alessandro trinca tornidor
[refactor] move core instance segmentation (segment anything) functionality to samgis_core, bump to version 1.2.0
a5b5e37
import json | |
import time | |
import unittest | |
from unittest.mock import patch | |
from fastapi.testclient import TestClient | |
from samgis import PROJECT_ROOT_FOLDER | |
from samgis.io import wrappers_helpers | |
from tests import TEST_EVENTS_FOLDER | |
from tests.local_tiles_http_server import LocalTilesHttpServer | |
from wrappers import fastapi_wrapper | |
from wrappers.fastapi_wrapper import app | |
infer_samgis = "/infer_samgis" | |
response_status_code = "response.status_code:{}." | |
response_body_loaded = "response.body_loaded:{}." | |
client = TestClient(app) | |
source = { | |
'url': 'https://tile.openstreetmap.org/{z}/{x}/{y}.png', 'max_zoom': 19, | |
'html_attribution': '© <a href="https://www.openstreetmap.org/copyright">OpenStreetMap</a> contributors', | |
'attribution': '(C) OpenStreetMap contributors', 'name': 'OpenStreetMap.Mapnik' | |
} | |
event = { | |
"bbox": { | |
"ne": {"lat": 39.036252959636606, "lng": 15.040283203125002}, | |
"sw": {"lat": 38.302869955150044, "lng": 13.634033203125002} | |
}, | |
"prompt": [{"type": "point", "data": {"lat": 38.48542007717153, "lng": 14.921846904165468}, "label": 0}], | |
"zoom": 10, "source_type": "OpenStreetMap" | |
} | |
response_bodies_post_test = { | |
"single_point": { | |
'bbox': [[39.036252959636606, 15.040283203125002], [38.302869955150044, 13.634033203125002]], | |
'prompt': [{'type': 'point', 'label': 0, 'data': [937, 514]}], 'zoom': 10, | |
'source': source | |
}, | |
"multi_prompt": { | |
'bbox': [[39.011714588834074, 15.093841552734377], [38.278078995562105, 13.687591552734377]], | |
'prompt': [ | |
{'type': 'point', 'label': 1, 'data': [839, 421]}, | |
{'type': 'point', 'label': 1, 'data': [906, 489]}, | |
{'type': 'point', 'label': 1, 'data': [936, 580]} | |
], 'zoom': 10, | |
'source': source | |
}, | |
"single_rectangle": { | |
'bbox': [[39.011714588834074, 15.093841552734377], [38.278078995562105, 13.687591552734377]], | |
'prompt': [{'type': 'rectangle', 'data': [875, 445, 951, 538]}], 'zoom': 10, | |
'source': source | |
} | |
} | |
class TestFastapiApp(unittest.TestCase): | |
def test_fastapi_handler_health_200(self): | |
response = client.get("/health") | |
assert response.status_code == 200 | |
body = response.json() | |
assert body == {"msg": "still alive..."} | |
def test_fastapi_handler_post_test_200(self): | |
fn_name = "lambda_handler" | |
for json_filename in [ | |
"single_point", | |
"multi_prompt", | |
"single_rectangle" | |
]: | |
with open(TEST_EVENTS_FOLDER / f"{fn_name}_{json_filename}.json") as tst_json: | |
inputs_outputs = json.load(tst_json) | |
input_body = json.loads(inputs_outputs["input"]["body"]) | |
response = client.post("/post_test", json=input_body) | |
assert response.status_code == 200 | |
response_body = response.json() | |
assert response_body == response_bodies_post_test[json_filename] | |
def test_fastapi_handler_post_test_422(self): | |
response = client.post("/post_test", json={}) | |
assert response.status_code == 422 | |
body = response.json() | |
assert body == {'msg': 'Error - Unprocessable Entity'} | |
def test_index(self): | |
import subprocess | |
subprocess.run(["pnpm", "build"], cwd=PROJECT_ROOT_FOLDER / "static") | |
subprocess.run(["pnpm", "tailwindcss", "-i", "./src/input.css", "-o", "./dist/output.css"], | |
cwd=PROJECT_ROOT_FOLDER / "static") | |
response = client.get("/") | |
assert response.status_code == 200 | |
html_body = response.read().decode("utf-8") | |
assert "html" in html_body | |
assert "head" in html_body | |
assert "body" in html_body | |
def test_404(self): | |
response = client.get("/404") | |
assert response.status_code == 404 | |
def test_infer_samgis_422(self): | |
response = client.post(infer_samgis, json={}) | |
print(response_status_code.format(response.status_code)) | |
assert response.status_code == 422 | |
body_loaded = response.json() | |
print(response_body_loaded.format(body_loaded)) | |
assert body_loaded == {"msg": "Error - Unprocessable Entity"} | |
def test_infer_samgis_middleware_500(self): | |
from copy import deepcopy | |
local_event = deepcopy(event) | |
local_event["source_type"] = "source_fake" | |
response = client.post(infer_samgis, json=local_event) | |
print(response_status_code.format(response.status_code)) | |
assert response.status_code == 500 | |
body_loaded = response.json() | |
print(response_body_loaded.format(body_loaded)) | |
assert body_loaded == {'success': False} | |
def test_infer_samgis_500(self, samexporter_predict_mocked, time_mocked): | |
time_mocked.return_value = 0 | |
samexporter_predict_mocked.side_effect = ValueError("I raise a value error!") | |
response = client.post(infer_samgis, json=event) | |
print(response_status_code.format(response.status_code)) | |
assert response.status_code == 500 | |
body = response.json() | |
print(response_body_loaded.format(body)) | |
assert body == {'msg': 'Error - Internal Server Error'} | |
def test_infer_samgis_real_200(self, time_mocked, get_url_tile_mocked): | |
import shapely | |
import xyzservices | |
from tests import LOCAL_URL_TILE, TEST_EVENTS_FOLDER | |
time_mocked.return_value = 0 | |
listen_port = 8000 | |
local_tile_provider = xyzservices.TileProvider(name="local_tile_provider", url=LOCAL_URL_TILE, attribution="") | |
get_url_tile_mocked.return_value = local_tile_provider | |
with LocalTilesHttpServer.http_server("localhost", listen_port, directory=TEST_EVENTS_FOLDER): | |
response = client.post(infer_samgis, json=event) | |
print(response_status_code.format(response.status_code)) | |
assert response.status_code == 200 | |
body_string = response.json()["body"] | |
body_loaded = json.loads(body_string) | |
print(response_body_loaded.format(body_loaded)) | |
assert "duration_run" in body_loaded | |
output = body_loaded["output"] | |
assert 'n_predictions' in output | |
assert "n_shapes_geojson" in output | |
geojson = output["geojson"] | |
output_geojson = shapely.from_geojson(geojson) | |
print("output_geojson::{}.".format(output_geojson)) | |
assert isinstance(output_geojson, shapely.GeometryCollection) | |
assert len(output_geojson.geoms) == 3 | |
def test_infer_samgis_mocked_200(self, samexporter_predict_mocked, time_mocked): | |
self.maxDiff = None | |
time_mocked.return_value = 0 | |
samexporter_output = { | |
"n_predictions": 1, | |
"geojson": "{\"type\": \"FeatureCollection\", \"features\": [{\"id\": \"0\", \"type\": \"Feature\", " + | |
"\"properties\": {\"raster_val\": 255.0}, \"geometry\": {\"type\": \"Polygon\", " + | |
"\"coordinates\": [[[148.359375, -40.4469470596005], [148.447265625, -40.4469470596005], " + | |
"[148.447265625, -40.51379915504414], [148.359375, -40.4469470596005]]]}}]}", | |
"n_shapes_geojson": 2 | |
} | |
samexporter_predict_mocked.return_value = samexporter_output | |
response = client.post(infer_samgis, json=event) | |
print(response_status_code.format(response.status_code)) | |
assert response.status_code == 200 | |
response_json = response.json() | |
body_loaded = json.loads(response_json["body"]) | |
print(response_body_loaded.format(body_loaded)) | |
self.assertDictEqual(body_loaded, {'duration_run': 0, 'output': samexporter_output}) | |