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7 changed files with 476 additions and 7 deletions
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2
app/api-pipelines.yaml
View file

@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
kind: APIComponent kind: APIComponent
metadata: metadata:
name: api-pipelines name: api-pipelines
namespace: pu-mgalynchik-pa-mm25-synthdata namespace: pu-mgalynchik-pa-mm25-copy
spec: spec:
published: true published: true
pipelines: pipelines:

4
app/box.yaml
View file

@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
kind: DataBox kind: DataBox
metadata: metadata:
name: synthdata-box name: synthdata-box
namespace: pu-mgalynchik-pa-mm25-synthdata namespace: pu-mgalynchik-pa-mm25-copy
spec: spec:
s3DefaultStorage: {} s3DefaultStorage: {}
--- ---
@ -11,6 +11,6 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
kind: DataBox kind: DataBox
metadata: metadata:
name: users name: users
namespace: pu-mgalynchik-pa-mm25-synthdata namespace: pu-mgalynchik-pa-mm25-copy
spec: spec:
s3DefaultStorage: {} s3DefaultStorage: {}

2
app/files-api.yaml
View file

@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
kind: APIComponent kind: APIComponent
metadata: metadata:
name: files-api name: files-api
namespace: pu-mgalynchik-pa-mm25-synthdata namespace: pu-mgalynchik-pa-mm25-copy
spec: spec:
published: true published: true
files: files:

2
app/syntdata-test-api.yaml
View file

@ -3,7 +3,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
kind: APIComponent kind: APIComponent
metadata: metadata:
name: train-generate-api name: train-generate-api
namespace: pu-mgalynchik-pa-mm25-synthdata namespace: pu-mgalynchik-pa-mm25-copy
spec: spec:
published: true published: true
experimentPipeline: experimentPipeline:

4
app/syntdata-test-pipe.yaml
View file

@ -2,7 +2,7 @@ apiVersion: "unified-platform.cs.hse.ru/v1"
kind: ExperimentPipeline kind: ExperimentPipeline
metadata: metadata:
name: train-generate name: train-generate
namespace: pu-mgalynchik-pa-mm25-synthdata namespace: pu-mgalynchik-pa-mm25-copy
spec: spec:
vars: vars:
- name: model - name: model
@ -25,7 +25,7 @@ spec:
path: /unip/results/synthesize_data/model path: /unip/results/synthesize_data/model
resourceLimits: resourceLimits:
cpu: "800m" cpu: "800m"
memory: "4G" memory: "512M"
connectedBoxes: connectedBoxes:
- name: synthdata-box - name: synthdata-box
path: /unip path: /unip

0
data/telecom_data.csv → data2/telecom/telecom_data.csv
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Can't render this file because it is too large.

469
mm25-module-card.ipynb Normal file
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@ -0,0 +1,469 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Проверка работы с модулем 25 через API"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Обучение модели и генерация данных"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Файловый API"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"import json\n",
"from requests.auth import HTTPBasicAuth\n",
"import time\n",
"import datetime"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"module_name = \"pu-mgalynchik-pa-mm25-synth\"\n",
"username = \"developer\"\n",
"password = \"WpNJxt7vCdP4Q9TYFX5Sh6ukGZHyrD\"\n",
"REQUESTS_TIMEOUT = 20\n",
"\n",
"basic_auth = HTTPBasicAuth(username, password)\n",
"\n",
"headers = {\n",
" \"Content-Type\": \"application/json\"\n",
"}\n",
"\n",
"service_url = f\"https://platform-dev.stratpro.hse.ru/{module_name}\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Путь к файлу с входными данными, как локально, так и в файловом хранилище фреймворка\n",
"filename = \"data2/telecom/telecom_data.csv\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/data2/telecom/telecom_data.csv',\n",
" 'presigned_put_url': 'https://storage.yandexcloud.net/unip-bucket/pu-mgalynchik-pa-mm25-synth/synthdata-box/users/developer/file_groups/data2/telecom/telecom_data.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEkP1cFQyhqJlPhj7QWi-9%2F20241220%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241220T195650Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=2c8ad0adc28eeda89d2d2274971d6051fd8894a5dd32d1caa55b11b1777948ba'}"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"response = requests.put(f\"{service_url}/files/synthdata-box/{filename}\", auth=basic_auth)\n",
"if response.status_code in [400, ]:\n",
" response = requests.get(f\"{service_url}/files/synthdata-box/{filename}\", auth=basic_auth)\n",
"display(response.json())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"200\n"
]
}
],
"source": [
"if response.status_code in [200, 201]:\n",
" result_urls = json.loads(response.content) \n",
" \n",
" with open(filename, \"rb\") as f:\n",
" response = requests.put(result_urls[\"presigned_put_url\"], data=f.read())\n",
" print(response.status_code)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Запуск пайплайна генерации данных"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"pipeline_name = \"train-generate\"\n",
"full_url = f\"https://platform-dev.stratpro.hse.ru/{module_name}/pipelines/{pipeline_name}/trials\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"synthdata_request = {\n",
" \"inputs\": [\n",
" {\n",
" \"name\": \"input_data\",\n",
" \"datatype\": \"FILE\",\n",
" \"content_type\": \"text/csv\",\n",
" \"shape\": [7043, 20],\n",
" \"data\": \"data2/telecom/\"\n",
" }\n",
" ],\n",
" \"output_vars\": [\n",
" {\n",
" \"name\": \"report_file\",\n",
" \"data\": \"results2/syntesize_data/report/\"\n",
" },\n",
" {\n",
" \"name\": \"output_data\",\n",
" \"data\": \"results2/syntesize_data/output/\"\n",
" },\n",
" {\n",
" \"name\": \"model\",\n",
" \"data\": \"results2/syntesize_data/model/\"\n",
" },\n",
" ]\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'https://platform-dev.stratpro.hse.ru/pu-mgalynchik-pa-mm25-synth/trials/4c4b3d7d-d960-4c1d-ad31-c35b1f5f1744'"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tracking_url"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'app_name': 'pu-mgalynchik-pa-mm25-synth',\n",
" 'user_id': 'developer',\n",
" 'tracking_id': '4c4b3d7d-d960-4c1d-ad31-c35b1f5f1744',\n",
" 'pipeline_name': 'train-generate',\n",
" 'pipeline_version': '34929876',\n",
" 'next_pipeline_name': None,\n",
" 'next_tracking_id': None,\n",
" 'vars': {'inputs': [{'name': 'input_data',\n",
" 'box_name': 'synthdata-box',\n",
" 'data': 'data2/telecom/',\n",
" 'datatype': 'FILE',\n",
" 'content_type': 'text/csv'}],\n",
" 'outputs': [{'name': 'report_file',\n",
" 'box_name': 'synthdata-box',\n",
" 'data': 'results2/syntesize_data/report/',\n",
" 'datatype': 'FILE',\n",
" 'content_type': None},\n",
" {'name': 'output_data',\n",
" 'box_name': 'synthdata-box',\n",
" 'data': 'results2/syntesize_data/output/',\n",
" 'datatype': 'FILE',\n",
" 'content_type': None},\n",
" {'name': 'model',\n",
" 'box_name': 'synthdata-box',\n",
" 'data': 'results2/syntesize_data/model/',\n",
" 'datatype': 'FILE',\n",
" 'content_type': None}]},\n",
" 'status': {'conditions': [{'type': 'Started',\n",
" 'condition_status': 'True',\n",
" 'last_transition_time': '2024-12-20T19:57:04.310958+0000',\n",
" 'message': '',\n",
" 'reason': '',\n",
" 'stage': None}],\n",
" 'status_date_time': '2024-12-20T19:57:04.310958+0000'},\n",
" '_links': {'self': {'href': 'https://platform-dev.stratpro.hse.ru/pu-mgalynchik-pa-mm25-synth/trials/4c4b3d7d-d960-4c1d-ad31-c35b1f5f1744',\n",
" 'templated': None},\n",
" 'pipeline': {'href': 'https://platform-dev.stratpro.hse.ru/pu-mgalynchik-pa-mm25-synth/pipelines/train-generate',\n",
" 'templated': None},\n",
" 'next_trial': None}}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response.json()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Response [503]>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tracking_info"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0:00:00] Pipeline job status - Started\n",
"[0:02:29] Pipeline job status - OutputsAreValidated\n",
"[0:02:32] Pipeline job status - Completed\n"
]
},
{
"data": {
"text/plain": [
"{'type': 'Completed',\n",
" 'condition_status': 'True',\n",
" 'last_transition_time': '2024-12-20T19:59:36.835439+0000',\n",
" 'message': '',\n",
" 'reason': '',\n",
" 'stage': None}"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"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": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"ename": "JSONDecodeError",
"evalue": "Expecting value: line 1 column 1 (char 0)",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mJSONDecodeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[8], line 6\u001b[0m\n\u001b[1;32m 4\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;241m200\u001b[39m, ]:\n\u001b[1;32m 5\u001b[0m tracking_info \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(tracking_url, auth\u001b[38;5;241m=\u001b[39mbasic_auth)\n\u001b[0;32m----> 6\u001b[0m last_status \u001b[38;5;241m=\u001b[39m \u001b[43mjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloads\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtracking_info\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontent\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstatus\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mconditions\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 7\u001b[0m status_history \u001b[38;5;241m=\u001b[39m [last_status]\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m last_status[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtype\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCompleted\u001b[39m\u001b[38;5;124m'\u001b[39m:\n",
"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 341\u001b[0m s \u001b[38;5;241m=\u001b[39m s\u001b[38;5;241m.\u001b[39mdecode(detect_encoding(s), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msurrogatepass\u001b[39m\u001b[38;5;124m'\u001b[39m)\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\u001b[1;32m 348\u001b[0m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;241m=\u001b[39m JSONDecoder\n",
"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 332\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecode\u001b[39m(\u001b[38;5;28mself\u001b[39m, s, _w\u001b[38;5;241m=\u001b[39mWHITESPACE\u001b[38;5;241m.\u001b[39mmatch):\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;03m containing 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\u001b[1;32m 339\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m end \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(s):\n",
"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 353\u001b[0m obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscan_once(s, idx)\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",
"\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
]
}
],
"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": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/results2/syntesize_data/report/',\n",
" 'files': [{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/results2/syntesize_data/report/report.json',\n",
" 'presigned_get_url': 'https://storage.yandexcloud.net/unip-bucket/pu-mgalynchik-pa-mm25-synth/synthdata-box/users/developer/file_groups/results2/syntesize_data/report/report.json?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEkP1cFQyhqJlPhj7QWi-9%2F20241220%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241220T200128Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=6d3f3dfae9d69d7b73f82876dfde6626c5448851722c1deac0abdfd7e12a6105'}]}"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/results2/syntesize_data/output/',\n",
" 'files': [{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/results2/syntesize_data/output/prediction.csv',\n",
" 'presigned_get_url': 'https://storage.yandexcloud.net/unip-bucket/pu-mgalynchik-pa-mm25-synth/synthdata-box/users/developer/file_groups/results2/syntesize_data/output/prediction.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEkP1cFQyhqJlPhj7QWi-9%2F20241220%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241220T200128Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=c70d7ebbd679cc2ed83390911d8578237459d38f78ed4b2d05ef951f8b1a1c20'}]}"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/results2/syntesize_data/model/',\n",
" 'files': [{'name': 'pu-mgalynchik-pa-mm25-synth/files/synthdata-box/results2/syntesize_data/model/model.joblib',\n",
" 'presigned_get_url': 'https://storage.yandexcloud.net/unip-bucket/pu-mgalynchik-pa-mm25-synth/synthdata-box/users/developer/file_groups/results2/syntesize_data/model/model.joblib?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=YCAJEkP1cFQyhqJlPhj7QWi-9%2F20241220%2Fru-central1%2Fs3%2Faws4_request&X-Amz-Date=20241220T200128Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=98993f950c6295a422dde2b2f46ed6c996bd565c55c8f90777bf48c9001094d6'}]}"
]
},
"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": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Overall Quality Score': 0.9492168339013363}"
]
},
"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())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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
}