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Filter

Select a subset of your data based on useful filters


You can filter and customize your search results to find exactly what you want. Filtering helps you reduce the amount of data returned in search results by removing irrelevant content, or by allowing you to select a specific subset of your data.

info

The initialization code used in the following examples is outlined in detail on the client installation page.

tip

You can learn how to paginate your API requests results here.

By Custom Concepts

After you annotate inputs with custom concepts, you can filter by concepts.

################################################################################
# In this section, we set the user authentication, app ID, and the concept we
# we want to filter by. Change these strings to run your own example.
################################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'
# Change this to filter by your own concept
CONCEPT_ID = 'people'

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
data=resources_pb2.Data(
concepts=[ # You can search by multiple concepts
resources_pb2.Concept(
id=CONCEPT_ID, # You could search by concept Name as well
value=1 # Value of 0 will search for images that don't have the concept
)
]
)
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))

By User ID

If you have collaborators in your app and they helped you annotate your inputs, you can also filter annotations by their user ID.

#############################################################################
# In this section, we set the user authentication, app ID, and the ID of a
# collaborator. Change these strings to run your own example.
#############################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'
# Change this to filter by user ID
USER_ID_2 = 'COLLABORATOR_ID_HERE'

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
user_id=USER_ID_2
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))

By Annotation Status

#################################################################
# In this section, we set the user authentication and app ID.
# Change these strings to run your own example.
#################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2, status_pb2

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
status=status_pb2.Status(
code=status_code_pb2.ANNOTATION_SUCCESS
)
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))

By Geo Location

Search by geo location allows you to restrict your search results to a bounding box based on longitude and latitude points. There are two ways you can provide longitude/latitude points. You can provide one point and a radius or you can provide two points.

It is important to note that a search by geo location acts as a filter and returns results ranked by any other provided search criteria, whether that is a visual search, concept search, or something else. If no other criterion is provided, results will return in the order the inputs were created, NOT by their distance to the center of the search area.

If you are providing one point and a radius, the radius can be in "mile", "kilometer", "degree", or "radian", marked by keywords withinMiles, withinKilometers, withinDegrees, or withinRadians respectively.

If you are providing two points, a box will be drawn from the uppermost point to the lowermost point, and the leftmost point to the rightmost point.

Before you perform a search by geo location, make sure you have added inputs with longitude and latitude points.

Add Inputs With Longitude and Latitude Points

Provide a geo point to an input. The geo point is a JSON object consisting of a longitude and a latitude in GPS coordinate system (SRID 4326). There can be at most one single geo point associated with each input.

##################################################################################
# In this section, we set the user authentication, app ID, and the input details
# we want to add. Change these strings to run your own example.
##################################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'
# Change these to add your own input with longitude and latitude points
IMAGE_URL = 'https://samples.clarifai.com/dog.tiff'
LONGITUDE = -30.0
LATITUDE = 40.0

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

post_inputs_response = stub.PostInputs(
service_pb2.PostInputsRequest(
user_app_id=userDataObject,
inputs=[
resources_pb2.Input(
data=resources_pb2.Data(
image=resources_pb2.Image(
url=IMAGE_URL,
allow_duplicate_url=True
),
geo=resources_pb2.Geo(
geo_point=resources_pb2.GeoPoint(
longitude=LONGITUDE,
latitude=LATITUDE,
)
)
)
)
]
),
metadata=metadata
)

if post_inputs_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post inputs failed, status: " + post_inputs_response.status.description)

Perform a Search With One Geo Point and Radius in Kilometers

#####################################################################################
# In this section, we set the user authentication, app ID, and details of the point
# we want to perform a search with. Change these strings to run your own example.
#####################################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'
# Change these to perform your own search
LONGITUDE = -29.0
LATITUDE = 40.0

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
data=resources_pb2.Data(
geo=resources_pb2.Geo(
geo_point=resources_pb2.GeoPoint(
longitude=LONGITUDE,
latitude=LATITUDE,
),
geo_limit=resources_pb2.GeoLimit(
type="withinKilometers",
value=150.0
)
)
)
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))

Perform a Search With Two Geo Points

#####################################################################################
# In this section, we set the user authentication, app ID, and details of the points
# we want to perform a search with. Change these strings to run your own example.
#####################################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'
# Change these to perform your own search
LONGITUDE_1 = -31.0
LATITUDE_1 = 42.0
LONGITUDE_2 = -29.0
LATITUDE_2 = 39.0

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
data=resources_pb2.Data(
geo=resources_pb2.Geo(
geo_box=[
resources_pb2.GeoBoxedPoint(
geo_point=resources_pb2.GeoPoint(
longitude=LONGITUDE_1,
latitude=LATITUDE_1
),
),
resources_pb2.GeoBoxedPoint(
geo_point=resources_pb2.GeoPoint(
longitude=LONGITUDE_2,
latitude=LATITUDE_2
),
),
]
)
)
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))

By Custom Annotation Info

After you have added inputs with custom metadata, you can search by that metadata.

Below is an example of searching over custom metadata. You can exact match any key: value pair no matter how nested it is.

For example, if the metadata on an input is:

{
"keyname": "value1",
"somelist": [1,2,3],
"somenesting": {
"keyname2":"value2",
"list2":[4,5]
}
}

Then the following searches will find this:

{
"keyname": "value1"
}
{
"somelist": [1,2,3]
}
{
"somelist": [1,2]
}
{
"somenesting": {"keyname2":"value2"}
}
{
"somenesting": {"list2":[5]}
}

How to perform searches:

################################################################
# In this section, we set the user authentication and app ID.
# Change these strings to run your own example.
################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2
from google.protobuf.struct_pb2 import Struct

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

search_metadata = Struct()
search_metadata.update({"type": "animal"})

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
data=resources_pb2.Data(
metadata=search_metadata
)
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))


By Annotation Info

Each annotation has annotation info. Similar to metadata, you have full control of this field and can be any arbitrary JSON.

################################################################
# In this section, we set the user authentication and app ID.
# Change these strings to run your own example.
################################################################

USER_ID = 'YOUR_USER_ID_HERE'
# Your PAT (Personal Access Token) can be found in the Account's Security section
PAT = 'YOUR_PAT_HERE'
APP_ID = 'YOUR_APP_ID_HERE'

##########################################################################
# YOU DO NOT NEED TO CHANGE ANYTHING BELOW THIS LINE TO RUN THIS EXAMPLE
##########################################################################

from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc
from clarifai_grpc.grpc.api.status import status_code_pb2
from google.protobuf.struct_pb2 import Struct

channel = ClarifaiChannel.get_grpc_channel()
stub = service_pb2_grpc.V2Stub(channel)

metadata = (('authorization', 'Key ' + PAT),)

userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) # The userDataObject is required when using a PAT

search_annotation_info = Struct()
search_annotation_info.update({"type": "animal"})

post_annotations_searches_response = stub.PostAnnotationsSearches(
service_pb2.PostAnnotationsSearchesRequest(
user_app_id=userDataObject,
searches = [
resources_pb2.Search(
query=resources_pb2.Query(
filters=[
resources_pb2.Filter(
annotation=resources_pb2.Annotation(
annotation_info=search_annotation_info
)
)
]
)
)
]
),
metadata=metadata
)

if post_annotations_searches_response.status.code != status_code_pb2.SUCCESS:
raise Exception("Post searches failed, status: " + post_annotations_searches_response.status.description)

print("Search result:")
for hit in post_annotations_searches_response.hits:
print("\tScore %.2f for annotation: %s off input: %s" % (hit.score, hit.annotation.id, hit.input.id))