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f115855
1
Parent(s):
60cd172
Upload folder using huggingface_hub
Browse files- README.md +3 -9
- app.py +151 -0
- requirements.txt +1 -0
README.md
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---
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title:
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emoji: 📊
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colorFrom: pink
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colorTo: pink
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sdk: gradio
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sdk_version: 3.47.1
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app_file: app.py
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: Point_Cloud_Segmentation-Trimble_Cloud
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app_file: app.py
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sdk: gradio
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sdk_version: 3.43.1
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---
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app.py
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import os
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import json
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import time
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import base64
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import requests
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import gradio as gr
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username = os.environ.get("CLIENT_ID")
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passwd = os.environ.get("CLIENT_SECRETS")
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def authorization():
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url = "https://stage.id.trimblecloud.com/oauth/token"
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credential_pair = f"{username}:{passwd}"
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payload = "grant_type=client_credentials&scope=DLPointCloudSegmentation"
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headers = {
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"Content-Type": "application/x-www-form-urlencoded",
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"Authorization": f"Basic {base64.b64encode(credential_pair.encode('utf-8')).decode('utf-8')}",
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}
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response = requests.request("POST", url, headers=headers, data=payload)
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response.raise_for_status()
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print("Succesfully authenticated")
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auth_token = json.loads(response.text)["access_token"]
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return auth_token
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def create_file(auth_token, input_filename):
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url = "https://cloud.stage.api.trimblecloud.com/dataocean/api/3.0/api/files"
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payload = json.dumps({"file": {"path": input_filename, "regions": ["us1"]}})
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headers = {
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"Authorization": f"Bearer {auth_token}",
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"Content-Type": "application/json",
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}
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response = requests.request("POST", url, headers=headers, data=payload)
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response.raise_for_status()
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print("File created successfully")
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file_upload_url = json.loads(response.text)["file"]["upload"]["url"]
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return file_upload_url
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def upload_file(url, file):
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with open(file.name, "rb") as lasFile:
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payload = lasFile.read()
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headers = {"Content-Type": "application/octet-stream"}
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response = requests.request("PUT", url, headers=headers, data=payload)
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response.raise_for_status()
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print("Upload was successful")
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def start_execution(auth_token, input_filename, output_filename="output.las"):
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url = "https://cloud.stage.api.trimblecloud.com/Processing/api/1/api/executions"
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payload = json.dumps(
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{
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"execution": {
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"procedure_id": "a7c4f9c3-b21a-4c9c-b4df-3dc6ba8934d9",
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"region": "aws-us1",
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"parameters": {
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"source_path": input_filename,
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"regions": ["us1"],
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"output_path": output_filename,
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},
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}
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}
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)
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headers = {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {auth_token}",
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}
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response = requests.request("POST", url, headers=headers, data=payload)
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response.raise_for_status()
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print("Execution has started")
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execution_id = json.loads(response.text)["execution"]["id"]
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return execution_id
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def track_execution(auth_token, execution_id, output_filename):
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url = "https://cloud.stage.api.trimblecloud.com/Processing/api/1/api/executions"
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payload = {}
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headers = {
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"Authorization": f"Bearer {auth_token}",
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}
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response = requests.request("GET", url, headers=headers, data=payload)
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status = json.loads(response.text)["items"][0]["execution_status"]
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while status != "FINISHED":
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response = requests.request("GET", url, headers=headers, data=payload)
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status = json.loads(response.text)["items"][0]["execution_status"]
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time.sleep(1)
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return download_output(auth_token, output_filename)
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def download_output(auth_token, output_filename):
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url = f"https://cloud.stage.api.trimblecloud.com/dataocean/api/3.0/api/files?path={output_filename}"
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payload = ""
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headers = {
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"Authorization": f"Bearer {auth_token}",
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"Content-Type": "application/json",
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}
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response = requests.request("GET", url, headers=headers, data=payload)
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response.raise_for_status()
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print("File downloading")
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response = json.loads(response.text)
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download_url = response["file"]["download"]["url"]
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return download_url
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def predict(input_file):
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input_filename = "input.las"
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output_filename = "output.las"
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auth_token = authorization()
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file_upload_url = create_file(auth_token, input_filename)
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upload_file(file_upload_url, input_file)
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execution_id = start_execution(
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auth_token, input_filename, output_filename
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)
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download_url = track_execution(auth_token, execution_id, output_filename)
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html_content = f'<a href="{download_url}">Download output file</a>'
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return "Inference has finished. Click the download button to access the output file", html_content
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demo = gr.Interface(
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title="Point Cloud inference on the Trimble Cloud",
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fn=predict,
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inputs=gr.File(file_types=[".las"], file_count="single"),
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outputs=[gr.Textbox(), "html"],
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)
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demo.queue(default_enabled=False).launch()
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requirements.txt
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requests
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