rename papp
This commit is contained in:
parent
f04dc7e19d
commit
174fc67c3f
7 changed files with 717 additions and 6 deletions
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@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
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kind: APIComponent
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metadata:
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name: api-pipelines
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namespace: pu-mgalynchik-pa-mm25-synthdata
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namespace: pu-mgalynchik-pa-mm25-synth
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spec:
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published: true
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pipelines:
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@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
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kind: DataBox
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metadata:
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name: synthdata-box
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namespace: pu-mgalynchik-pa-mm25-synthdata
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namespace: pu-mgalynchik-pa-mm25-synth
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spec:
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s3DefaultStorage: {}
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---
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@ -11,6 +11,6 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
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kind: DataBox
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metadata:
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name: users
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namespace: pu-mgalynchik-pa-mm25-synthdata
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namespace: pu-mgalynchik-pa-mm25-synth
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spec:
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s3DefaultStorage: {}
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@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
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kind: APIComponent
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metadata:
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name: files-api
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namespace: pu-mgalynchik-pa-mm25-synthdata
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namespace: pu-mgalynchik-pa-mm25-synth
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spec:
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published: true
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files:
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@ -3,7 +3,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
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kind: APIComponent
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metadata:
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name: train-generate-api
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namespace: pu-mgalynchik-pa-mm25-synthdata
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namespace: pu-mgalynchik-pa-mm25-synth
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spec:
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published: true
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experimentPipeline:
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@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
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kind: ExperimentPipeline
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metadata:
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name: train-generate
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namespace: pu-mgalynchik-pa-mm25-synthdata
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namespace: pu-mgalynchik-pa-mm25-synth
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spec:
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vars:
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- name: model
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360
logs.txt
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360
logs.txt
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File diff suppressed because one or more lines are too long
351
mm25-module-card.ipynb
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351
mm25-module-card.ipynb
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@ -0,0 +1,351 @@
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Проверка работы с модулем 25 через API"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### Обучение модели и генерация данных"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"##### Файловый API"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import requests\n",
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"import json\n",
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"from requests.auth import HTTPBasicAuth\n",
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"import time\n",
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"import datetime"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"metadata": {},
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"outputs": [],
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"source": [
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"module_name = \"pu-mgalynchik-pa-mm25-synthdata\"\n",
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"username = \"developer\"\n",
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"password = \"WpNJxt7vCdP4Q9TYFX5Sh6ukGZHyrD\"\n",
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"REQUESTS_TIMEOUT = 20\n",
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"\n",
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"basic_auth = HTTPBasicAuth(username, password)\n",
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"\n",
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"headers = {\n",
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" \"Content-Type\": \"application/json\"\n",
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"}\n",
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"\n",
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"service_url = f\"https://platform-dev.stratpro.hse.ru/{module_name}\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Путь к файлу с входными данными, как локально, так и в файловом хранилище фреймворка\n",
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"filename = \"data/telecom_data.csv\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Response [503]>"
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]
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},
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"execution_count": 24,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"response"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {},
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"outputs": [
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{
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"ename": "JSONDecodeError",
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"evalue": "Expecting value: line 1 column 1 (char 0)",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mJSONDecodeError\u001b[0m Traceback (most recent call last)",
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"File \u001b[0;32m~/.local/lib/python3.10/site-packages/requests/models.py:971\u001b[0m, in \u001b[0;36mResponse.json\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 970\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 971\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcomplexjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloads\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 972\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m JSONDecodeError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 973\u001b[0m \u001b[38;5;66;03m# Catch JSON-related errors and raise as requests.JSONDecodeError\u001b[39;00m\n\u001b[1;32m 974\u001b[0m \u001b[38;5;66;03m# This aliases json.JSONDecodeError and simplejson.JSONDecodeError\u001b[39;00m\n",
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"File \u001b[0;32m/usr/lib/python3.10/json/__init__.py:346\u001b[0m, in \u001b[0;36mloads\u001b[0;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m 344\u001b[0m parse_int \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m parse_float \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m 345\u001b[0m parse_constant \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_pairs_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kw):\n\u001b[0;32m--> 346\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_default_decoder\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 347\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
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"File \u001b[0;32m/usr/lib/python3.10/json/decoder.py:337\u001b[0m, in \u001b[0;36mJSONDecoder.decode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m 333\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Return the Python representation of ``s`` (a ``str`` instance\u001b[39;00m\n\u001b[1;32m 334\u001b[0m \u001b[38;5;124;03mcontaining a JSON document).\u001b[39;00m\n\u001b[1;32m 335\u001b[0m \n\u001b[1;32m 336\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m--> 337\u001b[0m obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraw_decode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43midx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_w\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mend\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 338\u001b[0m end \u001b[38;5;241m=\u001b[39m _w(s, end)\u001b[38;5;241m.\u001b[39mend()\n",
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"File \u001b[0;32m/usr/lib/python3.10/json/decoder.py:355\u001b[0m, in \u001b[0;36mJSONDecoder.raw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m 354\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m--> 355\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m JSONDecodeError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpecting value\u001b[39m\u001b[38;5;124m\"\u001b[39m, s, err\u001b[38;5;241m.\u001b[39mvalue) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 356\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj, end\n",
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"\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)",
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"\nDuring handling of the above exception, another exception occurred:\n",
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"\u001b[0;31mJSONDecodeError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[22], line 4\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;241m400\u001b[39m, ]:\n\u001b[1;32m 3\u001b[0m response \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mservice_url\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/files/synthdata-box/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilename\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, auth\u001b[38;5;241m=\u001b[39mbasic_auth)\n\u001b[0;32m----> 4\u001b[0m display(\u001b[43mresponse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjson\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m)\n",
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"File \u001b[0;32m~/.local/lib/python3.10/site-packages/requests/models.py:975\u001b[0m, in \u001b[0;36mResponse.json\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 971\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m complexjson\u001b[38;5;241m.\u001b[39mloads(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtext, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 972\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m JSONDecodeError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 973\u001b[0m \u001b[38;5;66;03m# Catch JSON-related errors and raise as requests.JSONDecodeError\u001b[39;00m\n\u001b[1;32m 974\u001b[0m \u001b[38;5;66;03m# This aliases json.JSONDecodeError and simplejson.JSONDecodeError\u001b[39;00m\n\u001b[0;32m--> 975\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m RequestsJSONDecodeError(e\u001b[38;5;241m.\u001b[39mmsg, e\u001b[38;5;241m.\u001b[39mdoc, e\u001b[38;5;241m.\u001b[39mpos)\n",
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"\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
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]
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}
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],
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"source": [
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"response = requests.put(f\"{service_url}/files/synthdata-box/{filename}\", auth=basic_auth)\n",
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"if response.status_code in [400, ]:\n",
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" response = requests.get(f\"{service_url}/files/synthdata-box/{filename}\", auth=basic_auth)\n",
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"display(response.json())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"200\n"
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]
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}
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],
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"source": [
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"if response.status_code in [200, 201]:\n",
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" result_urls = json.loads(response.content) \n",
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" \n",
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" with open(filename, \"rb\") as f:\n",
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" response = requests.put(result_urls[\"presigned_put_url\"], data=f.read())\n",
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" print(response.status_code)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"##### Запуск пайплайна генерации данных"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"pipeline_name = \"train-generate\"\n",
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"full_url = f\"https://platform-dev-cs-hse.objectoriented.ru/{module_name}/pipelines/{pipeline_name}/trials\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"synthdata_request = {\n",
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" \"inputs\": [\n",
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" {\n",
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" \"name\": \"input_data\",\n",
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" \"datatype\": \"FILE\",\n",
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" \"content_type\": \"text/csv\",\n",
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" \"shape\": [7043, 20],\n",
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" \"data\": \"data/\"\n",
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" }\n",
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" ],\n",
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" \"output_vars\": [\n",
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" {\n",
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" \"name\": \"report_file\",\n",
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" \"data\": \"results/syntesize_data/report/\"\n",
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" },\n",
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" {\n",
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" \"name\": \"output_data\",\n",
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" \"data\": \"results/syntesize_data/output/\"\n",
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" },\n",
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" {\n",
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" \"name\": \"model\",\n",
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" \"data\": \"results/syntesize_data/model/\"\n",
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" },\n",
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" ]\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[0:00:00] Pipeline job status - Started\n",
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"[0:02:34] Pipeline job status - OutputsAreValidated\n",
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"[0:02:36] Pipeline job status - Completed\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"{'type': 'Completed',\n",
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" 'condition_status': 'True',\n",
|
||||
" 'last_transition_time': '2024-12-01T18:55:13.943784+0000',\n",
|
||||
" 'message': '',\n",
|
||||
" 'reason': '',\n",
|
||||
" 'stage': None}"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"response = requests.post(full_url, headers=headers, auth=basic_auth, json=synthdata_request)\n",
|
||||
"tracking_url = json.loads(response.content)['_links']['self']['href']\n",
|
||||
"\n",
|
||||
"if response.status_code in [200, ]:\n",
|
||||
" tracking_info = requests.get(tracking_url, auth=basic_auth)\n",
|
||||
" last_status = json.loads(tracking_info.content)['status']['conditions'][-1]\n",
|
||||
" status_history = [last_status]\n",
|
||||
" while last_status['type'] != 'Completed':\n",
|
||||
" if last_status not in status_history:\n",
|
||||
" status_history.append(last_status)\n",
|
||||
" \n",
|
||||
" time.sleep(REQUESTS_TIMEOUT)\n",
|
||||
" \n",
|
||||
" tracking_info = requests.get(tracking_url, auth=basic_auth)\n",
|
||||
" last_status = json.loads(tracking_info.content)['status']['conditions'][-1]\n",
|
||||
"\n",
|
||||
" status_conditions = json.loads(tracking_info.content)['status']['conditions']\n",
|
||||
" start_time = datetime.datetime.strptime(status_conditions[0]['last_transition_time'][:-5], '%Y-%m-%dT%H:%M:%S.%f')\n",
|
||||
" for idx, status in enumerate(status_conditions):\n",
|
||||
" status_time = datetime.datetime.strptime(status['last_transition_time'][:-5], '%Y-%m-%dT%H:%M:%S.%f')\n",
|
||||
" print(f\"[{str(status_time - start_time).split('.', maxsplit=1)[0]}] Pipeline job status - {status['type']}\")\n",
|
||||
" \n",
|
||||
" display(last_status)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"##### Результаты"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'name': 'pu-mgalynchik-pa-mm25-synthdata/files/synthdata-box/results/syntesize_data/report/',\n",
|
||||
" 'files': [{'name': 'pu-mgalynchik-pa-mm25-synthdata/files/synthdata-box/results/syntesize_data/report/report.json',\n",
|
||||
" 'presigned_get_url': 'https://storage.yandexcloud.net/platform-default-user-data/pu-mgalynchik-pa-mm25-synthdata/synthdata-box/users/developer/file_groups/results/syntesize_data/report/report.json?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEw7KWeJzGZz9pXuFdhLPP%2F20241201%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241201T185519Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=58608407ac224691cacd571fe7f5edb3b80ccb1fbb25632b2d3cad6be541d049'}]}"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'name': 'pu-mgalynchik-pa-mm25-synthdata/files/synthdata-box/results/syntesize_data/output/',\n",
|
||||
" 'files': [{'name': 'pu-mgalynchik-pa-mm25-synthdata/files/synthdata-box/results/syntesize_data/output/prediction.csv',\n",
|
||||
" 'presigned_get_url': 'https://storage.yandexcloud.net/platform-default-user-data/pu-mgalynchik-pa-mm25-synthdata/synthdata-box/users/developer/file_groups/results/syntesize_data/output/prediction.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEw7KWeJzGZz9pXuFdhLPP%2F20241201%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241201T185519Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=5346314f79abfb31563be22b814a1286035cbb0d19f782f626166651b5691036'}]}"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'name': 'pu-mgalynchik-pa-mm25-synthdata/files/synthdata-box/results/syntesize_data/model/',\n",
|
||||
" 'files': [{'name': 'pu-mgalynchik-pa-mm25-synthdata/files/synthdata-box/results/syntesize_data/model/model.joblib',\n",
|
||||
" 'presigned_get_url': 'https://storage.yandexcloud.net/platform-default-user-data/pu-mgalynchik-pa-mm25-synthdata/synthdata-box/users/developer/file_groups/results/syntesize_data/model/model.joblib?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEw7KWeJzGZz9pXuFdhLPP%2F20241201%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241201T185519Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=41d8ded4948d817538aa65a12b6cfc028d7df5e0af963e5ce7c84d509c458b06'}]}"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for filename in synthdata_request[\"output_vars\"]:\n",
|
||||
" response = requests.get(f\"{service_url}/files/synthdata-box/{filename['data']}\", auth=basic_auth)\n",
|
||||
" if response.status_code in [200, 201]:\n",
|
||||
" display(response.json())"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"##### Процент совпадений с входными данными:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'Overall Quality Score': 0.9413369301611234}"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"report_fname = synthdata_request[\"output_vars\"][0]['data']\n",
|
||||
"response = requests.get(f\"{service_url}/files/synthdata-box/{report_fname}\", auth=basic_auth)\n",
|
||||
"if response.status_code in [200, 201]:\n",
|
||||
" response = requests.get(response.json()['files'][0]['presigned_get_url'], auth=basic_auth)\n",
|
||||
" display(response.json())"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.10.12"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
Loading…
Reference in a new issue