Maak een GET-aanvraag met behulp van de volgende URL, headers en JSON-hoofdtekst om het evaluatieoverzicht van het getrainde model op te halen.
Modelsamenvatting
Deze API retourneert de samenvatting van de evaluatieresultaten van uw model, inclusief de precisie, relevante overeenkomsten, F1 en verwarringsmatrix van uw intenties en entiteiten.
Aanvraag-URL
{ENDPOINT}/language/authoring/analyze-conversations/projects/{projectName}/models/{trainedModelLabel}/evaluation/summary-result?api-version={API-VERSION}
Tijdelijke aanduiding |
Waarde |
Voorbeeld |
{ENDPOINT} |
Het eindpunt voor het verifiëren van uw API-aanvraag. |
https://<your-custom-subdomain>.cognitiveservices.azure.com |
{PROJECT-NAME} |
De naam voor uw project. Deze waarde is hoofdlettergevoelig. |
myProject |
{trainedModelLabel} |
De naam voor het getrainde model. Deze waarde is hoofdlettergevoelig. |
Model1 |
{API-VERSION} |
De versie van de API die u aanroept. |
2023-04-01 |
Gebruik de volgende header om uw aanvraag te verifiëren.
Sleutel |
Waarde |
Ocp-Apim-Subscription-Key |
De sleutel voor uw resource. Wordt gebruikt voor het verifiëren van uw API-aanvragen. |
Hoofdtekst van antwoord
Nadat u de aanvraag hebt verzonden, krijgt u het volgende antwoord.
{
"entitiesEvaluation": {
"confusionMatrix": {
"additionalProp1": {
"additionalProp1": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp2": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp3": {
"normalizedValue": 0,
"rawValue": 0
}
},
"additionalProp2": {
"additionalProp1": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp2": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp3": {
"normalizedValue": 0,
"rawValue": 0
}
},
"additionalProp3": {
"additionalProp1": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp2": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp3": {
"normalizedValue": 0,
"rawValue": 0
}
}
},
"entities": {
"additionalProp1": {
"f1": 0,
"precision": 0,
"recall": 0,
"truePositivesCount": 0,
"trueNegativesCount": 0,
"falsePositivesCount": 0,
"falseNegativesCount": 0
},
"additionalProp2": {
"f1": 0,
"precision": 0,
"recall": 0,
"truePositivesCount": 0,
"trueNegativesCount": 0,
"falsePositivesCount": 0,
"falseNegativesCount": 0
},
"additionalProp3": {
"f1": 0,
"precision": 0,
"recall": 0,
"truePositivesCount": 0,
"trueNegativesCount": 0,
"falsePositivesCount": 0,
"falseNegativesCount": 0
}
},
"microF1": 0,
"microPrecision": 0,
"microRecall": 0,
"macroF1": 0,
"macroPrecision": 0,
"macroRecall": 0
},
"intentsEvaluation": {
"confusionMatrix": {
"additionalProp1": {
"additionalProp1": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp2": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp3": {
"normalizedValue": 0,
"rawValue": 0
}
},
"additionalProp2": {
"additionalProp1": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp2": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp3": {
"normalizedValue": 0,
"rawValue": 0
}
},
"additionalProp3": {
"additionalProp1": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp2": {
"normalizedValue": 0,
"rawValue": 0
},
"additionalProp3": {
"normalizedValue": 0,
"rawValue": 0
}
}
},
"intents": {
"additionalProp1": {
"f1": 0,
"precision": 0,
"recall": 0,
"truePositivesCount": 0,
"trueNegativesCount": 0,
"falsePositivesCount": 0,
"falseNegativesCount": 0
},
"additionalProp2": {
"f1": 0,
"precision": 0,
"recall": 0,
"truePositivesCount": 0,
"trueNegativesCount": 0,
"falsePositivesCount": 0,
"falseNegativesCount": 0
},
"additionalProp3": {
"f1": 0,
"precision": 0,
"recall": 0,
"truePositivesCount": 0,
"trueNegativesCount": 0,
"falsePositivesCount": 0,
"falseNegativesCount": 0
}
},
"microF1": 0,
"microPrecision": 0,
"microRecall": 0,
"macroF1": 0,
"macroPrecision": 0,
"macroRecall": 0
},
"evaluationOptions": {
"kind": "percentage",
"trainingSplitPercentage": 0,
"testingSplitPercentage": 0
}
}
Modelresultaten
Deze API retourneert de afzonderlijke resultaten voor elke uiting, inclusief de verwachte en werkelijke voorspellingen voor intenties en entiteiten.
Aanvraag-URL
{ENDPOINT}/language/authoring/analyze-conversations/projects/{projectName}/models/{trainedModelLabel}/evaluation/result?top={top}&skip={skip}&maxpagesize={maxpagesize}&api-version={API-VERSION}
Tijdelijke aanduiding |
Waarde |
Voorbeeld |
{ENDPOINT} |
Het eindpunt voor het verifiëren van uw API-aanvraag. |
https://<your-custom-subdomain>.cognitiveservices.azure.com |
{PROJECT-NAME} |
De naam voor uw project. Deze waarde is hoofdlettergevoelig. |
myProject |
{trainedModelLabel} |
De naam voor het getrainde model. Deze waarde is hoofdlettergevoelig. |
Model1 |
{API-VERSION} |
De versie van de API die u aanroept. |
2023-04-01 |
{top} |
Het maximum aantal utterances dat moet worden geretourneerd vanuit de verzameling. Optioneel. |
100 |
{skip} |
Een verschuiving in de verzameling van de eerste utterance die moet worden geretourneerd. Optioneel. |
100 |
{maxpagesize} |
Het maximum aantal utterances dat in één antwoord moet worden opgenomen. Optioneel |
100 |
Gebruik de volgende header om uw aanvraag te verifiëren.
Sleutel |
Waarde |
Ocp-Apim-Subscription-Key |
De sleutel voor uw resource. Wordt gebruikt voor het verifiëren van uw API-aanvragen. |
Hoofdtekst van antwoord
Nadat u de aanvraag hebt verzonden, krijgt u het volgende antwoord.
{
"value": [
{
"text": "send the email",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [],
"predictedEntities": []
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
},
{
"text": "send a mail to daniel",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 15,
"length": 6
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 15,
"length": 6
}
]
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
},
{
"text": "i forgot to add an important part to that email to james . please set it up to edit",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 51,
"length": 5
}
],
"predictedEntities": [
{
"category": "Category",
"offset": 19,
"length": 9
},
{
"category": "ContactName",
"offset": 51,
"length": 5
}
]
},
"intentsResult": {
"expectedIntent": "AddMore",
"predictedIntent": "AddMore"
}
},
{
"text": "send email to a and tian",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 14,
"length": 1
},
{
"category": "ContactName",
"offset": 20,
"length": 4
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 14,
"length": 1
},
{
"category": "ContactName",
"offset": 20,
"length": 4
}
]
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
},
{
"text": "send thomas an email",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 5,
"length": 6
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 5,
"length": 6
}
]
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
},
{
"text": "i need to add more to the email message i am sending to vincent",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 56,
"length": 7
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 56,
"length": 7
}
]
},
"intentsResult": {
"expectedIntent": "AddMore",
"predictedIntent": "AddMore"
}
},
{
"text": "send an email to lily roth and abc123@microsoft.com",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 17,
"length": 9
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 17,
"length": 9
}
]
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
},
{
"text": "i need to add something else to my email to cheryl",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 44,
"length": 6
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 44,
"length": 6
}
]
},
"intentsResult": {
"expectedIntent": "AddMore",
"predictedIntent": "AddMore"
}
},
{
"text": "send an email to larry , joseph and billy larkson",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 17,
"length": 5
},
{
"category": "ContactName",
"offset": 25,
"length": 6
},
{
"category": "ContactName",
"offset": 36,
"length": 13
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 17,
"length": 5
},
{
"category": "ContactName",
"offset": 25,
"length": 6
},
{
"category": "ContactName",
"offset": 36,
"length": 13
}
]
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
},
{
"text": "send mail to dorothy",
"language": "en-us",
"entitiesResult": {
"expectedEntities": [
{
"category": "ContactName",
"offset": 13,
"length": 7
}
],
"predictedEntities": [
{
"category": "ContactName",
"offset": 13,
"length": 7
}
]
},
"intentsResult": {
"expectedIntent": "SendEmail",
"predictedIntent": "SendEmail"
}
}
],
"nextLink": "{Endpoint}/language/authoring/analyze-conversations/projects/{projectName}/models/{trainedModelLabel}/evaluation/result/?api-version=2022-10-01-preview&top={top}&skip={skip}&maxpagesize={maxpagesize}"
}