i was trying to use workflow using inference_sdk when my py script send the request to the API it return âException has occurred: HTTPCallErrorErrorâ
api_message=âNoneâ,status_code=405)
it would be helpful if anyone can help it
below is my code py code:
from inference_sdk import *
import cv2
from matplotlib import pyplot as plt
import base64
import json
import numpy as np
client = InferenceHTTPClient(
api_url=âdetect.roboflow.com/infer/workflows/school-xcwwx/d239049c-f89d-45fe-ae7e-13c767685aefâ,
api_key=ââ
)
def image_to_base64(image_path):
with open(image_path, ârbâ) as image_file:
encoded_image = base64.b64encode(image_file.read())
return encoded_image.decode(âutf-8â) # Convert bytes to a UTF-8 encoded string
imahepath = âtemp_image/uplode214321.jpegâ
image = image_to_base64(imahepath)
image = cv2.imread(âtemp_image/uplode214321.jpegâ)
data={
âversionâ: â1.0â,
âinputsâ: [
{
âtypeâ: âInferenceImageâ,
ânameâ: {âimageâ: image},
}
],
âstepsâ: [
{
âtypeâ: âObjectDetectionModelâ,
ânameâ: âstep_1â,
âimageâ: â$inputs.imageâ,
âmodel_idâ: âpanextraction/2â,
âconfidenceâ: 0.5,
âiou_thresholdâ: 0.4
},
{
âtypeâ: âCropâ,
ânameâ: âstep_2â,
âimageâ: â$inputs.imageâ,
âdetectionsâ: â$steps.step_1.predictionsâ
},
{
âtypeâ: âOCRModelâ,
ânameâ: âstep_3â,
âimageâ: â$steps.step_2.cropsâ
}
],
âoutputsâ: [
{
âtypeâ: âJsonFieldâ,
ânameâ: âpredictionsâ,
âselectorâ: â$steps.step_1.predictionsâ
},
{
âtypeâ: âJsonFieldâ,
ânameâ: âcropsâ,
âselectorâ: â$steps.step_2.cropsâ
},
{
âtypeâ: âJsonFieldâ,
ânameâ: âocrâ,
âselectorâ: â$steps.step_3.resultâ
},
{
âtypeâ: âJsonFieldâ,
ânameâ: âocr_parentsâ,
âselectorâ: â$steps.step_3.parent_idâ
}
]
}
specification={
âspecificationâ: {
âversionâ: â1.0â,
âinputsâ: data[âinputsâ],
âstepsâ: data[âstepsâ],
âoutputsâ: data[âoutputsâ]
}},
client.configure(
InferenceConfiguration(output_visualisation_format=VisualisationResponseFormat.NUMPY)
)
jstring=specification[0][âspecificationâ]
license_plate_result_1 = client.infer_from_workflow(
specification=jstring,
# images={âimageâ: image}
)
plt.title(f"Recognised plate: {license_plate_result_1[ârecognised_platesâ]}")
plt.imshow(license_plate_result_1[âcropsâ][0][âvalueâ][:, :, ::-1])
plt.show()
- Project Type: ObjectDetectionModel
- Operating System & Browser: Windows 10 & Chrom
- Project Universe Link or Workspace/Project ID: universe link