From 06f632b2cb44ec0876c3ee67398563edd316fd7e Mon Sep 17 00:00:00 2001
From: Alex Yang <himself65@outlook.com>
Date: Tue, 22 Oct 2024 00:49:15 -0700
Subject: [PATCH] fix(cloud): allow filename in llama parse (#1364)

---
 .changeset/cold-beers-try.md            |    5 +
 examples/data/pto_policy_employee.docx  |  Bin 0 -> 24159 bytes
 examples/readers/src/llamaparse-docx.ts |   52 +
 packages/cloud/openapi.json             | 1896 ++++++++++++++++-------
 packages/cloud/package.json             |    9 +-
 packages/cloud/src/reader.ts            |   41 +-
 packages/core/src/schema/type.ts        |    6 +-
 pnpm-lock.yaml                          |   95 +-
 8 files changed, 1440 insertions(+), 664 deletions(-)
 create mode 100644 .changeset/cold-beers-try.md
 create mode 100644 examples/data/pto_policy_employee.docx
 create mode 100644 examples/readers/src/llamaparse-docx.ts

diff --git a/.changeset/cold-beers-try.md b/.changeset/cold-beers-try.md
new file mode 100644
index 000000000..4b27e70e3
--- /dev/null
+++ b/.changeset/cold-beers-try.md
@@ -0,0 +1,5 @@
+---
+"@llamaindex/cloud": patch
+---
+
+fix(cloud): allow filename in llama parse
diff --git a/examples/data/pto_policy_employee.docx b/examples/data/pto_policy_employee.docx
new file mode 100644
index 0000000000000000000000000000000000000000..72ce29c35a91a4eee838c688349439edb4e9ad32
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literal 0
HcmV?d00001

diff --git a/examples/readers/src/llamaparse-docx.ts b/examples/readers/src/llamaparse-docx.ts
new file mode 100644
index 000000000..6e6609706
--- /dev/null
+++ b/examples/readers/src/llamaparse-docx.ts
@@ -0,0 +1,52 @@
+import { Language, LlamaParseReader } from "llamaindex";
+import fs from "node:fs";
+import path from "node:path";
+
+type LlamaParseReaderParams = Partial<
+  Omit<LlamaParseReader, "language" | "apiKey">
+> & {
+  language?: Language | Language[] | undefined;
+  apiKey?: string | undefined;
+};
+
+async function main() {
+  const filePath = "../data/pto_policy_employee.docx";
+  if (!fs.existsSync(filePath)) {
+    console.error(`File ${filePath} does not exist`);
+    process.exit(1);
+  } else {
+    console.log(`File ${filePath} exists`);
+  }
+
+  const params: LlamaParseReaderParams = {
+    verbose: true,
+    parsingInstruction:
+      "Extract the text from the document a long with any images and tables.  This is a document for a course and the contents of the images are important.",
+    fastMode: false,
+    gpt4oMode: true,
+    useVendorMultimodalModel: true,
+    vendorMultimodalModelName: "anthropic-sonnet-3.5",
+    premiumMode: true,
+    resultType: "markdown",
+    apiKey: process.env.LLAMA_CLOUD_API_KEY,
+    doNotCache: true,
+  };
+
+  // set up the llamaparse reader
+  const reader = new LlamaParseReader(params);
+
+  const buffer = fs.readFileSync(filePath);
+  const documents = await reader.loadDataAsContent(
+    new Uint8Array(buffer),
+    path.basename(filePath),
+  );
+
+  let allText = "";
+  documents.forEach((doc) => {
+    allText += doc.text;
+  });
+
+  console.log(allText);
+}
+
+main().catch(console.error);
diff --git a/packages/cloud/openapi.json b/packages/cloud/openapi.json
index e27a423d8..d3f56b253 100644
--- a/packages/cloud/openapi.json
+++ b/packages/cloud/openapi.json
@@ -264,8 +264,9 @@
     },
     "/api/v1/validate-integrations/validate-embedding-connection": {
       "post": {
+        "tags": ["Validation"],
         "summary": "Validate Embedding Connection",
-        "description": "Validate an embedding connection.",
+        "description": "Validate an embedding connection.\n\nArgs:\n    embedding_config: The embedding configuration to validate.\n    pipeline_id: If provided, the embedding connection will be validated for the pipeline.\n    user: The user to validate the embedding connection for.\n    db: The database session.\n\nReturns:\n    A BaseConnectionValidation object indicating the result of the validation.",
         "operationId": "validate_embedding_connection_api_v1_validate_integrations_validate_embedding_connection_post",
         "security": [
           {
@@ -276,6 +277,23 @@
           }
         ],
         "parameters": [
+          {
+            "name": "pipeline_id",
+            "in": "query",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string",
+                  "format": "uuid"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Pipeline Id"
+            }
+          },
           {
             "name": "session",
             "in": "cookie",
@@ -364,6 +382,7 @@
     },
     "/api/v1/validate-integrations/validate-data-source-connection": {
       "post": {
+        "tags": ["Validation"],
         "summary": "Validate Data Source Connection",
         "description": "Validate a data source connection.",
         "operationId": "validate_data_source_connection_api_v1_validate_integrations_validate_data_source_connection_post",
@@ -429,6 +448,7 @@
     },
     "/api/v1/validate-integrations/validate-data-sink-connection": {
       "post": {
+        "tags": ["Validation"],
         "summary": "Validate Data Sink Connection",
         "description": "Validate a data sink connection.",
         "operationId": "validate_data_sink_connection_api_v1_validate_integrations_validate_data_sink_connection_post",
@@ -2247,12 +2267,12 @@
         }
       }
     },
-    "/api/v1/projects": {
+    "/api/v1/organizations/{organization_id}/roles": {
       "get": {
-        "tags": ["Projects"],
-        "summary": "List Projects",
-        "description": "List projects or get one by name",
-        "operationId": "list_projects_api_v1_projects_get",
+        "tags": ["Organizations"],
+        "summary": "List Roles",
+        "description": "List all roles in an organization.",
+        "operationId": "list_roles_api_v1_organizations__organization_id__roles_get",
         "security": [
           {
             "HTTPBearer": []
@@ -2264,37 +2284,14 @@
         "parameters": [
           {
             "name": "organization_id",
-            "in": "query",
-            "required": false,
+            "in": "path",
+            "required": true,
             "schema": {
-              "anyOf": [
-                {
-                  "type": "string",
-                  "format": "uuid"
-                },
-                {
-                  "type": "null"
-                }
-              ],
+              "type": "string",
+              "format": "uuid",
               "title": "Organization Id"
             }
           },
-          {
-            "name": "project_name",
-            "in": "query",
-            "required": false,
-            "schema": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "title": "Project Name"
-            }
-          },
           {
             "name": "session",
             "in": "cookie",
@@ -2320,9 +2317,9 @@
                 "schema": {
                   "type": "array",
                   "items": {
-                    "$ref": "#/components/schemas/Project"
+                    "$ref": "#/components/schemas/Role"
                   },
-                  "title": "Response List Projects Api V1 Projects Get"
+                  "title": "Response List Roles Api V1 Organizations  Organization Id  Roles Get"
                 }
               }
             }
@@ -2338,12 +2335,14 @@
             }
           }
         }
-      },
-      "post": {
-        "tags": ["Projects"],
-        "summary": "Create Project",
-        "description": "Create a new project.",
-        "operationId": "create_project_api_v1_projects_post",
+      }
+    },
+    "/api/v1/organizations/{organization_id}/users/roles": {
+      "put": {
+        "tags": ["Organizations"],
+        "summary": "Assign Role To User In Organization",
+        "description": "Assign a role to a user in an organization.",
+        "operationId": "assign_role_to_user_in_organization_api_v1_organizations__organization_id__users_roles_put",
         "security": [
           {
             "HTTPBearer": []
@@ -2355,18 +2354,11 @@
         "parameters": [
           {
             "name": "organization_id",
-            "in": "query",
-            "required": false,
+            "in": "path",
+            "required": true,
             "schema": {
-              "anyOf": [
-                {
-                  "type": "string",
-                  "format": "uuid"
-                },
-                {
-                  "type": "null"
-                }
-              ],
+              "type": "string",
+              "format": "uuid",
               "title": "Organization Id"
             }
           },
@@ -2392,7 +2384,7 @@
           "content": {
             "application/json": {
               "schema": {
-                "$ref": "#/components/schemas/ProjectCreate"
+                "$ref": "#/components/schemas/UserOrganizationRoleCreate"
               }
             }
           }
@@ -2403,7 +2395,7 @@
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/Project"
+                  "$ref": "#/components/schemas/UserOrganizationRole"
                 }
               }
             }
@@ -2420,11 +2412,11 @@
           }
         }
       },
-      "put": {
-        "tags": ["Projects"],
-        "summary": "Upsert Project",
-        "description": "Upsert a project.\nUpdates if a project with the same name already exists. Otherwise, creates a new project.",
-        "operationId": "upsert_project_api_v1_projects_put",
+      "get": {
+        "tags": ["Organizations"],
+        "summary": "Get User Role",
+        "description": "Get the role of a user in an organization.",
+        "operationId": "get_user_role_api_v1_organizations__organization_id__users_roles_get",
         "security": [
           {
             "HTTPBearer": []
@@ -2436,18 +2428,11 @@
         "parameters": [
           {
             "name": "organization_id",
-            "in": "query",
-            "required": false,
+            "in": "path",
+            "required": true,
             "schema": {
-              "anyOf": [
-                {
-                  "type": "string",
-                  "format": "uuid"
-                },
-                {
-                  "type": "null"
-                }
-              ],
+              "type": "string",
+              "format": "uuid",
               "title": "Organization Id"
             }
           },
@@ -2468,23 +2453,13 @@
             }
           }
         ],
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/ProjectCreate"
-              }
-            }
-          }
-        },
         "responses": {
           "200": {
             "description": "Successful Response",
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/Project"
+                  "$ref": "#/components/schemas/UserOrganizationRole"
                 }
               }
             }
@@ -2502,12 +2477,12 @@
         }
       }
     },
-    "/api/v1/projects/{project_id}": {
-      "delete": {
-        "tags": ["Projects"],
-        "summary": "Delete Project",
-        "description": "Delete a project by ID.",
-        "operationId": "delete_project_api_v1_projects__project_id__delete",
+    "/api/v1/organizations/{organization_id}/users/{user_id}/projects": {
+      "get": {
+        "tags": ["Organizations"],
+        "summary": "List Projects By User",
+        "description": "List all projects for a user in an organization.",
+        "operationId": "list_projects_by_user_api_v1_organizations__organization_id__users__user_id__projects_get",
         "security": [
           {
             "HTTPBearer": []
@@ -2518,13 +2493,22 @@
         ],
         "parameters": [
           {
-            "name": "project_id",
+            "name": "organization_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
               "format": "uuid",
-              "title": "Project Id"
+              "title": "Organization Id"
+            }
+          },
+          {
+            "name": "user_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "User Id"
             }
           },
           {
@@ -2545,8 +2529,19 @@
           }
         ],
         "responses": {
-          "204": {
-            "description": "Successful Response"
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "array",
+                  "items": {
+                    "$ref": "#/components/schemas/Project"
+                  },
+                  "title": "Response List Projects By User Api V1 Organizations  Organization Id  Users  User Id  Projects Get"
+                }
+              }
+            }
           },
           "422": {
             "description": "Validation Error",
@@ -2560,11 +2555,11 @@
           }
         }
       },
-      "get": {
-        "tags": ["Projects"],
-        "summary": "Get Project",
-        "description": "Get a project by ID.",
-        "operationId": "get_project_api_v1_projects__project_id__get",
+      "put": {
+        "tags": ["Organizations"],
+        "summary": "Add User To Project",
+        "description": "Add a user to a project.",
+        "operationId": "add_user_to_project_api_v1_organizations__organization_id__users__user_id__projects_put",
         "security": [
           {
             "HTTPBearer": []
@@ -2575,9 +2570,28 @@
         ],
         "parameters": [
           {
-            "name": "project_id",
+            "name": "organization_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid",
+              "title": "Organization Id"
+            }
+          },
+          {
+            "name": "user_id",
             "in": "path",
             "required": true,
+            "schema": {
+              "type": "string",
+              "title": "User Id"
+            }
+          },
+          {
+            "name": "project_id",
+            "in": "query",
+            "required": true,
             "schema": {
               "type": "string",
               "format": "uuid",
@@ -2606,9 +2620,7 @@
             "description": "Successful Response",
             "content": {
               "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/Project"
-                }
+                "schema": {}
               }
             }
           },
@@ -2623,12 +2635,14 @@
             }
           }
         }
-      },
-      "put": {
-        "tags": ["Projects"],
-        "summary": "Update Existing Project",
-        "description": "Update an existing project.",
-        "operationId": "update_existing_project_api_v1_projects__project_id__put",
+      }
+    },
+    "/api/v1/organizations/{organization_id}/users/{user_id}/projects/{project_id}": {
+      "delete": {
+        "tags": ["Organizations"],
+        "summary": "Remove User From Project",
+        "description": "Remove a user from a project.",
+        "operationId": "remove_user_from_project_api_v1_organizations__organization_id__users__user_id__projects__project_id__delete",
         "security": [
           {
             "HTTPBearer": []
@@ -2638,6 +2652,25 @@
           }
         ],
         "parameters": [
+          {
+            "name": "organization_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid",
+              "title": "Organization Id"
+            }
+          },
+          {
+            "name": "user_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "User Id"
+            }
+          },
           {
             "name": "project_id",
             "in": "path",
@@ -2665,24 +2698,12 @@
             }
           }
         ],
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/ProjectUpdate"
-              }
-            }
-          }
-        },
         "responses": {
           "200": {
             "description": "Successful Response",
             "content": {
               "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/Project"
-                }
+                "schema": {}
               }
             }
           },
@@ -2699,12 +2720,12 @@
         }
       }
     },
-    "/api/v1/projects/{project_id}/eval/dataset": {
-      "post": {
+    "/api/v1/projects": {
+      "get": {
         "tags": ["Projects"],
-        "summary": "Create Eval Dataset For Project",
-        "description": "Create a new eval dataset for a project.",
-        "operationId": "create_eval_dataset_for_project_api_v1_projects__project_id__eval_dataset_post",
+        "summary": "List Projects",
+        "description": "List projects or get one by name",
+        "operationId": "list_projects_api_v1_projects_get",
         "security": [
           {
             "HTTPBearer": []
@@ -2715,18 +2736,25 @@
         ],
         "parameters": [
           {
-            "name": "project_id",
-            "in": "path",
-            "required": true,
+            "name": "organization_id",
+            "in": "query",
+            "required": false,
             "schema": {
-              "type": "string",
-              "format": "uuid",
-              "title": "Project Id"
+              "anyOf": [
+                {
+                  "type": "string",
+                  "format": "uuid"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Organization Id"
             }
           },
           {
-            "name": "session",
-            "in": "cookie",
+            "name": "project_name",
+            "in": "query",
             "required": false,
             "schema": {
               "anyOf": [
@@ -2737,9 +2765,454 @@
                   "type": "null"
                 }
               ],
-              "title": "Session"
+              "title": "Project Name"
             }
-          }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "array",
+                  "items": {
+                    "$ref": "#/components/schemas/Project"
+                  },
+                  "title": "Response List Projects Api V1 Projects Get"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      },
+      "post": {
+        "tags": ["Projects"],
+        "summary": "Create Project",
+        "description": "Create a new project.",
+        "operationId": "create_project_api_v1_projects_post",
+        "security": [
+          {
+            "HTTPBearer": []
+          },
+          {
+            "HTTPBearer": []
+          }
+        ],
+        "parameters": [
+          {
+            "name": "organization_id",
+            "in": "query",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string",
+                  "format": "uuid"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Organization Id"
+            }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/ProjectCreate"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/Project"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      },
+      "put": {
+        "tags": ["Projects"],
+        "summary": "Upsert Project",
+        "description": "Upsert a project.\nUpdates if a project with the same name already exists. Otherwise, creates a new project.",
+        "operationId": "upsert_project_api_v1_projects_put",
+        "security": [
+          {
+            "HTTPBearer": []
+          },
+          {
+            "HTTPBearer": []
+          }
+        ],
+        "parameters": [
+          {
+            "name": "organization_id",
+            "in": "query",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string",
+                  "format": "uuid"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Organization Id"
+            }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/ProjectCreate"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/Project"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/api/v1/projects/{project_id}": {
+      "delete": {
+        "tags": ["Projects"],
+        "summary": "Delete Project",
+        "description": "Delete a project by ID.",
+        "operationId": "delete_project_api_v1_projects__project_id__delete",
+        "security": [
+          {
+            "HTTPBearer": []
+          },
+          {
+            "HTTPBearer": []
+          }
+        ],
+        "parameters": [
+          {
+            "name": "project_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid",
+              "title": "Project Id"
+            }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
+        ],
+        "responses": {
+          "204": {
+            "description": "Successful Response"
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      },
+      "get": {
+        "tags": ["Projects"],
+        "summary": "Get Project",
+        "description": "Get a project by ID.",
+        "operationId": "get_project_api_v1_projects__project_id__get",
+        "security": [
+          {
+            "HTTPBearer": []
+          },
+          {
+            "HTTPBearer": []
+          }
+        ],
+        "parameters": [
+          {
+            "name": "project_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid",
+              "title": "Project Id"
+            }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/Project"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      },
+      "put": {
+        "tags": ["Projects"],
+        "summary": "Update Existing Project",
+        "description": "Update an existing project.",
+        "operationId": "update_existing_project_api_v1_projects__project_id__put",
+        "security": [
+          {
+            "HTTPBearer": []
+          },
+          {
+            "HTTPBearer": []
+          }
+        ],
+        "parameters": [
+          {
+            "name": "project_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid",
+              "title": "Project Id"
+            }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/ProjectUpdate"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/Project"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/api/v1/projects/{project_id}/eval/dataset": {
+      "post": {
+        "tags": ["Projects"],
+        "summary": "Create Eval Dataset For Project",
+        "description": "Create a new eval dataset for a project.",
+        "operationId": "create_eval_dataset_for_project_api_v1_projects__project_id__eval_dataset_post",
+        "security": [
+          {
+            "HTTPBearer": []
+          },
+          {
+            "HTTPBearer": []
+          }
+        ],
+        "parameters": [
+          {
+            "name": "project_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid",
+              "title": "Project Id"
+            }
+          },
+          {
+            "name": "session",
+            "in": "cookie",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            }
+          }
         ],
         "requestBody": {
           "required": true,
@@ -10643,7 +11116,7 @@
           },
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "description": "Chunk size for the transformation.",
             "default": 1024
@@ -10664,20 +11137,17 @@
           "model_name": {
             "type": "string",
             "title": "Model Name",
-            "description": "The name of the embedding model.",
-            "default": "unknown"
+            "description": "The name of the OpenAI embedding model.",
+            "default": "text-embedding-ada-002"
           },
           "embed_batch_size": {
             "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
             "title": "Embed Batch Size",
             "description": "The batch size for embedding calls.",
             "default": 10
           },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
           "num_workers": {
             "anyOf": [
               {
@@ -10696,7 +11166,14 @@
             "description": "Additional kwargs for the OpenAI API."
           },
           "api_key": {
-            "type": "string",
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
             "title": "Api Key",
             "description": "The OpenAI API key."
           },
@@ -10723,7 +11200,7 @@
             "type": "number",
             "title": "Timeout",
             "description": "Timeout for each request.",
-            "default": 60.0,
+            "default": 60,
             "gte": 0
           },
           "default_headers": {
@@ -10783,23 +11260,6 @@
             "title": "Azure Deployment",
             "description": "The Azure deployment to use."
           },
-          "azure_ad_token_provider": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Azure Ad Token Provider",
-            "description": "Callback function to provide Azure AD token."
-          },
-          "use_azure_ad": {
-            "type": "boolean",
-            "title": "Use Azure Ad",
-            "description": "Indicates if Microsoft Entra ID (former Azure AD) is used for token authentication"
-          },
           "class_name": {
             "type": "string",
             "title": "Class Name",
@@ -10807,7 +11267,6 @@
           }
         },
         "type": "object",
-        "required": ["api_key", "use_azure_ad"],
         "title": "AzureOpenAIEmbedding"
       },
       "AzureOpenAIEmbeddingConfig": {
@@ -10915,19 +11374,17 @@
           "model_name": {
             "type": "string",
             "title": "Model Name",
-            "description": "The modelId of the Bedrock model to use."
+            "description": "The modelId of the Bedrock model to use.",
+            "default": "amazon.titan-embed-text-v1"
           },
           "embed_batch_size": {
             "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
             "title": "Embed Batch Size",
             "description": "The batch size for embedding calls.",
             "default": 10
           },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
           "num_workers": {
             "anyOf": [
               {
@@ -11000,29 +11457,9 @@
             "title": "Region Name",
             "description": "AWS region name to use. Uses region configured in AWS CLI if not passed"
           },
-          "botocore_session": {
-            "anyOf": [
-              {},
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Botocore Session",
-            "description": "Use this Botocore session instead of creating a new default one."
-          },
-          "botocore_config": {
-            "anyOf": [
-              {},
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Botocore Config",
-            "description": "Custom configuration object to use instead of the default generated one."
-          },
           "max_retries": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Max Retries",
             "description": "The maximum number of API retries.",
             "default": 10
@@ -11031,7 +11468,7 @@
             "type": "number",
             "title": "Timeout",
             "description": "The timeout for the Bedrock API request in seconds. It will be used for both connect and read timeouts.",
-            "default": 60.0
+            "default": 60
           },
           "additional_kwargs": {
             "type": "object",
@@ -11045,7 +11482,6 @@
           }
         },
         "type": "object",
-        "required": ["model_name"],
         "title": "BedrockEmbedding"
       },
       "BedrockEmbeddingConfig": {
@@ -11123,6 +11559,11 @@
             "title": "Premium Mode",
             "default": false
           },
+          "continuous_mode": {
+            "type": "boolean",
+            "title": "Continuous Mode",
+            "default": false
+          },
           "gpt4o_api_key": {
             "type": "string",
             "title": "Gpt4O Api Key",
@@ -11181,11 +11622,21 @@
             "title": "Take Screenshot",
             "default": false
           },
+          "is_formatting_instruction": {
+            "type": "boolean",
+            "title": "Is Formatting Instruction",
+            "default": true
+          },
           "disable_ocr": {
             "type": "boolean",
             "title": "Disable Ocr",
             "default": false
           },
+          "annotate_links": {
+            "type": "boolean",
+            "title": "Annotate Links",
+            "default": false
+          },
           "disable_reconstruction": {
             "type": "boolean",
             "title": "Disable Reconstruction",
@@ -11201,6 +11652,22 @@
             "title": "Output S3 Path Prefix",
             "default": ""
           },
+          "azure_openai_deployment_name": {
+            "type": "string",
+            "title": "Azure Openai Deployment Name"
+          },
+          "azure_openai_endpoint": {
+            "type": "string",
+            "title": "Azure Openai Endpoint"
+          },
+          "azure_openai_api_version": {
+            "type": "string",
+            "title": "Azure Openai Api Version"
+          },
+          "azure_openai_key": {
+            "type": "string",
+            "title": "Azure Openai Key"
+          },
           "file": {
             "anyOf": [
               {
@@ -11274,6 +11741,11 @@
             "title": "Premium Mode",
             "default": false
           },
+          "continuous_mode": {
+            "type": "boolean",
+            "title": "Continuous Mode",
+            "default": false
+          },
           "gpt4o_api_key": {
             "type": "string",
             "title": "Gpt4O Api Key",
@@ -11332,11 +11804,21 @@
             "title": "Take Screenshot",
             "default": false
           },
+          "is_formatting_instruction": {
+            "type": "boolean",
+            "title": "Is Formatting Instruction",
+            "default": true
+          },
           "disable_ocr": {
             "type": "boolean",
             "title": "Disable Ocr",
             "default": false
           },
+          "annotate_links": {
+            "type": "boolean",
+            "title": "Annotate Links",
+            "default": false
+          },
           "disable_reconstruction": {
             "type": "boolean",
             "title": "Disable Reconstruction",
@@ -11352,6 +11834,22 @@
             "title": "Output S3 Path Prefix",
             "default": ""
           },
+          "azure_openai_deployment_name": {
+            "type": "string",
+            "title": "Azure Openai Deployment Name"
+          },
+          "azure_openai_endpoint": {
+            "type": "string",
+            "title": "Azure Openai Endpoint"
+          },
+          "azure_openai_api_version": {
+            "type": "string",
+            "title": "Azure Openai Api Version"
+          },
+          "azure_openai_key": {
+            "type": "string",
+            "title": "Azure Openai Key"
+          },
           "file": {
             "anyOf": [
               {
@@ -11377,7 +11875,7 @@
         "properties": {
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "default": 1024
           },
@@ -11429,14 +11927,14 @@
           },
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "description": "The token chunk size for each chunk.",
             "default": 1024
           },
           "chunk_overlap": {
             "type": "integer",
-            "minimum": 0.0,
+            "minimum": 0,
             "title": "Chunk Overlap",
             "description": "The token overlap of each chunk when splitting.",
             "default": 200
@@ -11644,7 +12142,9 @@
           "account_key": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -11680,7 +12180,9 @@
           "client_secret": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -11710,7 +12212,9 @@
           },
           "search_service_api_key": {
             "type": "string",
-            "title": "Search Service Api Key"
+            "format": "password",
+            "title": "Search Service Api Key",
+            "writeOnly": true
           },
           "search_service_endpoint": {
             "type": "string",
@@ -11774,7 +12278,9 @@
           "client_secret": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -11825,7 +12331,9 @@
           "developer_token": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -11849,7 +12357,9 @@
           "client_secret": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -11892,91 +12402,6 @@
         "required": ["authentication_mechanism"],
         "title": "CloudBoxDataSource"
       },
-      "CloudChromaVectorStore": {
-        "properties": {
-          "supports_nested_metadata_filters": {
-            "type": "boolean",
-            "enum": [false],
-            "const": false,
-            "title": "Supports Nested Metadata Filters",
-            "default": false
-          },
-          "collection_name": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Collection Name"
-          },
-          "host": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Host"
-          },
-          "port": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Port"
-          },
-          "ssl": {
-            "type": "boolean",
-            "title": "Ssl"
-          },
-          "headers": {
-            "anyOf": [
-              {
-                "additionalProperties": {
-                  "type": "string"
-                },
-                "type": "object"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Headers"
-          },
-          "persist_dir": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Persist Dir"
-          },
-          "collection_kwargs": {
-            "type": "object",
-            "title": "Collection Kwargs"
-          },
-          "class_name": {
-            "type": "string",
-            "title": "Class Name",
-            "default": "CloudChromaVectorStore"
-          }
-        },
-        "type": "object",
-        "required": ["ssl"],
-        "title": "CloudChromaVectorStore"
-      },
       "CloudConfluenceDataSource": {
         "properties": {
           "server_url": {
@@ -12004,7 +12429,9 @@
           "api_token": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -12219,7 +12646,9 @@
           "api_token": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -12300,7 +12729,9 @@
           "token": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -12341,7 +12772,9 @@
           },
           "mongodb_uri": {
             "type": "string",
-            "title": "Mongodb Uri"
+            "format": "password",
+            "title": "Mongodb Uri",
+            "writeOnly": true
           },
           "db_name": {
             "type": "string",
@@ -12388,8 +12821,10 @@
         "properties": {
           "integration_token": {
             "type": "string",
+            "format": "password",
             "title": "Integration Token",
-            "description": "The integration token to use for authentication."
+            "description": "The integration token to use for authentication.",
+            "writeOnly": true
           },
           "database_ids": {
             "anyOf": [
@@ -12463,8 +12898,10 @@
           },
           "client_secret": {
             "type": "string",
+            "format": "password",
             "title": "Client Secret",
-            "description": "The client secret to use for authentication."
+            "description": "The client secret to use for authentication.",
+            "writeOnly": true
           },
           "tenant_id": {
             "type": "string",
@@ -12497,7 +12934,10 @@
           },
           "api_key": {
             "type": "string",
-            "title": "Api Key"
+            "format": "password",
+            "title": "Api Key",
+            "description": "The API key for authenticating with Pinecone",
+            "writeOnly": true
           },
           "index_name": {
             "type": "string",
@@ -12555,7 +12995,9 @@
           },
           "password": {
             "type": "string",
-            "title": "Password"
+            "format": "password",
+            "title": "Password",
+            "writeOnly": true
           },
           "port": {
             "type": "string",
@@ -12627,7 +13069,9 @@
           },
           "api_key": {
             "type": "string",
-            "title": "Api Key"
+            "format": "password",
+            "title": "Api Key",
+            "writeOnly": true
           },
           "max_retries": {
             "type": "integer",
@@ -12683,7 +13127,9 @@
           "aws_access_secret": {
             "anyOf": [
               {
-                "type": "string"
+                "type": "string",
+                "format": "password",
+                "writeOnly": true
               },
               {
                 "type": "null"
@@ -12783,8 +13229,10 @@
           },
           "client_secret": {
             "type": "string",
+            "format": "password",
             "title": "Client Secret",
-            "description": "The client secret to use for authentication."
+            "description": "The client secret to use for authentication.",
+            "writeOnly": true
           },
           "tenant_id": {
             "type": "string",
@@ -12805,8 +13253,10 @@
         "properties": {
           "slack_token": {
             "type": "string",
+            "format": "password",
             "title": "Slack Token",
-            "description": "Slack Bot Token."
+            "description": "Slack Bot Token.",
+            "writeOnly": true
           },
           "channel_ids": {
             "anyOf": [
@@ -12890,52 +13340,6 @@
         "required": ["slack_token"],
         "title": "CloudSlackDataSource"
       },
-      "CloudWeaviateVectorStore": {
-        "properties": {
-          "supports_nested_metadata_filters": {
-            "type": "boolean",
-            "enum": [false],
-            "const": false,
-            "title": "Supports Nested Metadata Filters",
-            "default": false
-          },
-          "index_name": {
-            "type": "string",
-            "title": "Index Name"
-          },
-          "url": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Url"
-          },
-          "text_key": {
-            "type": "string",
-            "title": "Text Key"
-          },
-          "auth_config": {
-            "type": "object",
-            "title": "Auth Config"
-          },
-          "client_kwargs": {
-            "type": "object",
-            "title": "Client Kwargs"
-          },
-          "class_name": {
-            "type": "string",
-            "title": "Class Name",
-            "default": "CloudWeaviateVectorStore"
-          }
-        },
-        "type": "object",
-        "required": ["index_name", "text_key"],
-        "title": "CloudWeaviateVectorStore"
-      },
       "CodeSplitter": {
         "properties": {
           "include_metadata": {
@@ -12972,21 +13376,21 @@
           },
           "chunk_lines": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Lines",
             "description": "The number of lines to include in each chunk.",
             "default": 40
           },
           "chunk_lines_overlap": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Lines Overlap",
             "description": "How many lines of code each chunk overlaps with.",
             "default": 15
           },
           "max_chars": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Max Chars",
             "description": "Maximum number of characters per chunk.",
             "default": 1500
@@ -13007,20 +13411,17 @@
           "model_name": {
             "type": "string",
             "title": "Model Name",
-            "description": "The name of the embedding model.",
-            "default": "unknown"
+            "description": "The modelId of the Cohere model to use.",
+            "default": "embed-english-v3.0"
           },
           "embed_batch_size": {
             "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
             "title": "Embed Batch Size",
             "description": "The batch size for embedding calls.",
             "default": 10
           },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
           "num_workers": {
             "anyOf": [
               {
@@ -13034,14 +13435,22 @@
             "description": "The number of workers to use for async embedding calls."
           },
           "api_key": {
-            "type": "string",
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
             "title": "Api Key",
             "description": "The Cohere API key."
           },
           "truncate": {
             "type": "string",
             "title": "Truncate",
-            "description": "Truncation type - START/ END/ NONE"
+            "description": "Truncation type - START/ END/ NONE",
+            "default": "END"
           },
           "input_type": {
             "anyOf": [
@@ -13058,7 +13467,8 @@
           "embedding_type": {
             "type": "string",
             "title": "Embedding Type",
-            "description": "Embedding type. If not provided float embedding_type is used when needed."
+            "description": "Embedding type. If not provided float embedding_type is used when needed.",
+            "default": "float"
           },
           "class_name": {
             "type": "string",
@@ -13067,9 +13477,8 @@
           }
         },
         "type": "object",
-        "required": ["api_key", "truncate", "embedding_type"],
-        "title": "CohereEmbedding",
-        "description": "CohereEmbedding uses the Cohere API to generate embeddings for text."
+        "required": ["api_key"],
+        "title": "CohereEmbedding"
       },
       "CohereEmbeddingConfig": {
         "properties": {
@@ -13092,11 +13501,9 @@
       "ConfigurableDataSinkNames": {
         "type": "string",
         "enum": [
-          "CHROMA",
           "PINECONE",
           "POSTGRES",
           "QDRANT",
-          "WEAVIATE",
           "AZUREAI_SEARCH",
           "MONGODB_ATLAS",
           "MILVUS"
@@ -13159,14 +13566,7 @@
           "SENTENCE_AWARE_NODE_PARSER",
           "TOKEN_AWARE_NODE_PARSER",
           "MARKDOWN_NODE_PARSER",
-          "MARKDOWN_ELEMENT_NODE_PARSER",
-          "OPENAI_EMBEDDING",
-          "AZURE_EMBEDDING",
-          "COHERE_EMBEDDING",
-          "BEDROCK_EMBEDDING",
-          "HUGGINGFACE_API_EMBEDDING",
-          "GEMINI_EMBEDDING",
-          "VERTEXAI_EMBEDDING"
+          "MARKDOWN_ELEMENT_NODE_PARSER"
         ],
         "title": "ConfigurableTransformationNames"
       },
@@ -13206,27 +13606,6 @@
               },
               {
                 "$ref": "#/components/schemas/MarkdownElementNodeParser"
-              },
-              {
-                "$ref": "#/components/schemas/OpenAIEmbedding"
-              },
-              {
-                "$ref": "#/components/schemas/AzureOpenAIEmbedding"
-              },
-              {
-                "$ref": "#/components/schemas/CohereEmbedding"
-              },
-              {
-                "$ref": "#/components/schemas/BedrockEmbedding"
-              },
-              {
-                "$ref": "#/components/schemas/HuggingFaceInferenceAPIEmbedding"
-              },
-              {
-                "$ref": "#/components/schemas/GeminiEmbedding"
-              },
-              {
-                "$ref": "#/components/schemas/ExtendVertexTextEmbedding"
               }
             ],
             "title": "Component",
@@ -13298,9 +13677,6 @@
               {
                 "type": "object"
               },
-              {
-                "$ref": "#/components/schemas/CloudChromaVectorStore"
-              },
               {
                 "$ref": "#/components/schemas/CloudPineconeVectorStore"
               },
@@ -13310,9 +13686,6 @@
               {
                 "$ref": "#/components/schemas/CloudQdrantVectorStore"
               },
-              {
-                "$ref": "#/components/schemas/CloudWeaviateVectorStore"
-              },
               {
                 "$ref": "#/components/schemas/CloudAzureAISearchVectorStore"
               },
@@ -13349,10 +13722,7 @@
           "component": {
             "anyOf": [
               {
-                "type": "object"
-              },
-              {
-                "$ref": "#/components/schemas/CloudChromaVectorStore"
+                "type": "object"
               },
               {
                 "$ref": "#/components/schemas/CloudPineconeVectorStore"
@@ -13363,9 +13733,6 @@
               {
                 "$ref": "#/components/schemas/CloudQdrantVectorStore"
               },
-              {
-                "$ref": "#/components/schemas/CloudWeaviateVectorStore"
-              },
               {
                 "$ref": "#/components/schemas/CloudAzureAISearchVectorStore"
               },
@@ -13428,9 +13795,6 @@
               {
                 "type": "object"
               },
-              {
-                "$ref": "#/components/schemas/CloudChromaVectorStore"
-              },
               {
                 "$ref": "#/components/schemas/CloudPineconeVectorStore"
               },
@@ -13440,9 +13804,6 @@
               {
                 "$ref": "#/components/schemas/CloudQdrantVectorStore"
               },
-              {
-                "$ref": "#/components/schemas/CloudWeaviateVectorStore"
-              },
               {
                 "$ref": "#/components/schemas/CloudAzureAISearchVectorStore"
               },
@@ -14331,122 +14692,6 @@
         "title": "EvalQuestionResult",
         "description": "Schema for the result of an eval question job."
       },
-      "ExtendVertexTextEmbedding": {
-        "properties": {
-          "model_name": {
-            "type": "string",
-            "title": "Model Name",
-            "description": "The name of the embedding model.",
-            "default": "unknown"
-          },
-          "embed_batch_size": {
-            "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
-            "title": "Embed Batch Size",
-            "description": "The batch size for embedding calls.",
-            "default": 10
-          },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
-          "num_workers": {
-            "anyOf": [
-              {
-                "type": "integer"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Num Workers",
-            "description": "The number of workers to use for async embedding calls."
-          },
-          "embed_mode": {
-            "$ref": "#/components/schemas/VertexEmbeddingMode",
-            "description": "The embedding mode to use."
-          },
-          "additional_kwargs": {
-            "type": "object",
-            "title": "Additional Kwargs",
-            "description": "Additional kwargs for the Vertex."
-          },
-          "client_email": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Client Email",
-            "description": "The client email to use when making Vertex API calls."
-          },
-          "token_uri": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Token Uri",
-            "description": "The token uri to use when making Vertex API calls."
-          },
-          "private_key_id": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Private Key Id",
-            "description": "The private key id to use when making Vertex API calls."
-          },
-          "private_key": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Private Key",
-            "description": "The private key to use when making Vertex API calls."
-          },
-          "project": {
-            "type": "string",
-            "title": "Project",
-            "description": "The default GCP project to use when making Vertex API calls."
-          },
-          "location": {
-            "type": "string",
-            "title": "Location",
-            "description": "The default location to use when making API calls."
-          },
-          "class_name": {
-            "type": "string",
-            "title": "Class Name",
-            "default": "ExtendVertexTextEmbedding"
-          }
-        },
-        "type": "object",
-        "required": [
-          "embed_mode",
-          "client_email",
-          "token_uri",
-          "private_key_id",
-          "private_key",
-          "project",
-          "location"
-        ],
-        "title": "ExtendVertexTextEmbedding"
-      },
       "ExtractionJob": {
         "properties": {
           "id": {
@@ -14887,7 +15132,7 @@
             "anyOf": [
               {
                 "type": "integer",
-                "minimum": 0.0
+                "minimum": 0
               },
               {
                 "type": "null"
@@ -14998,7 +15243,7 @@
             "anyOf": [
               {
                 "type": "integer",
-                "minimum": 0.0
+                "minimum": 0
               },
               {
                 "type": "null"
@@ -15086,11 +15331,11 @@
         "type": "string",
         "enum": [
           "==",
-          ">",
-          "<",
+          "\u003E",
+          "\u003C",
           "!=",
-          ">=",
-          "<=",
+          "\u003E=",
+          "\u003C=",
           "in",
           "nin",
           "any",
@@ -15107,20 +15352,17 @@
           "model_name": {
             "type": "string",
             "title": "Model Name",
-            "description": "The name of the embedding model.",
-            "default": "unknown"
+            "description": "The modelId of the Gemini model to use.",
+            "default": "models/embedding-001"
           },
           "embed_batch_size": {
             "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
             "title": "Embed Batch Size",
             "description": "The batch size for embedding calls.",
             "default": 10
           },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
           "num_workers": {
             "anyOf": [
               {
@@ -15171,6 +15413,30 @@
             "title": "Api Key",
             "description": "API key to access the model. Defaults to None."
           },
+          "api_base": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Api Base",
+            "description": "API base to access the model. Defaults to None."
+          },
+          "transport": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Transport",
+            "description": "Transport to access the model. Defaults to None."
+          },
           "class_name": {
             "type": "string",
             "title": "Class Name",
@@ -15178,8 +15444,7 @@
           }
         },
         "type": "object",
-        "title": "GeminiEmbedding",
-        "description": "Google Gemini embeddings.\n\nArgs:\n    model_name (str): Model for embedding.\n        Defaults to \"models/embedding-001\".\n\n    api_key (Optional[str]): API key to access the model. Defaults to None.\n    api_base (Optional[str]): API base to access the model. Defaults to Official Base.\n    transport (Optional[str]): Transport to access the model."
+        "title": "GeminiEmbedding"
       },
       "GeminiEmbeddingConfig": {
         "properties": {
@@ -15228,15 +15493,12 @@
           },
           "embed_batch_size": {
             "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
             "title": "Embed Batch Size",
             "description": "The batch size for embedding calls.",
             "default": 10
           },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
           "num_workers": {
             "anyOf": [
               {
@@ -15361,8 +15623,7 @@
           }
         },
         "type": "object",
-        "title": "HuggingFaceInferenceAPIEmbedding",
-        "description": "Wrapper on the Hugging Face's Inference API for embeddings.\n\nOverview of the design:\n- Uses the feature extraction task: https://huggingface.co/tasks/feature-extraction"
+        "title": "HuggingFaceInferenceAPIEmbedding"
       },
       "HuggingFaceInferenceAPIEmbeddingConfig": {
         "properties": {
@@ -15596,6 +15857,11 @@
             "title": "Disable Ocr",
             "default": false
           },
+          "annotate_links": {
+            "type": "boolean",
+            "title": "Annotate Links",
+            "default": false
+          },
           "disable_reconstruction": {
             "type": "boolean",
             "title": "Disable Reconstruction",
@@ -15614,7 +15880,7 @@
           "fast_mode": {
             "type": "boolean",
             "title": "Fast Mode",
-            "default": true
+            "default": false
           },
           "skip_diagonal_text": {
             "type": "boolean",
@@ -15692,11 +15958,21 @@
             "title": "Take Screenshot",
             "default": false
           },
+          "is_formatting_instruction": {
+            "type": "boolean",
+            "title": "Is Formatting Instruction",
+            "default": true
+          },
           "premium_mode": {
             "type": "boolean",
             "title": "Premium Mode",
             "default": false
           },
+          "continuous_mode": {
+            "type": "boolean",
+            "title": "Continuous Mode",
+            "default": false
+          },
           "s3_input_path": {
             "type": "string",
             "title": "S3 Input Path",
@@ -15706,6 +15982,50 @@
             "type": "string",
             "title": "S3 Output Path Prefix",
             "default": ""
+          },
+          "azure_openai_deployment_name": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Azure Openai Deployment Name"
+          },
+          "azure_openai_endpoint": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Azure Openai Endpoint"
+          },
+          "azure_openai_api_version": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Azure Openai Api Version"
+          },
+          "azure_openai_key": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Azure Openai Key"
           }
         },
         "type": "object",
@@ -16419,20 +16739,17 @@
           "model_name": {
             "type": "string",
             "title": "Model Name",
-            "description": "The name of the embedding model.",
-            "default": "unknown"
+            "description": "The name of the OpenAI embedding model.",
+            "default": "text-embedding-ada-002"
           },
           "embed_batch_size": {
             "type": "integer",
-            "maximum": 2048.0,
-            "exclusiveMinimum": 0.0,
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
             "title": "Embed Batch Size",
             "description": "The batch size for embedding calls.",
             "default": 10
           },
-          "callback_manager": {
-            "title": "Callback Manager"
-          },
           "num_workers": {
             "anyOf": [
               {
@@ -16451,7 +16768,14 @@
             "description": "Additional kwargs for the OpenAI API."
           },
           "api_key": {
-            "type": "string",
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
             "title": "Api Key",
             "description": "The OpenAI API key."
           },
@@ -16492,7 +16816,7 @@
             "type": "number",
             "title": "Timeout",
             "description": "Timeout for each request.",
-            "default": 60.0,
+            "default": 60,
             "gte": 0
           },
           "default_headers": {
@@ -16535,9 +16859,7 @@
           }
         },
         "type": "object",
-        "required": ["api_key"],
-        "title": "OpenAIEmbedding",
-        "description": "OpenAI class for embeddings.\n\nArgs:\n    mode (str): Mode for embedding.\n        Defaults to OpenAIEmbeddingMode.TEXT_SEARCH_MODE.\n        Options are:\n\n        - OpenAIEmbeddingMode.SIMILARITY_MODE\n        - OpenAIEmbeddingMode.TEXT_SEARCH_MODE\n\n    model (str): Model for embedding.\n        Defaults to OpenAIEmbeddingModelType.TEXT_EMBED_ADA_002.\n        Options are:\n\n        - OpenAIEmbeddingModelType.DAVINCI\n        - OpenAIEmbeddingModelType.CURIE\n        - OpenAIEmbeddingModelType.BABBAGE\n        - OpenAIEmbeddingModelType.ADA\n        - OpenAIEmbeddingModelType.TEXT_EMBED_ADA_002"
+        "title": "OpenAIEmbedding"
       },
       "OpenAIEmbeddingConfig": {
         "properties": {
@@ -16644,7 +16966,7 @@
         "properties": {
           "page_index": {
             "type": "integer",
-            "minimum": 0.0,
+            "minimum": 0,
             "title": "Page Index",
             "description": "The index of the page for which the screenshot is taken (0-indexed)"
           },
@@ -16656,7 +16978,7 @@
           },
           "image_size": {
             "type": "integer",
-            "minimum": 0.0,
+            "minimum": 0,
             "title": "Image Size",
             "description": "The size of the image in bytes"
           }
@@ -17040,6 +17362,70 @@
         "title": "PartitionNames",
         "description": "Enum for dataset partition names."
       },
+      "Permission": {
+        "properties": {
+          "id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Id",
+            "description": "Unique identifier"
+          },
+          "created_at": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "date-time"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Created At",
+            "description": "Creation datetime"
+          },
+          "updated_at": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "date-time"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Updated At",
+            "description": "Update datetime"
+          },
+          "name": {
+            "type": "string",
+            "maxLength": 3000,
+            "minLength": 1,
+            "title": "Name",
+            "description": "A name for the permission."
+          },
+          "description": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Description",
+            "description": "A description for the permission."
+          },
+          "access": {
+            "type": "boolean",
+            "title": "Access",
+            "description": "Whether the permission is granted or not."
+          }
+        },
+        "type": "object",
+        "required": ["id", "name", "description", "access"],
+        "title": "Permission",
+        "description": "Schema for a permission."
+      },
       "Pipeline": {
         "properties": {
           "id": {
@@ -17741,7 +18127,7 @@
             "anyOf": [
               {
                 "type": "integer",
-                "minimum": 0.0
+                "minimum": 0
               },
               {
                 "type": "null"
@@ -18295,8 +18681,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 100.0,
-                "minimum": 1.0
+                "maximum": 100,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18310,8 +18696,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 100.0,
-                "minimum": 1.0
+                "maximum": 100,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18337,8 +18723,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 100.0,
-                "minimum": 1.0
+                "maximum": 100,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18352,8 +18738,8 @@
             "anyOf": [
               {
                 "type": "number",
-                "maximum": 1.0,
-                "minimum": 0.0
+                "maximum": 1,
+                "minimum": 0
               },
               {
                 "type": "null"
@@ -18377,8 +18763,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 5.0,
-                "minimum": 1.0
+                "maximum": 5,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18391,7 +18777,7 @@
           "retrieval_mode": {
             "$ref": "#/components/schemas/RetrievalMode",
             "description": "The retrieval mode for the query.",
-            "default": "chunks"
+            "default": "auto_routed"
           },
           "retrieve_image_nodes": {
             "type": "boolean",
@@ -18688,7 +19074,12 @@
       },
       "RetrievalMode": {
         "type": "string",
-        "enum": ["chunks", "files_via_metadata", "files_via_content"],
+        "enum": [
+          "chunks",
+          "files_via_metadata",
+          "files_via_content",
+          "auto_routed"
+        ],
         "title": "RetrievalMode"
       },
       "RetrievalParams": {
@@ -18697,8 +19088,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 100.0,
-                "minimum": 1.0
+                "maximum": 100,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18712,8 +19103,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 100.0,
-                "minimum": 1.0
+                "maximum": 100,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18739,8 +19130,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 100.0,
-                "minimum": 1.0
+                "maximum": 100,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18754,8 +19145,8 @@
             "anyOf": [
               {
                 "type": "number",
-                "maximum": 1.0,
-                "minimum": 0.0
+                "maximum": 1,
+                "minimum": 0
               },
               {
                 "type": "null"
@@ -18779,8 +19170,8 @@
             "anyOf": [
               {
                 "type": "integer",
-                "maximum": 5.0,
-                "minimum": 1.0
+                "maximum": 5,
+                "minimum": 1
               },
               {
                 "type": "null"
@@ -18793,7 +19184,7 @@
           "retrieval_mode": {
             "$ref": "#/components/schemas/RetrievalMode",
             "description": "The retrieval mode for the query.",
-            "default": "chunks"
+            "default": "auto_routed"
           },
           "retrieve_image_nodes": {
             "type": "boolean",
@@ -18849,6 +19240,14 @@
             "title": "Retrieval Latency",
             "description": "The end-to-end latency for retrieval and reranking."
           },
+          "metadata": {
+            "additionalProperties": {
+              "type": "string"
+            },
+            "type": "object",
+            "title": "Metadata",
+            "description": "Metadata associated with the retrieval execution"
+          },
           "class_name": {
             "type": "string",
             "title": "Class Name",
@@ -18860,6 +19259,74 @@
         "title": "RetrieveResults",
         "description": "Schema for the result of an retrieval execution."
       },
+      "Role": {
+        "properties": {
+          "id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Id",
+            "description": "Unique identifier"
+          },
+          "created_at": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "date-time"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Created At",
+            "description": "Creation datetime"
+          },
+          "updated_at": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "date-time"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Updated At",
+            "description": "Update datetime"
+          },
+          "name": {
+            "type": "string",
+            "maxLength": 3000,
+            "minLength": 1,
+            "title": "Name",
+            "description": "A name for the role."
+          },
+          "organization_id": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "uuid"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Organization Id",
+            "description": "The organization's ID."
+          },
+          "permissions": {
+            "items": {
+              "$ref": "#/components/schemas/Permission"
+            },
+            "type": "array",
+            "title": "Permissions",
+            "description": "The actual permissions of the role."
+          }
+        },
+        "type": "object",
+        "required": ["id", "name", "organization_id", "permissions"],
+        "title": "Role",
+        "description": "Schema for a role."
+      },
       "SemanticChunkingConfig": {
         "properties": {
           "mode": {
@@ -18887,7 +19354,7 @@
         "properties": {
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "default": 1024
           },
@@ -18949,14 +19416,14 @@
           },
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "description": "The token chunk size for each chunk.",
             "default": 1024
           },
           "chunk_overlap": {
             "type": "integer",
-            "minimum": 0.0,
+            "minimum": 0,
             "title": "Chunk Overlap",
             "description": "The token overlap of each chunk when splitting.",
             "default": 200
@@ -19179,7 +19646,7 @@
           "class_name": {
             "type": "string",
             "title": "Class Name",
-            "default": "NodeWithScore"
+            "default": "TextNodeWithScore"
           }
         },
         "type": "object",
@@ -19191,7 +19658,7 @@
         "properties": {
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "default": 1024
           },
@@ -19248,14 +19715,14 @@
           },
           "chunk_size": {
             "type": "integer",
-            "exclusiveMinimum": 0.0,
+            "exclusiveMinimum": 0,
             "title": "Chunk Size",
             "description": "The token chunk size for each chunk.",
             "default": 1024
           },
           "chunk_overlap": {
             "type": "integer",
-            "minimum": 0.0,
+            "minimum": 0,
             "title": "Chunk Overlap",
             "description": "The token overlap of each chunk when splitting.",
             "default": 20
@@ -19375,10 +19842,18 @@
             ],
             "title": "Invited By User Email",
             "description": "The email address of the user who added the user to the organization."
+          },
+          "roles": {
+            "items": {
+              "$ref": "#/components/schemas/UserOrganizationRole"
+            },
+            "type": "array",
+            "title": "Roles",
+            "description": "The roles of the user in the organization."
           }
         },
         "type": "object",
-        "required": ["id", "email", "organization_id"],
+        "required": ["id", "email", "organization_id", "roles"],
         "title": "UserOrganization",
         "description": "Schema for a user's membership to an organization."
       },
@@ -19408,9 +19883,39 @@
             ],
             "title": "Email",
             "description": "The user's email address."
+          },
+          "project_ids": {
+            "anyOf": [
+              {
+                "items": {
+                  "type": "string",
+                  "format": "uuid"
+                },
+                "type": "array"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Project Ids",
+            "description": "The project IDs to add the user to."
+          },
+          "role_id": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "uuid"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Role Id",
+            "description": "The role ID to assign to the user."
           }
         },
         "type": "object",
+        "required": ["project_ids"],
         "title": "UserOrganizationCreate",
         "description": "Schema for creating a user's membership to an organization."
       },
@@ -19446,6 +19951,92 @@
         "title": "UserOrganizationDelete",
         "description": "Schema for deleting a user's membership to an organization."
       },
+      "UserOrganizationRole": {
+        "properties": {
+          "id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Id",
+            "description": "Unique identifier"
+          },
+          "created_at": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "date-time"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Created At",
+            "description": "Creation datetime"
+          },
+          "updated_at": {
+            "anyOf": [
+              {
+                "type": "string",
+                "format": "date-time"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Updated At",
+            "description": "Update datetime"
+          },
+          "user_id": {
+            "type": "string",
+            "title": "User Id",
+            "description": "The user's ID."
+          },
+          "organization_id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Organization Id",
+            "description": "The organization's ID."
+          },
+          "role_id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Role Id",
+            "description": "The role's ID."
+          },
+          "role": {
+            "$ref": "#/components/schemas/Role",
+            "description": "The role."
+          }
+        },
+        "type": "object",
+        "required": ["id", "user_id", "organization_id", "role_id", "role"],
+        "title": "UserOrganizationRole",
+        "description": "Schema for a user's role in an organization."
+      },
+      "UserOrganizationRoleCreate": {
+        "properties": {
+          "user_id": {
+            "type": "string",
+            "title": "User Id",
+            "description": "The user's ID."
+          },
+          "organization_id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Organization Id",
+            "description": "The organization's ID."
+          },
+          "role_id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "Role Id",
+            "description": "The role's ID."
+          }
+        },
+        "type": "object",
+        "required": ["user_id", "organization_id", "role_id"],
+        "title": "UserOrganizationRoleCreate",
+        "description": "Schema for creating a user's role in an organization."
+      },
       "ValidationError": {
         "properties": {
           "loc": {
@@ -19486,7 +20077,7 @@
             "default": "VERTEXAI_EMBEDDING"
           },
           "component": {
-            "$ref": "#/components/schemas/ExtendVertexTextEmbedding",
+            "$ref": "#/components/schemas/VertexTextEmbedding",
             "description": "Configuration for the VertexAI embedding model."
           }
         },
@@ -19503,7 +20094,120 @@
           "retrieval"
         ],
         "title": "VertexEmbeddingMode",
-        "description": "VertexAI embedding mode.\n\nAttributes:\n    DEFAULT_MODE (str): The default embedding mode, for older models before August 2023,\n                        that does not support task_type\n    CLASSIFICATION_MODE (str): Optimizes embeddings for classification tasks.\n    CLUSTERING_MODE (str): Optimizes embeddings for clustering tasks.\n    SEMANTIC_SIMILARITY_MODE (str): Optimizes embeddings for tasks that require assessments of semantic similarity.\n    RETRIEVAL_MODE (str): Optimizes embeddings for retrieval tasks, including search and document retrieval."
+        "description": "Copied from llama_index.embeddings.vertex.base.VertexEmbeddingMode\nsince importing llama_index.embeddings.vertex.base incurs a lot of memory usage."
+      },
+      "VertexTextEmbedding": {
+        "properties": {
+          "model_name": {
+            "type": "string",
+            "title": "Model Name",
+            "description": "The modelId of the VertexAI model to use.",
+            "default": "textembedding-gecko@003"
+          },
+          "embed_batch_size": {
+            "type": "integer",
+            "maximum": 2048,
+            "exclusiveMinimum": 0,
+            "title": "Embed Batch Size",
+            "description": "The batch size for embedding calls.",
+            "default": 10
+          },
+          "num_workers": {
+            "anyOf": [
+              {
+                "type": "integer"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Num Workers",
+            "description": "The number of workers to use for async embedding calls."
+          },
+          "location": {
+            "type": "string",
+            "title": "Location",
+            "description": "The default location to use when making API calls."
+          },
+          "project": {
+            "type": "string",
+            "title": "Project",
+            "description": "The default GCP project to use when making Vertex API calls."
+          },
+          "embed_mode": {
+            "$ref": "#/components/schemas/VertexEmbeddingMode",
+            "description": "The embedding mode to use.",
+            "default": "retrieval"
+          },
+          "additional_kwargs": {
+            "type": "object",
+            "title": "Additional Kwargs",
+            "description": "Additional kwargs for the Vertex."
+          },
+          "client_email": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Client Email",
+            "description": "The client email for the VertexAI credentials."
+          },
+          "token_uri": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Token Uri",
+            "description": "The token URI for the VertexAI credentials."
+          },
+          "private_key_id": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Private Key Id",
+            "description": "The private key ID for the VertexAI credentials."
+          },
+          "private_key": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Private Key",
+            "description": "The private key for the VertexAI credentials."
+          },
+          "class_name": {
+            "type": "string",
+            "title": "Class Name",
+            "default": "VertexTextEmbedding"
+          }
+        },
+        "type": "object",
+        "required": [
+          "location",
+          "project",
+          "client_email",
+          "token_uri",
+          "private_key_id",
+          "private_key"
+        ],
+        "title": "VertexTextEmbedding"
       }
     },
     "securitySchemes": {
diff --git a/packages/cloud/package.json b/packages/cloud/package.json
index 38d31e93e..b7cf8b512 100644
--- a/packages/cloud/package.json
+++ b/packages/cloud/package.json
@@ -4,8 +4,9 @@
   "type": "module",
   "license": "MIT",
   "scripts": {
-    "generate": "pnpx @hey-api/openapi-ts@0.53.0",
-    "build": "pnpm run generate && bunchee"
+    "generate": "pnpx @hey-api/openapi-ts@0.53.11",
+    "build": "pnpm run generate && bunchee",
+    "dev": "bunchee --watch"
   },
   "files": [
     "openapi.json",
@@ -49,8 +50,8 @@
     "directory": "packages/cloud"
   },
   "devDependencies": {
-    "@hey-api/client-fetch": "^0.2.4",
-    "@hey-api/openapi-ts": "^0.53.0",
+    "@hey-api/client-fetch": "^0.4.2",
+    "@hey-api/openapi-ts": "^0.53.11",
     "@llamaindex/core": "workspace:*",
     "@llamaindex/env": "workspace:*",
     "bunchee": "5.5.1"
diff --git a/packages/cloud/src/reader.ts b/packages/cloud/src/reader.ts
index fad945b09..165aacec8 100644
--- a/packages/cloud/src/reader.ts
+++ b/packages/cloud/src/reader.ts
@@ -84,6 +84,13 @@ export class LlamaParseReader extends FileReader {
   disableReconstruction?: boolean | undefined;
   inputS3Path?: string | undefined;
   outputS3PathPrefix?: string | undefined;
+  continuousMode?: boolean | undefined;
+  isFormattingInstruction?: boolean | undefined;
+  annotateLinks?: boolean | undefined;
+  azureOpenaiDeploymentName?: string | undefined;
+  azureOpenaiEndpoint?: string | undefined;
+  azureOpenaiApiVersion?: string | undefined;
+  azureOpenaiKey?: string | undefined;
 
   // numWorkers is implemented in SimpleDirectoryReader
   stdout?: WriteStream | undefined;
@@ -144,13 +151,19 @@ export class LlamaParseReader extends FileReader {
   }
 
   // Create a job for the LlamaParse API
-  private async createJob(data: Uint8Array): Promise<string> {
+  async #createJob(data: Uint8Array, filename?: string): Promise<string> {
     if (this.verbose) {
       console.log("Started uploading the file");
     }
 
+    // todo: remove Blob usage when we drop Node.js 18 support
+    const file: File | Blob =
+      globalThis.File && filename
+        ? new File([data], filename)
+        : new Blob([data]);
+
     const body = {
-      file: new Blob([data]),
+      file,
       language: this.language,
       parsing_instruction: this.parsingInstruction,
       skip_diagonal_text: this.skipDiagonalText,
@@ -175,6 +188,13 @@ export class LlamaParseReader extends FileReader {
       disable_reconstruction: this.disableReconstruction,
       input_s3_path: this.inputS3Path,
       output_s3_path_prefix: this.outputS3PathPrefix,
+      continuous_mode: this.continuousMode,
+      is_formatting_instruction: this.isFormattingInstruction,
+      annotate_links: this.annotateLinks,
+      azure_openai_deployment_name: this.azureOpenaiDeploymentName,
+      azure_openai_endpoint: this.azureOpenaiEndpoint,
+      azure_openai_api_version: this.azureOpenaiApiVersion,
+      azure_openai_key: this.azureOpenaiKey,
     } satisfies {
       [Key in keyof Body_upload_file_api_v1_parsing_upload_post]-?:
         | Body_upload_file_api_v1_parsing_upload_post[Key]
@@ -286,10 +306,14 @@ export class LlamaParseReader extends FileReader {
    * To be used with resultType = "text" and "markdown"
    *
    * @param {Uint8Array} fileContent - The content of the file to be loaded.
+   * @param {string} filename - The name of the file to be loaded.
    * @return {Promise<Document[]>} A Promise object that resolves to an array of Document objects.
    */
-  async loadDataAsContent(fileContent: Uint8Array): Promise<Document[]> {
-    return this.createJob(fileContent)
+  async loadDataAsContent(
+    fileContent: Uint8Array,
+    filename?: string,
+  ): Promise<Document[]> {
+    return this.#createJob(fileContent, filename)
       .then(async (jobId) => {
         if (this.verbose) {
           console.log(`Started parsing the file under job id ${jobId}`);
@@ -312,7 +336,9 @@ export class LlamaParseReader extends FileReader {
       })
       .catch((error) => {
         if (this.ignoreErrors) {
-          console.warn(`Error while parsing the file: ${error.message}`);
+          console.warn(
+            `Error while parsing the file: ${error.message ?? error.detail}`,
+          );
           return [];
         } else {
           throw error;
@@ -336,7 +362,10 @@ export class LlamaParseReader extends FileReader {
         ? await fs.readFile(filePathOrContent)
         : filePathOrContent;
       // Creates a job for the file
-      jobId = await this.createJob(data);
+      jobId = await this.#createJob(
+        data,
+        isFilePath ? path.basename(filePathOrContent) : undefined,
+      );
       if (this.verbose) {
         console.log(`Started parsing the file under job id ${jobId}`);
       }
diff --git a/packages/core/src/schema/type.ts b/packages/core/src/schema/type.ts
index 4c7271d90..3df194fb5 100644
--- a/packages/core/src/schema/type.ts
+++ b/packages/core/src/schema/type.ts
@@ -42,13 +42,13 @@ export interface BaseReader {
 export abstract class FileReader implements BaseReader {
   abstract loadDataAsContent(
     fileContent: Uint8Array,
-    fileName?: string,
+    filename?: string,
   ): Promise<Document[]>;
 
   async loadData(filePath: string): Promise<Document[]> {
     const fileContent = await fs.readFile(filePath);
-    const fileName = path.basename(filePath);
-    const docs = await this.loadDataAsContent(fileContent, fileName);
+    const filename = path.basename(filePath);
+    const docs = await this.loadDataAsContent(fileContent, filename);
     docs.forEach(FileReader.addMetaData(filePath));
     return docs;
   }
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 7dbff0c97..a6fc3fe83 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -345,11 +345,11 @@ importers:
   packages/cloud:
     devDependencies:
       '@hey-api/client-fetch':
-        specifier: ^0.2.4
-        version: 0.2.4
+        specifier: ^0.4.2
+        version: 0.4.2
       '@hey-api/openapi-ts':
-        specifier: ^0.53.0
-        version: 0.53.0(typescript@5.6.3)
+        specifier: ^0.53.11
+        version: 0.53.11(typescript@5.6.3)
       '@llamaindex/core':
         specifier: workspace:*
         version: link:../core
@@ -3314,11 +3314,11 @@ packages:
   '@hapi/topo@5.1.0':
     resolution: {integrity: sha512-foQZKJig7Ob0BMAYBfcJk8d77QtOe7Wo4ox7ff1lQYoNNAb6jwcY1ncdoy2e9wQZzvNy7ODZCYJkK8kzmcAnAg==}
 
-  '@hey-api/client-fetch@0.2.4':
-    resolution: {integrity: sha512-SGTVAVw3PlKDLw+IyhNhb/jCH3P1P2xJzLxA8Kyz1g95HrkYOJdRpl9F5I7LLwo9aCIB7nwR2NrSeX7QaQD7vQ==}
+  '@hey-api/client-fetch@0.4.2':
+    resolution: {integrity: sha512-9BqcLTjsM3rWbads3afJkELS86vK7EqJvYgT429EVS9IO/kN75HEka3Ay/k142xCHSfXOuOShMdDam3nbG8wVA==}
 
-  '@hey-api/openapi-ts@0.53.0':
-    resolution: {integrity: sha512-5pDd/s0yHJniruYyKYmEsAMbY10Nh/EwhHlgIrdpQ1KZWQdyTbH/tn8rVHT5Mopr1dMuYX0kq0TzpjcNlvrROQ==}
+  '@hey-api/openapi-ts@0.53.11':
+    resolution: {integrity: sha512-PaO+o0jDhfHVS5SjtonP5CzP/NYoW8dVZUn8WthSgzpgPts8AiWYXplOyk5uEnM4ZxbkZbeTiREwaNLnJmXlTQ==}
     engines: {node: ^18.0.0 || >=20.0.0}
     hasBin: true
     peerDependencies:
@@ -5941,10 +5941,10 @@ packages:
     resolution: {integrity: sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==}
     engines: {node: '>= 0.8'}
 
-  c12@1.11.1:
-    resolution: {integrity: sha512-KDU0TvSvVdaYcQKQ6iPHATGz/7p/KiVjPg4vQrB6Jg/wX9R0yl5RZxWm9IoZqaIHD2+6PZd81+KMGwRr/lRIUg==}
+  c12@2.0.1:
+    resolution: {integrity: sha512-Z4JgsKXHG37C6PYUtIxCfLJZvo6FyhHJoClwwb9ftUkLpPSkuYqn6Tr+vnaN8hymm0kIbcg6Ey3kv/Q71k5w/A==}
     peerDependencies:
-      magicast: ^0.3.4
+      magicast: ^0.3.5
     peerDependenciesMeta:
       magicast:
         optional: true
@@ -6077,6 +6077,10 @@ packages:
     resolution: {integrity: sha512-7VT13fmjotKpGipCW9JEQAusEPE+Ei8nl6/g4FBAmIm0GOOLMua9NDDo/DWp0ZAxCr3cPq5ZpBqmPAQgDda2Pw==}
     engines: {node: '>= 8.10.0'}
 
+  chokidar@4.0.1:
+    resolution: {integrity: sha512-n8enUVCED/KVRQlab1hr3MVpcVMvxtZjmEa956u+4YijlmQED223XMSYj2tLuKvr4jcCTzNNMpQDUer72MMmzA==}
+    engines: {node: '>= 14.16.0'}
+
   chownr@1.1.4:
     resolution: {integrity: sha512-jJ0bqzaylmJtVnNgzTeSOs8DPavpbYgEr/b0YL8/2GO3xJEhInFmhKMUnEJQjZumK7KXGFhUy89PrsJWlakBVg==}
 
@@ -8389,6 +8393,10 @@ packages:
     resolution: {integrity: sha512-2yTgeWTWzMWkHu6Jp9NKgePDaYHbntiwvYuuJLbbN9vl7DC9DvXKOB2BC3ZZ92D3cvV/aflH0osDfwpHepQ53w==}
     hasBin: true
 
+  jiti@2.3.3:
+    resolution: {integrity: sha512-EX4oNDwcXSivPrw2qKH2LB5PoFxEvgtv2JgwW0bU858HoLQ+kutSvjLMUqBd0PeJYEinLWhoI9Ol0eYMqj/wNQ==}
+    hasBin: true
+
   joi@17.13.3:
     resolution: {integrity: sha512-otDA4ldcIx+ZXsKHWmp0YizCweVRZG96J10b0FevjfuncLO1oX59THoAmHkNubYJ+9gWsYsp5k8v4ib6oDv1fA==}
 
@@ -9462,9 +9470,6 @@ packages:
   obuf@1.1.2:
     resolution: {integrity: sha512-PX1wu0AmAdPqOL1mWhqmlOd8kOIZQwGZw6rh7uby9fTc5lhaOWFLX3I6R1hrF9k3zUY40e6igsLGkDXK92LJNg==}
 
-  ohash@1.1.3:
-    resolution: {integrity: sha512-zuHHiGTYTA1sYJ/wZN+t5HKZaH23i4yI1HMwbuXm24Nid7Dv0KcuRlKoNKS9UNfAVSBlnGLcuQrnOKWOZoEGaw==}
-
   ohash@1.1.4:
     resolution: {integrity: sha512-FlDryZAahJmEF3VR3w1KogSEdWX3WhA5GPakFx4J81kEAiHyLMpdLLElS8n8dfNadMgAne/MywcvmogzscVt4g==}
 
@@ -10522,6 +10527,10 @@ packages:
     resolution: {integrity: sha512-hOS089on8RduqdbhvQ5Z37A0ESjsqz6qnRcffsMU3495FuTdqSm+7bhJ29JvIOsBDEEnan5DPu9t3To9VRlMzA==}
     engines: {node: '>=8.10.0'}
 
+  readdirp@4.0.2:
+    resolution: {integrity: sha512-yDMz9g+VaZkqBYS/ozoBJwaBhTbZo3UNYQHNRw1D3UFQB8oHB4uS/tAODO+ZLjGWmUbKnIlOWO+aaIiAxrUWHA==}
+    engines: {node: '>= 14.16.0'}
+
   reading-time@1.5.0:
     resolution: {integrity: sha512-onYyVhBNr4CmAxFsKS7bz+uTLRakypIe4R+5A824vBSkQy/hB3fZepoVEf8OVAxzLvK+H/jm9TzpI3ETSm64Kg==}
 
@@ -16694,12 +16703,12 @@ snapshots:
     dependencies:
       '@hapi/hoek': 9.3.0
 
-  '@hey-api/client-fetch@0.2.4': {}
+  '@hey-api/client-fetch@0.4.2': {}
 
-  '@hey-api/openapi-ts@0.53.0(typescript@5.6.3)':
+  '@hey-api/openapi-ts@0.53.11(typescript@5.6.3)':
     dependencies:
       '@apidevtools/json-schema-ref-parser': 11.7.0
-      c12: 1.11.1
+      c12: 2.0.1
       commander: 12.1.0
       handlebars: 4.7.8
       typescript: 5.6.3
@@ -19886,16 +19895,16 @@ snapshots:
 
   bytes@3.1.2: {}
 
-  c12@1.11.1:
+  c12@2.0.1:
     dependencies:
-      chokidar: 3.6.0
+      chokidar: 4.0.1
       confbox: 0.1.7
       defu: 6.1.4
       dotenv: 16.4.5
       giget: 1.2.3
-      jiti: 1.21.6
+      jiti: 2.3.3
       mlly: 1.7.1
-      ohash: 1.1.3
+      ohash: 1.1.4
       pathe: 1.1.2
       perfect-debounce: 1.0.0
       pkg-types: 1.2.0
@@ -20054,6 +20063,10 @@ snapshots:
     optionalDependencies:
       fsevents: 2.3.3
 
+  chokidar@4.0.1:
+    dependencies:
+      readdirp: 4.0.2
+
   chownr@1.1.4: {}
 
   chownr@2.0.0: {}
@@ -21121,7 +21134,7 @@ snapshots:
       '@typescript-eslint/parser': 7.2.0(eslint@8.57.0)(typescript@5.6.2)
       eslint: 8.57.0
       eslint-import-resolver-node: 0.3.9
-      eslint-import-resolver-typescript: 3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint@8.57.0))(eslint@8.57.0)
+      eslint-import-resolver-typescript: 3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1)(eslint@8.57.0)
       eslint-plugin-import: 2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-typescript@3.6.3)(eslint@8.57.0)
       eslint-plugin-jsx-a11y: 6.9.0(eslint@8.57.0)
       eslint-plugin-react: 7.35.0(eslint@8.57.0)
@@ -21169,25 +21182,6 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
-  eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint@8.57.0))(eslint@8.57.0):
-    dependencies:
-      '@nolyfill/is-core-module': 1.0.39
-      debug: 4.3.7
-      enhanced-resolve: 5.17.1
-      eslint: 8.57.0
-      eslint-module-utils: 2.8.2(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint@8.57.0))(eslint@8.57.0))(eslint@8.57.0)
-      fast-glob: 3.3.2
-      get-tsconfig: 4.8.0
-      is-bun-module: 1.1.0
-      is-glob: 4.0.3
-    optionalDependencies:
-      eslint-plugin-import: 2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-typescript@3.6.3)(eslint@8.57.0)
-    transitivePeerDependencies:
-      - '@typescript-eslint/parser'
-      - eslint-import-resolver-node
-      - eslint-import-resolver-webpack
-      - supports-color
-
   eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1)(eslint@8.57.0):
     dependencies:
       '@nolyfill/is-core-module': 1.0.39
@@ -21207,17 +21201,6 @@ snapshots:
       - eslint-import-resolver-webpack
       - supports-color
 
-  eslint-module-utils@2.8.2(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint@8.57.0))(eslint@8.57.0))(eslint@8.57.0):
-    dependencies:
-      debug: 3.2.7
-    optionalDependencies:
-      '@typescript-eslint/parser': 7.2.0(eslint@8.57.0)(typescript@5.6.2)
-      eslint: 8.57.0
-      eslint-import-resolver-node: 0.3.9
-      eslint-import-resolver-typescript: 3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint@8.57.0))(eslint@8.57.0)
-    transitivePeerDependencies:
-      - supports-color
-
   eslint-module-utils@2.8.2(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1)(eslint@8.57.0))(eslint@8.57.0):
     dependencies:
       debug: 3.2.7
@@ -21239,7 +21222,7 @@ snapshots:
       doctrine: 2.1.0
       eslint: 8.57.0
       eslint-import-resolver-node: 0.3.9
-      eslint-module-utils: 2.8.2(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint@8.57.0))(eslint@8.57.0))(eslint@8.57.0)
+      eslint-module-utils: 2.8.2(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.6.2))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1)(eslint@8.57.0))(eslint@8.57.0)
       hasown: 2.0.2
       is-core-module: 2.15.1
       is-glob: 4.0.3
@@ -22924,6 +22907,8 @@ snapshots:
 
   jiti@1.21.6: {}
 
+  jiti@2.3.3: {}
+
   joi@17.13.3:
     dependencies:
       '@hapi/hoek': 9.3.0
@@ -24408,8 +24393,6 @@ snapshots:
 
   obuf@1.1.2: {}
 
-  ohash@1.1.3: {}
-
   ohash@1.1.4: {}
 
   ollama@0.5.9:
@@ -25552,6 +25535,8 @@ snapshots:
     dependencies:
       picomatch: 2.3.1
 
+  readdirp@4.0.2: {}
+
   reading-time@1.5.0: {}
 
   rechoir@0.6.2:
-- 
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