def test_search_image_url_and_geo(self):
""" search over image url combined with geo """
# upload an image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7129, 74.0058))
img2 = self.app.inputs.create_image_from_url(
image_id=image_id,
url=sample_inputs.METRO_IMAGE_URL,
geo=geo,
allow_duplicate_url=True)
term1 = clarifai.rest.InputSearchTerm(
url=sample_inputs.METRO_IMAGE_URL)
geo_box = GeoBox(GeoPoint(40.7028, 74.0009),
GeoPoint(40.7328, 74.0359))
term2 = clarifai.rest.InputSearchTerm(geo=Geo(geo_box=geo_box))
query = clarifai.rest.SearchQueryBuilder()
query.add_term(term1)
query.add_term(term2)
search_res = self.app.inputs.search(query)
self.assertGreater(len(search_res), 0)
match = False
for img in search_res:
if img.input_id == image_id or img.url == img2.url:
match = True
break
self.assertTrue(match)
# delete second test image
self.app.inputs.delete(img2.input_id)
def test_search_geo_with_input_output_tag(self):
""" search over input and output tag together with geo info """
# upload an image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7129, 74.0058))
img2 = self.app.inputs.create_image_from_url(
image_id=image_id,
url=sample_inputs.METRO_IMAGE_URL,
geo=geo,
concepts=["train"],
allow_duplicate_url=True)
geo_box = GeoBox(GeoPoint(40.7028, 74.0009),
GeoPoint(40.7328, 74.0359))
term1 = clarifai.rest.InputSearchTerm(geo=Geo(geo_box=geo_box))
term2 = clarifai.rest.InputSearchTerm(concept="train")
term3 = clarifai.rest.OutputSearchTerm(concept="railway")
query = clarifai.rest.SearchQueryBuilder()
query.add_term(term1)
query.add_term(term2)
query.add_term(term3)
search_res = self.app.inputs.search(query, page=1, per_page=20)
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
# match = False
# for img in search_res:
# if img.input_id == image_id or img.url == img2.url:
# match = True
# break
# self.assertTrue(match)
# delete second test image
self.app.inputs.delete(img2.input_id)
def test_search_image_url_and_geo(self):
""" search over image url combined with geo """
# upload an image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7129, 74.0058))
img2 = self.app.inputs.create_image_from_url(image_id=image_id,
url=urls[0],
geo=geo,
allow_duplicate_url=True)
term1 = clarifai.rest.InputSearchTerm(url=urls[0])
geo_box = GeoBox(GeoPoint(40.7028, 74.0009),
GeoPoint(40.7328, 74.0359))
term2 = clarifai.rest.InputSearchTerm(geo=Geo(geo_box=geo_box))
query = clarifai.rest.SearchQueryBuilder()
query.add_term(term1)
query.add_term(term2)
search_res = self.app.inputs.search(query)
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
# match = False
# for img in search_res:
# if img.input_id == image_id or img.url == img2.url:
# match = True
# break
# self.assertTrue(match)
# delete second test image
self.app.inputs.delete(img2.input_id)
def test_post_image_with_geo_and_metadata(self):
""" add image with geo info, retrieve it and compare the meta data """
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(-30, 40))
meta = {'myid': image_id, 'key_id': 'test_meta'}
img = self.app.inputs.create_image_from_url(
url=sample_inputs.METRO_IMAGE_URL,
geo=geo,
metadata=meta,
image_id=image_id,
allow_duplicate_url=True)
res = self.app.inputs.get(image_id)
self.assertTrue(isinstance(res, ClarifaiImage))
self.assertEqual(image_id, res.input_id)
geo_res = res.geo
self.assertTrue(isinstance(geo_res, Geo))
self.assertAlmostEqual(geo_res.geo_point.longitude, -30, delta=0.0001)
self.assertAlmostEqual(geo_res.geo_point.latitude, 40, delta=0.0001)
self.assertEqual(meta, res.metadata)
self.app.inputs.delete(image_id)
def test_search_geo_point(self):
""" search input geo point data """
# upload image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7128, 74.0059))
img1 = self.app.inputs.create_image_from_url(
image_id=image_id,
url=sample_inputs.METRO_IMAGE_URL,
geo=geo,
allow_duplicate_url=True)
self.app.wait_for_specific_input_uploads_to_finish(ids=[image_id],
max_wait=30)
# simple geo search
search_res = self.app.inputs.search_by_geo(GeoPoint(40.7128, 74.0059))
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
search_res = self.app.inputs.search_by_geo(GeoPoint(40.7128, 74.0059),
GeoLimit("mile", 10))
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
# delete first test image
self.app.inputs.delete(img1.input_id)
# upload 2nd image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7129, 74.0058))
img2 = self.app.inputs.create_image_from_url(
image_id=image_id,
url=sample_inputs.METRO_IMAGE_URL,
geo=geo,
allow_duplicate_url=True)
self.app.wait_for_specific_input_uploads_to_finish(ids=[image_id],
max_wait=30)
search_res = self.app.inputs.search_by_geo(GeoPoint(40.7128, 74.0059),
GeoLimit("kilometer", 9))
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
# delete second test image
self.app.inputs.delete(img2.input_id)
def test_post_image_with_geo(self):
""" add image with geo info, retrieve it and compare the meta data """
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(-30, 40))
img = self.app.inputs.create_image_from_url(
url=urls[0], geo=geo, image_id=image_id, allow_duplicate_url=True)
res = self.app.inputs.get(image_id)
self.assertTrue(isinstance(res, ClarifaiImage))
self.assertEqual(image_id, res.input_id)
geo_res = res.geo
self.assertAlmostEqual(geo_res.geo_point.longitude, -30, delta=0.0001)
self.assertAlmostEqual(geo_res.geo_point.latitude, 40, delta=0.0001)
self.app.inputs.delete(image_id)
def test_search_geo_box(self):
""" search input geo point data """
# upload an image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7129, 74.0058))
img2 = self.app.inputs.create_image_from_url(
image_id=image_id, url=sample_inputs.METRO_IMAGE_URL, geo=geo, allow_duplicate_url=True)
self.app.wait_for_specific_input_uploads_to_finish(ids=[image_id], max_wait=30)
geo_box = GeoBox(GeoPoint(40.7028, 74.0009), GeoPoint(40.7328, 74.0359))
search_res = self.app.inputs.search_by_geo(geo_box=geo_box)
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
# delete second test image
self.app.inputs.delete(img2.input_id)
def test_post_image_with_geo(self):
""" add image with geo info, retrieve it and compare the meta data """
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(-30, 40))
self.app.inputs.create_image_from_url(
url=sample_inputs.METRO_IMAGE_URL, geo=geo, image_id=image_id, allow_duplicate_url=True)
self.app.wait_for_specific_input_uploads_to_finish(ids=[image_id])
res = self.app.inputs.get(image_id)
self.assertTrue(isinstance(res, ClarifaiImage))
self.assertEqual(image_id, res.input_id)
geo_res = res.geo
self.assertAlmostEqual(geo_res.geo_point.longitude, -30, delta=0.0001)
self.assertAlmostEqual(geo_res.geo_point.latitude, 40, delta=0.0001)
self.app.inputs.delete(image_id)
def test_search_geo_box(self):
""" search input geo point data """
# upload an image
image_id = uuid.uuid4().hex
geo = Geo(GeoPoint(40.7129, 74.0058))
img2 = self.app.inputs.create_image_from_url(image_id=image_id,
url=urls[0],
geo=geo,
allow_duplicate_url=True)
geo_box = GeoBox(GeoPoint(40.7028, 74.0009),
GeoPoint(40.7328, 74.0359))
search_res = self.app.inputs.search_by_geo(geo_box=geo_box)
# disable this until citus migration fully finishes
# self.assertGreater(len(search_res), 0)
# delete second test image
self.app.inputs.delete(img2.input_id)
def test_geo(self):
# make a geo point for input
Geo(geo_point=GeoPoint(10, 20))
# make a geo point and geo limit for search
Geo(geo_point=GeoPoint(10, 20), geo_limit=GeoLimit("mile", 33))
# make a geo box for search
p1 = GeoPoint(0, 0)
p2 = GeoPoint(30, -20.22)
Geo(geo_box=GeoBox(p1, p2))
# make a geo point only
Geo(geo_point=p1)
# make an invalid Geo
with self.assertRaises(Exception):
Geo(geo_point=p1, geo_box=GeoBox(p1, p2), geo_limit=GeoLimit())
# make an invalid Geo
with self.assertRaises(Exception):
Geo()
def test_search_inputs_by_geo_location(
mock_http_client): # type: (mock.Mock) -> None
mock_execute_request = mock_request(mock_http_client,
json_responses=[
"""
{
"status": {
"code": 10000,
"description": "Ok"
},
"hits": [
{
"score": 0.5,
"input": {
"id": "@inputID",
"created_at": "2016-11-22T17:06:02Z",
"data": {
"image": {
"url": "@inputURL"
}
},
"status": {
"code": 30000,
"description": "Download complete"
}
}
}
]
}
""", """
{
"status": {
"code": 10000,
"description": "Ok"
},
"hits": []
}
"""
])
app = ClarifaiApp()
qb = SearchQueryBuilder()
qb.add_term(
InputSearchTerm(geo=Geo(geo_point=GeoPoint(longitude=1.5, latitude=-1),
geo_limit=GeoLimit(limit_type='kilometer',
limit_range=1))))
inputs = app.inputs.search(qb)
assert inputs[0].input_id == '@inputID'
assert inputs[0].score == 0.5
assert_request(
mock_execute_request, 'POST', '/v2/searches', """
{
"query": {
"ands": [
{
"input": {
"data": {
"geo": {
"geo_point": {
"longitude": 1.5,
"latitude": -1
},
"geo_limit": {
"type": "withinKilometers",
"value": 1
}
}
}
}
}
]
},
"pagination": {
"per_page": 20,
"page": 1
}
}
""")
def test_bulk_create_image(mock_http_client): # type: (mock.Mock) -> None
mock_execute_request = mock_request(
mock_http_client, """
{
"status": {
"code": 10000,
"description": "Ok"
},
"inputs": [
{
"id": "@inputID1",
"data": {
"image": {
"url": "https://some.image.url1"
},
"geo": {
"geo_point": {
"longitude": 55,
"latitude": 66
}
}
},
"created_at": "2019-01-17T12:43:04.895006174Z",
"modified_at": "2019-01-17T12:43:04.895006174Z",
"status": {
"code": 30001,
"description": "Download pending"
}
},
{
"id": "@inputID2",
"data": {
"image": {
"url": "https://some.image.url2"
}
},
"created_at": "2019-01-17T12:43:04.895006174Z",
"modified_at": "2019-01-17T12:43:04.895006174Z",
"status": {
"code": 30001,
"description": "Download pending"
}
}
]
}
""")
app = ClarifaiApp()
images = app.inputs.bulk_create_images([
Image(
url='https://some.image.url1',
image_id='@inputID1',
allow_dup_url=True,
geo=Geo(geo_point=GeoPoint(55, 66))),
Image(url='https://some.image.url2', image_id='@inputID2', allow_dup_url=True),
])
assert images[0].input_id == '@inputID1'
assert images[0].url == 'https://some.image.url1'
assert images[0].geo.geo_point.longitude == 55
assert images[0].geo.geo_point.latitude == 66
assert images[0].status.code == 30001
assert images[1].input_id == '@inputID2'
assert images[1].url == 'https://some.image.url2'
assert not images[1].geo
assert images[1].status.code == 30001
assert_request(
mock_execute_request, 'POST', '/v2/inputs', """
{
"inputs": [
{
"id": "@inputID1",
"data": {
"image": {
"url": "https://some.image.url1",
"allow_duplicate_url": true
},
"geo": {
"geo_point": {
"longitude": 55,
"latitude": 66
}
}
}
},
{
"id": "@inputID2",
"data": {
"image": {
"url": "https://some.image.url2",
"allow_duplicate_url": true
}
}
}
]
}
""")