From 716bde3eb54e3f05fa0910a99e22b5da6b7f14ba Mon Sep 17 00:00:00 2001 From: Taras Hlukhovetskyi Date: Tue, 23 Jun 2026 15:53:38 +0300 Subject: [PATCH] [FIX] [Serving pipelines] Inconsistent deployment status between serving pipelines table and detail pane --- .../DetailsInfoItem/DetailsInfoItem.jsx | 4 +- tests/mockServer/data/funcs.json | 239 ++++++++---------- tests/mockServer/data/nuclioFunctions.json | 110 ++++++-- 3 files changed, 195 insertions(+), 158 deletions(-) diff --git a/src/elements/DetailsInfoItem/DetailsInfoItem.jsx b/src/elements/DetailsInfoItem/DetailsInfoItem.jsx index 1e70d3bcd..828a004f5 100644 --- a/src/elements/DetailsInfoItem/DetailsInfoItem.jsx +++ b/src/elements/DetailsInfoItem/DetailsInfoItem.jsx @@ -319,6 +319,8 @@ const DetailsInfoItem = React.forwardRef( {item.value.map((itemFunc, index) => { const name = itemFunc.func?.name || itemFunc.name || '' const status = itemFunc.func?.state?.value || itemFunc.state?.value || '' + const statusLabel = itemFunc.func?.state?.label || itemFunc.state?.label || status + const statusClassName = classNames( itemFunc.func?.state?.className || `state-${status}-function`, 'status-icon' @@ -327,7 +329,7 @@ const DetailsInfoItem = React.forwardRef( }>{name} {status && ( - }> + }> )} diff --git a/tests/mockServer/data/funcs.json b/tests/mockServer/data/funcs.json index 4c030dc7a..d97330798 100644 --- a/tests/mockServer/data/funcs.json +++ b/tests/mockServer/data/funcs.json @@ -106,10 +106,7 @@ }, "endpoint3": { "inputs": [], - "outputs": [ - "output1", - "output2" - ], + "outputs": ["output1", "output2"], "input_path": "input_path", "result_path": "result_path", "creation_strategy": "inplace", @@ -144,24 +141,18 @@ } }, "shape": "folder", - "cycle_from": [ - "route" - ] + "cycle_from": ["route"] }, "step-above-1": { "model_endpoint_creation_strategy": "skip", - "after": [ - "model-runner" - ], + "after": ["model-runner"], "kind": "task", "class_name": "LoopStep", "endpoint_type": 1 }, "step-above-2": { "model_endpoint_creation_strategy": "skip", - "after": [ - "model-runner" - ], + "after": ["model-runner"], "kind": "task", "class_name": "LoopStep", "endpoint_type": 1, @@ -169,31 +160,23 @@ }, "step1": { "model_endpoint_creation_strategy": "skip", - "after": [ - "model-runner" - ], + "after": ["model-runner"], "kind": "task", "class_name": "LoopStep", "endpoint_type": 1, "function": "function-test", - "cycle_from": [ - "step2" - ] + "cycle_from": ["step2"] }, "step-below-1": { "model_endpoint_creation_strategy": "skip", - "after": [ - "model-runner" - ], + "after": ["model-runner"], "kind": "task", "class_name": "LoopStep", "endpoint_type": 1 }, "step2": { "model_endpoint_creation_strategy": "skip", - "after": [ - "step1" - ], + "after": ["step1"], "kind": "task", "class_name": "DecideNext", "endpoint_type": 1, @@ -201,23 +184,17 @@ "limit": 5 }, "function": "function-test", - "cycle_from": [ - "route" - ] + "cycle_from": ["route"] }, "stream": { - "after": [ - "step2" - ], + "after": ["step2"], "shards": 7, "kind": "queue", "path": "v3io:///projects/mronetttbl//out-stream" }, "route": { "model_endpoint_creation_strategy": "skip", - "after": [ - "stream" - ], + "after": ["stream"], "kind": "task", "class_name": "mlrun.serving.steps.ChoiceByField", "endpoint_type": 1, @@ -228,9 +205,7 @@ "exit": { "responder": true, "model_endpoint_creation_strategy": "skip", - "after": [ - "route" - ], + "after": ["route"], "kind": "task", "endpoint_type": 1, "handler": "exit_handler" @@ -266,9 +241,7 @@ }, "extend_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "choice_by_field" - ], + "after": ["choice_by_field"], "endpoint_type": 1, "class_name": "storey.Extend", "class_args": { @@ -280,9 +253,7 @@ }, "flatmap_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "extend_step" - ], + "after": ["extend_step"], "endpoint_type": 1, "class_name": "storey.FlatMap", "class_args": { @@ -294,18 +265,14 @@ }, "flatten_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "flatmap_step" - ], + "after": ["flatmap_step"], "endpoint_type": 1, "class_name": "storey.Flatten", "kind": "task" }, "map_with_state_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "flatten_step" - ], + "after": ["flatten_step"], "endpoint_type": 1, "class_name": "storey.MapWithState", "class_args": { @@ -317,9 +284,7 @@ }, "batch_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "map_with_state_step" - ], + "after": ["map_with_state_step"], "endpoint_type": 1, "class_name": "storey.Batch", "class_args": { @@ -332,18 +297,14 @@ }, "foreach_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "batch_step" - ], + "after": ["batch_step"], "endpoint_type": 1, "class_name": "storey.ForEach", "kind": "task" }, "filter_step": { "model_endpoint_creation_strategy": "skip", - "after": [ - "foreach_step" - ], + "after": ["foreach_step"], "endpoint_type": 1, "class_name": "storey.Filter", "class_args": { @@ -356,9 +317,7 @@ "sample_window_step": { "model_endpoint_creation_strategy": "skip", "on_error": "sample_window_error_handler", - "after": [ - "filter_step" - ], + "after": ["filter_step"], "endpoint_type": 1, "class_name": "storey.SampleWindow", "class_args": { @@ -381,9 +340,7 @@ "kind": "task" }, "custom_step": { - "after": [ - "remote_step" - ], + "after": ["remote_step"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "class_name": "CustomLogicStep", @@ -393,15 +350,11 @@ "kind": "task" }, "queue_step": { - "after": [ - "router_step_mock" - ], + "after": ["router_step_mock"], "kind": "queue" }, "final": { - "after": [ - "queue_step" - ], + "after": ["queue_step"], "responder": true, "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, @@ -443,9 +396,7 @@ "base_step": "remote_step" }, "router_step_mock": { - "after": [ - "custom_step" - ], + "after": ["custom_step"], "routes": { "model_0": { "model_endpoint_creation_strategy": "inplace", @@ -509,18 +460,8 @@ "kind": "router" }, "s1": { - "after": [ - "s2", - "s3", - "s4", - "s5" - ], - "cycle_from": [ - "s2", - "s3", - "s4", - "s5" - ], + "after": ["s2", "s3", "s4", "s5"], + "cycle_from": ["s2", "s3", "s4", "s5"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "class_args": { @@ -530,9 +471,7 @@ "class_name": "HubStep" }, "s2": { - "after": [ - "s1" - ], + "after": ["s1"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "class_args": { @@ -542,9 +481,7 @@ "class_name": "CycleStep" }, "s3": { - "after": [ - "s1" - ], + "after": ["s1"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "class_args": { @@ -554,9 +491,7 @@ "class_name": "CycleStep" }, "s4": { - "after": [ - "s1" - ], + "after": ["s1"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "class_args": { @@ -566,9 +501,7 @@ "class_name": "CycleStep" }, "s5": { - "after": [ - "s1" - ], + "after": ["s1"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "class_args": { @@ -578,18 +511,14 @@ "class_name": "CycleStep" }, "s6": { - "after": [ - "s1" - ], + "after": ["s1"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "kind": "task", "class_name": "ExitStep" }, "final2": { - "after": [ - "s6" - ], + "after": ["s6"], "model_endpoint_creation_strategy": "skip", "endpoint_type": 1, "responder": true, @@ -24688,9 +24617,7 @@ "code_origin": "/User/apps/iris_streamlit.py", "source": "https://github.com/mlrun/demos.git#refs/heads/main", "base_image": "python:3.9-slim", - "commands": [ - "pip install streamlit pandas scikit-learn" - ] + "commands": ["pip install streamlit pandas scikit-learn"] }, "max_replicas": 2, "description": "Interactive Iris classification dashboard built with Streamlit", @@ -24749,9 +24676,7 @@ "address": "default-iris-streamlit-app.default-tenant.app.vmdev36.lab.iguazeng.com/", "container_image": "docker-registry.default-tenant.app.vmdev36.lab.iguazeng.com:80/nuclio/default-iris-streamlit-app-processor:latest", "state": "ready", - "internal_invocation_urls": [ - "nuclio-app-demo-vizro.default-tenant.svc.cluster.local:8080" - ] + "internal_invocation_urls": ["nuclio-app-demo-vizro.default-tenant.svc.cluster.local:8080"] } }, { @@ -24796,9 +24721,7 @@ "code_origin": "/User/apps/iris_streamlit.py", "source": "https://github.com/mlrun/demos.git#refs/heads/main", "base_image": "python:3.9-slim", - "commands": [ - "pip install streamlit pandas scikit-learn" - ] + "commands": ["pip install streamlit pandas scikit-learn"] }, "max_replicas": 2, "description": "Interactive Iris classification dashboard built with Streamlit", @@ -24894,10 +24817,7 @@ "build": { "source": "https://github.com/mlrun/fraud-demo.git", "base_image": "python:3.9", - "commands": [ - "pip install flask pandas numpy", - "pip install scikit-learn xgboost" - ] + "commands": ["pip install flask pandas numpy", "pip install scikit-learn xgboost"] }, "max_replicas": 6, "description": "Real-time fraud detection dashboard with ML-powered transaction scoring and alerting system", @@ -25065,23 +24985,15 @@ "protocol": "TCP" } ], - "command": [ - "/bin/sh", - "-c" - ], - "args": [ - "python app.py --workers 4 --model-cache-size 1024" - ] + "command": ["/bin/sh", "-c"], + "args": ["python app.py --workers 4 --model-cache-size 1024"] } ] }, "build": { "source": "https://github.com/mlrun/recommender-demo.git", "base_image": "python:3.9", - "commands": [ - "pip install fastapi uvicorn redis", - "pip install scipy implicit" - ] + "commands": ["pip install fastapi uvicorn redis", "pip install scipy implicit"] }, "max_replicas": 10, "description": "Real-time product recommendation engine using collaborative filtering with Redis-backed feature store and A/B testing support", @@ -25382,9 +25294,7 @@ "protocol": "TCP" } ], - "command": [ - "python" - ], + "command": ["python"], "args": [ "-m", "uvicorn", @@ -25778,9 +25688,7 @@ "protocol": "TCP" } ], - "command": [ - "gunicorn" - ], + "command": ["gunicorn"], "args": [ "--bind", "0.0.0.0:8080", @@ -32024,6 +31932,71 @@ }, "verbose": false, "kind": "serving" + }, + { + "kind": "serving", + "metadata": { + "name": "test-pipeline", + "tag": "latest", + "hash": "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", + "project": "default", + "labels": { + "mlrun/class": "serving" + }, + "updated": "2026-06-23T12:00:00.000000+00:00" + }, + "spec": { + "command": "", + "args": [], + "image": "mlrun/mlrun", + "description": "ML-12395 manual test: serving pipeline with a child function in building state.", + "min_replicas": 1, + "max_replicas": 4, + "function_kind": "serving_v2", + "graph": { + "kind": "router", + "routes": { + "child-model": { + "kind": "task", + "class_name": "mlrun.serving.ModelRouter" + } + } + }, + "build": { + "commands": [] + }, + "secret_sources": [] + }, + "verbose": false, + "kind": "serving" + }, + { + "kind": "serving", + "metadata": { + "name": "test-pipeline-child", + "tag": "latest", + "hash": "bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb", + "project": "default", + "labels": { + "mlrun/class": "serving", + "parent-function": "test-pipeline" + }, + "updated": "2026-06-23T12:00:00.000000+00:00" + }, + "spec": { + "command": "", + "args": [], + "image": "mlrun/mlrun", + "description": "ML-12395 manual test: child function in building state.", + "function_kind": "serving_v2", + "build": { + "commands": [] + } + }, + "verbose": false, + "status": { + "state": "building" + } } ] } diff --git a/tests/mockServer/data/nuclioFunctions.json b/tests/mockServer/data/nuclioFunctions.json index 93d2832c2..8bcc05c15 100644 --- a/tests/mockServer/data/nuclioFunctions.json +++ b/tests/mockServer/data/nuclioFunctions.json @@ -116,10 +116,7 @@ "functionSourceCode": "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", "noBaseImagesPull": true, "baseImage": "mlrun/mlrun:0.6.5-rc12", - "commands": [ - "pip install tensorflow>=2.1", - "pip install requests pillow" - ], + "commands": ["pip install tensorflow>=2.1", "pip install requests pillow"], "offline": true, "codeEntryType": "sourceCode", "timestamp": 1625573793 @@ -2031,9 +2028,7 @@ "functionSourceCode": 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"noBaseImagesPull": true, "baseImage": "mlrun/ml-models:0.7.0-rc11", - "commands": [ - "python -m pip install scikit-multiflow==0.4.1 v3io_frames" - ], + "commands": ["python -m pip install scikit-multiflow==0.4.1 v3io_frames"], "offline": true, "codeEntryType": "sourceCode", "timestamp": 1630269000 @@ -2552,9 +2547,7 @@ "functionSourceCode": "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"noBaseImagesPull": true, "baseImage": "mlrun/ml-models:0.7.0-rc11", - "commands": [ - "python -m pip install v3io --upgrade" - ], + "commands": ["python -m pip install v3io --upgrade"], "offline": true, "codeEntryType": "sourceCode", "timestamp": 1630268941 @@ -2867,9 +2860,7 @@ "consumerGroup": "s2p", "containerName": "users", "heartbeatInterval": "3s", - "partitions": [ - 0 - ], + "partitions": [0], "pollingIntervalMs": 500, "readBatchSize": 64, "seekTo": "earliest", @@ -3354,11 +3345,7 @@ "functionSourceCode": "# Generated by nuclio.export.NuclioExporter

from bs4 import BeautifulSoup as bs
from urllib.request import Request, urlopen
import requests
import pandas as pd
import v3io_frames as v3f
from unicodedata import normalize
from datetime import datetime
import re
import os
import mlrun.feature_store as fs
import mlrun

def get_stock_news_page(stock_string):
    request = Request('https://www.investing.com/equities/' + stock_string + '-news', headers={"User-Agent": "Mozilla/5.0"})
    content = urlopen(request).read()
    return bs(content, 'html.parser')

def get_internal_article_links(page):
    news = page.find_all('div', attrs={'class': 'mediumTitle1'})[1]
    articles = news.find_all('article', attrs={'class': 'js-article-item articleItem'})
    return ['https://www.investing.com' + a.find('a').attrs['href'] for a in articles]

def get_article_page(article_link):
    request = Request(article_link, headers={"User-Agent": "Mozilla/5.0"})
    content = urlopen(request).read()
    return bs(content, 'html.parser')

def clean_paragraph(paragraph):
    paragraph = re.sub(r'\(http\S+', '', paragraph)
    paragraph = re.sub(r'\([A-Z]+:[A-Z]+\)', '', paragraph)
    paragraph = re.sub(r'[\n\t\s\']', ' ', paragraph)
    return normalize('NFKD', paragraph)    

def extract_text(article_page):
    text_tag = article_page.find('div', attrs={'class': 'WYSIWYG articlePage'})
    paragraphs = text_tag.find_all('p')
    text = '\n'.join([clean_paragraph(p.get_text()) for p in paragraphs[:-1]])
    return text

import json
def get_publish_time(article):
    tag = article.find('script',{"type" : "application/ld+json"}).contents[0]
    tag_dict = json.loads(str(tag))
    dateModified = tag_dict["dateModified"]
    return datetime.strftime(datetime.strptime(dateModified, '%Y-%m-%d %H:%M:%S'), '%Y-%m-%d %H:%M:%S')

def get_score(paragraph_scores):
    return sum([score - 1 for score in paragraph_scores['outputs']]) / len(paragraph_scores)

def get_article_scores(context, articles, endpoint):
    scores = [] 
    for i, article in enumerate(articles):
        context.logger.info(f'getting score for article {i + 1}\\{len(articles)}')
        event_data = {'inputs': article.split('\n')}
        resp = requests.put(endpoint, json=json.dumps(event_data))
        scores.append(get_score(json.loads(resp.text)))
    return scores

def construct_dataframe(sentiments, items,times):
    tickers = [x[0] for x in items]
    stock_sent = pd.DataFrame({"symbol": tickers, "sentiment": sentiments, "last_reaction": times})
    return stock_sent

def init_context(context):
    context.logger.info("init news reader context")
    setattr(context, 'PROJECT_NAME', os.getenv('PROJECT_NAME', 'stocks-' + os.getenv('V3IO_USERNAME')))
    mlrun.set_environment(project = context.PROJECT_NAME)
    
    stocks_sent_set = fs.FeatureSet("news", entities=[fs.Entity("symbol")])
    setattr(context, 'stock_feature_set', stocks_sent_set)
    
    context.stock_feature_set.add_aggregation("sentiments","sentiment",["min","max"],["1h"],"10m")
    
    news_dummy = pd.DataFrame({"symbol":['GOOGL','MSFT','AMZN','AAPL','INTC'],"sentiment":[0,0,0,0,0],"last_reaction":[0,0,0,0,0]})
    fs.ingest(context.stock_feature_set, news_dummy, infer_options=fs.InferOptions.default())
    
    v3io_framesd = os.getenv('V3IO_FRAMESD', 'framesd:8081')
    token = os.getenv('TOKEN', '')
    client = v3f.Client(v3io_framesd, container=os.getenv('V3IO_CONTAINER', 'users'), token=token)
    setattr(context, 'v3c', client)

    setattr(context, 'stocks_stream', os.getenv('STOCKS_STREAM', os.getenv('V3IO_USERNAME') + '/stocks/stocks_stream'))
    context.v3c.create(backend='stream', table=context.stocks_stream, if_exists=1)

    setattr(context, 'stocks_tsdb', os.getenv('STOCKS_TSDB_TABLE', os.getenv('V3IO_USERNAME') + '/stocks/stocks_tsdb'))
    context.v3c.create(backend='tsdb', table=context.stocks_tsdb, rate='1/s', if_exists=1)

    setattr(context, 'sentiment_model_endpoint',
            os.getenv('SENTIMENT_MODEL_ENDPOINT', '')) # in the '' should be the model endpoint
    context.logger.info(f"set sentiment_model_endpoint {context.sentiment_model_endpoint}")
    sym_to_url = {'GOOGL': 'google-inc', 'MSFT': 'microsoft-corp', 'AMZN': 'amazon-com-inc',
                  'AAPL': 'apple-computer-inc', 'INTC' : 'intel-corp'}
    setattr(context, 'sym_to_url', sym_to_url)
    setattr(context, 'stocks_kv', os.getenv('STOCKS_KV', os.getenv('V3IO_USERNAME') + '/stocks/stocks_kv'))
    context.logger.info('end init context')

def handler(context, event):
    context.logger.info(f'Getting news about {context.sym_to_url}')
    syms = []
    contents = []
    links = []
    times = []
    sentiments = []
    last_ticker_sentiment = []
    last_ticker_time = []
    for sym, url_string in context.sym_to_url.items():
        context.logger.info(f'Getting news about {sym}')
        news_page = get_stock_news_page(url_string)
        article_links = get_internal_article_links(news_page)
        article_pages = [get_article_page(link) for link in article_links]
        articles = [extract_text(article_page) for article_page in article_pages]
        curr_sentiments = get_article_scores(context, articles, context.sentiment_model_endpoint)
        curr_times = [get_publish_time(article_page) for article_page in article_pages]

        sentiments += curr_sentiments
        times += curr_times
        for article, link, sentiment, time in zip(articles, article_links, curr_sentiments, curr_times):
            record = {
                'content': article,
                'time': time,
                'symbol': sym,
                'link': link,
                'sentiment': sentiment
            }
            context.v3c.execute('stream', context.stocks_stream, 'put', args={'data': json.dumps(record)})

            syms.append(sym)
            contents.append(article)
            links.append(link)
        context.v3c.execute('kv', context.stocks_kv, command='update', args={'key': sym,
                                                                             'expression': f"SET sentiment='{sentiments[-1]}';last_reaction='{times[-1]}'"})
        last_ticker_sentiment.append(sentiments[-1])
        last_ticker_time.append(times[-1])
        
    stock_sent = construct_dataframe(last_ticker_sentiment, context.sym_to_url.items(),last_ticker_time)
    context.logger.info(f'Ingesting new information to feature store')
    fs.ingest(context.stock_feature_set, stock_sent, infer_options=fs.InferOptions.default())

    if len(sentiments) > 0:
        df = pd.DataFrame.from_dict({'sentiment': sentiments,
                                     'time': times,
                                     'symbol': syms})
        df = df.set_index(['time', 'symbol'])
        df.index = df.index.set_levels([pd.to_datetime(df.index.levels[0]), df.index.levels[1]])
        df = df.sort_index(level=0, axis=0)
        context.v3c.write(backend='tsdb', table=context.stocks_tsdb, dfs=df)

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"commands": [ - "python -m pip install transformers==3.0.2" - ], + "commands": ["python -m pip install transformers==3.0.2"], "offline": true, "codeEntryType": "sourceCode", "timestamp": 1625661944 @@ -3787,9 +3772,7 @@ "functionSourceCode": "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", "noBaseImagesPull": true, "baseImage": "mlrun/mlrun:0.6.5-rc12", - "commands": [ - "pip install v3io" - ], + "commands": ["pip install v3io"], "offline": true, "codeEntryType": "sourceCode", "timestamp": 1625662037 @@ -5620,5 +5603,84 @@ "status": { "state": "ready" } + }, + "default-test-pipeline": { + "metadata": { + "name": "default-test-pipeline", + "namespace": "default-tenant", + "labels": { + "mlrun/class": "serving", + "nuclio.io/project-name": "default" + }, + "resourceVersion": "99000001" + }, + "spec": { + "handler": "main:handler", + "runtime": "python:3.9", + "env": [ + { + "name": "MLRUN_DEFAULT_PROJECT", + "value": "default" + }, + { + "name": "MLRUN_DBPATH", + "value": "http://mlrun-api:8080" + }, + { + "name": "MLRUN_NAMESPACE", + "value": "default-tenant" + } + ], + "resources": {}, + "minReplicas": 1, + "maxReplicas": 4, + "build": { + "noBaseImagesPull": true, + "codeEntryType": "sourceCode" + } + }, + "status": { + "state": "building" + } + }, + "default-test-pipeline-child": { + "metadata": { + "name": "default-test-pipeline-child", + "namespace": "default-tenant", + "labels": { + "mlrun/class": "remote", + "nuclio.io/project-name": "default", + "parent-function": "test-pipeline" + }, + "resourceVersion": "99000002" + }, + "spec": { + "handler": "main:handler", + "runtime": "python:3.9", + "env": [ + { + "name": "MLRUN_DEFAULT_PROJECT", + "value": "default" + }, + { + "name": "MLRUN_DBPATH", + "value": "http://mlrun-api:8080" + }, + { + "name": "MLRUN_NAMESPACE", + "value": "default-tenant" + } + ], + "resources": {}, + "minReplicas": 1, + "maxReplicas": 2, + "build": { + "noBaseImagesPull": true, + "codeEntryType": "sourceCode" + } + }, + "status": { + "state": "building" + } } }