/tests/units/document/proto/test_document_proto.py b/tests/units/document/proto/test_document_proto.py
index f0918b5b721..7cecf2abe05 100644
--- a/tests/units/document/proto/test_document_proto.py
+++ b/tests/units/document/proto/test_document_proto.py
@@ -1,10 +1,11 @@
 from typing import Optional
 
 import numpy as np
+import torch
 
 from docarray import DocumentArray
 from docarray.document import BaseDocument
-from docarray.typing import Tensor
+from docarray.typing import Tensor, TorchTensor
 
 
 def test_proto_simple():
@@ -63,6 +64,41 @@ class CustomDoc(BaseDocument):
         assert (chunk1.tensor == chunk2.tensor).all()
 
 
+def test_proto_with_nested_doc_pytorch():
+    class CustomInnerDoc(BaseDocument):
+        tensor: TorchTensor
+
+    class CustomDoc(BaseDocument):
+        text: str
+        inner: CustomInnerDoc
+
+    doc = CustomDoc(text='hello', inner=CustomInnerDoc(tensor=torch.zeros((3, 224, 224))))
+
+    CustomDoc.from_protobuf(doc.to_protobuf())
+
+
+def test_proto_with_chunks_doc_pytorch():
+    class CustomInnerDoc(BaseDocument):
+        tensor: TorchTensor
+
+    class CustomDoc(BaseDocument):
+        text: str
+        chunks: DocumentArray[CustomInnerDoc]
+
+    doc = CustomDoc(
+        text='hello',
+        chunks=DocumentArray[CustomInnerDoc](
+            [CustomInnerDoc(tensor=torch.zeros((3, 224, 224))) for _ in range(5)],
+        ),
+    )
+
+    new_doc = CustomDoc.from_protobuf(doc.to_protobuf())
+
+    for chunk1, chunk2 in zip(doc.chunks, new_doc.chunks):
+
+        assert (chunk1.tensor == chunk2.tensor).all()
+
+
 def test_optional_field_in_doc():
     class CustomDoc(BaseDocument):
         text: Optional[str]

From e82067556f891bbf1ec50912541984457aa66618 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 10:56:50 +0100
Subject: [PATCH 04/21] fix: protobuf for pytorch type

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/document/mixins/proto.py              |  4 +++-
 docarray/proto/docarray.proto                  |  2 +-
 docarray/proto/pb2/docarray_pb2.py             | 16 ++++++++--------
 docarray/typing/tensor/torch_tensor.py         |  3 ++-
 tests/integrations/typing/test_typing_proto.py |  5 ++++-
 5 files changed, 18 insertions(+), 12 deletions(-)

diff --git a/docarray/document/mixins/proto.py b/docarray/document/mixins/proto.py
index dc584bd7cd0..b601eda4a2f 100644
--- a/docarray/document/mixins/proto.py
+++ b/docarray/document/mixins/proto.py
@@ -5,7 +5,7 @@
 from docarray.document.abstract_document import AbstractDocument
 from docarray.document.base_node import BaseNode
 from docarray.proto import DocumentProto, NodeProto
-from docarray.typing import ID, AnyUrl, Embedding, ImageUrl, Tensor
+from docarray.typing import ID, AnyUrl, Embedding, ImageUrl, Tensor, TorchTensor
 
 
 class ProtoMixin(AbstractDocument, BaseNode):
@@ -25,6 +25,8 @@ def from_protobuf(cls, pb_msg: 'DocumentProto') -> 'ProtoMixin':
             # the check should be delegated to the type level
             if content_type == 'tensor':
                 fields[field] = Tensor._read_from_proto(value.tensor)
+            elif content_type == 'torch_tensor':
+                fields[field] = TorchTensor._read_from_proto(value.torch_tensor)
             elif content_type == 'embedding':
                 fields[field] = Embedding._read_from_proto(value.embedding)
             elif content_type == 'any_url':
diff --git a/docarray/proto/docarray.proto b/docarray/proto/docarray.proto
index 2f099393a7e..c2042faa06d 100644
--- a/docarray/proto/docarray.proto
+++ b/docarray/proto/docarray.proto
@@ -55,7 +55,7 @@ message NodeProto {
 
     string id = 9;
 
-    NdArrayProto torch_embedding = 10;
+    NdArrayProto torch_tensor = 10;
 
   }
 
diff --git a/docarray/proto/pb2/docarray_pb2.py b/docarray/proto/pb2/docarray_pb2.py
index 45014db0aec..92b08173189 100644
--- a/docarray/proto/pb2/docarray_pb2.py
+++ b/docarray/proto/pb2/docarray_pb2.py
@@ -14,7 +14,7 @@
 from google.protobuf import struct_pb2 as google_dot_protobuf_dot_struct__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0e\x64ocarray.proto\x12\x08\x64ocarray\x1a\x1cgoogle/protobuf/struct.proto\"A\n\x11\x44\x65nseNdArrayProto\x12\x0e\n\x06\x62uffer\x18\x01 \x01(\x0c\x12\r\n\x05shape\x18\x02 \x03(\r\x12\r\n\x05\x64type\x18\x03 \x01(\t\"g\n\x0cNdArrayProto\x12*\n\x05\x64\x65nse\x18\x01 \x01(\x0b\x32\x1b.docarray.DenseNdArrayProto\x12+\n\nparameters\x18\x02 \x01(\x0b\x32\x17.google.protobuf.Struct\"\xd1\x02\n\tNodeProto\x12\x0e\n\x04\x62lob\x18\x01 \x01(\x0cH\x00\x12(\n\x06tensor\x18\x02 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x0e\n\x04text\x18\x03 \x01(\tH\x00\x12)\n\x06nested\x18\x04 \x01(\x0b\x32\x17.docarray.DocumentProtoH\x00\x12.\n\x06\x63hunks\x18\x05 \x01(\x0b\x32\x1c.docarray.DocumentArrayProtoH\x00\x12+\n\tembedding\x18\x06 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x11\n\x07\x61ny_url\x18\x07 \x01(\tH\x00\x12\x13\n\timage_url\x18\x08 \x01(\tH\x00\x12\x0c\n\x02id\x18\t \x01(\tH\x00\x12\x31\n\x0ftorch_embedding\x18\n \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x42\t\n\x07\x63ontent\"\x82\x01\n\rDocumentProto\x12/\n\x04\x64\x61ta\x18\x01 \x03(\x0b\x32!.docarray.DocumentProto.DataEntry\x1a@\n\tDataEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\"\n\x05value\x18\x02 \x01(\x0b\x32\x13.docarray.NodeProto:\x02\x38\x01\";\n\x12\x44ocumentArrayProto\x12%\n\x04\x64ocs\x18\x01 \x03(\x0b\x32\x17.docarray.DocumentProtob\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0e\x64ocarray.proto\x12\x08\x64ocarray\x1a\x1cgoogle/protobuf/struct.proto\"A\n\x11\x44\x65nseNdArrayProto\x12\x0e\n\x06\x62uffer\x18\x01 \x01(\x0c\x12\r\n\x05shape\x18\x02 \x03(\r\x12\r\n\x05\x64type\x18\x03 \x01(\t\"g\n\x0cNdArrayProto\x12*\n\x05\x64\x65nse\x18\x01 \x01(\x0b\x32\x1b.docarray.DenseNdArrayProto\x12+\n\nparameters\x18\x02 \x01(\x0b\x32\x17.google.protobuf.Struct\"\xce\x02\n\tNodeProto\x12\x0e\n\x04\x62lob\x18\x01 \x01(\x0cH\x00\x12(\n\x06tensor\x18\x02 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x0e\n\x04text\x18\x03 \x01(\tH\x00\x12)\n\x06nested\x18\x04 \x01(\x0b\x32\x17.docarray.DocumentProtoH\x00\x12.\n\x06\x63hunks\x18\x05 \x01(\x0b\x32\x1c.docarray.DocumentArrayProtoH\x00\x12+\n\tembedding\x18\x06 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x11\n\x07\x61ny_url\x18\x07 \x01(\tH\x00\x12\x13\n\timage_url\x18\x08 \x01(\tH\x00\x12\x0c\n\x02id\x18\t \x01(\tH\x00\x12.\n\x0ctorch_tensor\x18\n \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x42\t\n\x07\x63ontent\"\x82\x01\n\rDocumentProto\x12/\n\x04\x64\x61ta\x18\x01 \x03(\x0b\x32!.docarray.DocumentProto.DataEntry\x1a@\n\tDataEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\"\n\x05value\x18\x02 \x01(\x0b\x32\x13.docarray.NodeProto:\x02\x38\x01\";\n\x12\x44ocumentArrayProto\x12%\n\x04\x64ocs\x18\x01 \x03(\x0b\x32\x17.docarray.DocumentProtob\x06proto3')
 
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals())
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'docarray_pb2', globals())
@@ -28,11 +28,11 @@
   _NDARRAYPROTO._serialized_start=125
   _NDARRAYPROTO._serialized_end=228
   _NODEPROTO._serialized_start=231
-  _NODEPROTO._serialized_end=568
-  _DOCUMENTPROTO._serialized_start=571
-  _DOCUMENTPROTO._serialized_end=701
-  _DOCUMENTPROTO_DATAENTRY._serialized_start=637
-  _DOCUMENTPROTO_DATAENTRY._serialized_end=701
-  _DOCUMENTARRAYPROTO._serialized_start=703
-  _DOCUMENTARRAYPROTO._serialized_end=762
+  _NODEPROTO._serialized_end=565
+  _DOCUMENTPROTO._serialized_start=568
+  _DOCUMENTPROTO._serialized_end=698
+  _DOCUMENTPROTO_DATAENTRY._serialized_start=634
+  _DOCUMENTPROTO_DATAENTRY._serialized_end=698
+  _DOCUMENTARRAYPROTO._serialized_start=700
+  _DOCUMENTARRAYPROTO._serialized_end=759
 # @@protoc_insertion_point(module_scope)
diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
index 5b61676ea8d..ce0632f9ba3 100644
--- a/docarray/typing/tensor/torch_tensor.py
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -60,7 +60,7 @@ def from_ndarray(cls: Type[T], value: np.ndarray) -> T:
         """
         return cls.from_native_torch_tensor(torch.from_numpy(value))
 
-    def _to_node_protobuf(self: T, field: str = 'torch_embedding') -> NodeProto:
+    def _to_node_protobuf(self: T, field: str = 'torch_tensor') -> NodeProto:
         """Convert Document into a NodeProto protobuf message. This function should
         be called when the Document is nested into another Document that need to be
         converted into a protobuf
@@ -94,3 +94,4 @@ def _flush_tensor_to_proto(pb_msg: 'NdArrayProto', value: 'TorchTensor'):
         pb_msg.dense.ClearField('shape')
         pb_msg.dense.shape.extend(list(value.shape))
         pb_msg.dense.dtype = value.dtype.str
+        x = 3
diff --git a/tests/integrations/typing/test_typing_proto.py b/tests/integrations/typing/test_typing_proto.py
index 45919dbb06e..d95a1bfaf36 100644
--- a/tests/integrations/typing/test_typing_proto.py
+++ b/tests/integrations/typing/test_typing_proto.py
@@ -1,19 +1,22 @@
 import numpy as np
+import torch
 
 from docarray import Document
 from docarray.document import AnyDocument
-from docarray.typing import AnyUrl, Embedding, ImageUrl, Tensor
+from docarray.typing import AnyUrl, Embedding, ImageUrl, Tensor, TorchTensor
 
 
 def test_proto_all_types():
     class Mymmdoc(Document):
         tensor: Tensor
+        torch_tensor: TorchTensor
         embedding: Embedding
         any_url: AnyUrl
         image_url: ImageUrl
 
     doc = Mymmdoc(
         tensor=np.zeros((3, 224, 224)),
+        torch_tensor=torch.zeros((3, 224, 224)),
         embedding=np.zeros((100, 1)),
         any_url='http://jina.ai',
         image_url='http://jina.ai',

From 4b449aa885c7fd3652b97e82cbed38d8528bf97a Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 11:09:26 +0100
Subject: [PATCH 05/21] ci: install all extras in the ci

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 .github/workflows/ci.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 802cb6fe60c..f63b76e14de 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -58,7 +58,7 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           python -m pip install poetry
-          poetry install -E common --without dev
+          poetry install --all-extras --without dev
       - name: Test basic import
         run: poetry run python -c 'from docarray import DocumentArray, Document'
 
@@ -110,7 +110,7 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           python -m pip install poetry
-          poetry install -E common
+          poetry install -all-extras
 
       - name: Test
         id: test

From 633b701c358abc7c12faf511828577dd8d4fec1f Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 11:39:30 +0100
Subject: [PATCH 06/21] refactor: make nice looking

---
 docarray/typing/tensor/torch_tensor.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
index ce0632f9ba3..5ac955a1f11 100644
--- a/docarray/typing/tensor/torch_tensor.py
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -1,7 +1,7 @@
 from typing import TYPE_CHECKING, Any, Type, TypeVar, Union, cast
 
-import torch
 import numpy as np
+import torch
 
 if TYPE_CHECKING:
     from pydantic.fields import ModelField
@@ -12,11 +12,14 @@
 
 T = TypeVar('T', bound='TorchTensor')
 
+
 class metaTorchAndNode(type(torch.Tensor), type(BaseNode)):
     pass
 
+
 class TorchTensor(torch.Tensor, BaseNode, metaclass=metaTorchAndNode):
-    # Subclassing torch.Tensor following the advice from here: https://pytorch.org/docs/stable/notes/extending.html#subclassing-torch-tensor
+    # Subclassing torch.Tensor following the advice from here:
+    # https://pytorch.org/docs/stable/notes/extending.html#subclassing-torch-tensor
     @classmethod
     def __get_validators__(cls):
         # one or more validators may be yielded which will be called in the
@@ -94,4 +97,3 @@ def _flush_tensor_to_proto(pb_msg: 'NdArrayProto', value: 'TorchTensor'):
         pb_msg.dense.ClearField('shape')
         pb_msg.dense.shape.extend(list(value.shape))
         pb_msg.dense.dtype = value.dtype.str
-        x = 3

From 492659eadf602649f4a6d6850bbfc6e3266985f9 Mon Sep 17 00:00:00 2001
From: Johannes Messner <44071807+JohannesMessner@users.noreply.github.com>
Date: Wed, 16 Nov 2022 11:40:47 +0100
Subject: [PATCH 07/21] docs: update docarray/typing/tensor/torch_tensor.py

Co-authored-by: samsja <55492238+samsja@users.noreply.github.com>
Signed-off-by: Johannes Messner <44071807+JohannesMessner@users.noreply.github.com>
---
 docarray/typing/tensor/torch_tensor.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
index 5ac955a1f11..4f30ae58cb1 100644
--- a/docarray/typing/tensor/torch_tensor.py
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -29,7 +29,7 @@ def __get_validators__(cls):
 
     @classmethod
     def validate(
-        cls: Type[T], value: Union[T, Any], field: 'ModelField', config: 'BaseConfig'
+        cls: Type[T], value: Union[T, nd.ndarray, Any], field: 'ModelField', config: 'BaseConfig'
     ) -> T:
         if isinstance(value, TorchTensor):
             return cast(T, value)

From a5c1a31546f1c70d894fc5e33ce44e8151715a7b Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 11:55:45 +0100
Subject: [PATCH 08/21] refactor: code style

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/tensor/torch_tensor.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
index 4f30ae58cb1..431b78738a3 100644
--- a/docarray/typing/tensor/torch_tensor.py
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -6,6 +6,7 @@
 if TYPE_CHECKING:
     from pydantic.fields import ModelField
     from pydantic import BaseConfig
+    import numpy as np
 
 from docarray.document.base_node import BaseNode
 from docarray.proto import NdArrayProto, NodeProto
@@ -29,7 +30,10 @@ def __get_validators__(cls):
 
     @classmethod
     def validate(
-        cls: Type[T], value: Union[T, nd.ndarray, Any], field: 'ModelField', config: 'BaseConfig'
+        cls: Type[T],
+        value: Union[T, np.ndarray, Any],
+        field: 'ModelField',
+        config: 'BaseConfig',
     ) -> T:
         if isinstance(value, TorchTensor):
             return cast(T, value)

From 8df13c14d6e224b339d191191273ca7b6c85bf3c Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 16:28:30 +0100
Subject: [PATCH 09/21] fix: black and mypy

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/tensor/torch_tensor.py            | 15 +++++++++------
 tests/integrations/typing/torch_tensor.py         |  2 +-
 tests/units/document/proto/test_document_proto.py |  4 +++-
 3 files changed, 13 insertions(+), 8 deletions(-)

diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
index 431b78738a3..9e39b2741bc 100644
--- a/docarray/typing/tensor/torch_tensor.py
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -13,8 +13,11 @@
 
 T = TypeVar('T', bound='TorchTensor')
 
+torch_base = type(torch.Tensor)  # type: Any
+node_base = type(BaseNode)  # type: Any
 
-class metaTorchAndNode(type(torch.Tensor), type(BaseNode)):
+
+class metaTorchAndNode(torch_base, node_base):
     pass
 
 
@@ -56,7 +59,7 @@ def from_native_torch_tensor(cls: Type[T], value: torch.Tensor) -> T:
         :return: a TorchTensor
         """
         value.__class__ = cls
-        return value
+        return cast(T, value)
 
     @classmethod
     def from_ndarray(cls: Type[T], value: np.ndarray) -> T:
@@ -96,8 +99,8 @@ def _read_from_proto(cls: Type[T], pb_msg: 'NdArrayProto') -> 'T':
 
     @staticmethod
     def _flush_tensor_to_proto(pb_msg: 'NdArrayProto', value: 'TorchTensor'):
-        value = value.detach().cpu().numpy()
-        pb_msg.dense.buffer = value.tobytes()
+        value_np = value.detach().cpu().numpy()
+        pb_msg.dense.buffer = value_np.tobytes()
         pb_msg.dense.ClearField('shape')
-        pb_msg.dense.shape.extend(list(value.shape))
-        pb_msg.dense.dtype = value.dtype.str
+        pb_msg.dense.shape.extend(list(value_np.shape))
+        pb_msg.dense.dtype = value_np.dtype.str
diff --git a/tests/integrations/typing/torch_tensor.py b/tests/integrations/typing/torch_tensor.py
index b36f51d5035..0974693234a 100644
--- a/tests/integrations/typing/torch_tensor.py
+++ b/tests/integrations/typing/torch_tensor.py
@@ -12,4 +12,4 @@ class MyDocument(Document):
 
     assert isinstance(d.tensor, TorchTensor)
     assert isinstance(d.tensor, torch.Tensor)
-    assert (d.tensor == torch.zeros((3, 224, 224))).all()
\ No newline at end of file
+    assert (d.tensor == torch.zeros((3, 224, 224))).all()
diff --git a/tests/units/document/proto/test_document_proto.py b/tests/units/document/proto/test_document_proto.py
index 7cecf2abe05..a842b53eda6 100644
--- a/tests/units/document/proto/test_document_proto.py
+++ b/tests/units/document/proto/test_document_proto.py
@@ -72,7 +72,9 @@ class CustomDoc(BaseDocument):
         text: str
         inner: CustomInnerDoc
 
-    doc = CustomDoc(text='hello', inner=CustomInnerDoc(tensor=torch.zeros((3, 224, 224))))
+    doc = CustomDoc(
+        text='hello', inner=CustomInnerDoc(tensor=torch.zeros((3, 224, 224)))
+    )
 
     CustomDoc.from_protobuf(doc.to_protobuf())
 

From 28f1ed01a87feec6bfe41836b4ca878f26ecd6c8 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 16:41:12 +0100
Subject: [PATCH 10/21] fix: suppress mypy import error

---
 docarray/typing/tensor/torch_tensor.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docarray/typing/tensor/torch_tensor.py b/docarray/typing/tensor/torch_tensor.py
index 9e39b2741bc..4812d52ee38 100644
--- a/docarray/typing/tensor/torch_tensor.py
+++ b/docarray/typing/tensor/torch_tensor.py
@@ -1,7 +1,7 @@
 from typing import TYPE_CHECKING, Any, Type, TypeVar, Union, cast
 
 import numpy as np
-import torch
+import torch  # type: ignore
 
 if TYPE_CHECKING:
     from pydantic.fields import ModelField

From 4df03ef9286218e9815cc6f53f66a8f306528506 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Wed, 16 Nov 2022 16:54:59 +0100
Subject: [PATCH 11/21] ci: fix ci install

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f63b76e14de..82d991947f7 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -110,7 +110,7 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           python -m pip install poetry
-          poetry install -all-extras
+          poetry install --all-extras
 
       - name: Test
         id: test

From 81f7810f0f3ba3745d70b90a2f14bcd993b5063b Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Thu, 17 Nov 2022 18:11:08 +0100
Subject: [PATCH 12/21] feat: add new type for image urls

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/any_url.py           |  33 +++++
 docarray/typing/url/helper.py            |  84 +++++++++++
 docarray/typing/url/image_url.py         | 177 ++++++++++++++++++++++-
 poetry.lock                              |  77 +++++++++-
 pyproject.toml                           |   1 +
 tests/toydata/cube.ply                   |  24 +++
 tests/toydata/docs.csv                   |   3 +
 tests/toydata/docs.jsonlines             |   2 +
 tests/toydata/docs_groundtruth.jsonlines |   2 +
 tests/toydata/hello.wav                  | Bin 0 -> 61710 bytes
 tests/toydata/image-data/05978.jpg       | Bin 0 -> 22715 bytes
 tests/toydata/image-data/05979.jpg       | Bin 0 -> 19791 bytes
 tests/toydata/image-data/05980.jpg       | Bin 0 -> 19170 bytes
 tests/toydata/image-data/05981.jpg       | Bin 0 -> 22497 bytes
 tests/toydata/image-data/05982.jpg       | Bin 0 -> 22080 bytes
 tests/toydata/image-data/05983.jpg       | Bin 0 -> 26715 bytes
 tests/toydata/image-data/05984-2.jpeg    | Bin 0 -> 14068 bytes
 tests/toydata/image-data/05984.jpg       | Bin 0 -> 14068 bytes
 tests/toydata/image-data/so_good.png     | Bin 0 -> 67775 bytes
 tests/toydata/mov_bbb.mp4                | Bin 0 -> 788493 bytes
 tests/toydata/olleh.wav                  | Bin 0 -> 61710 bytes
 tests/toydata/test.glb                   | Bin 0 -> 22808 bytes
 tests/toydata/test.png                   | Bin 0 -> 27572 bytes
 tests/toydata/tetrahedron.mtl            |  22 +++
 tests/toydata/tetrahedron.obj            |  20 +++
 tests/units/typing/url/test_image_url.py | 101 ++++++++++++-
 26 files changed, 538 insertions(+), 8 deletions(-)
 create mode 100644 docarray/typing/url/helper.py
 create mode 100644 tests/toydata/cube.ply
 create mode 100644 tests/toydata/docs.csv
 create mode 100644 tests/toydata/docs.jsonlines
 create mode 100644 tests/toydata/docs_groundtruth.jsonlines
 create mode 100644 tests/toydata/hello.wav
 create mode 100644 tests/toydata/image-data/05978.jpg
 create mode 100644 tests/toydata/image-data/05979.jpg
 create mode 100644 tests/toydata/image-data/05980.jpg
 create mode 100644 tests/toydata/image-data/05981.jpg
 create mode 100644 tests/toydata/image-data/05982.jpg
 create mode 100644 tests/toydata/image-data/05983.jpg
 create mode 100644 tests/toydata/image-data/05984-2.jpeg
 create mode 100644 tests/toydata/image-data/05984.jpg
 create mode 100644 tests/toydata/image-data/so_good.png
 create mode 100644 tests/toydata/mov_bbb.mp4
 create mode 100644 tests/toydata/olleh.wav
 create mode 100644 tests/toydata/test.glb
 create mode 100644 tests/toydata/test.png
 create mode 100644 tests/toydata/tetrahedron.mtl
 create mode 100644 tests/toydata/tetrahedron.obj

diff --git a/docarray/typing/url/any_url.py b/docarray/typing/url/any_url.py
index 5bec625d476..c76a98b9085 100644
--- a/docarray/typing/url/any_url.py
+++ b/docarray/typing/url/any_url.py
@@ -1,10 +1,20 @@
+from typing import TYPE_CHECKING
+
 from pydantic import AnyUrl as BaseAnyUrl
+from pydantic import errors
 
 from docarray.document.base_node import BaseNode
 from docarray.proto import NodeProto
 
+if TYPE_CHECKING:
+    from pydantic.networks import Parts
+
 
 class AnyUrl(BaseAnyUrl, BaseNode):
+    host_required = (
+        False  # turn off host requirement to allow passing of local paths as URL
+    )
+
     def _to_node_protobuf(self) -> NodeProto:
         """Convert Document into a NodeProto protobuf message. This function should
         be called when the Document is nested into another Document that need to
@@ -13,3 +23,26 @@ def _to_node_protobuf(self) -> NodeProto:
         :return: the nested item protobuf message
         """
         return NodeProto(any_url=str(self))
+
+    @classmethod
+    def validate_parts(cls, parts: 'Parts', validate_port: bool = True) -> 'Parts':
+        """
+        A method used to validate parts of a URL.
+        Our URLs should be able to function both in local and remote settings.
+        Therefore, we allow missing `scheme`, making it possible to pass a file path.
+        """
+        scheme = parts['scheme']
+        if scheme is None:
+            pass  # allow missing scheme, unlike pydantic
+
+        elif cls.allowed_schemes and scheme.lower() not in cls.allowed_schemes:
+            raise errors.UrlSchemePermittedError(set(cls.allowed_schemes))
+
+        if validate_port:
+            cls._validate_port(parts['port'])
+
+        user = parts['user']
+        if cls.user_required and user is None:
+            raise errors.UrlUserInfoError()
+
+        return parts
diff --git a/docarray/typing/url/helper.py b/docarray/typing/url/helper.py
new file mode 100644
index 00000000000..b68e9aa3196
--- /dev/null
+++ b/docarray/typing/url/helper.py
@@ -0,0 +1,84 @@
+import os
+import urllib.parse
+import urllib.request
+from contextlib import nullcontext
+
+
+def _uri_to_blob(uri: str, timeout=None) -> bytes:
+    """Convert uri to blob
+    Internally it reads uri into blob.
+    :param uri: the uri of Document
+    :param timeout: timeout for urlopen. Only relevant if uri is not local
+    :return: blob bytes.
+    """
+    if urllib.parse.urlparse(uri).scheme in {'http', 'https', 'data'}:
+        req = urllib.request.Request(uri, headers={'User-Agent': 'Mozilla/5.0'})
+        urlopen_kwargs = {'timeout': timeout} if timeout is not None else {}
+        with urllib.request.urlopen(req, **urlopen_kwargs) as fp:
+            return fp.read()
+    elif os.path.exists(uri):
+        with open(uri, 'rb') as fp:
+            return fp.read()
+    else:
+        raise FileNotFoundError(f'`{uri}` is not a URL or a valid local path')
+
+
+def _get_file_context(file):
+    if hasattr(file, 'write'):
+        file_ctx = nullcontext(file)
+    else:
+        file_ctx = open(file, 'wb')
+
+    return file_ctx
+
+
+def _to_datauri(
+    mimetype, data, charset: str = 'utf-8', base64: bool = False, binary: bool = True
+) -> str:
+    """
+    Convert data to data URI.
+
+    :param mimetype: MIME types (e.g. 'text/plain','image/png' etc.)
+    :param data: Data representations.
+    :param charset: Charset may be any character set registered with IANA
+    :param base64: Used to encode arbitrary octet sequences into a form that satisfies
+        the rules of 7bit. Designed to be efficient for non-text 8 bit and binary data.
+        Sometimes used for text data that frequently uses non-US-ASCII characters.
+    :param binary: True if from binary data False for other data (e.g. text)
+    :return: URI data
+    """
+    parts = ['data:', mimetype]
+    if charset is not None:
+        parts.extend([';charset=', charset])
+    if base64:
+        parts.append(';base64')
+        from base64 import encodebytes as encode64
+
+        if binary:
+            encoded_data = encode64(data).decode(charset).replace('\n', '').strip()
+        else:
+            encoded_data = encode64(data).strip()
+    else:
+        from urllib.parse import quote, quote_from_bytes
+
+        if binary:
+            encoded_data = quote_from_bytes(data)
+        else:
+            encoded_data = quote(data)
+    parts.extend([',', encoded_data])
+    return ''.join(parts)
+
+
+def _is_uri(value: str) -> bool:
+    scheme = urllib.parse.urlparse(value).scheme
+    return (
+        (scheme in {'http', 'https'})
+        or (scheme in {'data'})
+        or os.path.exists(value)
+        or os.access(os.path.dirname(value), os.W_OK)
+    )
+
+
+def _is_datauri(value: str) -> bool:
+    scheme = urllib.parse.urlparse(value).scheme
+    return scheme in {'data'}
diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 062419fa53f..8f32d53d19e 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -1,7 +1,14 @@
+import io
+import struct
+from typing import Optional, Union
+
 import numpy as np
 
 from docarray.proto import NodeProto
 from docarray.typing.url.any_url import AnyUrl
+from docarray.typing.url.helper import _uri_to_blob
+
+IMAGE_FILE_FORMATS = ('png', 'jpeg', 'jpg')
 
 
 class ImageUrl(AnyUrl):
@@ -14,12 +21,172 @@ def _to_node_protobuf(self) -> NodeProto:
         """
         return NodeProto(image_url=str(self))
 
-    def load(self) -> np.ndarray:
+    # TODO(johannes) add validation for image URI
+
+    def load(
+        self,
+        width: Optional[int] = None,
+        height: Optional[int] = None,
+        channel_axis: int = -1,
+        timeout: Optional[float] = None,
+    ) -> np.ndarray:
+        """
+        Load the data from the url into a numpy.ndarray image tensor
+
+        :param width: width of the image tensor.
+        :param height: height of the image tensor.
+        :param channel_axis: axis where to put the image color channel;
+            ``-1`` indicates the color channel info at the last axis
+        :param timeout: timeout (sec) for urlopen network request.
+            Only relevant if URL is not local
+        :return: np.ndarray representing the image as RGB values
         """
-        transform the url in a image Tensor
+        # TODO(johannes) the axis argument is confusing, because it if it is not -1,
+        #  it is unclear where width and height end up
+        # instead we should allow the user to pass an axis for width, height, and axis
+
+        buffer = _uri_to_blob(self, timeout=timeout)
+        tensor = _to_image_tensor(io.BytesIO(buffer), width=width, height=height)
+        return _move_channel_axis(tensor, target_channel_axis=channel_axis)
 
-        this is just a patch we will move the function from old docarray
-        :return: tensor image
+    def load_to_bytes(
+        self,
+        image_format: str = 'png',
+        width: Optional[int] = None,
+        height: Optional[int] = None,
+        timeout: Optional[float] = None,
+    ) -> bytes:
+        """Load image at URL to bytes (buffer).
+
+        :param image_format: File format of the file located the the url.
+            Supported formats are `png`, `jpg`, and `jpeg`.
+        :param width: Before converting to bytes, resize the image to this width.
+        :param height: Before converting to bytes, resize the image to this height.
+        :param timeout: timeout (sec) for urlopen network request.
+            Only relevant if URL is not local
+        :return: The image as bytes (buffer).
         """
+        channel_axis = -1
+        image_tensor = self.load(
+            width=width, height=height, channel_axis=channel_axis, timeout=timeout
+        )
+        return _image_tensor_to_bytes(image_tensor, image_format=image_format)
+
+
+def _image_tensor_to_bytes(arr: np.ndarray, image_format: str) -> bytes:
+    """
+    Convert image-ndarray to buffer bytes.
+
+    :param arr: Data representations of the png.
+    :param image_format: `png` or `jpeg`
+    :return: Png in buffer bytes.
+    """
+
+    if image_format not in IMAGE_FILE_FORMATS:
+        raise ValueError(
+            f'image_format must be one of {IMAGE_FILE_FORMATS},'
+            f'receiving `{image_format}`'
+        )
+    if image_format == 'jpg':
+        image_format = 'jpeg'  # unify it to ISO standard
+
+    arr = arr.astype(np.uint8).squeeze()
+
+    if arr.ndim == 1:
+        # note this should be only used for MNIST/FashionMNIST dataset,
+        # because of the nature of these two datasets
+        # no other image data should flattened into 1-dim array.
+        image_bytes = _png_to_buffer_1d(arr, 28, 28)
+    elif arr.ndim == 2:
+        from PIL import Image
+
+        im = Image.fromarray(arr).convert('L')
+        image_bytes = _pillow_image_to_buffer(im, image_format=image_format.upper())
+    elif arr.ndim == 3:
+        from PIL import Image
+
+        im = Image.fromarray(arr).convert('RGB')
+        image_bytes = _pillow_image_to_buffer(im, image_format=image_format.upper())
+    else:
+        raise ValueError(
+            f'{arr.shape} ndarray can not be converted into an image buffer.'
+        )
+
+    return image_bytes
+
+
+def _png_to_buffer_1d(arr: np.ndarray, width: int, height: int) -> bytes:
+    import zlib
+
+    pixels = []
+    for p in arr[::-1]:
+        pixels.extend([p, p, p, 255])
+    buf = bytearray(pixels)
+
+    # reverse the vertical line order and add null bytes at the start
+    width_byte_4 = width * 4
+    raw_data = b''.join(
+        b'\x00' + buf[span : span + width_byte_4]
+        for span in range((height - 1) * width_byte_4, -1, -width_byte_4)
+    )
+
+    def png_pack(png_tag, data):
+        chunk_head = png_tag + data
+        return (
+            struct.pack('!I', len(data))
+            + chunk_head
+            + struct.pack('!I', 0xFFFFFFFF & zlib.crc32(chunk_head))
+        )
+
+    png_bytes = b''.join(
+        [
+            b'\x89PNG\r\n\x1a\n',
+            png_pack(b'IHDR', struct.pack('!2I5B', width, height, 8, 6, 0, 0, 0)),
+            png_pack(b'IDAT', zlib.compress(raw_data, 9)),
+            png_pack(b'IEND', b''),
+        ]
+    )
+
+    return png_bytes
+
+
+def _pillow_image_to_buffer(image, image_format: str) -> bytes:
+    img_byte_arr = io.BytesIO()
+    image.save(img_byte_arr, format=image_format)
+    img_byte_arr = img_byte_arr.getvalue()
+    return img_byte_arr
+
+
+def _move_channel_axis(
+    tensor: np.ndarray, original_channel_axis: int = -1, target_channel_axis: int = -1
+) -> np.ndarray:
+    """Moves channel axis around."""
+    if original_channel_axis != target_channel_axis:
+        tensor = np.moveaxis(tensor, original_channel_axis, target_channel_axis)
+    return tensor
+
+
+def _to_image_tensor(
+    source: Union[str, bytes, io.BytesIO],
+    width: Optional[int] = None,
+    height: Optional[int] = None,
+) -> 'np.ndarray':
+    """
+    Convert an image blob to tensor
+
+    :param source: binary blob or file path
+    :param width: the width of the image tensor.
+    :param height: the height of the tensor.
+    :return: image tensor
+    """
+    from PIL import Image as PILImage
 
-        return np.zeros((3, 224, 224))
+    raw_img = PILImage.open(source)
+    if width or height:
+        new_width = width or raw_img.width
+        new_height = height or raw_img.height
+        raw_img = raw_img.resize((new_width, new_height))
+    try:
+        return np.array(raw_img.convert('RGB'))
+    except Exception:
+        return np.array(raw_img)
diff --git a/poetry.lock b/poetry.lock
index 88db66d8d36..a572d81659c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -946,6 +946,18 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pillow"
+version = "9.3.0"
+description = "Python Imaging Library (Fork)"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
 [[package]]
 name = "pkgutil-resolve-name"
 version = "1.3.10"
@@ -1474,7 +1486,7 @@ torch = ["torch"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "9f20e49f31a6f56c379c1dca4b3a327dabff31cf217980ca9731deea7a4b821c"
+content-hash = "41997bd5805db5d7cad13226d7f0867fad81fcb194ffc5b68ed1d77623f80f68"
 
 [metadata.files]
 anyio = [
@@ -1961,6 +1973,69 @@ pickleshare = [
     {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
     {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
 ]
+pillow = [
+    {file = "Pillow-9.3.0-1-cp37-cp37m-win32.whl", hash = "sha256:e6ea6b856a74d560d9326c0f5895ef8050126acfdc7ca08ad703eb0081e82b74"},
+    {file = "Pillow-9.3.0-1-cp37-cp37m-win_amd64.whl", hash = "sha256:32a44128c4bdca7f31de5be641187367fe2a450ad83b833ef78910397db491aa"},
+    {file = "Pillow-9.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:0b7257127d646ff8676ec8a15520013a698d1fdc48bc2a79ba4e53df792526f2"},
+    {file = "Pillow-9.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b90f7616ea170e92820775ed47e136208e04c967271c9ef615b6fbd08d9af0e3"},
+    {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68943d632f1f9e3dce98908e873b3a090f6cba1cbb1b892a9e8d97c938871fbe"},
+    {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:be55f8457cd1eac957af0c3f5ece7bc3f033f89b114ef30f710882717670b2a8"},
+    {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d77adcd56a42d00cc1be30843d3426aa4e660cab4a61021dc84467123f7a00c"},
+    {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:829f97c8e258593b9daa80638aee3789b7df9da5cf1336035016d76f03b8860c"},
+    {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:801ec82e4188e935c7f5e22e006d01611d6b41661bba9fe45b60e7ac1a8f84de"},
+    {file = "Pillow-9.3.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:871b72c3643e516db4ecf20efe735deb27fe30ca17800e661d769faab45a18d7"},
+    {file = "Pillow-9.3.0-cp310-cp310-win32.whl", hash = "sha256:655a83b0058ba47c7c52e4e2df5ecf484c1b0b0349805896dd350cbc416bdd91"},
+    {file = "Pillow-9.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:9f47eabcd2ded7698106b05c2c338672d16a6f2a485e74481f524e2a23c2794b"},
+    {file = "Pillow-9.3.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:57751894f6618fd4308ed8e0c36c333e2f5469744c34729a27532b3db106ee20"},
+    {file = "Pillow-9.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7db8b751ad307d7cf238f02101e8e36a128a6cb199326e867d1398067381bff4"},
+    {file = "Pillow-9.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3033fbe1feb1b59394615a1cafaee85e49d01b51d54de0cbf6aa8e64182518a1"},
+    {file = "Pillow-9.3.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:22b012ea2d065fd163ca096f4e37e47cd8b59cf4b0fd47bfca6abb93df70b34c"},
+    {file = "Pillow-9.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9a65733d103311331875c1dca05cb4606997fd33d6acfed695b1232ba1df193"},
+    {file = "Pillow-9.3.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:502526a2cbfa431d9fc2a079bdd9061a2397b842bb6bc4239bb176da00993812"},
+    {file = "Pillow-9.3.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:90fb88843d3902fe7c9586d439d1e8c05258f41da473952aa8b328d8b907498c"},
+    {file = "Pillow-9.3.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:89dca0ce00a2b49024df6325925555d406b14aa3efc2f752dbb5940c52c56b11"},
+    {file = "Pillow-9.3.0-cp311-cp311-win32.whl", hash = "sha256:3168434d303babf495d4ba58fc22d6604f6e2afb97adc6a423e917dab828939c"},
+    {file = "Pillow-9.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:18498994b29e1cf86d505edcb7edbe814d133d2232d256db8c7a8ceb34d18cef"},
+    {file = "Pillow-9.3.0-cp37-cp37m-macosx_10_10_x86_64.whl", hash = "sha256:772a91fc0e03eaf922c63badeca75e91baa80fe2f5f87bdaed4280662aad25c9"},
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 pkgutil-resolve-name = [
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diff --git a/pyproject.toml b/pyproject.toml
index 1ed1d039fea..e998519fe27 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,6 +11,7 @@ pydantic = "^1.10.2"
 numpy = "^1.23.4"
 protobuf = { version = "^4.21.9", optional = true }
 torch = { version = "^1.0.0", optional = true }
+pillow = {version = "^9.3.0", extras = ["image"]}
 
 [tool.poetry.extras]
 common = ["protobuf"]
diff --git a/tests/toydata/cube.ply b/tests/toydata/cube.ply
new file mode 100644
index 00000000000..681156a7fc4
--- /dev/null
+++ b/tests/toydata/cube.ply
@@ -0,0 +1,24 @@
+ply
+format ascii 1.0
+comment created by platoply
+element vertex 8
+property float32 x
+property float32 y
+property float32 z
+element face 6
+property list uint8 int32 vertex_indices
+end_header
+-1 -1 -1 
+1 -1 -1 
+1 1 -1 
+-1 1 -1 
+-1 -1 1 
+1 -1 1 
+1 1 1 
+-1 1 1 
+4 0 1 2 3 
+4 5 4 7 6 
+4 6 2 1 5 
+4 3 7 4 0 
+4 7 3 2 6 
+4 5 1 0 4 
diff --git a/tests/toydata/docs.csv b/tests/toydata/docs.csv
new file mode 100644
index 00000000000..e01131614fc
--- /dev/null
+++ b/tests/toydata/docs.csv
@@ -0,0 +1,3 @@
+source,url,question,answer,wrong_answer
+testsrc,https://jina.ai,What are the symptoms?,Symptoms ...,As cases ...
+testsrc,https://jina.ai,When should I get tested?,Your doctor ...,If you ...
diff --git a/tests/toydata/docs.jsonlines b/tests/toydata/docs.jsonlines
new file mode 100644
index 00000000000..58b3fbfe534
--- /dev/null
+++ b/tests/toydata/docs.jsonlines
@@ -0,0 +1,2 @@
+{"text": "a"}
+{"text": "b"}
diff --git a/tests/toydata/docs_groundtruth.jsonlines b/tests/toydata/docs_groundtruth.jsonlines
new file mode 100644
index 00000000000..d34b0083853
--- /dev/null
+++ b/tests/toydata/docs_groundtruth.jsonlines
@@ -0,0 +1,2 @@
+{"document": {"text": "a"}, "groundtruth": {"text": "b"}}
+{"document": {"text": "c"}, "groundtruth": {"text": "d"}}
diff --git a/tests/toydata/hello.wav b/tests/toydata/hello.wav
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diff --git a/tests/toydata/mov_bbb.mp4 b/tests/toydata/mov_bbb.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0a4dd5b4017139bbdb24fc28433c594ebfe2d435
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HcmV?d00001

diff --git a/tests/toydata/tetrahedron.mtl b/tests/toydata/tetrahedron.mtl
new file mode 100644
index 00000000000..1bccd4474e4
--- /dev/null
+++ b/tests/toydata/tetrahedron.mtl
@@ -0,0 +1,22 @@
+
+newmtl red
+Ka 0.4449 0.0000 0.0000
+Kd 0.7714 0.0000 0.0000
+Ks 0.8857 0.0000 0.0000
+illum 2
+Ns 136.4300
+
+newmtl lime
+Ka 0.0000 0.5000 0.0000
+Kd 0.0000 1.0000 0.0000
+Ks 0.0000 0.5000 0.0000
+illum 2
+Ns 65.8900
+
+newmtl gold
+Ka 0.5265 0.2735 0.0122
+Kd 1.0000 0.5184 0.0286
+Ks 0.3000 0.3000 0.3000
+illum 2
+Ns 123.2600
+
diff --git a/tests/toydata/tetrahedron.obj b/tests/toydata/tetrahedron.obj
new file mode 100644
index 00000000000..40347bad7b7
--- /dev/null
+++ b/tests/toydata/tetrahedron.obj
@@ -0,0 +1,20 @@
+# tetrahedron.obj 
+#
+ 
+mtllib tetrahedron.mtl
+
+g tetrahedron
+ 
+v 1.00 1.00 1.00
+v 2.00 1.00 1.00
+v 1.00 2.00 1.00
+v 1.00 1.00 2.00
+
+usemtl lime
+f 1 3 2
+usemtl gold
+f 1 4 3
+usemtl lime
+f 1 2 4
+usemtl red
+f 2 3 4
diff --git a/tests/units/typing/url/test_image_url.py b/tests/units/typing/url/test_image_url.py
index 37fcf525d23..fc01bcb26dd 100644
--- a/tests/units/typing/url/test_image_url.py
+++ b/tests/units/typing/url/test_image_url.py
@@ -1,11 +1,27 @@
+import os
+import urllib
+
 import numpy as np
+import pytest
 from pydantic.tools import parse_obj_as
 
 from docarray.typing import ImageUrl
 
+CUR_DIR = os.path.dirname(os.path.abspath(__file__))
+PATH_TO_IMAGE_DATA = os.path.join(CUR_DIR, '..', '..', '..', 'toydata', 'image-data')
+IMAGE_PATHS = {
+    'png': os.path.join(PATH_TO_IMAGE_DATA, 'so_good.png'),
+    'jpg': os.path.join(PATH_TO_IMAGE_DATA, '05984.jpg'),
+    'jpeg': os.path.join(PATH_TO_IMAGE_DATA, '05984-2.jpeg'),
+}
+REMOTE_JPG = (
+    'https://upload.wikimedia.org/wikipedia/commons/8/80/'
+    'Dag_Sebastian_Ahlander_at_G%C3%B6teborg_Book_Fair_2012b.jpg'
+)
+
 
 def test_image_url():
-    uri = parse_obj_as(ImageUrl, 'http://jina.ai/img.png')
+    uri = parse_obj_as(ImageUrl, REMOTE_JPG)
 
     tensor = uri.load()
 
@@ -14,6 +30,87 @@ def test_image_url():
 
 def test_proto_image_url():
 
-    uri = parse_obj_as(ImageUrl, 'http://jina.ai/img.png')
+    uri = parse_obj_as(ImageUrl, REMOTE_JPG)
 
     uri._to_node_protobuf()
+
+
+@pytest.mark.parametrize(
+    'image_format,path_to_img',
+    [
+        ('png', IMAGE_PATHS['png']),
+        ('jpg', IMAGE_PATHS['jpg']),
+        ('jpeg', IMAGE_PATHS['jpeg']),
+        ('remote-jpg', REMOTE_JPG),
+    ],
+)
+def test_load(image_format, path_to_img):
+    url = parse_obj_as(ImageUrl, path_to_img)
+    tensor = url.load()
+    assert isinstance(tensor, np.ndarray)
+
+
+@pytest.mark.parametrize(
+    'image_format,path_to_img',
+    [
+        ('png', IMAGE_PATHS['png']),
+        ('jpg', IMAGE_PATHS['jpg']),
+        ('jpeg', IMAGE_PATHS['jpeg']),
+        ('remote-jpg', REMOTE_JPG),
+    ],
+)
+@pytest.mark.parametrize('width,height', [(224, None), (None, 224), (224, 224)])
+def test_load_width_height(image_format, path_to_img, width, height):
+    url = parse_obj_as(ImageUrl, path_to_img)
+    tensor = url.load(width=width, height=height)
+    assert isinstance(tensor, np.ndarray)
+
+    shape = tensor.shape
+    if width:
+        assert shape[1] == width
+    if height:
+        assert shape[0] == height
+
+
+@pytest.mark.parametrize(
+    'image_format,path_to_img',
+    [
+        ('png', IMAGE_PATHS['png']),
+        ('jpg', IMAGE_PATHS['jpg']),
+        ('jpeg', IMAGE_PATHS['jpeg']),
+        ('remote-jpg', REMOTE_JPG),
+    ],
+)
+@pytest.mark.parametrize('channel_axis', [0, 1, 2, -1])
+def test_load_channel_axis(image_format, path_to_img, channel_axis):
+    url = parse_obj_as(ImageUrl, path_to_img)
+    tensor = url.load(channel_axis=channel_axis)
+    assert isinstance(tensor, np.ndarray)
+
+    shape = tensor.shape
+    assigned_channel_axis = 2 if channel_axis == -1 else channel_axis
+    assert shape[assigned_channel_axis] == 3
+
+
+def test_load_timeout():
+    url = parse_obj_as(ImageUrl, REMOTE_JPG)
+    with pytest.raises(urllib.error.URLError):
+        _ = url.load(timeout=0.001)
+
+
+@pytest.mark.parametrize(
+    'image_format,path_to_img',
+    [
+        ('png', IMAGE_PATHS['png']),
+        ('jpg', IMAGE_PATHS['jpg']),
+        ('jpeg', IMAGE_PATHS['jpeg']),
+        ('jpg', REMOTE_JPG),
+    ],
+)
+def test_load_to_bytes(image_format, path_to_img):
+    url = parse_obj_as(ImageUrl, path_to_img)
+    _bytes = url.load_to_bytes()
+    assert isinstance(_bytes, bytes)
+
+
+# TODO(johannes) test to_bytes more thoroughly

From d14d4afa169721bdb0ebc1d8072532f8bb9d674c Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Thu, 17 Nov 2022 18:19:32 +0100
Subject: [PATCH 13/21] feat: add new type for image urls

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/helper.py    | 37 --------------------------------
 docarray/typing/url/image_url.py |  4 ++--
 poetry.lock                      | 14 +++++++++++-
 pyproject.toml                   |  1 +
 4 files changed, 16 insertions(+), 40 deletions(-)

diff --git a/docarray/typing/url/helper.py b/docarray/typing/url/helper.py
index b68e9aa3196..31979c81828 100644
--- a/docarray/typing/url/helper.py
+++ b/docarray/typing/url/helper.py
@@ -32,43 +32,6 @@ def _get_file_context(file):
     return file_ctx
 
 
-def _to_datauri(
-    mimetype, data, charset: str = 'utf-8', base64: bool = False, binary: bool = True
-) -> str:
-    """
-    Convert data to data URI.
-
-    :param mimetype: MIME types (e.g. 'text/plain','image/png' etc.)
-    :param data: Data representations.
-    :param charset: Charset may be any character set registered with IANA
-    :param base64: Used to encode arbitrary octet sequences into a form that satisfies
-        the rules of 7bit. Designed to be efficient for non-text 8 bit and binary data.
-        Sometimes used for text data that frequently uses non-US-ASCII characters.
-    :param binary: True if from binary data False for other data (e.g. text)
-    :return: URI data
-    """
-    parts = ['data:', mimetype]
-    if charset is not None:
-        parts.extend([';charset=', charset])
-    if base64:
-        parts.append(';base64')
-        from base64 import encodebytes as encode64
-
-        if binary:
-            encoded_data = encode64(data).decode(charset).replace('\n', '').strip()
-        else:
-            encoded_data = encode64(data).strip()
-    else:
-        from urllib.parse import quote, quote_from_bytes
-
-        if binary:
-            encoded_data = quote_from_bytes(data)
-        else:
-            encoded_data = quote(data)
-    parts.extend([',', encoded_data])
-    return ''.join(parts)
-
-
 def _is_uri(value: str) -> bool:
     scheme = urllib.parse.urlparse(value).scheme
     return (
diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 8f32d53d19e..0bf1811d86e 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -153,8 +153,8 @@ def png_pack(png_tag, data):
 def _pillow_image_to_buffer(image, image_format: str) -> bytes:
     img_byte_arr = io.BytesIO()
     image.save(img_byte_arr, format=image_format)
-    img_byte_arr = img_byte_arr.getvalue()
-    return img_byte_arr
+    img_bytes = img_byte_arr.getvalue()
+    return img_bytes
 
 
 def _move_channel_axis(
diff --git a/poetry.lock b/poetry.lock
index a572d81659c..b5595a32ffa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1381,6 +1381,14 @@ python-versions = ">=3.7"
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest"]
 
+[[package]]
+name = "types-pillow"
+version = "9.3.0.1"
+description = "Typing stubs for Pillow"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "types-protobuf"
 version = "3.20.4.5"
@@ -1486,7 +1494,7 @@ torch = ["torch"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "41997bd5805db5d7cad13226d7f0867fad81fcb194ffc5b68ed1d77623f80f68"
+content-hash = "0201f4bdbde6e9967c2e3c780af1848d148b502f5d8ae098ffead54c2df3d6bc"
 
 [metadata.files]
 anyio = [
@@ -2434,6 +2442,10 @@ traitlets = [
     {file = "traitlets-5.5.0-py3-none-any.whl", hash = "sha256:1201b2c9f76097195989cdf7f65db9897593b0dfd69e4ac96016661bb6f0d30f"},
     {file = "traitlets-5.5.0.tar.gz", hash = "sha256:b122f9ff2f2f6c1709dab289a05555be011c87828e911c0cf4074b85cb780a79"},
 ]
+types-pillow = [
+    {file = "types-Pillow-9.3.0.1.tar.gz", hash = "sha256:f3b7cada3fa496c78d75253c6b1f07a843d625f42e5639b320a72acaff6f7cfb"},
+    {file = "types_Pillow-9.3.0.1-py3-none-any.whl", hash = "sha256:79837755fe9659f29efd1016e9903ac4a500e0c73260483f07296bd6ca47668b"},
+]
 types-protobuf = [
     {file = "types-protobuf-3.20.4.5.tar.gz", hash = "sha256:e9b45008d106e1d10cc77a29d2d344b85c0f01e2e643aaccf32f69e9e81b0cdd"},
     {file = "types_protobuf-3.20.4.5-py3-none-any.whl", hash = "sha256:97af5ce70d890fdb94cb0c906f5a6624ca2fef58bc04e27990a25509e992a950"},
diff --git a/pyproject.toml b/pyproject.toml
index e998519fe27..fc293d5e378 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,6 +12,7 @@ numpy = "^1.23.4"
 protobuf = { version = "^4.21.9", optional = true }
 torch = { version = "^1.0.0", optional = true }
 pillow = {version = "^9.3.0", extras = ["image"]}
+types-pillow = {version = "^9.3.0.1", extras = ["image"]}
 
 [tool.poetry.extras]
 common = ["protobuf"]

From 3b6d5b96ca3c4c1959795a3130d4bfd9d13ddc2c Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 13:40:17 +0100
Subject: [PATCH 14/21] test: add real existing url to test

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 tests/integrations/predefined_document/test_image.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/tests/integrations/predefined_document/test_image.py b/tests/integrations/predefined_document/test_image.py
index e1de2b020a0..f0e8cc50886 100644
--- a/tests/integrations/predefined_document/test_image.py
+++ b/tests/integrations/predefined_document/test_image.py
@@ -1,12 +1,16 @@
 import numpy as np
 
 from docarray import Image
-from docarray.typing import Tensor
+
+REMOTE_JPG = (
+    'https://upload.wikimedia.org/wikipedia/commons/8/80/'
+    'Dag_Sebastian_Ahlander_at_G%C3%B6teborg_Book_Fair_2012b.jpg'
+)
 
 
 def test_image():
 
-    image = Image(uri='http://jina.ai')
+    image = Image(uri=REMOTE_JPG)
 
     image.tensor = image.uri.load()
 

From ba8adf0901e14082953dcc3e926031bac509894e Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 16:46:40 +0100
Subject: [PATCH 15/21] test: test output of image buffer loading

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/image_url.py         | 7 +++++--
 tests/units/typing/url/test_image_url.py | 9 +++++----
 2 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 0bf1811d86e..4fca3ebbb1b 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -1,6 +1,6 @@
 import io
 import struct
-from typing import Optional, Union
+from typing import TYPE_CHECKING, Optional, Union
 
 import numpy as np
 
@@ -8,6 +8,9 @@
 from docarray.typing.url.any_url import AnyUrl
 from docarray.typing.url.helper import _uri_to_blob
 
+if TYPE_CHECKING:
+    import PIL
+
 IMAGE_FILE_FORMATS = ('png', 'jpeg', 'jpg')
 
 
@@ -150,7 +153,7 @@ def png_pack(png_tag, data):
     return png_bytes
 
 
-def _pillow_image_to_buffer(image, image_format: str) -> bytes:
+def _pillow_image_to_buffer(image: 'PIL.Image.Image', image_format: str) -> bytes:
     img_byte_arr = io.BytesIO()
     image.save(img_byte_arr, format=image_format)
     img_bytes = img_byte_arr.getvalue()
diff --git a/tests/units/typing/url/test_image_url.py b/tests/units/typing/url/test_image_url.py
index fc01bcb26dd..11ff261fb9f 100644
--- a/tests/units/typing/url/test_image_url.py
+++ b/tests/units/typing/url/test_image_url.py
@@ -2,6 +2,7 @@
 import urllib
 
 import numpy as np
+import PIL
 import pytest
 from pydantic.tools import parse_obj_as
 
@@ -108,9 +109,9 @@ def test_load_timeout():
     ],
 )
 def test_load_to_bytes(image_format, path_to_img):
+    w, h = 224, 224
     url = parse_obj_as(ImageUrl, path_to_img)
-    _bytes = url.load_to_bytes()
+    _bytes = url.load_to_bytes(width=w, height=h)
     assert isinstance(_bytes, bytes)
-
-
-# TODO(johannes) test to_bytes more thoroughly
+    img = PIL.Image.frombytes(mode='1', size=(w, h), data=_bytes)
+    assert isinstance(img, PIL.Image.Image)

From 75a440cb23b1fdfda8ce917c4d5c0d44f0fb9108 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 17:11:16 +0100
Subject: [PATCH 16/21] feat: add validation for image url

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/image_url.py         | 23 +++++++++++++++++++++--
 tests/units/typing/url/test_image_url.py | 22 ++++++++++++++++++++++
 2 files changed, 43 insertions(+), 2 deletions(-)

diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 4fca3ebbb1b..98f74c9e76b 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -1,6 +1,6 @@
 import io
 import struct
-from typing import TYPE_CHECKING, Optional, Union
+from typing import TYPE_CHECKING, Any, Optional, Type, TypeVar, Union
 
 import numpy as np
 
@@ -10,6 +10,10 @@
 
 if TYPE_CHECKING:
     import PIL
+    from pydantic import BaseConfig
+    from pydantic.fields import ModelField
+
+T = TypeVar('T', bound='ImageUrl')
 
 IMAGE_FILE_FORMATS = ('png', 'jpeg', 'jpg')
 
@@ -24,7 +28,22 @@ def _to_node_protobuf(self) -> NodeProto:
         """
         return NodeProto(image_url=str(self))
 
-    # TODO(johannes) add validation for image URI
+    @classmethod
+    def validate(
+        cls: Type[T],
+        value: Union[T, np.ndarray, Any],
+        field: 'ModelField',
+        config: 'BaseConfig',
+    ) -> T:
+
+        url = super().validate(value, field, config)  # basic url validation
+        has_image_extension = any(url.endswith(ext) for ext in IMAGE_FILE_FORMATS)
+        if not has_image_extension:
+            raise ValueError(
+                f'Image URL must have one of the following extensions:'
+                f'{IMAGE_FILE_FORMATS}'
+            )
+        return cls(str(url), scheme=None)
 
     def load(
         self,
diff --git a/tests/units/typing/url/test_image_url.py b/tests/units/typing/url/test_image_url.py
index 11ff261fb9f..398bda3b406 100644
--- a/tests/units/typing/url/test_image_url.py
+++ b/tests/units/typing/url/test_image_url.py
@@ -115,3 +115,25 @@ def test_load_to_bytes(image_format, path_to_img):
     assert isinstance(_bytes, bytes)
     img = PIL.Image.frombytes(mode='1', size=(w, h), data=_bytes)
     assert isinstance(img, PIL.Image.Image)
+
+
+@pytest.mark.parametrize(
+    'image_format,path_to_img',
+    [
+        ('png', IMAGE_PATHS['png']),
+        ('jpg', IMAGE_PATHS['jpg']),
+        ('jpeg', IMAGE_PATHS['jpeg']),
+        ('jpg', REMOTE_JPG),
+        ('illegal', 'illegal'),
+        ('illegal', 'https://www.google.com'),
+        ('illegal', 'my/local/text/file.txt'),
+    ],
+)
+def test_validation(image_format, path_to_img):
+    if image_format == 'illegal':
+        with pytest.raises(ValueError):
+            parse_obj_as(ImageUrl, path_to_img)
+    else:
+        url = parse_obj_as(ImageUrl, path_to_img)
+        assert isinstance(url, ImageUrl)
+        assert isinstance(url, str)

From 5b90769396f93157a8d57c0aff60fa79f2c58ba0 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 19:22:22 +0100
Subject: [PATCH 17/21] feat: specify image axis permutation

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/image_url.py         | 26 +++++++++---------------
 tests/units/typing/url/test_image_url.py | 21 ++++++++++++++-----
 2 files changed, 26 insertions(+), 21 deletions(-)

diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 98f74c9e76b..08c4ee53f4a 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -1,6 +1,6 @@
 import io
 import struct
-from typing import TYPE_CHECKING, Any, Optional, Type, TypeVar, Union
+from typing import TYPE_CHECKING, Any, Optional, Tuple, Type, TypeVar, Union
 
 import numpy as np
 
@@ -49,7 +49,7 @@ def load(
         self,
         width: Optional[int] = None,
         height: Optional[int] = None,
-        channel_axis: int = -1,
+        axis_layout: Tuple[str, str, str] = ('H', 'W', 'C'),
         timeout: Optional[float] = None,
     ) -> np.ndarray:
         """
@@ -57,19 +57,16 @@ def load(
 
         :param width: width of the image tensor.
         :param height: height of the image tensor.
-        :param channel_axis: axis where to put the image color channel;
-            ``-1`` indicates the color channel info at the last axis
+        :param axis_layout: ordering of the different image axes.
+            'H' = height, 'W' = width, 'C' = color channel
         :param timeout: timeout (sec) for urlopen network request.
             Only relevant if URL is not local
         :return: np.ndarray representing the image as RGB values
         """
-        # TODO(johannes) the axis argument is confusing, because it if it is not -1,
-        #  it is unclear where width and height end up
-        # instead we should allow the user to pass an axis for width, height, and axis
 
         buffer = _uri_to_blob(self, timeout=timeout)
         tensor = _to_image_tensor(io.BytesIO(buffer), width=width, height=height)
-        return _move_channel_axis(tensor, target_channel_axis=channel_axis)
+        return _move_channel_axis(tensor, axis_layout=axis_layout)
 
     def load_to_bytes(
         self,
@@ -88,10 +85,7 @@ def load_to_bytes(
             Only relevant if URL is not local
         :return: The image as bytes (buffer).
         """
-        channel_axis = -1
-        image_tensor = self.load(
-            width=width, height=height, channel_axis=channel_axis, timeout=timeout
-        )
+        image_tensor = self.load(width=width, height=height, timeout=timeout)
         return _image_tensor_to_bytes(image_tensor, image_format=image_format)
 
 
@@ -180,12 +174,12 @@ def _pillow_image_to_buffer(image: 'PIL.Image.Image', image_format: str) -> byte
 
 
 def _move_channel_axis(
-    tensor: np.ndarray, original_channel_axis: int = -1, target_channel_axis: int = -1
+    tensor: np.ndarray, axis_layout: Tuple[str, str, str] = ('H', 'W', 'C')
 ) -> np.ndarray:
     """Moves channel axis around."""
-    if original_channel_axis != target_channel_axis:
-        tensor = np.moveaxis(tensor, original_channel_axis, target_channel_axis)
-    return tensor
+    channel_to_offset = {'H': 0, 'W': 1, 'C': 2}
+    permutation = tuple(channel_to_offset[axis] for axis in axis_layout)
+    return np.transpose(tensor, permutation)
 
 
 def _to_image_tensor(
diff --git a/tests/units/typing/url/test_image_url.py b/tests/units/typing/url/test_image_url.py
index 398bda3b406..22280398358 100644
--- a/tests/units/typing/url/test_image_url.py
+++ b/tests/units/typing/url/test_image_url.py
@@ -82,15 +82,26 @@ def test_load_width_height(image_format, path_to_img, width, height):
         ('remote-jpg', REMOTE_JPG),
     ],
 )
-@pytest.mark.parametrize('channel_axis', [0, 1, 2, -1])
-def test_load_channel_axis(image_format, path_to_img, channel_axis):
+@pytest.mark.parametrize(
+    'axis_layout',
+    [
+        ('H', 'W', 'C'),
+        ('H', 'C', 'W'),
+        ('C', 'H', 'W'),
+        ('C', 'W', 'H'),
+        ('W', 'C', 'H'),
+        ('W', 'H', 'C'),
+    ],
+)
+def test_load_channel_axis(image_format, path_to_img, axis_layout):
+    sizes = {'H': 100, 'W': 200, 'C': 3}
     url = parse_obj_as(ImageUrl, path_to_img)
-    tensor = url.load(channel_axis=channel_axis)
+    tensor = url.load(axis_layout=axis_layout, height=sizes['H'], width=sizes['W'])
     assert isinstance(tensor, np.ndarray)
 
     shape = tensor.shape
-    assigned_channel_axis = 2 if channel_axis == -1 else channel_axis
-    assert shape[assigned_channel_axis] == 3
+    for axis, axis_name in enumerate(axis_layout):
+        assert shape[axis] == sizes[axis_name]
 
 
 def test_load_timeout():

From 289ee15fd9dfe612ab61fbd202590b41ff5a3dc7 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 19:40:27 +0100
Subject: [PATCH 18/21] docs: add docstrings

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/image_url.py | 55 ++++++++++++++++++++++++++++++++
 1 file changed, 55 insertions(+)

diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 08c4ee53f4a..45b567cb563 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -19,6 +19,11 @@
 
 
 class ImageUrl(AnyUrl):
+    """ "
+    URL to a .png, .jpeg, or .jpg file.
+    Cane be remote (web) URL, or a local file path.
+    """
+
     def _to_node_protobuf(self) -> NodeProto:
         """Convert Document into a NodeProto protobuf message. This function should
         be called when the Document is nested into another Document that need to
@@ -55,6 +60,35 @@ def load(
         """
         Load the data from the url into a numpy.ndarray image tensor
 
+        EXAMPLE USAGE
+
+        .. code-block:: python
+
+            from docarray import Document
+            from docarray.typing import ImageUrl
+            import numpy as np
+
+
+            class MyDoc(Document):
+                img_url: ImageUrl
+
+
+            doc = MyDoc(
+                img_url="https://upload.wikimedia.org/wikipedia/commons/8/80/"
+                "Dag_Sebastian_Ahlander_at_G%C3%B6teborg_Book_Fair_2012b.jpg"
+            )
+
+            img_tensor = doc.img_url.load()
+            assert isinstance(img_tensor, np.ndarray)
+
+            img_tensor = doc.img_url.load(height=224, width=224)
+            assert img_tensor.shape == (224, 224, 3)
+
+            layout = ("C", "W", "H")
+            img_tensor = doc.img_url.load(height=100, width=200, axis_layout=layout)
+            assert img_tensor.shape == (3, 200, 100)
+
+
         :param width: width of the image tensor.
         :param height: height of the image tensor.
         :param axis_layout: ordering of the different image axes.
@@ -77,6 +111,27 @@ def load_to_bytes(
     ) -> bytes:
         """Load image at URL to bytes (buffer).
 
+        EXAMPLE USAGE
+
+        .. code-block:: python
+
+            from docarray import Document
+            from docarray.typing import ImageUrl
+            import numpy as np
+
+
+            class MyDoc(Document):
+                img_url: ImageUrl
+
+
+            doc = MyDoc(
+                img_url="https://upload.wikimedia.org/wikipedia/commons/8/80/"
+                "Dag_Sebastian_Ahlander_at_G%C3%B6teborg_Book_Fair_2012b.jpg"
+            )
+
+            img_tensor = doc.img_url.load_to_bytes(image_format='jpg')
+            assert isinstance(img_tensor, bytes)
+
         :param image_format: File format of the file located the the url.
             Supported formats are `png`, `jpg`, and `jpeg`.
         :param width: Before converting to bytes, resize the image to this width.

From f8a81295e2d4a45d9f7875bf775726fcac6ca719 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 19:41:33 +0100
Subject: [PATCH 19/21] docs: make strings uniform

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/typing/url/image_url.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docarray/typing/url/image_url.py b/docarray/typing/url/image_url.py
index 45b567cb563..161fa5ecf0f 100644
--- a/docarray/typing/url/image_url.py
+++ b/docarray/typing/url/image_url.py
@@ -84,7 +84,7 @@ class MyDoc(Document):
             img_tensor = doc.img_url.load(height=224, width=224)
             assert img_tensor.shape == (224, 224, 3)
 
-            layout = ("C", "W", "H")
+            layout = ('C', 'W', 'H')
             img_tensor = doc.img_url.load(height=100, width=200, axis_layout=layout)
             assert img_tensor.shape == (3, 200, 100)
 

From 4512286a0f0c523cf635f752014c19497847eea0 Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Fri, 18 Nov 2022 19:45:39 +0100
Subject: [PATCH 20/21] test: pass valid url as imageurl

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 tests/integrations/typing/test_typing_proto.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/integrations/typing/test_typing_proto.py b/tests/integrations/typing/test_typing_proto.py
index d95a1bfaf36..4b93ee01eff 100644
--- a/tests/integrations/typing/test_typing_proto.py
+++ b/tests/integrations/typing/test_typing_proto.py
@@ -19,7 +19,7 @@ class Mymmdoc(Document):
         torch_tensor=torch.zeros((3, 224, 224)),
         embedding=np.zeros((100, 1)),
         any_url='http://jina.ai',
-        image_url='http://jina.ai',
+        image_url='http://jina.ai/bla.jpg',
     )
 
     new_doc = AnyDocument.from_protobuf(doc.to_protobuf())

From e4027d6eea89019de0002952f3766f4a230fe35f Mon Sep 17 00:00:00 2001
From: Johannes Messner <messnerjo@gmail.com>
Date: Sun, 20 Nov 2022 18:38:53 +0100
Subject: [PATCH 21/21] feat: add texturi type

Signed-off-by: Johannes Messner <messnerjo@gmail.com>
---
 docarray/document/mixins/proto.py             |  12 +-
 docarray/proto/docarray.proto                 |   6 +-
 docarray/proto/pb2/docarray_pb2.py            |  38 +++---
 docarray/typing/__init__.py                   |   4 +-
 docarray/typing/url/__init__.py               |   3 +-
 docarray/typing/url/text_url.py               |  91 +++++++++++++
 .../integrations/typing/test_typing_proto.py  |   4 +-
 tests/toydata/penal_colony.txt                | 123 ++++++++++++++++++
 tests/units/typing/url/test_text_url.py       |  45 +++++++
 9 files changed, 301 insertions(+), 25 deletions(-)
 create mode 100644 docarray/typing/url/text_url.py
 create mode 100644 tests/toydata/penal_colony.txt
 create mode 100644 tests/units/typing/url/test_text_url.py

diff --git a/docarray/document/mixins/proto.py b/docarray/document/mixins/proto.py
index aaa3e6157dc..a560dd61a0d 100644
--- a/docarray/document/mixins/proto.py
+++ b/docarray/document/mixins/proto.py
@@ -5,7 +5,15 @@
 from docarray.document.abstract_document import AbstractDocument
 from docarray.document.base_node import BaseNode
 from docarray.proto import DocumentProto, NodeProto
-from docarray.typing import ID, AnyUrl, Embedding, ImageUrl, Tensor, TorchTensor
+from docarray.typing import (
+    ID,
+    AnyUrl,
+    Embedding,
+    ImageUrl,
+    Tensor,
+    TextUrl,
+    TorchTensor,
+)
 
 T = TypeVar('T', bound='ProtoMixin')
 
@@ -35,6 +43,8 @@ def from_protobuf(cls: Type[T], pb_msg: 'DocumentProto') -> T:
                 fields[field] = parse_obj_as(AnyUrl, value.any_url)
             elif content_type == 'image_url':
                 fields[field] = parse_obj_as(ImageUrl, value.image_url)
+            elif content_type == 'text_url':
+                fields[field] = parse_obj_as(TextUrl, value.text_url)
             elif content_type == 'id':
                 fields[field] = parse_obj_as(ID, value.id)
             elif content_type == 'text':
diff --git a/docarray/proto/docarray.proto b/docarray/proto/docarray.proto
index c2042faa06d..747cd7bf203 100644
--- a/docarray/proto/docarray.proto
+++ b/docarray/proto/docarray.proto
@@ -53,9 +53,11 @@ message NodeProto {
 
     string image_url = 8;
 
-    string id = 9;
+    string text_url = 9;
 
-    NdArrayProto torch_tensor = 10;
+    string id = 10;
+
+    NdArrayProto torch_tensor = 11;
 
   }
 
diff --git a/docarray/proto/pb2/docarray_pb2.py b/docarray/proto/pb2/docarray_pb2.py
index 92b08173189..f7813a5c4c3 100644
--- a/docarray/proto/pb2/docarray_pb2.py
+++ b/docarray/proto/pb2/docarray_pb2.py
@@ -2,10 +2,11 @@
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
 # source: docarray.proto
 """Generated protocol buffer code."""
-from google.protobuf.internal import builder as _builder
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
 from google.protobuf import symbol_database as _symbol_database
+from google.protobuf.internal import builder as _builder
+
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -13,26 +14,27 @@
 
 from google.protobuf import struct_pb2 as google_dot_protobuf_dot_struct__pb2
 
-
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0e\x64ocarray.proto\x12\x08\x64ocarray\x1a\x1cgoogle/protobuf/struct.proto\"A\n\x11\x44\x65nseNdArrayProto\x12\x0e\n\x06\x62uffer\x18\x01 \x01(\x0c\x12\r\n\x05shape\x18\x02 \x03(\r\x12\r\n\x05\x64type\x18\x03 \x01(\t\"g\n\x0cNdArrayProto\x12*\n\x05\x64\x65nse\x18\x01 \x01(\x0b\x32\x1b.docarray.DenseNdArrayProto\x12+\n\nparameters\x18\x02 \x01(\x0b\x32\x17.google.protobuf.Struct\"\xce\x02\n\tNodeProto\x12\x0e\n\x04\x62lob\x18\x01 \x01(\x0cH\x00\x12(\n\x06tensor\x18\x02 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x0e\n\x04text\x18\x03 \x01(\tH\x00\x12)\n\x06nested\x18\x04 \x01(\x0b\x32\x17.docarray.DocumentProtoH\x00\x12.\n\x06\x63hunks\x18\x05 \x01(\x0b\x32\x1c.docarray.DocumentArrayProtoH\x00\x12+\n\tembedding\x18\x06 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x11\n\x07\x61ny_url\x18\x07 \x01(\tH\x00\x12\x13\n\timage_url\x18\x08 \x01(\tH\x00\x12\x0c\n\x02id\x18\t \x01(\tH\x00\x12.\n\x0ctorch_tensor\x18\n \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x42\t\n\x07\x63ontent\"\x82\x01\n\rDocumentProto\x12/\n\x04\x64\x61ta\x18\x01 \x03(\x0b\x32!.docarray.DocumentProto.DataEntry\x1a@\n\tDataEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\"\n\x05value\x18\x02 \x01(\x0b\x32\x13.docarray.NodeProto:\x02\x38\x01\";\n\x12\x44ocumentArrayProto\x12%\n\x04\x64ocs\x18\x01 \x03(\x0b\x32\x17.docarray.DocumentProtob\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
+    b'\n\x0e\x64ocarray.proto\x12\x08\x64ocarray\x1a\x1cgoogle/protobuf/struct.proto\"A\n\x11\x44\x65nseNdArrayProto\x12\x0e\n\x06\x62uffer\x18\x01 \x01(\x0c\x12\r\n\x05shape\x18\x02 \x03(\r\x12\r\n\x05\x64type\x18\x03 \x01(\t\"g\n\x0cNdArrayProto\x12*\n\x05\x64\x65nse\x18\x01 \x01(\x0b\x32\x1b.docarray.DenseNdArrayProto\x12+\n\nparameters\x18\x02 \x01(\x0b\x32\x17.google.protobuf.Struct\"\xe2\x02\n\tNodeProto\x12\x0e\n\x04\x62lob\x18\x01 \x01(\x0cH\x00\x12(\n\x06tensor\x18\x02 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x0e\n\x04text\x18\x03 \x01(\tH\x00\x12)\n\x06nested\x18\x04 \x01(\x0b\x32\x17.docarray.DocumentProtoH\x00\x12.\n\x06\x63hunks\x18\x05 \x01(\x0b\x32\x1c.docarray.DocumentArrayProtoH\x00\x12+\n\tembedding\x18\x06 \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x12\x11\n\x07\x61ny_url\x18\x07 \x01(\tH\x00\x12\x13\n\timage_url\x18\x08 \x01(\tH\x00\x12\x12\n\x08text_url\x18\t \x01(\tH\x00\x12\x0c\n\x02id\x18\n \x01(\tH\x00\x12.\n\x0ctorch_tensor\x18\x0b \x01(\x0b\x32\x16.docarray.NdArrayProtoH\x00\x42\t\n\x07\x63ontent\"\x82\x01\n\rDocumentProto\x12/\n\x04\x64\x61ta\x18\x01 \x03(\x0b\x32!.docarray.DocumentProto.DataEntry\x1a@\n\tDataEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\"\n\x05value\x18\x02 \x01(\x0b\x32\x13.docarray.NodeProto:\x02\x38\x01\";\n\x12\x44ocumentArrayProto\x12%\n\x04\x64ocs\x18\x01 \x03(\x0b\x32\x17.docarray.DocumentProtob\x06proto3'
+)
 
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals())
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'docarray_pb2', globals())
 if _descriptor._USE_C_DESCRIPTORS == False:
 
-  DESCRIPTOR._options = None
-  _DOCUMENTPROTO_DATAENTRY._options = None
-  _DOCUMENTPROTO_DATAENTRY._serialized_options = b'8\001'
-  _DENSENDARRAYPROTO._serialized_start=58
-  _DENSENDARRAYPROTO._serialized_end=123
-  _NDARRAYPROTO._serialized_start=125
-  _NDARRAYPROTO._serialized_end=228
-  _NODEPROTO._serialized_start=231
-  _NODEPROTO._serialized_end=565
-  _DOCUMENTPROTO._serialized_start=568
-  _DOCUMENTPROTO._serialized_end=698
-  _DOCUMENTPROTO_DATAENTRY._serialized_start=634
-  _DOCUMENTPROTO_DATAENTRY._serialized_end=698
-  _DOCUMENTARRAYPROTO._serialized_start=700
-  _DOCUMENTARRAYPROTO._serialized_end=759
+    DESCRIPTOR._options = None
+    _DOCUMENTPROTO_DATAENTRY._options = None
+    _DOCUMENTPROTO_DATAENTRY._serialized_options = b'8\001'
+    _DENSENDARRAYPROTO._serialized_start = 58
+    _DENSENDARRAYPROTO._serialized_end = 123
+    _NDARRAYPROTO._serialized_start = 125
+    _NDARRAYPROTO._serialized_end = 228
+    _NODEPROTO._serialized_start = 231
+    _NODEPROTO._serialized_end = 585
+    _DOCUMENTPROTO._serialized_start = 588
+    _DOCUMENTPROTO._serialized_end = 718
+    _DOCUMENTPROTO_DATAENTRY._serialized_start = 654
+    _DOCUMENTPROTO_DATAENTRY._serialized_end = 718
+    _DOCUMENTARRAYPROTO._serialized_start = 720
+    _DOCUMENTARRAYPROTO._serialized_end = 779
 # @@protoc_insertion_point(module_scope)
diff --git a/docarray/typing/__init__.py b/docarray/typing/__init__.py
index 7c018343e8a..f21f0ef9521 100644
--- a/docarray/typing/__init__.py
+++ b/docarray/typing/__init__.py
@@ -1,6 +1,6 @@
 from docarray.typing.embedding import Embedding
 from docarray.typing.id import ID
 from docarray.typing.tensor import Tensor, TorchTensor
-from docarray.typing.url import AnyUrl, ImageUrl
+from docarray.typing.url import AnyUrl, ImageUrl, TextUrl
 
-__all__ = ['Tensor', 'Embedding', 'ImageUrl', 'AnyUrl', 'ID', 'TorchTensor']
+__all__ = ['Tensor', 'Embedding', 'ImageUrl', 'AnyUrl', 'ID', 'TorchTensor', 'TextUrl']
diff --git a/docarray/typing/url/__init__.py b/docarray/typing/url/__init__.py
index f5a81b117fc..58d364a581b 100644
--- a/docarray/typing/url/__init__.py
+++ b/docarray/typing/url/__init__.py
@@ -1,4 +1,5 @@
 from docarray.typing.url.any_url import AnyUrl
 from docarray.typing.url.image_url import ImageUrl
+from docarray.typing.url.text_url import TextUrl
 
-__all__ = ['ImageUrl', 'AnyUrl']
+__all__ = ['ImageUrl', 'AnyUrl', 'TextUrl']
diff --git a/docarray/typing/url/text_url.py b/docarray/typing/url/text_url.py
new file mode 100644
index 00000000000..4320306e10d
--- /dev/null
+++ b/docarray/typing/url/text_url.py
@@ -0,0 +1,91 @@
+from typing import Optional
+
+from docarray.proto import NodeProto
+from docarray.typing.url.any_url import AnyUrl
+from docarray.typing.url.helper import _uri_to_blob
+
+
+class TextUrl(AnyUrl):
+    """
+    URL to a text file.
+    Cane be remote (web) URL, or a local file path.
+    """
+
+    def _to_node_protobuf(self) -> NodeProto:
+        """Convert Document into a NodeProto protobuf message. This function should
+        be called when the Document is nested into another Document that need to
+        be converted into a protobuf
+
+        :return: the nested item protobuf message
+        """
+        return NodeProto(text_url=str(self))
+
+    def load_to_bytes(self, timeout: Optional[float] = None) -> bytes:
+        """
+        Load the text file into a bytes object.
+
+        EXAMPLE USAGE
+
+        .. code-block:: python
+
+            from docarray import Document
+            from docarray.typing import TextUrl
+
+
+            class MyDoc(Document):
+                remote_url: TextUrl
+                local_url: TextUrl
+
+
+            doc = MyDoc(
+                remote_url='https://de.wikipedia.org/wiki/Brixen',
+                local_url='home/username/my_file.txt',
+            )
+
+            remote_txt_bytes = doc.remote_url.load_to_bytes()
+            local_txt_bytes = doc.local_url.load_to_bytes()
+
+        :param timeout: timeout (sec) for urlopen network request.
+            Only relevant if URL is not local
+        :return: the text file content as bytes
+        """
+        return _uri_to_blob(self, timeout=timeout)
+
+    def load(self, charset: str = 'utf-8', timeout: Optional[float] = None) -> str:
+        """
+        Load the text file into a string.
+
+        EXAMPLE USAGE
+
+        .. code-block:: python
+
+            from docarray import Document
+            from docarray.typing import TextUrl
+
+
+            class MyDoc(Document):
+                remote_url: TextUrl
+                local_url: TextUrl
+
+
+            doc = MyDoc(
+                remote_url='https://de.wikipedia.org/wiki/Brixen',
+                local_url='home/username/my_file.txt',
+            )
+
+            remote_txt = doc.remote_url.load()
+            print(remote_txt)
+            # prints: ```<!DOCTYPE html>\n<html class="client-nojs" ... > ...```
+
+            local_txt = doc.local_url.load()
+            print(local_txt)
+            # prints content of my_file.txt
+
+
+        :param timeout: timeout (sec) for urlopen network request.
+            Only relevant if URL is not local
+        :param charset: decoding charset; may be any character set registered with IANA
+        :return: the text file content
+        """
+        _bytes = _uri_to_blob(self, timeout=timeout)
+        return _bytes.decode(charset)
diff --git a/tests/integrations/typing/test_typing_proto.py b/tests/integrations/typing/test_typing_proto.py
index 4b93ee01eff..e9290b8b081 100644
--- a/tests/integrations/typing/test_typing_proto.py
+++ b/tests/integrations/typing/test_typing_proto.py
@@ -3,7 +3,7 @@
 
 from docarray import Document
 from docarray.document import AnyDocument
-from docarray.typing import AnyUrl, Embedding, ImageUrl, Tensor, TorchTensor
+from docarray.typing import AnyUrl, Embedding, ImageUrl, Tensor, TextUrl, TorchTensor
 
 
 def test_proto_all_types():
@@ -13,6 +13,7 @@ class Mymmdoc(Document):
         embedding: Embedding
         any_url: AnyUrl
         image_url: ImageUrl
+        text_url: TextUrl
 
     doc = Mymmdoc(
         tensor=np.zeros((3, 224, 224)),
@@ -20,6 +21,7 @@ class Mymmdoc(Document):
         embedding=np.zeros((100, 1)),
         any_url='http://jina.ai',
         image_url='http://jina.ai/bla.jpg',
+        text_url='http://jina.ai',
     )
 
     new_doc = AnyDocument.from_protobuf(doc.to_protobuf())
diff --git a/tests/toydata/penal_colony.txt b/tests/toydata/penal_colony.txt
new file mode 100644
index 00000000000..358d2e061cc
--- /dev/null
+++ b/tests/toydata/penal_colony.txt
@@ -0,0 +1,123 @@
+“It’s a peculiar apparatus,” said the Officer to the Traveler, gazing with a certain admiration at the device, with which he was, of course, thoroughly familiar. It appeared that the Traveler had responded to the invitation of the Commandant only out of politeness, when he had been invited to attend the execution of a soldier condemned for disobeying and insulting his superior. Of course, interest in the execution was not very high, not even in the penal colony itself. At least, here in the small, deep, sandy valley, closed in on all sides by barren slopes, apart from the Officer and the Traveler there were present only the Condemned, a vacant-looking man with a broad mouth and dilapidated hair and face, and the Soldier, who held the heavy chain to which were connected the small chains which bound the Condemned Man by his feet and wrist bones, as well as by his neck, and which were also linked to each other by connecting chains. The Condemned Man had an expression of such dog-like resignation that it looked as if one could set him free to roam around the slopes and would only have to whistle at the start of the execution for him to return.
+
+The Traveler had little interest in the apparatus and walked back and forth behind the Condemned Man, almost visibly indifferent, while the Officer took care of the final preparations. Sometimes he crawled under the apparatus, which was built deep into the earth, and sometimes he climbed up a ladder to inspect the upper parts. These were really jobs which could have been left to a mechanic, but the Officer carried them out with great enthusiasm, maybe because he was particularly fond of this apparatus or maybe because there was some other reason why one could not trust the work to anyone else. “It’s all ready now!” he finally cried and climbed back down the ladder. He was unusually tired, breathing with his mouth wide open, and he had pushed two fine lady’s handkerchiefs under the collar of his uniform.
+
+“These uniforms are really too heavy for the tropics,” the Traveler said, instead of asking some questions about the apparatus, as the Officer had expected. “That’s true,” said the Officer. He washed the oil and grease from his dirty hands in a bucket of water standing ready, “but they mean home, and we don’t want to lose our homeland.” “Now, have a look at this apparatus,” he added immediately, drying his hands with a towel and pointing to the device. “Up to this point I had to do some work by hand, but from now on the apparatus should work entirely on its own.” The Traveler nodded and followed the Officer. The latter tried to protect himself against all eventualities by saying, “Of course, breakdowns do happen. I really hope none will occur today, but we must be prepared for it. The apparatus is supposed to keep going for twelve hours without interruption. But if any breakdowns do occur, they’ll only be very minor, and we’ll deal with them right away.”
+
+“Don’t you want to sit down?” he asked finally, as he pulled out a chair from a pile of cane chairs and offered it to the Traveler. The latter could not refuse. He sat on the edge of the pit, into which he cast a fleeting glance. It was not very deep. On one side of the hole the piled earth was heaped up into a wall; on the other side stood the apparatus. “I don’t know,” the officer said, “whether the Commandant has already explained the apparatus to you.” The Traveler made an vague gesture with his hand. That was good enough for the Officer, for now he could explain the apparatus himself.
+
+“This apparatus,” he said, grasping a connecting rod and leaning against it, “is our previous Commandant’s invention. I also worked with him on the very first tests and took part in all the work right up to its completion. However, the credit for the invention belongs to him alone. Have you heard of our previous Commandant? No? Well, I’m not claiming too much when I say that the organization of the entire penal colony is his work. We, his friends, already knew at the time of his death that the administration of the colony was so self-contained that even if his successor had a thousand new plans in mind, he would not be able to alter anything of the old plan, at least not for several years. And our prediction has held. The New Commandant has had to recognize that. It’s a shame that you didn’t know the previous Commandant!”
+
+“However,” the Officer said, interrupting himself, “I’m chattering, and his apparatus stands here in front of us. As you see, it consists of three parts. With the passage of time certain popular names have been developed for each of these parts. The one underneath is called the bed, the upper one is called the inscriber, and here in the middle, this moving part is called the harrow.” “The harrow?” the Traveler asked. He had not been listening with full attention. The sun was excessively strong, trapped in the shadowless valley, and one could hardly collect one’s thoughts. So the Officer appeared to him all the more admirable in his tight tunic weighed down with epaulettes and festooned with braid, ready to go on parade, as he explained the matter so eagerly and, while he was talking, adjusted screws here and there with a screwdriver.
+
+The Soldier appeared to be in a state similar to the Traveler. He had wound the Condemned Man’s chain around both his wrists and was supporting himself with his hand on his weapon, letting his head hang backward, not bothering about anything. The Traveler was not surprised at that, for the Officer spoke French, and clearly neither the Soldier nor the Condemned Man understood the language. So it was all the more striking that the Condemned Man, in spite of that, did what he could to follow the Officer’s explanation. With a sort of sleepy persistence he kept directing his gaze to the place where the Officer had just pointed, and when the question from the Traveler interrupted the Officer, the Condemned Man looked at the Traveler, too, just as the Officer was doing.
+
+“Yes, the harrow,” said the Officer. “The name fits. The needles are arranged as in a harrow, and the whole thing is driven like a harrow, although it stays in one place and is, in principle, much more artistic. You’ll understand in a moment. The condemned is laid out here on the bed. First, I’ll describe the apparatus and only then let the procedure go to work. That way you’ll be able to follow it better. Also a sprocket in the inscriber is excessively worn. It really squeaks. When it’s in motion one can hardly make oneself understood. Unfortunately replacement parts are difficult to come by in this place. So, here is the bed, as I said. The whole thing is completely covered with a layer of cotton wool, the purpose of which you’ll find out in a moment. The condemned man is laid out on his stomach on the cotton wool—naked, of course. There are straps for the hands here, for the feet here, and for the throat here, to tie him in securely. At the head of the bed here, where the man, as I have mentioned, first lies face down, is this small protruding lump of felt, which can easily be adjusted so that it presses right into the man’s mouth. Its purpose is to prevent him screaming and biting his tongue to pieces. Of course, the man has to let the felt in his mouth—otherwise the straps around his throat would break his neck.” “That’s cotton wool?” asked the Traveler and bent down. “Yes, it is,” said the Officer smiling, “feel it for yourself.”
+
+He took the Traveler’s hand and led him over to the bed. “It’s a specially prepared cotton wool. That’s why it looks so unrecognizable. I’ll get around to mentioning its purpose in a moment.” The Traveler was already being won over a little to the apparatus. With his hand over his eyes to protect them from the sun, he looked at the apparatus in the hole. It was a massive construction. The bed and the inscriber were the same size and looked like two dark chests. The inscriber was set about two metres above the bed, and the two were joined together at the corners by four brass rods, which almost reflected the sun. The harrow hung between the chests on a band of steel.
+
+The Officer had hardly noticed the earlier indifference of the Traveler, but he did have a sense now of how the latter’s interest was being aroused for the first time. So he paused in his explanation in order to allow the Traveler time to observe the apparatus undisturbed. The Condemned Man imitated the Traveler, but since he could not put his hand over his eyes, he blinked upward with his eyes uncovered.
+
+“So now the man is lying down,” said the Traveler. He leaned back in his chair and crossed his legs.
+
+“Yes,” said the Officer, pushing his cap back a little and running his hand over his hot face. “Now, listen. Both the bed and the inscriber have their own electric batteries. The bed needs them for itself, and the inscriber for the harrow. As soon as the man is strapped in securely, the bed is set in motion. It quivers with tiny, very rapid oscillations from side to side and up and down simultaneously. You will have seen similar devices in mental hospitals. Only with our bed all movements are precisely calibrated, for they must be meticulously coordinated with the movements of the harrow. But it’s the harrow which has the job of actually carrying out the sentence.”
+
+“What is the sentence?” the Traveler asked. “You don’t even know that?” asked the Officer in astonishment and bit his lip. “Forgive me if my explanations are perhaps confused. I really do beg your pardon. Previously it was the Commandant’s habit to provide such explanations. But the New Commandant has excused himself from this honourable duty. The fact that with such an eminent visitor”—the traveler tried to deflect the honour with both hands, but the officer insisted on the expression—“that with such an eminent visitor he didn’t even once make him aware of the form of our sentencing is yet again something new, which . . .” He had a curse on his lips, but controlled himself and said merely: “I was not informed about it. It’s not my fault. In any case, I am certainly the person best able to explain our style of sentencing, for here I am carrying”—he patted his breast pocket—“the relevant diagrams drawn by the previous Commandant.”
+
+“Diagrams made by the Commandant himself?” asked the Traveler. “Then was he in his own person a combination of everything? Was he soldier, judge, engineer, chemist, and draftsman?”
+
+“He was indeed,” said the Officer, nodding his head with a fixed and thoughtful expression. Then he looked at his hands, examining them. They didn’t seem to him clean enough to handle the diagrams. So he went to the bucket and washed them again. Then he pulled out a small leather folder and said, “Our sentence does not sound severe. The law which a condemned man has violated is inscribed on his body with the harrow. This Condemned Man, for example,” and the Officer pointed to the man, “will have inscribed on his body, ‘Honour your superiors.’”
+
+The Traveler had a quick look at the man. When the Officer was pointing at him, the man kept his head down and appeared to be directing all his energy into listening in order to learn something. But the movements of his thick pouting lips showed clearly that he was incapable of understanding anything. The Traveler wanted to raise various questions, but after looking at the Condemned Man he merely asked, “Does he know his sentence?” “No,” said the Officer. He wished to get on with his explanation right away, but the Traveler interrupted him: “He doesn’t know his own sentence?” “No,” said the Officer once more. He then paused for a moment, as if he was asking the Traveler for a more detailed reason for his question, and said, “It would be useless to give him that information. He experiences it on his own body.” The Traveler really wanted to keep quiet at this point, but he felt how the Condemned Man was gazing at him—he seemed to be asking whether he could approve of the process the Officer had described. So the Traveler, who had up to this point been leaning back, bent forward again and kept up his questions, “But does he nonetheless have some general idea that he’s been condemned?” “Not that either,” said the Officer, and he smiled at the traveler, as if he was still waiting for some strange revelations from him. “No?” said the Traveler, wiping his forehead, “then does the man also not yet know how his defence was received?” “He has had no opportunity to defend himself,” said the Officer and looked away, as if he was talking to himself and wished not to embarrass the Traveler with an explanation of matters so self-evident to him. “But he must have had a chance to defend himself,” said the Traveler and stood up from his chair.
+
+The Officer recognized that he was in danger of having his explanation of the apparatus held up for a long time. So he went to the Traveler, took him by the arm, pointed with his hand at the Condemned Man, who stood there stiffly now that the attention was so clearly directed at him—the Soldier was also pulling on his chain—and said, “The matter stands like this. Here in the penal colony I have been appointed judge. In spite of my youth. For I stood at the side of our Old Commandant in all matters of punishment, and I also know the most about the apparatus. The basic principle I use for my decisions is this: Guilt is always beyond a doubt. Other courts could not follow this principle, for they are made up of many heads and, in addition, have even higher courts above them. But that is not the case here, or at least it was not that way with the previous Commandant. It’s true the New Commandant has already shown a desire to get mixed up in my court, but I’ve succeeded so far in fending him off. And I’ll continue to be successful. You want this case explained. It’s simple—just like all of them. This morning a captain laid a charge that this man, who is assigned to him as a servant and who sleeps before his door, had been sleeping on duty. For his task is to stand up every time the clock strikes the hour and salute in front of the captain’s door. That’s certainly not a difficult duty—and it’s necessary, since he is supposed to remain fresh both for guarding and for service. Yesterday night the captain wanted to check whether his servant was fulfilling his duty. He opened the door on the stroke of two and found him curled up asleep. He got his horsewhip and hit him across the face. Now, instead of standing up and begging for forgiveness, the man grabbed his master by the legs, shook him, and cried out, ‘Throw away that whip or I’ll eat you up.’ Those are the facts. The captain came to me an hour ago. I wrote up his statement and right after that the sentence. Then I had the man chained up. It was all very simple. If I had first summoned the man and interrogated him, the result would have been confusion. He would have lied, and if I had been successful in refuting his lies, he would have replaced them with new lies, and so forth. But now I have him, and I won’t release him again. Now, does that clarify everything? But time is passing. We should be starting the execution, and I haven’t finished explaining the apparatus yet.”
+
+He urged the traveler to sit down in his chair, moved to the apparatus again, and started, “As you see, the shape of the harrow corresponds to the shape of a man. This is the harrow for the upper body, and here are the harrows for the legs. This small cutter is the only one designated for the head. Is that clear to you?” He leaned forward to the Traveler in a friendly way, ready to give the most comprehensive explanation.
+
+The Traveler looked at the harrow with a wrinkled frown. The information about the judicial procedures had not satisfied him. However, he had to tell himself that here it was a matter of a penal colony, that in this place special regulations were necessary, and that one had to give precedence to military measures right down to the last detail. Beyond that, however, he had some hopes in the New Commandant, who obviously, although slowly, was intending to introduce a new procedure which the limited understanding of this Officer could not cope with.
+
+Following this train of thought, the Traveler asked, “Will the Commandant be present at the execution?” “That is not certain,” said the Officer, embarrassingly affected by the sudden question, and his friendly expression made a grimace. “That’s why we need to hurry up. As much as I regret the fact, I’ll have to make my explanation even shorter. But tomorrow, once the apparatus is clean again—the fact that it gets so very dirty is its only fault—I could add a detailed explanation. So now, only the most important things. When the man is lying on the bed and it starts quivering, the harrow sinks onto the body. It positions itself automatically in such a way that it touches the body only lightly with the needle tips. Once the machine is set in this position, this steel cable tightens up into a rod. And now the performance begins. Someone who is not an initiate sees no external difference among the punishments. The harrow seems to do its work uniformly. As it quivers, it sticks the tips of its needles into the body, which is also vibrating from the movement of the bed. Now, to enable someone to check on how the sentence is being carried out, the harrow is made of glass. That gave rise to certain technical difficulties with fastening the needles securely, but after several attempts we were successful. We didn’t spare any efforts. And now, as the inscription is made on the body, everyone can see through the glass. Don’t you want to come closer and see the needles for yourself.”
+
+The Traveler stood slowly, moved up, and bent over the harrow. “You see,” the Officer said, “two sorts of needles in a multiple arrangement. Each long needle has a short one next to it. The long one inscribes, and the short one squirts water out to wash away the blood and keep the inscription always clear. The bloody water is then channeled here in small grooves and finally flows into these main gutters, and the outlet pipe takes it to the pit.” The officer pointed with his finger to the exact path which the bloody water had to take. As he began to demonstrate with both hands at the mouth of the outlet pipe, in order to make his account as clear as possible, the Traveler raised his head and, feeling behind him with his hand, wanted to return to his chair. Then he saw to his horror that the Condemned Man had also, like him, accepted the Officer’s invitation to inspect the arrangement of the harrow up close. He had pulled the sleeping Soldier holding the chain a little forward and was also bending over the glass. One could see how with a confused gaze he also was looking for what the two gentlemen had just observed, but how he didn’t succeed because he lacked the explanation. He leaned forward this way and that. He kept running his eyes over the glass again and again. The Traveler wanted to push him back, for what he was doing was probably punishable. But the Officer held the Traveler firmly with one hand, and with the other he took a lump of earth from the wall and threw it at the Soldier. The latter opened his eyes with a start, saw what the Condemned Man had dared to do, let his weapon fall, braced his heels in the earth, and pulled the Condemned Man back, so that he immediately collapsed. The Soldier looked down at him, as he writhed around, making his chain clink. “Stand him up,” cried the Officer. Then he noticed that the Condemned Man was distracting the Traveler too much. The latter was even leaning out away from the harrow, without paying any attention to it, wanting to find out what was happening to the Condemned Man. “Handle him carefully,” the Officer yelled again. He ran around the apparatus, personally grabbed the Condemned Man under the armpits and, with the help of the Soldier, stood the man, whose feet kept slipping, upright.
+
+“Now I know all about it,” said the Traveler, as the Officer turned back to him again. “Except the most important thing,” said the latter, grabbing the Traveler by the arm and pointing up high. “There in the inscriber is the mechanism which determines the movement of the harrow, and this mechanism is arranged according to the diagram on which the sentence is set down. I still use the diagrams of the previous Commandant. Here they are.” He pulled some pages out of the leather folder. “Unfortunately I can’t hand them to you. They are the most cherished thing I possess. Sit down, and I’ll show you them from this distance. Then you’ll be able to see it all well.” He showed the first sheet. The Traveler would have been happy to say something appreciative, but all he saw was a labyrinthine series of lines, criss-crossing each other in all sort of ways. These covered the paper so thickly that only with difficulty could one make out the white spaces in between. “Read it,” said the Officer. “I can’t,” said the Traveler. “But it’s clear,” said the Officer.” “It’s very elaborate,” said the Traveler evasively, “but I can’t decipher it.”
+
+“Yes,” said the Officer, smiling and putting the folder back again, “it’s not calligraphy for school children. One has to read it a long time. You too will finally understand it clearly. Of course, it has to be a script that isn’t simple. You see, it’s not supposed to kill right away, but on average over a period of twelve hours. The turning point is set for the sixth hour. There must also be many, many embellishments surrounding the basic script. The essential script moves around the body only in a narrow belt. The rest of the body is reserved for decoration. Can you now appreciate the work of the harrow and the whole apparatus? Just look at it!” He jumped up the ladder, turned a wheel, and called down, “Watch out—move to the side!” Everything started moving. If the wheel had not squeaked, it would have been marvelous. The officer threatened the wheel with his fist, as if he was surprised by the disturbance it created. Then he spread his arms, apologizing to the traveler, and quickly clambered down, in order to observe the operation of the apparatus from below.
+
+Something was still not working properly, something only he noticed. He clambered up again and reached with both hands into the inside of the inscriber. Then, in order to descend more quickly, instead of using the ladder, he slid down on one of the poles and, to make himself understandable through the noise, strained his voice to the limit as he yelled in the traveler’s ear, “Do you understand the process? The harrow is starting to write. When it’s finished with the first part of the script on the man’s back, the layer of cotton wool rolls and turns the body slowly onto its side to give the harrow a new area. Meanwhile those parts lacerated by the inscription are lying on the cotton wool which, because it has been specially treated, immediately stops the bleeding and prepares the script for a further deepening. Here, as the body continues to rotate, prongs on the edge of the harrow then pull the cotton wool from the wounds, throw it into the pit, and the harrow goes to work again. In this way it keeps making the inscription deeper for twelve hours. For the first six hours the condemned man goes on living almost as before. He suffers nothing but pain. After two hours, the felt is removed, for at that point the man has no more energy for screaming. Here at the head of the bed warm rice pudding is put in this electrically heated bowl. From this the man, if he feels like it, can help himself to what he can lap up with his tongue. No one passes up this opportunity. I don’t know of a single one, and I have had a lot of experience. He first loses his pleasure in eating around the sixth hour. I usually kneel down at this point and observe the phenomenon. The man rarely swallows the last bit. He turns it around in his mouth and spits it into the pit. When he does that, I have to lean aside or else he’ll get me in the face. But how quiet the man becomes around the sixth hour! The most stupid of them begin to understand. It starts around the eyes and spreads out from there. A look that could tempt one to lie down under the harrow. Nothing else happens. The man simply begins to decipher the inscription. He purses his lips, as if he is listening. You’ve seen that it’s not easy to figure out the inscription with your eyes, but our man deciphers it with his wounds. True, it takes a lot of work. It requires six hours to complete. But then the harrow spits him right out and throws him into the pit, where he splashes down into the bloody water and cotton wool. Then the judgment is over, and we, the soldier and I, quickly bury him.”
+
+The Traveler had leaned his ear towards the Officer and, with his hands in his coat pockets, was observing the machine at work. The Condemned Man was also watching, but without understanding. He bent forward a little and followed the moving needles, as the Soldier, after a signal from the Officer, cut through his shirt and trousers with a knife from the back, so that they fell off the Condemned Man. He wanted to grab the falling garments to cover his bare flesh, but the Soldier held him up and shook the last rags from him. The Officer turned the machine off, and in the silence which then ensued the Condemned Man was laid out under the harrow. The chains were taken off and the straps fastened in their place. For the Condemned Man it seemed at first glance to signify almost a relief. And now the harrow sunk down a stage lower, for the Condemned was a thin man. As the needle tips touched him, a shudder went over his skin. While the Soldier was busy with the right hand, the Condemned Man stretched out his left, with no sense of its direction. But it was pointing to where the Traveler was standing. The Officer kept looking at the Traveler from the side, without taking his eyes off him, as if he was trying to read from his face the impression he was getting of the execution, which he had now explained to him, at least superficially.
+
+The strap meant to hold the wrist ripped off. The Soldier probably had pulled on it too hard. The Soldier showed the Officer the torn-off piece of strap, wanting him to help. So the Officer went over to him and said, with his face turned towards the Traveler, “The machine is very complicated. Now and then something has to tear or break. One shouldn’t let that detract from one’s overall opinion. Anyway, we have an immediate replacement for the strap. I’ll use a chain—even though that will affect the sensitivity of the movements for the right arm.” And while he put the chain in place, he kept talking, “Our resources for maintaining the machine are very limited at the moment. Under the previous Commandant, I had free access to a cash box specially set aside for this purpose. There was a store room here in which all possible replacement parts were kept. I admit I made almost extravagant use of it. I mean earlier, not now, as the New Commandant claims. For him everything serves only as a pretext to fight against the old arrangements. Now he keeps the cash box for machinery under his own control, and if I ask him for a new strap, he demands the torn one as a piece of evidence, the new one doesn’t arrive for ten days, and it’s an inferior brand, of not much use to me. But how I am supposed to get the machine to work in the meantime without a strap—no one’s concerned about that.”
+
+The Traveler was thinking: it’s always questionable to intervene decisively in strange circumstances. He was neither a citizen of the penal colony nor a citizen of the state to which it belonged. If he wanted to condemn the execution or even hinder it, people could say to him: You’re a foreigner—keep quiet. He would have nothing in response to that, but could only add that he did not understand what he was doing on this occasion, for the purpose of his traveling was merely to observe and not to alter other people’s judicial systems in any way. True, at this point the way things were turning out it was very tempting. The injustice of the process and the inhumanity of the execution were beyond doubt. No one could assume that the Traveler was acting out of any sense of his own self-interest, for the Condemned Man was a stranger to him, not a countryman and not someone who invited sympathy in any way. The Traveler himself had letters of reference from high officials and had been welcomed here with great courtesy. The fact that he had been invited to this execution even seemed to indicate that people were asking for his judgment of this trial. This was all the more likely since the Commandant, as he had now heard only too clearly, was no supporter of this process and maintained an almost hostile relationship with the Officer.
+
+Then the Traveler heard a cry of rage from the Officer. He had just shoved the stub of felt in the Condemned Man’s mouth, not without difficulty, when the Condemned Man, overcome by an irresistible nausea, shut his eyes and threw up. The Officer quickly yanked him up off the stump and wanted to turn his head aside toward the pit. But it was too late. The vomit was already flowing down onto the machine. “This is all the Commandant’s fault!” cried the officer and mindlessly rattled the brass rods at the front. “My machine’s as filthy as a pigsty.” With trembling hands he showed the Traveler what had happened. “Haven’t I spent hours trying to make the Commandant understand that a day before the execution there should be no more food served. But the new lenient administration has a different opinion. Before the man is led away, the Commandant’s women cram sugary things down his throat. His whole life he’s fed himself on stinking fish, and now he has to eat sweets! But that would be all right—I’d have no objections—but why don’t they get a new felt, the way I’ve been asking him for three months now? How can anyone take this felt into his mouth without feeling disgusted—something that a hundred man have sucked and bitten on it as they were dying?”
+
+The Condemned Man had laid his head down and appeared peaceful. The Soldier was busy cleaning up the machine with the Condemned Man’s shirt. The Officer went up to the Traveler, who, feeling some premonition, took a step backwards. But the Officer grasped him by the hand and pulled him aside. “I want to speak a few words to you in confidence,” he said. “May I do that?” “Of course,” said the Traveler and listened with his eyes lowered.
+
+“This process and execution, which you now have an opportunity to admire, have no more open supporters in our colony. I am its only defender, just as I am the single advocate for the legacy of the Old Commandant. I can no longer think about a more extensive organization of the process—I’m using all my powers to maintain what there is at present. When the Old Commandant was alive, the colony was full of his supporters. I have something of the Old Commandant’s power of persuasion, but I completely lack his power, and as a result the supporters have gone into hiding. There are still a lot of them, but no one admits to it. If you go into a tea house today—that is to say, on a day of execution—and keep your ears open, perhaps you’ll hear nothing but ambiguous remarks. They are all supporters, but under the present Commandant, considering his present views, they are totally useless to me. And now I’m asking you: Should such a life’s work,” he pointed to the machine, “come to nothing because of this Commandant and the women influencing him? Should people let that happen? Even if one is a foreigner and only on our island for a couple of days? But there’s no time to lose. People are already preparing something against my judicial proceedings. Discussions are already taking place in the Commandant’s headquarters, to which I am not invited. Even your visit today seems to me typical of the whole situation. People are cowards and send you out—a foreigner. You should have seen the executions in earlier days! The entire valley was overflowing with people, even a day before the execution. They all came merely to watch. Early in the morning the Commandant appeared with his women. Fanfares woke up the entire campsite. I delivered the news that everything was ready. The whole society—and every high official had to attend—arranged itself around the machine. This pile of cane chairs is a sorry left over from that time. The machine was freshly cleaned and glowed. For almost every execution I had new replacement parts. In front of hundreds of eyes—all the spectators stood on tip toe right up to the hills there—the condemned man was laid down under the harrow by the Commandant himself. What nowadays is done by a common soldier was then my work as the senior judge, and it was a honour for me. And then the execution began! No discordant note disturbed the work of the machine. Many people did not look any more at all, but lay down with closed eyes in the sand. They all knew: now justice was being carried out. In silence people listened to nothing but the groans of the condemned man, muffled by the felt. These days the machine no longer manages to squeeze a strong groan out of the condemned man—something the felt is not capable of smothering. But back then the needles which made the inscription dripped a caustic liquid which we are not permitted to use any more today. Well, then came the sixth hour. It was impossible to grant all the requests people made to be allowed to watch from up close. The Commandant, in his wisdom, arranged that the children should be taken care of before all the rest. Naturally, I was always allowed to stand close by, because of my official position. Often I crouched down there with two small children in my arms, on my right and left. How we all took in the expression of transfiguration on the martyred face! How we held our cheeks in the glow of this justice, finally attained and already passing away! What times we had, my friend!”
+
+The Officer had obviously forgotten who was standing in front of him. He had put his arm around the Traveler and laid his head on his shoulder. The Traveler was extremely embarrassed. Impatiently he looked away over the Officer’s head. The Soldier had ended his task of cleaning and had just shaken some rice pudding into the bowl from a tin. No sooner had the Condemned Man, who seemed to have fully recovered already, noticed this than his tongue began to lick at the pudding. The Soldier kept pushing him away, for the pudding was probably meant for a later time, but in any case it was not proper for the Soldier to reach in and grab some food with his dirty hands and eat it in front of the famished Condemned Man.
+
+The Officer quickly collected himself. “I didn’t want to upset you in any way,” he said. “I know it is impossible to make someone understand those days now. Besides, the machine still works and operates on its own. It operates on its own even when it is standing alone in this valley. And at the end, the body still keeps falling in that incredibly soft flight into the pit, even if hundreds of people are not gathered like flies around the hole the way they used to be. Back then we had to erect a strong railing around the pit. It was pulled out long ago.”
+
+The Traveler wanted to turn his face away from the Officer and looked aimlessly around him. The Officer thought he was looking at the wasteland of the valley. So he grabbed his hands, turned him around in order to catch his gaze, and asked, “Do you see the shame of it?”
+
+But the Traveler said nothing. The Officer left him alone for a while. With his legs apart and his hands on his hips, the Officer stood still and looked at the ground. Then he smiled at the Traveler cheerfully and said, “Yesterday I was nearby when the Commandant invited you. I heard the invitation. I know the Commandant. I understood right away what he intended with his invitation. Although his power might be sufficiently great to take action against me, he doesn’t yet dare to. But my guess is that with you he is exposing me to the judgment of a respected foreigner. He calculates things with care. You are now in your second day on the island. You didn’t know the Old Commandant and his way of thinking. You are trapped in a European way of seeing things. Perhaps you are fundamentally opposed to the death penalty in general and to this kind of mechanical style of execution in particular. Moreover, you see how the execution is a sad procedure, without any public participation, using a partially damaged machine. Now, if we take all this together (so the Commandant thinks) surely one could easily imagine that that you would not consider my procedure proper? And if you didn’t consider it right, you wouldn’t keep quiet about it—I’m still speaking the mind of the Commandant—for you no doubt have faith that your tried-and-true convictions are correct. It’s true that you have seen many peculiar things among many peoples and have learned to respect them. Thus, you will probably not speak out against the procedure with your full power, as you would perhaps in your own homeland. But the Commandant doesn’t really need that. A casual word, merely a careless remark, is enough. It doesn’t have to match your convictions at all, so long as it corresponds to his wishes. I’m certain he will use all his shrewdness to interrogate you. And his women will sit around in a circle and perk up their ears. You will say something like, ‘Among us the judicial procedures are different,’ or ‘With us the accused is questioned before the verdict,’ or ‘We had torture only in the Middle Ages.’ For you these observations appear as correct as they are self-evident—innocent remarks which do not impugn my procedure. But how will the Commandant take them? I see him, our excellent Commandant—the way he immediately pushes his stool aside and hurries out to the balcony—I see his women, how they stream after him. I hear his voice—the women call it a thunder voice. And now he’s speaking: ‘A great Western explorer who has been commissioned to inspect judicial procedures in all countries has just said that our process based on old customs is inhuman. After the verdict of such a personality it is, of course, no longer possible for me to tolerate this procedure. So from this day on I am ordering . . . and so forth.’ You want to intervene—you didn’t say what he is reporting—you didn’t call my procedure inhuman; by contrast, in keeping with your deep insight, you consider it most humane and most worthy of human beings. You also admire this machinery. But it is too late. You don’t even go onto the balcony, which is already filled with women. You want to attract attention. You want to cry out. But a lady’s hand is covering your mouth, and I and the Old Commandant’s work are lost.”
+
+The Traveler had to suppress a smile. So the work which he had considered so difficult was easy. He said evasively, “You’re exaggerating my influence. The Commandant has read my letters of recommendation. He knows that I am no expert in judicial processes. If I were to express an opinion, it would be that of a lay person, no more significant than the opinion of anyone else, and in any case far less significant than the opinion of the Commandant, who, as I understand it, has very extensive powers in this penal colony. If his views of this procedure are as definite as you think they are, then I’m afraid the time has come for this procedure to end, without any need for my humble opinion.”
+
+Did the Officer understand by now? No, he did not yet get it. He shook his head vigorously, briefly looked back at the Condemned Man and the Soldier, who both flinched and stopped eating the rice, went up really close up to the Traveler, without looking into his face, but gazing at parts of his jacket, and said more gently than before: “You don’t know the Commandant. Where he and all of us are concerned you are—forgive the expression—to a certain extent innocent. Your influence, believe me, cannot be overestimated. In fact, I was blissfully happy when I heard that you were to be present at the execution by yourself. This order of the Commandant was aimed at me, but now I’ll turn it to my advantage. Without being distracted by false insinuations and disparaging looks—which could not have been avoided with a greater number of participants at the execution—you have listened to my explanation, looked at the machine, and are now about to view the execution. Your verdict is no doubt already fixed. If some small uncertainties remain, witnessing the execution will remove them. And now I’m asking you—help me with the Commandant!”
+
+The Traveler did not let him go on talking. “How can I do that,” he cried. “It’s totally impossible. I can help you as little as I can harm you.”
+
+“You could do it,” said the Officer. With some apprehension the Traveler observed that the Officer was clenching his fists. “You could do it,” repeated the Officer, even more emphatically. “I have a plan which must succeed. You think your influence is insufficient. I know it will be enough. But assuming you’re right, doesn’t saving this whole procedure require one to try even those methods which may be inadequate? So listen to my plan. To carry it out, it’s necessary, above all, for you to keep as quiet as possible today in the colony about your verdict on this procedure. Unless someone asks you directly, you should not express any view whatsoever. But what you do say must be short and vague. People should notice that it’s difficult for you to speak about the subject, that you feel bitter, that, if you were to speak openly, you’d have to burst out cursing on the spot. I’m not asking you to lie, not at all. You should only give brief answers—something like, ‘Yes, I’ve seen the execution’ or ‘Yes, I’ve heard the full explanation.’ That’s all—nothing further. For that will be enough of an indication for people to observe in you a certain bitterness, even if that’s not what the Commandant will think. Naturally, he will completely misunderstand the issue and interpret it in his own way. My plan is based on that. Tomorrow a large meeting of all the higher administrative officials takes place at headquarters under the chairmanship of the Commandant. He, of course, understands how to turn such a meeting into a spectacle. A gallery has been built, which is always full of spectators. I’m compelled to take part in the discussions, though they fill me with disgust. In any case, you will certainly be invited to the meeting. If you follow my plan today and behave accordingly, the invitation will become an emphatic request. But should you for some inexplicable reason still not be invited, you must make sure you request an invitation. Then you’ll receive one without question. Now, tomorrow you are sitting with the women in the commandant’s box. With frequent upward glances he reassures himself that you are there. After various trivial and ridiculous agenda items designed for the spectators—mostly harbour construction—always harbour construction—the judicial process comes up for discussion. If it’s not raised by the Commandant himself or does not occur soon enough, I’ll make sure that it comes up. I’ll stand up and report on today’s execution. Really briefly—just the report. Such a report is not really customary; however, I’ll do it, nonetheless. The Commandant thanks me, as always, with a friendly smile. And now he cannot restrain himself. He seizes this excellent opportunity. ‘The report of the execution,’ he’ll say, or something like that, ‘has just been given. I would like to add to this report only the fact that this particular execution was attended by the great explorer whose visit confers such extraordinary honour on our colony, as you all know. Even the significance of our meeting today has been increased by his presence. Should we not now ask this great explorer for his appraisal of the execution based on old customs and of the process which preceded it?’ Of course, there is the noise of applause everywhere, universal agreement. And I’m louder than anyone. The Commandant bows before you and says, ‘Then in everyone’s name, I’m putting the question to you.’ And now you step up to the railing. Place your hands where everyone can see them. Otherwise the ladies will grab them and play with your fingers. And now finally come your remarks. I don’t know how I’ll bear the tension up to then. In your speech you mustn’t hold back. Let truth resound. Lean over the railing and shout it out—yes, yes, roar your opinion at the Commandant, your unshakeable opinion. But perhaps you don’t want to do that. It doesn’t suit your character. Perhaps in your country people behave differently in such situations. That’s all right. That’s perfectly satisfactory. Don’t stand up at all. Just say a couple of words. Whisper them so that only the officials underneath you can just hear them. That’s enough. You don’t even have to say anything at all about the lack of attendance at the execution or about the squeaky wheel, the torn strap, the disgusting felt. No. I’ll take over all further details, and, believe me, if my speech doesn’t chase him out of the room, it will force him to his knees, so he’ll have to admit it: ‘Old Commandant, I bow down before you.’ That’s my plan. Do you want to help me carry it out? But, of course, you want to. More than that—you have to.”
+
+And the officer gripped the traveler by both arms and looked at him, breathing heavily into his face. He had yelled the last sentences so loudly that even the Soldier and the Condemned Man were paying attention. Although they couldn’t understand a thing, they stopped eating and looked over at the Traveler, still chewing.
+
+From the start the Traveler had had no doubts about the answer he must give. He had experienced too much in his life to be able to waver here. Basically he was honest and unafraid. Still, with the Soldier and the Condemned Man looking at him, he hesitated a moment. But finally he said, as he had to, “No.” The Officer’s eyes blinked several times, but he did not take his eyes off the Traveler. “Would you like an explanation,” asked the Traveler. The Officer nodded dumbly. “I am opposed to this procedure,” said the Traveler. “Even before you took me into your confidence—and, of course, I will never abuse your confidence under any circumstances—I was already thinking about whether I was entitled to intervene against this procedure and whether my intervention could have the smallest chance of success. And if that was the case, it was clear to me whom I had to turn to first of all—naturally, to the Commandant. You clarified the issue for me even more, but without reinforcing my decision in any way—quite the reverse. I find your conviction genuinely moving, even if it cannot deter me.”
+
+The Officer remained quiet, turned toward the machine, grabbed one of the brass rods, and then, leaning back a little, looked up at the inscriber, as if he was checking that everything was in order. The Soldier and the Condemned Man seemed to have made friends with each other. The Condemned Man was making signs to the Soldier, although, given the tight straps on him, this was difficult for him to do. The Soldier was leaning into him. The Condemned Man whispered something to him, and the Soldier nodded. The Traveler went over to the Officer and said, “You don’t yet know what I’ll do. Yes, I will tell the Commandant my opinion of the procedure—not in a meeting, but in private. In addition, I won’t stay here long enough to be able to get called in to some meeting or other. Early tomorrow morning I leave, or at least I go on board ship.” It didn’t look as if the Officer had been listening. “So the process has not convinced you,” he said to himself, smiling the way an old man smiles over the silliness of a child, concealing his own true thoughts behind that smile.
+
+“Well then, it’s time,” he said finally and suddenly looked at the Traveler with bright eyes which contained some sort of demand, some appeal for participation. “Time for what?” asked the Traveler uneasily. But there was no answer.
+
+“You are free,” the Officer told the Condemned Man in his own language. At first the man did not believe him. “You are free now,” said the Officer. For the first time the face of the Condemned Man showed signs of real life. Was it the truth? Was it only the Officer’s mood, which could change? Had the foreign Traveler brought him a reprieve? What was it? That’s what the man’s face seemed to be asking. But not for long. Whatever the case might be, if he could he wanted to be truly free, and he began to shake back and forth, as much as the harrow permitted.
+
+“You’re tearing my straps,” cried the Officer. “Be still! We’ll undo them right away.” And, giving a signal to the Soldier, he set to work with him. The Condemned Man said nothing and smiled slightly to himself. He turned his face to the Officer and then to the Soldier and then back again, without ignoring the Traveler.
+
+“Pull him out,” the Officer ordered the Soldier. This process required a certain amount of care because of the harrow. The Condemned Man already had a few small wounds on his back, thanks to his own impatience.
+
+From this point on, however, the Officer paid him hardly any attention. He went up to the Traveler, pulled out the small leather folder once more, leafed through it, finally found the sheet he was looking for, and showed it to the Traveler. “Read that,” he said. “I can’t,” said the Traveler. “I’ve already told you I can’t read these pages.” “But take a close look at the page,” said the Officer, and moved up right next to the Traveler in order to read with him. When that didn’t help, he raised his little finger high up over the paper, as if the page must not be touched under any circumstances, so that using this he might make the task of reading easier for the Traveler. The Traveler also made an effort so that at least he could satisfy the Officer, but it was impossible for him. Then the Officer began to spell out the inscription and then read out once again the joined up letters. “‘Be just!’ it states,” he said. “Now you can read it.” The Traveler bent so low over the paper that the Officer, afraid that he might touch it, moved it further away. The Traveler didn’t say anything more, but it was clear that he was still unable to read anything. “ ‘Be just!’ it says,” the Officer remarked once again.
+
+“That could be,” said the Traveler. “I do believe that’s written there.” “Good,” said the Officer, at least partially satisfied. He climbed up the ladder, holding the paper. With great care he set the page in the inscriber and appeared to rotate the gear mechanism completely around. This was very tiring work. It must have required him to deal with extremely small wheels. He had to inspect the gears so closely that sometimes his head disappeared completely into the inscriber.
+
+The Traveler followed this work from below without looking away. His neck grew stiff, and his eyes found the sunlight pouring down from the sky painful. The Soldier and the Condemned Man were keeping each other busy. With the tip of his bayonet the Soldier pulled out the Condemned Man’s shirt and trousers which were lying in the hole. The shirt was horribly dirty, and the Condemned Man washed it in the bucket of water. When he was putting on his shirt and trousers, the Soldier and the Condemned Man had to laugh out loud, for the pieces of clothing were cut in two up the back. Perhaps the Condemned Man thought that it was his duty to amuse the Soldier. In his ripped-up clothes he circled around the Soldier, who crouched down on the ground, laughed, and slapped his knees. But they restrained themselves out of consideration for the two gentlemen present.
+
+When the Officer was finally finished up on the machine, with a smile he looked over the whole thing and all its parts one more time, and this time closed the cover of the inscriber, which had been open up to this point. He climbed down, looked into the hole and then at the Condemned Man, observed with satisfaction that he had pulled out his clothes, then went to the bucket of water to wash his hands, recognized too late that it was disgustingly dirty, and was upset that now he couldn’t wash his hands. Finally he pushed them into the sand. This option didn’t satisfy him, but he had to do what he could in the circumstances. Then he stood up and began to unbutton the coat of his uniform. As he did this, the two lady’s handkerchiefs, which he had pushed into the back of his collar, fell into his hands. “Here you have your handkerchiefs,” he said and threw them over to the Condemned Man. And to the Traveler he said by way of an explanation, “Presents from the ladies.”
+
+In spite of the obvious speed with which he took off the coat of his uniform and then undressed himself completely, he handled each piece of clothing very carefully, even running his fingers over the silver braids on his tunic with special care and shaking a tassel into place. But in great contrast to this care, as soon he was finished handling an article of clothing, he immediately flung it angrily into the hole. The last items he had left were his short sword and its harness. He pulled the sword out of its scabbard, broke it in pieces, gathered up everything—the pieces of the sword, the scabbard, and the harness—and threw them away so forcefully that they rattled against each other down in the pit.
+
+Now he stood there naked. The Traveler bit his lip and said nothing. For he was aware what would happen, but he had no right to hinder the Officer in any way. If the judicial process to which the officer clung was really so close to the point of being cancelled—perhaps as a result of the intervention of the Traveler, something to which he for his part felt duty-bound—then the Officer was now acting in a completely correct manner. In his place, the Traveler would not have acted any differently.
+
+The Soldier and the Condemned Man at first didn’t understand a thing. To begin with they didn’t look, not even once. The Condemned Man was extremely happy to get the handkerchiefs back, but he couldn’t enjoy them very long, for the Soldier snatched them from him with a quick grab, which he had not anticipated. The Condemned Man then tried to pull the handkerchiefs out from the Soldier’s belt, where he had put them for safe keeping, but the Soldier was too wary. So they were fighting, half in jest. Only when the Officer was fully naked did they start to pay attention. The Condemned Man especially seemed to be struck by a premonition of some sort of significant transformation. What had happened to him was now taking place with the Officer. Perhaps this time the procedure would play itself out to its conclusion. The foreign Traveler had probably given the order. So that was revenge. Without having suffered all the way to the end himself, nonetheless he would be completely revenged. A wide, silent laugh now appeared on his face and did not go away.
+
+The Officer, however, had turned towards the machine. If earlier on it had already become clear that he understood the machine thoroughly, one might well get alarmed now at the way he handled it and how it obeyed. He only had to bring his hand near the harrow for it to rise and sink several times, until it had reached the correct position to make room for him. He only had to grasp the bed by the edges, and it already began to quiver. The stump of felt moved up to his mouth. One could see how the Officer really didn’t want to accept it, but his hesitation was only momentary—he immediately submitted and took it in. Everything was ready, except that the straps still hung down on the sides. But they were clearly unnecessary. The Officer did not have to be strapped down. When the Condemned Man saw the loose straps, he thought the execution would be incomplete unless they were fastened. He waved eagerly to the Soldier, and they ran over to strap in the Officer. The latter had already stuck out his foot to kick the crank designed to set the inscriber in motion. Then he saw the two men coming. So he pulled his foot back and let himself be strapped in. But now he could no longer reach the crank. Neither the Soldier nor the Condemned Man would find it, and the Traveler was determined not to touch it. But that was unnecessary. Hardly were the straps attached when the machine already started working. The bed quivered, the needles danced on his skin, and the harrow swung up and down. The Traveler had already been staring for some time before he remembered that a wheel in the inscriber was supposed to squeak. But everything was quiet, without the slightest audible hum.
+
+Because of its silent working, the machine did not really attract attention. The Traveler looked over at the Soldier and the Condemned Man. The Condemned Man was the livelier of the two. Everything in the machine interested him. At times he bent down—at other times he stretched up, all the time pointing with his forefinger in order to show something to the Soldier. For the Traveler it was embarrassing. He was determined to remain here until the end, but he could no longer endure the sight of the two men. “Go home,” he said. The Soldier might have been ready to do that, but the Condemned Man took the order as a direct punishment. With his hands folded he begged and pleaded to be allowed to stay there. And when the Traveler shook his head and was unwilling to give in, he even knelt down. Seeing that orders were of no help here, the Traveler wanted to go over and chase the two away.
+
+Then he heard a noise from up in the inscriber. He looked up. So was the gear wheel going out of alignment? But it was something else. The lid on the inscriber was lifting up slowly. Then it fell completely open. The teeth of a cog wheel were exposed and lifted up. Soon the entire wheel appeared. It was as if some huge force was compressing the inscriber, so that there was no longer sufficient room for this wheel. The wheel rolled all the way to the edge of the inscriber, fell down, rolled upright a bit in the sand, and then fell over and lay still. But already up on the inscriber another gear wheel was moving upwards. Several others followed—large ones, small ones, ones hard to distinguish. With each of them the same thing happened. One kept thinking that now the inscriber must surely be empty, but then a new cluster with lots of parts would move up, fall down, roll in the sand, and lie still. With all this going on, the Condemned Man totally forgot the Traveler’s order. The gear wheels completely delighted him. He kept wanting to grab one, and at the same time he was urging the Soldier to help him. But he kept pulling his hand back startled, for immediately another wheel followed, which, at least in its initial rolling, surprised him.
+
+The Traveler, by contrast, was very upset. Obviously the machine was breaking up. Its quiet operation had been an illusion. He felt as if he had to look after the Officer, now that the latter could no longer look after himself. But while the falling gear wheels were claiming all his attention, he had neglected to look at the rest of the machine. However, when he now bent over the harrow, once the last gear wheel had left the inscriber, he had a new, even more unpleasant surprise. The harrow was not writing but only stabbing, and the bed was not rolling the body, but lifting it, quivering, up into the needles. The Traveler wanted to reach in to stop the whole thing, if possible. This was not the torture the Officer wished to attain. It was murder, pure and simple. He stretched out his hands. But at that point the harrow was already moving upwards and to the side, with the skewered body—just as it did in other cases, but only in the twelfth hour. Blood flowed out in hundreds of streams, not mixed with water—the water tubes had also failed to work this time. Then one last thing went wrong: the body would not come loose from the needles. Its blood streamed out, but it hung over the pit without falling. The harrow wanted to move back to its original position, but, as if it realized that it could not free itself of its load, it remained over the hole.
+
+“Help,” the Traveler yelled out to the Soldier and the Condemned Man and grabbed the Officer’s feet. He wanted to push against the feet himself and have the two others grab the Officer’s head from the other side, so he could be slowly taken off the needles. But now the two men could not make up their mind whether to come or not. The Condemned Man turned away at once. The Traveler had to go over to him and drag him to the Officer’s head by force. At this point, almost against his will, he looked at the face of the corpse. It was as it had been in his life. He could discover no sign of the promised transfiguration. What all the others had found in the machine, the Officer had not. His lips were pressed firmly together, his eyes were open and looked as they had when he was alive, his gaze was calm and convinced. The tip of a large iron needle had gone through his forehead.
+
+
+
+As the Traveler, with the Soldier and the Condemned Man behind him, came to the first houses in the colony, the Soldier pointed to one and said, “That’s the tea house.”
+
+On the ground floor of one of the houses was a deep, low room, like a cave, with smoke-covered walls and ceiling. On the street side it was open along its full width. Although there was little difference between the tea house and the rest of the houses in the colony, which were all very dilapidated, except for the Commandant’s palatial structure, the Traveler was struck by the impression of historical memory, and he felt the power of earlier times. Followed by his companions, he walked closer, going between the unoccupied tables, which stood in the street in front of the tea house, and took a breath of the cool, stuffy air which came from inside. “The old man is buried here,” said the soldier; “a place in the cemetery was denied him by the chaplain. For a long time people were undecided where they should bury him. Finally they buried him here. Of course, the Officer explained none of that to you, for naturally he was the one most ashamed about it. A few times he even tried to dig up the old man at night, but he was always chased off.” “Where is the grave?” asked the Traveler, who could not believe the Soldier. Instantly both men, the Soldier and the Condemned Man, ran in front of him and with hands outstretched pointed to the place where the grave was located. They led the Traveler to the back wall, where guests were sitting at a few tables. They were presumably dock workers, strong men with short, shiny, black beards. None of them wore coats, and their shirts were torn. They were poor, oppressed people. As the Traveler came closer, a few got up, leaned against the wall, and looked at him. A whisper went up around the Traveler—“It’s a foreigner. He wants to look at the grave.” They pushed one of the tables aside, under which there was a real grave stone. It was a simple stone, low enough for it to remain hidden under a table. It bore an inscription in very small letters. In order to read it the Traveler had to kneel down. It read, “Here rests the Old Commandant. His followers, who are now not permitted to have a name, buried him in this grave and erected this stone. There exists a prophecy that the Commandant will rise again after a certain number of years and from this house will lead his followers to a re-conquest of the colony. Have faith and wait!”
+
+When the Traveler had read it and got up, he saw the men standing around him and smiling, as if they had read the inscription with him, found it ridiculous, and were asking him to share their opinion. The Traveler acted as if he hadn’t noticed, distributed some coins among them, waited until the table was pushed back over the grave, left the tea house, and went to the harbour.
+
+In the tea house the Soldier and the Condemned Man had come across some people they knew who detained them. However, they must have broken free of them soon, because by the time the Traveler found himself in the middle of a long staircase which led to the boats, they were already running after him. They probably wanted to force the Traveler at the last minute to take them with him. While the Traveler was haggling at the bottom of the stairs with a sailor about his passage out to the steamer, the two men were racing down the steps in silence, for they didn’t dare cry out. But as they reached the bottom, the Traveler was already in the boat, and the sailor at once cast off from shore. They could still have jumped into the boat, but the Traveler picked up a heavy knotted rope from the boat bottom, threatened them with it, and thus prevented them from jumping in. 
diff --git a/tests/units/typing/url/test_text_url.py b/tests/units/typing/url/test_text_url.py
new file mode 100644
index 00000000000..2544358388f
--- /dev/null
+++ b/tests/units/typing/url/test_text_url.py
@@ -0,0 +1,45 @@
+import os
+import urllib
+
+import pytest
+from pydantic import parse_obj_as
+
+from docarray.typing import TextUrl
+
+REMOTE_TXT = 'https://de.wikipedia.org/wiki/Brixen'
+CUR_DIR = os.path.dirname(os.path.abspath(__file__))
+LOCAL_TXT = os.path.join(CUR_DIR, '..', '..', '..', 'toydata', 'penal_colony.txt')
+
+
+@pytest.mark.parametrize(
+    'url,expected_beginning',
+    [(REMOTE_TXT, '<!DOCTYPE html>'), (LOCAL_TXT, '“It’s a peculiar apparatus,”')],
+)
+def test_load(url, expected_beginning):
+    uri = parse_obj_as(TextUrl, url)
+
+    txt = uri.load()
+    assert txt.startswith(expected_beginning)
+
+
+@pytest.mark.parametrize('url', [REMOTE_TXT, LOCAL_TXT])
+def test_load_to_bytes(url):
+    uri = parse_obj_as(TextUrl, url)
+
+    txt_bytes = uri.load_to_bytes()
+    assert isinstance(txt_bytes, bytes)
+
+
+def test_proto_text_url():
+
+    uri = parse_obj_as(TextUrl, LOCAL_TXT)
+
+    uri._to_node_protobuf()
+
+
+def test_load_timeout():
+    url = parse_obj_as(TextUrl, REMOTE_TXT)
+    with pytest.raises(urllib.error.URLError):
+        _ = url.load(timeout=0.001)
+    with pytest.raises(urllib.error.URLError):
+        _ = url.load_to_bytes(timeout=0.001)