@@ -381,7 +381,7 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions?api-ver
381381{
382382 "data" : [
383383 {
384- "id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " ,
384+ "id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " ,
385385 "choices" : [
386386 {
387387 "finish_reason" : null ,
@@ -409,7 +409,7 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions?api-ver
409409 "completion_tokens_details" : null ,
410410 "prompt_tokens_details" : null
411411 },
412- "request_id" : " cd0334e8-7541-4ec2-bab7-49ae8cf3c87a " ,
412+ "request_id" : " 0000aaaa-11bb-cccc-dd22-eeeeee333333 " ,
413413 "seed" : -430976584126747957 ,
414414 "top_p" : 1 ,
415415 "temperature" : 1 ,
@@ -424,8 +424,8 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions?api-ver
424424 "has_more" : false ,
425425 "object" : " list" ,
426426 "total" : 1 ,
427- "first_id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " ,
428- "last_id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh "
427+ "first_id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " ,
428+ "last_id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u "
429429}
430430```
431431
@@ -451,7 +451,7 @@ client = AzureOpenAI(
451451 api_version = " 2025-02-01-preview"
452452)
453453
454- response = client.chat.completions.retrieve(" chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " )
454+ response = client.chat.completions.retrieve(" chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " )
455455
456456print (response.model_dump_json(indent = 2 ))
457457```
@@ -467,7 +467,7 @@ client = AzureOpenAI(
467467 api_version = " 2025-02-01-preview"
468468)
469469
470- response = client.chat.completions.retrieve(" chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " )
470+ response = client.chat.completions.retrieve(" chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " )
471471
472472print (response.model_dump_json(indent = 2 ))
473473```
@@ -477,15 +477,15 @@ print(response.model_dump_json(indent=2))
477477### Microsoft Entra ID
478478
479479``` bash
480- curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh ? api-version=2025-02-01-preview \
480+ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ? api-version=2025-02-01-preview \
481481 -H " Content-Type: application/json" \
482482 -H " Authorization: Bearer $AZURE_OPENAI_AUTH_TOKEN " \
483483```
484484
485485### API Key
486486
487487``` bash
488- curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh ? api-version=2025-02-01-preview \
488+ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ? api-version=2025-02-01-preview \
489489 -H " Content-Type: application/json" \
490490 -H " api-key: $AZURE_OPENAI_API_KEY " \
491491```
@@ -494,7 +494,7 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmp
494494
495495``` json
496496{
497- "id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " ,
497+ "id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " ,
498498 "choices" : [
499499 {
500500 "finish_reason" : null ,
@@ -522,7 +522,7 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmp
522522 "completion_tokens_details" : null ,
523523 "prompt_tokens_details" : null
524524 },
525- "request_id" : " cd0334e8-7541-4ec2-bab7-49ae8cf3c87a " ,
525+ "request_id" : " 0000aaaa-11bb-cccc-dd22-eeeeee333333 " ,
526526 "seed" : -430976584126747957 ,
527527 "top_p" : 1 ,
528528 "temperature" : 1 ,
@@ -561,7 +561,7 @@ client = AzureOpenAI(
561561 api_version = " 2025-02-01-preview"
562562)
563563
564- response = client.chat.completions.messages.list(" chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " , limit = 2 )
564+ response = client.chat.completions.messages.list(" chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " , limit = 2 )
565565
566566print (response.model_dump_json(indent = 2 ))
567567```
@@ -577,7 +577,7 @@ client = AzureOpenAI(
577577 api_version = " 2025-02-01-preview"
578578)
579579
580- response = client.chat.completions.messages.list(" chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " , limit = 2 )
580+ response = client.chat.completions.messages.list(" chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " , limit = 2 )
581581
582582print (response.model_dump_json(indent = 2 ))
583583```
@@ -587,15 +587,15 @@ print(response.model_dump_json(indent=2))
587587### Microsoft Entra ID
588588
589589``` bash
590- curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh /messages? api-version=2025-02-01-preview \
590+ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u /messages? api-version=2025-02-01-preview \
591591 -H " Content-Type: application/json" \
592592 -H " Authorization: Bearer $AZURE_OPENAI_AUTH_TOKEN " \
593593```
594594
595595### API Key
596596
597597``` bash
598- curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh /messages? api-version=2025-02-01-preview \
598+ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u /messages? api-version=2025-02-01-preview \
599599 -H " Content-Type: application/json" \
600600 -H " api-key: $AZURE_OPENAI_API_KEY " \
601601```
@@ -612,7 +612,7 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmp
612612 "audio" : null ,
613613 "function_call" : null ,
614614 "tool_calls" : null ,
615- "id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh -0"
615+ "id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u -0"
616616 },
617617 {
618618 "content" : " Ensemble methods combine multiple machine learning models to create a more robust and accurate predictor. Common techniques include bagging (training models on random subsets of data), boosting (sequentially training models to correct previous errors), and stacking (using a meta-model to combine base model predictions). Random Forests, a popular bagging method, create multiple decision trees using random feature subsets. Gradient Boosting builds trees sequentially, with each tree focusing on correcting the errors of previous trees. These methods often achieve better performance than single models by reducing overfitting and variance while capturing different aspects of the data." ,
@@ -621,14 +621,14 @@ curl https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmp
621621 "audio" : null ,
622622 "function_call" : null ,
623623 "tool_calls" : null ,
624- "id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh -1"
624+ "id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u -1"
625625 }
626626 ],
627627 "has_more" : false ,
628628 "object" : " list" ,
629629 "total" : 2 ,
630- "first_id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh -0" ,
631- "last_id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh -1"
630+ "first_id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u -0" ,
631+ "last_id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u -1"
632632}
633633```
634634
@@ -655,7 +655,7 @@ client = AzureOpenAI(
655655)
656656
657657response = client.chat.completions.update(
658- " chatcmpl-B4g4TYatiSBUZbl5Uv938zXpYBqKL " ,
658+ " chatcmpl-C2dE3fH4iJ5kL6mN7oP8qR9sT0uV1w " ,
659659 metadata = {" fizz" : " buzz" }
660660)
661661
@@ -674,7 +674,7 @@ client = AzureOpenAI(
674674)
675675
676676response = client.chat.completions.update(
677- " chatcmpl-B4g4TYatiSBUZbl5Uv938zXpYBqKL " ,
677+ " chatcmpl-C2dE3fH4iJ5kL6mN7oP8qR9sT0uV1w " ,
678678 metadata = {" fizz" : " buzz" }
679679)
680680
@@ -686,7 +686,7 @@ print(response.model_dump_json(indent=2))
686686### Microsoft Entra ID
687687
688688``` bash
689- curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh ? api-version=2025-02-01-preview \
689+ curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ? api-version=2025-02-01-preview \
690690 -H " Content-Type: application/json" \
691691 -H " Authorization: Bearer $AZURE_OPENAI_AUTH_TOKEN "
692692 -d ' {
@@ -699,7 +699,7 @@ curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chat
699699### API Key
700700
701701``` bash
702- curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh ? api-version=2025-02-01-preview \
702+ curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ? api-version=2025-02-01-preview \
703703 -H " Content-Type: application/json" \
704704 -H " api-key: $AZURE_OPENAI_API_KEY "
705705 -d ' {
@@ -712,7 +712,7 @@ curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chat
712712# [ Output] ( #tab/output )
713713
714714``` json
715- "id" : " chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " ,
715+ "id" : " chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " ,
716716 "choices" : [
717717 {
718718 "finish_reason" : null ,
@@ -740,7 +740,7 @@ curl -X https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chat
740740 "completion_tokens_details" : null ,
741741 "prompt_tokens_details" : null
742742 },
743- "request_id" : " cd0334e8-7541-4ec2-bab7-49ae8cf3c87a " ,
743+ "request_id" : " 0000aaaa-11bb-cccc-dd22-eeeeee333333 " ,
744744 "seed" : -430976584126747957 ,
745745 "top_p" : 1 ,
746746 "temperature" : 1 ,
@@ -778,7 +778,7 @@ client = AzureOpenAI(
778778 api_version = " 2025-02-01-preview"
779779)
780780
781- response = client.chat.completions.delete(" chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " )
781+ response = client.chat.completions.delete(" chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " )
782782
783783print (response.model_dump_json(indent = 2 ))
784784
@@ -795,31 +795,31 @@ client = AzureOpenAI(
795795 api_version = " 2025-02-01-preview"
796796)
797797
798- response = client.chat.completions.delete(" chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh " )
798+ response = client.chat.completions.delete(" chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u " )
799799
800800print (response.model_dump_json(indent = 2 ))
801801```
802802
803803# [ REST API] ( #tab/rest-api )
804804
805805``` bash
806- curl -X DELETE -D - https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh ? api-version=2025-02-01-preview \
806+ curl -X DELETE -D - https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ? api-version=2025-02-01-preview \
807807 -H " Content-Type: application/json" \
808808 -H " Authorization: Bearer $AZURE_OPENAI_AUTH_TOKEN "
809809```
810810
811811### API Key
812812
813813``` bash
814- curl -X DELETE -D - https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-B4eEKDztBNE2XH9bWB8AMQh2hO3Sh ? api-version=2025-02-01-preview \
814+ curl -X DELETE -D - https://YOUR-RESOURCE-NAME.openai.azure.com/openai/chat/completions/chatcmpl-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ? api-version=2025-02-01-preview \
815815 -H " Content-Type: application/json" \
816816 -H " api-key: $AZURE_OPENAI_API_KEY "
817817```
818818
819819# [ Output] ( #tab/output )
820820
821821``` json
822- " id" • "chatcmp1-B4eEKDztBNE2XH9bWB8AMQh2h03Sh ",
822+ " id" • "chatcmp1-A1bC2dE3fH4iJ5kL6mN7oP8qR9sT0u ",
823823"deleted" : true ,
824824"object" : " chat. completion. deleted"
825825```
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