Add fine tuning

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_Cancel.json

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+{
+  "title": "Cancel a FineTuning job",
+  "operationId": "FineTuningJobs_Cancel",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fine_tuning_job_id": "ftjob-1"
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "fine_tuning.job",
+        "id": "ftjob-1",
+        "organization_id": "Org123",
+        "created_at": "2025-01-01T10:00:00.00Z",
+        "status": "cancelling",
+        "training_file": "FileId-1",
+        "validation_file": "FileId-2",
+        "model": "gpt-4o-mini-2024-07-18",
+        "seed": 123,
+        "trained_tokens": 1000,
+        "hyperparameters": {
+          "batch_size": 1,
+          "learning_rate_multiplier": 1,
+          "n_epochs": 1
+        },
+        "integrations": [
+          {
+            "type": "wandb",
+            "wandb": {
+              "project": "custom-wandb-project",
+              "name": "ftjob-1",
+              "tags": [
+                "FTJob",
+                "completed"
+              ]
+            }
+          }
+        ],
+        "method": {
+          "type": "supervised",
+          "supervised": {
+            "hyperparameters": {
+              "batch_size": 1,
+              "learning_rate_multiplier": 1,
+              "n_epochs": 1
+            }
+          }
+        }
+      }
+    }
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_Create.json

@@ -0,0 +1,81 @@
+{
+  "title": "Create FineTuning job",
+  "operationId": "FineTuningJobs_Create",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fineTuningJob": {
+      "model": "gpt-4o-mini-2024-07-18",
+      "training_file": "FileId-1",
+      "integrations": [
+        {
+          "type": "wandb",
+          "wandb": {
+            "project": "custom-wandb-project",
+            "name": "ftjob-1",
+            "tags": [
+              "FTJob",
+              "completed"
+            ]
+          }
+        }
+      ],
+      "method": {
+        "type": "supervised",
+        "supervised": {
+          "hyperparameters": {
+            "batch_size": 1,
+            "learning_rate_multiplier": 1,
+            "n_epochs": 1
+          }
+        }
+      },
+      "seed": 123,
+      "validation_file": "FileId-2"
+    }
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "fine_tuning.job",
+        "id": "ftjob-1",
+        "organization_id": "Org123",
+        "created_at": "2025-01-01T10:00:00.00Z",
+        "status": "running",
+        "training_file": "FileId-1",
+        "validation_file": "FileId-2",
+        "model": "gpt-4o-mini-2024-07-18",
+        "seed": 123,
+        "trained_tokens": 1000,
+        "hyperparameters": {
+          "batch_size": 1,
+          "learning_rate_multiplier": 1,
+          "n_epochs": 1
+        },
+        "integrations": [
+          {
+            "type": "wandb",
+            "wandb": {
+              "project": "custom-wandb-project",
+              "name": "ftjob-1",
+              "tags": [
+                "FTJob",
+                "completed"
+              ]
+            }
+          }
+        ],
+        "method": {
+          "type": "supervised",
+          "supervised": {
+            "hyperparameters": {
+              "batch_size": 1,
+              "learning_rate_multiplier": 1,
+              "n_epochs": 1
+            }
+          }
+        }
+      }
+    }
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_Delete.json

@@ -0,0 +1,12 @@
+{
+  "title": "Delete FineTuning job",
+  "operationId": "FineTuningJobs_Delete",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fine_tuning_job_id": "ftjob-1"
+  },
+  "responses": {
+    "204": {}
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_Get_FailedJob.json

@@ -0,0 +1,58 @@
+{
+  "title": "Retrieve a failed FineTuning job",
+  "operationId": "FineTuningJobs_Get",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fine_tuning_job_id": "ftjob-1"
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "fine_tuning.job",
+        "id": "ftjob-1",
+        "organization_id": "Org123",
+        "created_at": "2025-01-01T10:00:00.00Z",
+        "finished_at": "2025-01-01T11:00:00.00Z",
+        "status": "failed",
+        "training_file": "FileId-1",
+        "validation_file": "FileId-2",
+        "model": "gpt-4o-mini-2024-07-18",
+        "seed": 123,
+        "hyperparameters": {
+          "batch_size": 1,
+          "learning_rate_multiplier": 1,
+          "n_epochs": 1
+        },
+        "integrations": [
+          {
+            "type": "wandb",
+            "wandb": {
+              "project": "custom-wandb-project",
+              "name": "ftjob-1",
+              "tags": [
+                "FTJob",
+                "failed"
+              ]
+            }
+          }
+        ],
+        "method": {
+          "type": "supervised",
+          "supervised": {
+            "hyperparameters": {
+              "batch_size": 1,
+              "learning_rate_multiplier": 1,
+              "n_epochs": 1
+            }
+          }
+        },
+        "error": {
+          "code": "400",
+          "message": "Training file should be chat or completion for supervised finetune.",
+          "param": "training file"
+        }
+      }
+    }
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_Get_SuccessfulJob.json

@@ -0,0 +1,55 @@
+{
+  "title": "Retrieve a successful FineTuning job",
+  "operationId": "FineTuningJobs_Get",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fine_tuning_job_id": "ftjob-1"
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "fine_tuning.job",
+        "id": "ftjob-1",
+        "organization_id": "Org123",
+        "created_at": "2025-01-01T10:00:00.00Z",
+        "finished_at": "2025-01-01T11:00:00.00Z",
+        "status": "succeeded",
+        "training_file": "FileId-1",
+        "validation_file": "FileId-2",
+        "model": "gpt-4o-mini-2024-07-18",
+        "fine_tuned_model": "gpt-4o-mini-2024-07-18.ftjob-1",
+        "seed": 123,
+        "trained_tokens": 1000,
+        "hyperparameters": {
+          "batch_size": 1,
+          "learning_rate_multiplier": 1,
+          "n_epochs": 1
+        },
+        "integrations": [
+          {
+            "type": "wandb",
+            "wandb": {
+              "project": "custom-wandb-project",
+              "name": "ftjob-1",
+              "tags": [
+                "FTJob",
+                "completed"
+              ]
+            }
+          }
+        ],
+        "method": {
+          "type": "supervised",
+          "supervised": {
+            "hyperparameters": {
+              "batch_size": 1,
+              "learning_rate_multiplier": 1,
+              "n_epochs": 1
+            }
+          }
+        }
+      }
+    }
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_ListCheckpoints.json

@@ -0,0 +1,37 @@
+{
+  "title": "List the checkpoints from a FineTuning jobs",
+  "operationId": "FineTuningJobs_ListCheckpoints",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fine_tuning_job_id": "ftjob-1",
+    "limit": "2"
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "list",
+        "data": [
+          {
+            "object": "fine_tuning.job.checkpoint",
+            "id": "ftckpt_qtZ5Gyk4BLq1SfLFWp3RtO3P",
+            "created_at": "2025-01-01T10:00:00.00Z",
+            "fine_tuned_model_checkpoint": "ft:gpt-4o-mini-2024-07-18:my-org:custom_suffix:9ABel2dg:ckpt-step-88",
+            "fine_tuning_job_id": "ftjob-1",
+            "metrics": {
+              "step": 88,
+              "train_loss": 0.478,
+              "train_mean_token_accuracy": 0.924,
+              "valid_loss": 10.112,
+              "valid_mean_token_accuracy": 0.145,
+              "full_valid_loss": 0.567,
+              "full_valid_mean_token_accuracy": 0.944
+            },
+            "step_number": 88
+          }
+        ],
+        "has_more": false
+      }
+    }
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_ListEvents.json

@@ -0,0 +1,27 @@
+{
+  "title": "List the events from a FineTuning jobs",
+  "operationId": "FineTuningJobs_ListEvents",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "fine_tuning_job_id": "ftjob-1",
+    "limit": "2"
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "list",
+        "data": [
+          {
+            "object": "fine_tuning.job.event",
+            "created_at": "2025-01-01T10:00:00.00Z",
+            "id": "ftevent-1",
+            "level": "info",
+            "message": "job started"
+          }
+        ],
+        "has_more": false
+      }
+    }
+  }
+}

specification/ai/Azure.AI.Projects/examples/2025-05-15-preview/FineTuningJobs_ListJobs.json

@@ -0,0 +1,61 @@
+{
+  "title": "List FineTuning jobs",
+  "operationId": "FineTuningJobs_List",
+  "parameters": {
+    "api-version": "2025-05-15-preview",
+    "x-ms-client-request-id": "cf35b680-dc80-4815-ab83-9364acc3bce6",
+    "limit": "2"
+  },
+  "responses": {
+    "200": {
+      "body": {
+        "object": "list",
+        "data": [
+          {
+            "object": "fine_tuning.job",
+            "id": "ftjob-1",
+            "organization_id": "Org123",
+            "created_at": "2025-01-01T10:00:00.00Z",
+            "finished_at": "2025-01-01T11:00:00.00Z",
+            "status": "succeeded",
+            "training_file": "FileId-1",
+            "validation_file": "FileId-2",
+            "model": "gpt-4o-mini-2024-07-18",
+            "fine_tuned_model": "gpt-4o-mini-2024-07-18.ftjob-1",
+            "seed": 123,
+            "trained_tokens": 1000,
+            "hyperparameters": {
+              "batch_size": 1,
+              "learning_rate_multiplier": 1,
+              "n_epochs": 1
+            },
+            "integrations": [
+              {
+                "type": "wandb",
+                "wandb": {
+                  "project": "custom-wandb-project",
+                  "name": "ftjob-1",
+                  "tags": [
+                    "FTJob",
+                    "completed"
+                  ]
+                }
+              }
+            ],
+            "method": {
+              "type": "supervised",
+              "supervised": {
+                "hyperparameters": {
+                  "batch_size": 1,
+                  "learning_rate_multiplier": 1,
+                  "n_epochs": 1
+                }
+              }
+            }
+          }
+        ],
+        "has_more": false
+      }
+    }
+  }
+}