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<div class="py-3"><div class="SVELTE_HYDRATER contents" data-target="BlobContent" data-props="{"lines":["<span class=\"hljs-comment\"># -*- coding: utf-8 -*-</span>","<span class=\"hljs-string\">&quot;&quot;&quot;Now that we&#x27;ve built a powerful LLM-based classifier, let&#x27;s showcase it to the world by creating an interactive demo. In this chapter, we&#x27;ll learn how to:</span>","<span class=\"hljs-string\">- Create a user-friendly web interface using Gradio</span>","<span class=\"hljs-string\">- Package our demo for deployment</span>","<span class=\"hljs-string\">- Deploy it on Hugging Face Spaces for free</span>","<span class=\"hljs-string\">- Use the Hugging Face Inference API for model access</span>","<span class=\"hljs-string\">&quot;&quot;&quot;</span>","","<span class=\"hljs-keyword\">import</span> json","<span class=\"hljs-keyword\">import</span> time","<span class=\"hljs-keyword\">import</span> os","<span class=\"hljs-keyword\">import</span> sys","<span class=\"hljs-keyword\">from</span> retry <span class=\"hljs-keyword\">import</span> retry","<span class=\"hljs-keyword\">from</span> rich.progress <span class=\"hljs-keyword\">import</span> track","<span class=\"hljs-keyword\">from</span> huggingface_hub <span class=\"hljs-keyword\">import</span> InferenceClient","<span class=\"hljs-keyword\">from</span> sklearn.model_selection <span class=\"hljs-keyword\">import</span> train_test_split","<span class=\"hljs-keyword\">from</span> sklearn.metrics <span class=\"hljs-keyword\">import</span> confusion_matrix, classification_report","<span class=\"hljs-keyword\">import</span> pandas <span class=\"hljs-keyword\">as</span> pd","<span class=\"hljs-keyword\">import</span> gradio <span class=\"hljs-keyword\">as</span> gr","","<span class=\"hljs-comment\"># Calling HF client</span>","api_key = os.getenv(<span class=\"hljs-string\">&quot;HF_TOKEN&quot;</span>)","client = InferenceClient(token=api_key)","","<span class=\"hljs-comment\"># Load sample data</span>","sample_df = pd.read_csv(<span class=\"hljs-string\">&quot;sample.csv&quot;</span>)","","<span class=\"hljs-keyword\">def</span> <span class=\"hljs-title function_\">get_batch_list</span>(<span class=\"hljs-params\">li, n=<span class=\"hljs-number\">10</span></span>):"," <span class=\"hljs-string\">&quot;&quot;&quot;Split the provided list into batches of size `n`.&quot;&quot;&quot;</span>"," batch_list = []"," <span class=\"hljs-keyword\">for</span> i <span class=\"hljs-keyword\">in</span> <span class=\"hljs-built_in\">range</span>(<span class=\"hljs-number\">0</span>, <span class=\"hljs-built_in\">len</span>(li), n):"," batch_list.append(li[i : i + n])"," <span class=\"hljs-keyword\">return</span> batch_list","","<span class=\"hljs-comment\"># Helper function to split data into batches</span>","training_input, test_input, training_output, test_output = train_test_split("," sample_df[[<span class=\"hljs-string\">&#x27;payee&#x27;</span>]],"," sample_df[<span class=\"hljs-string\">&#x27;category&#x27;</span>],"," test_size=<span class=\"hljs-number\">0.33</span>,"," random_state=<span class=\"hljs-number\">42</span>",")","","<span class=\"hljs-comment\"># Function to create few-shot examples</span>","<span class=\"hljs-keyword\">def</span> <span class=\"hljs-title function_\">get_fewshots</span>(<span class=\"hljs-params\">training_input, training_output, batch_size=<span class=\"hljs-number\">10</span></span>):"," <span class=\"hljs-string\">&quot;&quot;&quot;Convert the training input and output from sklearn&#x27;s train_test_split into a few-shot prompt&quot;&quot;&quot;</span>"," <span class=\"hljs-comment\"># Batch up the training input into groups of `batch_size`</span>"," input_batches = get_batch_list(<span class=\"hljs-built_in\">list</span>(training_input.payee), n=batch_size)",""," <span class=\"hljs-comment\"># Do the same for the output</span>"," output_batches = get_batch_list(<span class=\"hljs-built_in\">list</span>(training_output), n=batch_size)",""," <span class=\"hljs-comment\"># Create a list to hold the formatted few-shot examples</span>"," fewshot_list = []",""," <span class=\"hljs-comment\"># Ensure we only process complete pairs</span>"," batch_count = <span class=\"hljs-built_in\">min</span>(<span class=\"hljs-built_in\">len</span>(input_batches), <span class=\"hljs-built_in\">len</span>(output_batches))",""," <span class=\"hljs-comment\"># Loop through the batches</span>"," <span class=\"hljs-keyword\">for</span> i <span class=\"hljs-keyword\">in</span> <span class=\"hljs-built_in\">range</span>(batch_count):"," fewshot_list.extend(["," <span class=\"hljs-comment\"># Create a &quot;user&quot; message for the LLM formatted the same as our prompt with newlines</span>"," {"," <span class=\"hljs-string\">&quot;role&quot;</span>: <span class=\"hljs-string\">&quot;user&quot;</span>,"," <span class=\"hljs-string\">&quot;content&quot;</span>: <span class=\"hljs-string\">&quot;\\n&quot;</span>.join(input_batches[i]),"," },"," <span class=\"hljs-comment\"># Create the expected &quot;assistant&quot; response as the JSON formatted output we expect</span>"," {"," <span class=\"hljs-string\">&quot;role&quot;</span>: <span class=\"hljs-string\">&quot;assistant&quot;</span>,"," <span class=\"hljs-string\">&quot;content&quot;</span>: json.dumps(output_batches[i])"," }"," ])",""," <span class=\"hljs-comment\"># Return the list of few-shot examples, one for each batch</span>"," <span class=\"hljs-keyword\">return</span> fewshot_list","","fewshot_list = get_fewshots(training_input, training_output)","","<span class=\"hljs-meta\">@retry(<span class=\"hljs-params\">ValueError, tries=<span class=\"hljs-number\">2</span>, delay=<span class=\"hljs-number\">2</span></span>)</span>","<span class=\"hljs-keyword\">def</span> <span class=\"hljs-title function_\">classify_payees</span>(<span class=\"hljs-params\">name_list</span>):"," prompt = <span class=\"hljs-string\">&quot;&quot;&quot;You are an AI model trained to categorize businesses based on their names.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">You will be given a list of business names, each separated by a new line.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">Your task is to analyze each name and classify it into one of the following categories: Restaurant, Bar, Hotel, or Other.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">It is extremely critical that there is a corresponding category output for each business name provided as an input.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">If a business does not clearly fall into Restaurant, Bar, or Hotel categories, you should classify it as &quot;Other&quot;.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">Even if the type of business is not immediately clear from the name, it is essential that you provide your best guess based on the information available to you. If you can&#x27;t make a good guess, classify it as Other.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">For example, if given the following input:</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">&quot;Intercontinental Hotel\\nPizza Hut\\nCheers\\nWelsh&#x27;s Family Restaurant\\nKTLA\\nDirect Mailing&quot;</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">Your output should be a JSON list in the following format:</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">[&quot;Hotel&quot;, &quot;Restaurant&quot;, &quot;Bar&quot;, &quot;Restaurant&quot;, &quot;Other&quot;, &quot;Other&quot;]</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">This means that you have classified &quot;Intercontinental Hotel&quot; as a Hotel, &quot;Pizza Hut&quot; as a Restaurant, &quot;Cheers&quot; as a Bar, &quot;Welsh&#x27;s Family Restaurant&quot; as a Restaurant, and both &quot;KTLA&quot; and &quot;Direct Mailing&quot; as Other.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">If a business name contains both the word &quot;Restaurant&quot; and the word &quot;Bar&quot;, you should classify it as a Restaurant.</span>","<span class=\"hljs-string\"></span>","<span class=\"hljs-string\">Ensure that the number of classifications in your output matches the number of business names in the input. It is very important that the length of the JSON list you return is exactly the same as the number of business names you receive.</span>","<span class=\"hljs-string\">&quot;&quot;&quot;</span>"," <span class=\"hljs-keyword\">try</span>:"," response = client.chat.completions.create("," messages=["," <span class=\"hljs-comment\"># System role message that explains the classification task</span>"," {"," <span class=\"hljs-string\">&quot;role&quot;</span>: <span class=\"hljs-string\">&quot;system&quot;</span>,"," <span class=\"hljs-string\">&quot;content&quot;</span>: prompt,"," },"," *fewshot_list,"," {"," <span class=\"hljs-string\">&quot;role&quot;</span>: <span class=\"hljs-string\">&quot;user&quot;</span>,"," <span class=\"hljs-string\">&quot;content&quot;</span>: <span class=\"hljs-string\">&quot;\\n&quot;</span>.join(name_list),"," }"," ],"," model=<span class=\"hljs-string\">&quot;meta-llama/Llama-3.3-70B-Instruct&quot;</span>,"," temperature=<span class=\"hljs-number\">0</span>,"," )",""," answer_str = response.choices[<span class=\"hljs-number\">0</span>].message.content"," answer_list = json.loads(answer_str)",""," acceptable_answers = ["," <span class=\"hljs-string\">&quot;Restaurant&quot;</span>,"," <span class=\"hljs-string\">&quot;Bar&quot;</span>,"," <span class=\"hljs-string\">&quot;Hotel&quot;</span>,"," <span class=\"hljs-string\">&quot;Other&quot;</span>,"," ]"," <span class=\"hljs-keyword\">for</span> answer <span class=\"hljs-keyword\">in</span> answer_list:"," <span class=\"hljs-keyword\">if</span> answer <span class=\"hljs-keyword\">not</span> <span class=\"hljs-keyword\">in</span> acceptable_answers:"," <span class=\"hljs-keyword\">raise</span> ValueError(<span class=\"hljs-string\">f&quot;<span class=\"hljs-subst\">{answer}</span> not in list of acceptable answers&quot;</span>)",""," <span class=\"hljs-keyword\">if</span> <span class=\"hljs-built_in\">len</span>(name_list) != <span class=\"hljs-built_in\">len</span>(answer_list):"," <span class=\"hljs-keyword\">raise</span> ValueError(<span class=\"hljs-string\">f&quot;Number of inputs (<span class=\"hljs-subst\">{<span class=\"hljs-built_in\">len</span>(name_list)}</span>) does not equal the number of outputs (<span class=\"hljs-subst\">{<span class=\"hljs-built_in\">len</span>(answer_list)}</span>)&quot;</span>)",""," <span class=\"hljs-keyword\">return</span> <span class=\"hljs-built_in\">dict</span>(<span class=\"hljs-built_in\">zip</span>(name_list, answer_list))"," "," <span class=\"hljs-keyword\">except</span> Exception <span class=\"hljs-keyword\">as</span> e:"," <span class=\"hljs-comment\"># Reraise as ValueError to trigger retry</span>"," <span class=\"hljs-keyword\">raise</span> ValueError(<span class=\"hljs-string\">f&quot;Error during classification: <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">str</span>(e)}</span>&quot;</span>)","","<span class=\"hljs-keyword\">def</span> <span class=\"hljs-title function_\">classify_batches</span>(<span class=\"hljs-params\">name_list, batch_size=<span class=\"hljs-number\">10</span>, wait=<span class=\"hljs-number\">2</span></span>):"," <span class=\"hljs-comment\"># Store the results</span>"," all_results = {}",""," <span class=\"hljs-comment\"># Batch up the list</span>"," batch_list = get_batch_list(name_list, n=batch_size)",""," <span class=\"hljs-comment\"># Loop through the list in batches</span>"," <span class=\"hljs-keyword\">for</span> batch <span class=\"hljs-keyword\">in</span> track(batch_list):"," <span class=\"hljs-keyword\">try</span>:"," <span class=\"hljs-comment\"># Classify it</span>"," batch_results = classify_payees(batch)",""," <span class=\"hljs-comment\"># Add it to the results</span>"," all_results.update(batch_results)",""," <span class=\"hljs-comment\"># Tap the brakes</span>"," time.sleep(wait)"," <span class=\"hljs-keyword\">except</span> Exception <span class=\"hljs-keyword\">as</span> e:"," <span class=\"hljs-built_in\">print</span>(<span class=\"hljs-string\">f&quot;Error processing batch: <span class=\"hljs-subst\">{e}</span>&quot;</span>, file=sys.stderr)"," <span class=\"hljs-comment\"># Continue with other batches</span>",""," <span class=\"hljs-comment\"># Return the results</span>"," <span class=\"hljs-keyword\">return</span> pd.DataFrame("," all_results.items(),"," columns=[<span class=\"hljs-string\">&quot;payee&quot;</span>, <span class=\"hljs-string\">&quot;category&quot;</span>]"," )","","<span class=\"hljs-comment\"># Run classification on test data</span>","llm_df = classify_batches(<span class=\"hljs-built_in\">list</span>(test_input.payee))","","<span class=\"hljs-comment\"># -- Gradio interface function --</span>","<span class=\"hljs-keyword\">def</span> <span class=\"hljs-title function_\">classify_business_names</span>(<span class=\"hljs-params\">input_text</span>):"," <span class=\"hljs-comment\"># Parse input text into list of names</span>"," name_list = [line.strip() <span class=\"hljs-keyword\">for</span> line <span class=\"hljs-keyword\">in</span> input_text.splitlines() <span class=\"hljs-keyword\">if</span> line.strip()]"," "," <span class=\"hljs-keyword\">if</span> <span class=\"hljs-keyword\">not</span> name_list:"," <span class=\"hljs-keyword\">return</span> json.dumps({<span class=\"hljs-string\">&quot;error&quot;</span>: <span class=\"hljs-string\">&quot;No business names provided. Please enter at least one business name.&quot;</span>})"," "," <span class=\"hljs-keyword\">try</span>:"," result = classify_payees(name_list)"," <span class=\"hljs-keyword\">return</span> json.dumps(result, indent=<span class=\"hljs-number\">2</span>)"," <span class=\"hljs-keyword\">except</span> Exception <span class=\"hljs-keyword\">as</span> e:"," <span class=\"hljs-keyword\">return</span> json.dumps({<span class=\"hljs-string\">&quot;error&quot;</span>: <span class=\"hljs-string\">f&quot;Classification failed: <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">str</span>(e)}</span>&quot;</span>})","","<span class=\"hljs-comment\"># -- Launch the demo --</span>","demo = gr.Interface("," fn=classify_business_names,"," inputs=gr.Textbox(lines=<span class=\"hljs-number\">10</span>, placeholder=<span class=\"hljs-string\">&quot;Enter business names, one per line&quot;</span>),"," outputs=gr.JSON(),"," title=<span class=\"hljs-string\">&quot;Business Category Classifier&quot;</span>,"," description=<span class=\"hljs-string\">&quot;Enter business names and get a classification: Restaurant, Bar, Hotel, or Other.&quot;</span>,"," examples=["," [<span class=\"hljs-string\">&quot;Marriott Hotel\\nTaco Bell\\nThe Tipsy Cow\\nStarbucks\\nApple Store&quot;</span>]"," ]",")","","<span class=\"hljs-keyword\">if</span> __name__ == <span class=\"hljs-string\">&quot;__main__&quot;</span>:"," demo.launch(share=<span class=\"hljs-literal\">True</span>)"],"lineSelectorClass":"blob-line","context":{"repo":{"name":"fdaudens/test-app","type":"space"},"revision":"863ba7428fb6bea75c3307d20c7137e1ba531a15","path":"app.py"}}">
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<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># -*- coding: utf-8 -*-</span><!-- HTML_TAG_END --></td>
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<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">"""Now that we've built a powerful LLM-based classifier, let's showcase it to the world by creating an interactive demo. In this chapter, we'll learn how to:</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L3">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="3"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">- Create a user-friendly web interface using Gradio</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L4">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="4"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">- Package our demo for deployment</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L5">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="5"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">- Deploy it on Hugging Face Spaces for free</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L6">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="6"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">- Use the Hugging Face Inference API for model access</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L7">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="7"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">"""</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L8">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="8"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L9">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="9"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> json<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L10">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="10"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> time<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L11">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="11"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> os<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L12">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="12"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> sys<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L13">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="13"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> retry <span class="hljs-keyword">import</span> retry<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L14">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="14"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> rich.progress <span class="hljs-keyword">import</span> track<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L15">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="15"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> huggingface_hub <span class="hljs-keyword">import</span> InferenceClient<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L16">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="16"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> sklearn.model_selection <span class="hljs-keyword">import</span> train_test_split<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L17">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="17"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">from</span> sklearn.metrics <span class="hljs-keyword">import</span> confusion_matrix, classification_report<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L18">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="18"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> pandas <span class="hljs-keyword">as</span> pd<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L19">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="19"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">import</span> gradio <span class="hljs-keyword">as</span> gr<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L20">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="20"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L21">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="21"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># Calling HF client</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L22">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="22"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->api_key = os.getenv(<span class="hljs-string">"HF_TOKEN"</span>)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L23">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="23"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->client = InferenceClient(token=api_key)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L24">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="24"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L25">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="25"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># Load sample data</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L26">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="26"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->sample_df = pd.read_csv(<span class="hljs-string">"sample.csv"</span>)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L27">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="27"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L28">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="28"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">def</span> <span class="hljs-title function_">get_batch_list</span>(<span class="hljs-params">li, n=<span class="hljs-number">10</span></span>):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L29">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="29"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"""Split the provided list into batches of size `n`."""</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L30">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="30"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> batch_list = []<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L31">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="31"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> <span class="hljs-built_in">range</span>(<span class="hljs-number">0</span>, <span class="hljs-built_in">len</span>(li), n):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L32">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="32"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> batch_list.append(li[i : i + n])<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L33">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="33"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> batch_list<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L34">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="34"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L35">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="35"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># Helper function to split data into batches</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L36">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="36"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->training_input, test_input, training_output, test_output = train_test_split(<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L37">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="37"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> sample_df[[<span class="hljs-string">'payee'</span>]],<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L38">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="38"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> sample_df[<span class="hljs-string">'category'</span>],<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L39">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="39"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> test_size=<span class="hljs-number">0.33</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L40">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="40"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> random_state=<span class="hljs-number">42</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L41">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="41"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L42">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="42"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L43">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="43"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># Function to create few-shot examples</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L44">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="44"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">def</span> <span class="hljs-title function_">get_fewshots</span>(<span class="hljs-params">training_input, training_output, batch_size=<span class="hljs-number">10</span></span>):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L45">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="45"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"""Convert the training input and output from sklearn's train_test_split into a few-shot prompt"""</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L46">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="46"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Batch up the training input into groups of `batch_size`</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L47">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="47"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> input_batches = get_batch_list(<span class="hljs-built_in">list</span>(training_input.payee), n=batch_size)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L48">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="48"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L49">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="49"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Do the same for the output</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L50">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="50"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> output_batches = get_batch_list(<span class="hljs-built_in">list</span>(training_output), n=batch_size)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L51">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="51"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L52">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="52"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Create a list to hold the formatted few-shot examples</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L53">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="53"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> fewshot_list = []<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L54">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="54"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L55">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="55"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Ensure we only process complete pairs</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L56">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="56"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> batch_count = <span class="hljs-built_in">min</span>(<span class="hljs-built_in">len</span>(input_batches), <span class="hljs-built_in">len</span>(output_batches))<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L57">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="57"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L58">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="58"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Loop through the batches</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L59">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="59"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> <span class="hljs-built_in">range</span>(batch_count):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L60">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="60"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> fewshot_list.extend([<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L61">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="61"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Create a "user" message for the LLM formatted the same as our prompt with newlines</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L62">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="62"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> {<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L63">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="63"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"role"</span>: <span class="hljs-string">"user"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L64">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="64"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"content"</span>: <span class="hljs-string">"\n"</span>.join(input_batches[i]),<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L65">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="65"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> },<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L66">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="66"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Create the expected "assistant" response as the JSON formatted output we expect</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L67">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="67"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> {<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L68">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="68"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"role"</span>: <span class="hljs-string">"assistant"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L69">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="69"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"content"</span>: json.dumps(output_batches[i])<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L70">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="70"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> }<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L71">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="71"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> ])<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L72">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="72"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L73">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="73"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Return the list of few-shot examples, one for each batch</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L74">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="74"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> fewshot_list<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L75">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="75"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L76">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="76"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->fewshot_list = get_fewshots(training_input, training_output)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L77">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="77"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L78">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="78"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-meta">@retry(<span class="hljs-params">ValueError, tries=<span class="hljs-number">2</span>, delay=<span class="hljs-number">2</span></span>)</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L79">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="79"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">def</span> <span class="hljs-title function_">classify_payees</span>(<span class="hljs-params">name_list</span>):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L80">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="80"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> prompt = <span class="hljs-string">"""You are an AI model trained to categorize businesses based on their names.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L81">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="81"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L82">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="82"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">You will be given a list of business names, each separated by a new line.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L83">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="83"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L84">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="84"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">Your task is to analyze each name and classify it into one of the following categories: Restaurant, Bar, Hotel, or Other.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L85">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="85"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L86">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="86"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">It is extremely critical that there is a corresponding category output for each business name provided as an input.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L87">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="87"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L88">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="88"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">If a business does not clearly fall into Restaurant, Bar, or Hotel categories, you should classify it as "Other".</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L89">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="89"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L90">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="90"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">Even if the type of business is not immediately clear from the name, it is essential that you provide your best guess based on the information available to you. If you can't make a good guess, classify it as Other.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L91">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="91"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L92">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="92"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">For example, if given the following input:</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L93">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="93"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L94">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="94"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">"Intercontinental Hotel\nPizza Hut\nCheers\nWelsh's Family Restaurant\nKTLA\nDirect Mailing"</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L95">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="95"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L96">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="96"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">Your output should be a JSON list in the following format:</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L97">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="97"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L98">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="98"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">["Hotel", "Restaurant", "Bar", "Restaurant", "Other", "Other"]</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L99">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="99"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L100">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="100"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">This means that you have classified "Intercontinental Hotel" as a Hotel, "Pizza Hut" as a Restaurant, "Cheers" as a Bar, "Welsh's Family Restaurant" as a Restaurant, and both "KTLA" and "Direct Mailing" as Other.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L101">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="101"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L102">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="102"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">If a business name contains both the word "Restaurant" and the word "Bar", you should classify it as a Restaurant.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L103">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="103"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string"></span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L104">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="104"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">Ensure that the number of classifications in your output matches the number of business names in the input. It is very important that the length of the JSON list you return is exactly the same as the number of business names you receive.</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L105">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="105"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-string">"""</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L106">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="106"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">try</span>:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L107">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="107"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> response = client.chat.completions.create(<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L108">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="108"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> messages=[<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L109">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="109"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># System role message that explains the classification task</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L110">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="110"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> {<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L111">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="111"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"role"</span>: <span class="hljs-string">"system"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L112">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="112"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"content"</span>: prompt,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L113">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="113"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> },<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L114">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="114"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> *fewshot_list,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L115">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="115"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> {<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L116">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="116"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"role"</span>: <span class="hljs-string">"user"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L117">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="117"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"content"</span>: <span class="hljs-string">"\n"</span>.join(name_list),<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L118">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="118"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> }<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L119">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="119"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> ],<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L120">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="120"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> model=<span class="hljs-string">"meta-llama/Llama-3.3-70B-Instruct"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L121">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="121"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> temperature=<span class="hljs-number">0</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L122">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="122"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> )<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L123">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="123"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L124">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="124"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> answer_str = response.choices[<span class="hljs-number">0</span>].message.content<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L125">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="125"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> answer_list = json.loads(answer_str)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L126">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="126"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L127">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="127"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> acceptable_answers = [<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L128">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="128"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"Restaurant"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L129">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="129"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"Bar"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L130">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="130"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"Hotel"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L131">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="131"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-string">"Other"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L132">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="132"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> ]<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L133">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="133"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">for</span> answer <span class="hljs-keyword">in</span> answer_list:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L134">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="134"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">if</span> answer <span class="hljs-keyword">not</span> <span class="hljs-keyword">in</span> acceptable_answers:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L135">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="135"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">raise</span> ValueError(<span class="hljs-string">f"<span class="hljs-subst">{answer}</span> not in list of acceptable answers"</span>)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L136">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="136"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L137">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="137"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">if</span> <span class="hljs-built_in">len</span>(name_list) != <span class="hljs-built_in">len</span>(answer_list):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L138">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="138"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">raise</span> ValueError(<span class="hljs-string">f"Number of inputs (<span class="hljs-subst">{<span class="hljs-built_in">len</span>(name_list)}</span>) does not equal the number of outputs (<span class="hljs-subst">{<span class="hljs-built_in">len</span>(answer_list)}</span>)"</span>)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L139">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="139"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L140">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="140"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> <span class="hljs-built_in">dict</span>(<span class="hljs-built_in">zip</span>(name_list, answer_list))<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L141">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="141"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <!-- HTML_TAG_END --></td>
</tr><tr class="" id="L142">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="142"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">except</span> Exception <span class="hljs-keyword">as</span> e:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L143">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="143"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Reraise as ValueError to trigger retry</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L144">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="144"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">raise</span> ValueError(<span class="hljs-string">f"Error during classification: <span class="hljs-subst">{<span class="hljs-built_in">str</span>(e)}</span>"</span>)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L145">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="145"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L146">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="146"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">def</span> <span class="hljs-title function_">classify_batches</span>(<span class="hljs-params">name_list, batch_size=<span class="hljs-number">10</span>, wait=<span class="hljs-number">2</span></span>):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L147">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="147"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Store the results</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L148">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="148"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> all_results = {}<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L149">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="149"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L150">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="150"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Batch up the list</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L151">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="151"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> batch_list = get_batch_list(name_list, n=batch_size)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L152">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="152"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L153">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="153"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Loop through the list in batches</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L154">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="154"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">for</span> batch <span class="hljs-keyword">in</span> track(batch_list):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L155">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="155"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">try</span>:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L156">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="156"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Classify it</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L157">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="157"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> batch_results = classify_payees(batch)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L158">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="158"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L159">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="159"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Add it to the results</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L160">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="160"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> all_results.update(batch_results)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L161">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="161"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L162">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="162"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Tap the brakes</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L163">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="163"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> time.sleep(wait)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L164">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="164"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">except</span> Exception <span class="hljs-keyword">as</span> e:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L165">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="165"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-built_in">print</span>(<span class="hljs-string">f"Error processing batch: <span class="hljs-subst">{e}</span>"</span>, file=sys.stderr)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L166">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="166"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Continue with other batches</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L167">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="167"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L168">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="168"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Return the results</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L169">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="169"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> pd.DataFrame(<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L170">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="170"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> all_results.items(),<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L171">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="171"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> columns=[<span class="hljs-string">"payee"</span>, <span class="hljs-string">"category"</span>]<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L172">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="172"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> )<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L173">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="173"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L174">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="174"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># Run classification on test data</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L175">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="175"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->llm_df = classify_batches(<span class="hljs-built_in">list</span>(test_input.payee))<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L176">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="176"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L177">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="177"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># -- Gradio interface function --</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L178">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="178"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">def</span> <span class="hljs-title function_">classify_business_names</span>(<span class="hljs-params">input_text</span>):<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L179">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="179"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-comment"># Parse input text into list of names</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L180">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="180"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> name_list = [line.strip() <span class="hljs-keyword">for</span> line <span class="hljs-keyword">in</span> input_text.splitlines() <span class="hljs-keyword">if</span> line.strip()]<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L181">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="181"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <!-- HTML_TAG_END --></td>
</tr><tr class="" id="L182">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="182"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">if</span> <span class="hljs-keyword">not</span> name_list:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L183">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="183"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> json.dumps({<span class="hljs-string">"error"</span>: <span class="hljs-string">"No business names provided. Please enter at least one business name."</span>})<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L184">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="184"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <!-- HTML_TAG_END --></td>
</tr><tr class="" id="L185">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="185"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">try</span>:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L186">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="186"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> result = classify_payees(name_list)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L187">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="187"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> json.dumps(result, indent=<span class="hljs-number">2</span>)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L188">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="188"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">except</span> Exception <span class="hljs-keyword">as</span> e:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L189">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="189"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> <span class="hljs-keyword">return</span> json.dumps({<span class="hljs-string">"error"</span>: <span class="hljs-string">f"Classification failed: <span class="hljs-subst">{<span class="hljs-built_in">str</span>(e)}</span>"</span>})<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L190">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="190"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L191">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="191"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-comment"># -- Launch the demo --</span><!-- HTML_TAG_END --></td>
</tr><tr class="" id="L192">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="192"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->demo = gr.Interface(<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L193">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="193"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> fn=classify_business_names,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L194">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="194"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> inputs=gr.Textbox(lines=<span class="hljs-number">10</span>, placeholder=<span class="hljs-string">"Enter business names, one per line"</span>),<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L195">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="195"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> outputs=gr.JSON(),<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L196">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="196"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> title=<span class="hljs-string">"Business Category Classifier"</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L197">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="197"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> description=<span class="hljs-string">"Enter business names and get a classification: Restaurant, Bar, Hotel, or Other."</span>,<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L198">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="198"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> examples=[<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L199">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="199"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> [<span class="hljs-string">"Marriott Hotel\nTaco Bell\nThe Tipsy Cow\nStarbucks\nApple Store"</span>]<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L200">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="200"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> ]<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L201">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="201"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->)<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L202">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="202"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START -->
<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L203">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="203"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --><span class="hljs-keyword">if</span> __name__ == <span class="hljs-string">"__main__"</span>:<!-- HTML_TAG_END --></td>
</tr><tr class="" id="L204">
<td class="blob-line-num w-1 cursor-pointer select-none pl-5 pr-3 text-right align-top text-gray-300 hover:text-black dark:hover:text-white" data-line-num="204"></td>
<td class="blob-line overflow-visible whitespace-pre px-3"><!-- HTML_TAG_START --> demo.launch(share=<span class="hljs-literal">True</span>)<!-- HTML_TAG_END --></td>
</tr></tbody></table></div>
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