smolagents/pr_2321/hi/tutorials/inspect_runs.html

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		<link rel="modulepreload" href="/docs/smolagents/pr_2321/hi/_app/immutable/chunks/DocNotebookDropdown.be7b60e3.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;OpenTelemetry के साथ runs का निरीक्षण&quot;,&quot;local&quot;:&quot;opentelemetry-क-सथ-runs-क-नरकषण&quot;,&quot;sections&quot;:[{&quot;title&quot;:&quot;Agents runs को लॉग क्यों करें?&quot;,&quot;local&quot;:&quot;agents-runs-क-लग-कय-कर&quot;,&quot;sections&quot;:[],&quot;depth&quot;:3}],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>  <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"><div class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md max-sm:rounded-l-sm border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg></span> <span>Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg></button></div> </div> <div class="flex space-x-1 " style="float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"> <div class="relative colab-dropdown "> <button class="  " type="button">  <img alt="Open In Colab" class="!m-0" src="https://colab.research.google.com/assets/colab-badge.svg"> </button>    </div> <div class="relative colab-dropdown "> <button class="  " type="button">  <img alt="Open In Studio Lab" class="!m-0" src="https://studiolab.sagemaker.aws/studiolab.svg"> </button>    </div></div>  <h1 class="relative group"><a id="opentelemetry-क-सथ-runs-क-नरकषण" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#opentelemetry-क-सथ-runs-क-नरकषण"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>OpenTelemetry के साथ runs का निरीक्षण</span></h1> <blockquote class="tip" data-svelte-h="svelte-1qkef8g"><p>यदि आप एजेंट्स बनाने में नए हैं, तो पहले <a href="../conceptual_guides/intro_agents">एजेंट्स का परिचय</a> और <a href="../guided_tour">smolagents की गाइडेड टूर</a> पढ़ना सुनिश्चित करें।</p></blockquote>  <h3 class="relative group"><a id="agents-runs-क-लग-कय-कर" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#agents-runs-क-लग-कय-कर"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>Agents runs को लॉग क्यों करें?</span></h3> <p data-svelte-h="svelte-yklnhp">Agent runs को डीबग करना जटिल होता है।</p> <p data-svelte-h="svelte-r40yww">यह सत्यापित करना कठिन है कि एक रन ठीक से चला या नहीं, क्योंकि एजेंट वर्कफ़्लो <a href="../conceptual_guides/intro_agents">डिज़ाइन के अनुसार अप्रत्याशित</a> होते हैं (यदि वे प्रत्याशित होते, तो आप पुराने अच्छे कोड का ही उपयोग कर रहे होते)।</p> <p data-svelte-h="svelte-rrmn8p">और रन का निरीक्षण करना भी कठिन है: मल्टी-स्टेप एजेंट्स जल्दी ही कंसोल को लॉग से भर देते हैं, और अधिकांश त्रुटियां केवल “LLM dumb” प्रकार की त्रुटियां होती हैं, जिनसे LLM अगले चरण में बेहतर कोड या टूल कॉल लिखकर स्वयं को सुधार लेता है।</p> <p data-svelte-h="svelte-klsjx1">इसलिए बाद के निरीक्षण और मॉनिटरिंग के लिए प्रोडक्शन में agent runs को रिकॉर्ड करने के लिए इंस्ट्रुमेंटेशन का उपयोग करना आवश्यक है!</p> <p data-svelte-h="svelte-1saqip9">हमने agent runs को इंस्ट्रुमेंट करने के लिए <a href="https://opentelemetry.io/" rel="nofollow">OpenTelemetry</a> मानक को अपनाया है।</p> <p data-svelte-h="svelte-13bubdf">इसका मतलब है कि आप बस कुछ इंस्ट्रुमेंटेशन कोड चला सकते हैं, फिर अपने एजेंट्स को सामान्य रूप से चला सकते हैं, और सब कुछ आपके प्लेटफॉर्म में लॉग हो जाता है।</p> <p data-svelte-h="svelte-16snps6">यह इस प्रकार होता है:
पहले आवश्यक पैकेज इंस्टॉल करें। यहां हम <a href="https://github.com/Arize-ai/phoenix" rel="nofollow">Phoenix by Arize AI</a> इंस्टॉल करते हैं क्योंकि यह लॉग्स को एकत्र और निरीक्षण करने का एक अच्छा समाधान है, लेकिन इस संग्रह और निरीक्षण भाग के लिए आप अन्य OpenTelemetry-कम्पैटिबल प्लेटफॉर्म्स का उपयोग कर सकते हैं।</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class="language-shell "><!-- HTML_TAG_START -->pip install smolagents
pip install arize-phoenix opentelemetry-sdk opentelemetry-exporter-otlp openinference-instrumentation-smolagents<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-nzie0a">फिर कलेक्टर को बैकग्राउंड में चलाएं।</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class="language-shell "><!-- HTML_TAG_START -->python -m phoenix.server.main serve<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-16jhf14">अंत में, अपने एजेंट्स को ट्रेस करने और ट्रेस को नीचे परिभाषित एंडपॉइंट पर Phoenix को भेजने के लिए <code>SmolagentsInstrumentor</code> को सेट करें।</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class="language-python "><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> opentelemetry <span class="hljs-keyword">import</span> trace
<span class="hljs-keyword">from</span> opentelemetry.sdk.trace <span class="hljs-keyword">import</span> TracerProvider
<span class="hljs-keyword">from</span> opentelemetry.sdk.trace.export <span class="hljs-keyword">import</span> BatchSpanProcessor

<span class="hljs-keyword">from</span> openinference.instrumentation.smolagents <span class="hljs-keyword">import</span> SmolagentsInstrumentor
<span class="hljs-keyword">from</span> opentelemetry.exporter.otlp.proto.http.trace_exporter <span class="hljs-keyword">import</span> OTLPSpanExporter
<span class="hljs-keyword">from</span> opentelemetry.sdk.trace.export <span class="hljs-keyword">import</span> ConsoleSpanExporter, SimpleSpanProcessor

endpoint = <span class="hljs-string">&quot;http://0.0.0.0:6006/v1/traces&quot;</span>
trace_provider = TracerProvider()
trace_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))

SmolagentsInstrumentor().instrument(tracer_provider=trace_provider)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1vys0cb">तब आप अपने एजेंट चला सकते हैं!</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class="language-py "><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> smolagents <span class="hljs-keyword">import</span> (
    CodeAgent,
    ToolCallingAgent,
    WebSearchTool,
    VisitWebpageTool,
    InferenceClientModel,
)

model = InferenceClientModel()

managed_agent = ToolCallingAgent(
    tools=[WebSearchTool(), VisitWebpageTool()],
    model=model,
    name=<span class="hljs-string">&quot;managed_agent&quot;</span>,
    description=<span class="hljs-string">&quot;This is an agent that can do web search.&quot;</span>,
)

manager_agent = CodeAgent(
    tools=[],
    model=model,
    managed_agents=[managed_agent],
)
manager_agent.run(
    <span class="hljs-string">&quot;If the US keeps its 2024 growth rate, how many years will it take for the GDP to double?&quot;</span>
)<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-367zaj">और फिर आप अपने रन का निरीक्षण करने के लिए <code>http://0.0.0.0:6006/projects/</code> पर जा सकते हैं!</p> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/inspect_run_phoenix.png"> <p data-svelte-h="svelte-1x0krsx">आप देख सकते हैं कि CodeAgent ने अपने मैनेज्ड ToolCallingAgent को (वैसे, मैनेज्ड एजेंट एक CodeAgent भी हो सकता था) U.S. 2024 ग्रोथ रेट के लिए वेब सर्च चलाने के लिए कॉल किया। फिर मैनेज्ड एजेंट ने अपनी रिपोर्ट लौटाई और मैनेजर एजेंट ने अर्थव्यवस्था के दोगुना होने का समय गणना करने के लिए उस पर कार्य किया! अच्छा है, है ना?</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/smolagents/blob/main/docs/source/hi/tutorials/inspect_runs.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg> <span data-svelte-h="svelte-zjs2n5"><span class="underline">Update</span> on GitHub</span></a>  <p></p> 
			
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						import("/docs/smolagents/pr_2321/hi/_app/immutable/entry/app.3b65213b.js")
					]).then(([kit, app]) => {
						kit.start(app, element, {
							node_ids: [0, 12],
							data,
							form: null,
							error: null
						});
					});
				}
			</script>