Given a user’s input, runs LLM inference to produce the model’s response.
Details
LLM completions have many use cases, such as content summarization, question-answering, and text generation.
The model parameter determines which LLM will be used to generate the completion. Keep in mind that different models have varying sizes, costs, and may perform differently across different tasks.
The user input, commonly referred to as the “prompt”, is a required field in the request body. The quality of the model’s response can vary greatly depending on the input prompt. Good prompt engineering can significantly enhance the response quality. If you encounter suboptimal results, consider writing more specific instructions or providing examples to the LLM before trying more expensive techniques such as swapping in other models or finetuning.
By default, the endpoint will return the entire response as one whole object. If you would prefer to stream the completion in real-time, you can achieve this by setting the stream flag to true.
Good prompt engineering is crucial to getting performant results from the model. If you are having trouble getting the model to perform well, try writing a more specific prompt here before trying more expensive techniques such as swapping in other models or finetuning the underlying LLM.
Token usage numbers. If streaming, this field is null until the stream completes, at which point it will be populated (if supported).
Show child attributes
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/v4/knowledge-bases/{knowledge_base_id}/artifacts/{artifact_id}/chunks/{chunk_id}","href":"/reference/v4/knowledge-bases/update-single-chunk-data-for-local-artifact"},{"title":"Delete Single Chunk from Local Artifact","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/knowledge-bases/{knowledge_base_id}/artifacts/{artifact_id}/chunks/{chunk_id}","href":"/reference/v4/knowledge-bases/delete-single-chunk-from-local-artifact"},{"title":"Get Chunk and Artifact Information by Chunk ID","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/knowledge-bases/chunks/{chunk_id}","href":"/reference/v4/knowledge-bases/get-chunk-and-artifact-information-by-chunk-id"},{"title":"Test Knowledge Base Data Source credentials","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/knowledge-base-data-sources/{knowledge_base_data_source_id}/verify","href":"/reference/v4/knowledge-bases/test-knowledge-base-data-source-credentials"},{"title":"Batch Delete Locally Stored Artifacts","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/knowledge-bases/{knowledge_base_id}/artifacts/batch-delete","href":"/reference/v4/knowledge-bases/batch-delete-locally-stored-artifacts"},{"title":"List Upload Schedules","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/knowledge-bases/{knowledge_base_id}/upload-schedules","href":"/reference/v4/knowledge-bases/list-upload-schedules"},{"title":"Create Upload Schedule","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/knowledge-bases/{knowledge_base_id}/upload-schedules","href":"/reference/v4/knowledge-bases/create-upload-schedule"},{"title":"Get Upload Schedule","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/knowledge-bases/{knowledge_base_id}/upload-schedules/{upload_schedule_id}","href":"/reference/v4/knowledge-bases/get-upload-schedule"},{"title":"Delete Upload Schedule","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/knowledge-bases/{knowledge_base_id}/upload-schedules/{upload_schedule_id}","href":"/reference/v4/knowledge-bases/delete-upload-schedule"},{"title":"Update Upload Schedule","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/knowledge-bases/{knowledge_base_id}/upload-schedules/{upload_schedule_id}","href":"/reference/v4/knowledge-bases/update-upload-schedule"}]},{"group":"Chunks","pages":[{"title":"Rank Chunks","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/chunks/rank","href":"/reference/v4/chunks/rank-chunks"}]},{"group":"Agents","pages":[{"title":"Execute Agent","description":"### Description\nExecutes one Agent inference step. Given a list of messages and a list of tools to ask for help from, the Agent will either respond with a final answer directly or ask the user to execute a tool to provide more information.\n\n### Details\nAn Agent is a component that utilizes a Language Model (LLM) as an interpreter and decision maker. Unlike asking an LLM for a direct response, communicating with an agent consists of a running dialogue where an agent can optionally ask the user to execute specialized tools for specific tasks, such as calculations, web searches, or accessing custom data from private knowledge bases.\n\nAn agent is designed to be stateless, emitting outputs one step at a time. This means that client-side applications are responsible for managing message history, tool execution, and responses. This grants users greater flexibility to write and execute custom tools and maintain explicit control over their message history.\n\n#### Message Types\n- `User Message`: A message from the user to the agent.\n- `System Message`: An informational text message from the system to guide the agent. It is not a user message or agent message because it did not come from either entity.\n- `Agent Message`: A message from the agent to the client. It will contain either a final answer as `content` or a request for the user to execute a tool as a `tool_request`.\n- `Tool Message`: A message from the user to the agent that contains the output of a tool execution. The tool message will be processed by the agent and the agent will respond with either a final answer or another tool request.\n\n#### Agent Instructions\nInstructions are used to guide the agent's decision making process and output generation.\n\nGood prompt engineering is crucial to getting performant results from the agent. If you are having trouble getting the agent to perform well, try writing more specific instructions before trying more expensive techniques such as swapping in other models or finetuning the underlying LLM.\n\nFor example, the default instructions we set for the agent are the following:\n\n> You are an AI assistant that helps users with their questions. You can answer questions directly or acquire information from any of the attached tools to assist you. Always answer the user's most recent query to the best of your knowledge.\u003cbr>\n> When asked about what tools are available, you must list each attached tool's name and description. When asked about what you can do, mention that in addition to your normal capabilities, you can also use the attached tools by listing their names and descriptions. You cannot use any other tools other than the ones provided to you explicitly.\n\n\n### Restrictions and Limits\n**Message Limits**:\n - The message list is not limited by length, but by the context limit of the underlying language model. If you are getting an error regarding the underlying model's context limit, try using a memory strategy to condense the input messages.\n\n**Model Restrictions**:\n - Currently, only closed source models like GPT and Claude are supported due to the limitations of open source models when it comes to tool selection, generating tool arguments in valid JSON, and planning out multi-step tool execution. Specialized fine-tuning will likely be required to make open source models compatible with agents.","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/agents/execute","href":"/reference/v4/agents/execute-agent"}]},{"group":"Completions","pages":[{"title":"Create Completion","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/completions","href":"/reference/v4/completions/create-completion"}]},{"group":"Chat Completions","pages":[{"title":"Create Chat Completion","description":"### Description\nGiven a list of messages representing a conversation history, runs LLM inference to produce the next message.\n\n### Details\nLike [completions](https://scale-egp.readme.io/docs/completions-1), [chat completions]( https://scale-egp.readme.io/docs/chat-completions-intro) involve an LLM's response to input. However, chat completions take a conversation history as input, instead of a single prompt, which enables the LLM to create responses that take past context into account.\n\n### Messages\nThe primary input to the LLM is a list of messages represented by the `messages` array, which forms the conversation. The `messages` array must contain at least one `message` object. \nEach `message` object is attributed to a specific entity through its `role`. The available roles are:\n - `user`: Represents the human querying the model. - `assistant`: Represents the model responding to user. - `system`: Represents a non-user entity that provides information to guide the behavior of the assistant.\n\nWhen the `role` of a `message` is set to `user`, `assistant`, or `system`, the `message` must also contain a `content` field which is a string representing the actual text of the message itself. Semantically, when the `role` is `user`, `content` contains the user's query. When the `role` is `assistant`, `content` is the model's response to the user. When the `role` is `system`, `content` represents the instruction for the assistant.\n\n### Instructions\nYou may provide instructions to the assistant by supplying by supplying `instructions` in the HTTP request body or by specifying a `message` with `role` set to `system` in the `messages` array. By convention, the system message should be the first message in the array. Do **not** specify both an instruction and a system message in the `messages` array.","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/chat-completions","href":"/reference/v4/chat-completions/create-chat-completion"}]},{"group":"Models","pages":[{"title":"Execute Model Deployment","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_instance_id}/deployments/{model_deployment_id}/execute","href":"/reference/v4/models/execute-model-deployment"},{"title":"Execute Model Deployment Async and Return the Async Run ID","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_instance_id}/deployments/{model_deployment_id}/executeAsync","href":"/reference/v4/models/execute-model-deployment-async-and-return-the-async-run-id"},{"title":"Poll Async Inference for result","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/models/{model_instance_id}/deployments/{model_deployment_id}/pollAsync/{async_task_id}","href":"/reference/v4/models/poll-async-inference-for-result"},{"title":"Generate text embedding","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_deployment_id}/embeddings","href":"/reference/v4/models/generate-text-embedding"},{"title":"Generate reranking","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_deployment_id}/rerankings","href":"/reference/v4/models/generate-reranking"},{"title":"Generate completion","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_deployment_id}/completions","href":"/reference/v4/models/generate-completion"},{"title":"Generate chat completion","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_deployment_id}/chat-completions","href":"/reference/v4/models/generate-chat-completion"},{"title":"List Model Deployments of a Model","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/models/{model_instance_id}/deployments","href":"/reference/v4/models/list-model-deployments-of-a-model"},{"title":"Deploy Model","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models/{model_instance_id}/deployments","href":"/reference/v4/models/deploy-model"},{"title":"Get Model usage by model name","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/models/{model_name}/usage-statistics","href":"/reference/v4/models/get-model-usage-by-model-name"},{"title":"List All Model Deployments","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/model-deployments","href":"/reference/v4/models/list-all-model-deployments"},{"title":"Get Model usage for one deployment","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/model-deployments/{model_deployment_id}/usage-statistics","href":"/reference/v4/models/get-model-usage-for-one-deployment"},{"title":"Add model to group","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/model-groups/{model_group_id}/models/{model_instance_id}","href":"/reference/v4/models/add-model-to-group"},{"title":"Get Model usage for a group","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/model-groups/{model_group_id}/usage-statistics","href":"/reference/v4/models/get-model-usage-for-a-group"},{"title":"List Models","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/models","href":"/reference/v4/models/list-models"},{"title":"Create Model","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/models","href":"/reference/v4/models/create-model"},{"title":"Get Model","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/models/{model_id}","href":"/reference/v4/models/get-model"},{"title":"Delete Model","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/models/{model_id}","href":"/reference/v4/models/delete-model"},{"title":"Update Model","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/models/{model_id}","href":"/reference/v4/models/update-model"},{"title":"List Model Groups","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/model-groups","href":"/reference/v4/models/list-model-groups"},{"title":"Create Model Group","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/model-groups","href":"/reference/v4/models/create-model-group"},{"title":"Get Model Group","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/model-groups/{model_group_id}","href":"/reference/v4/models/get-model-group"},{"title":"Delete Model Group","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/model-groups/{model_group_id}","href":"/reference/v4/models/delete-model-group"},{"title":"Update Model Group","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/model-groups/{model_group_id}","href":"/reference/v4/models/update-model-group"},{"title":"Get Deployment","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/models/{model_instance_id}/deployments/{deployment_id}","href":"/reference/v4/models/get-deployment"},{"title":"Delete Deployment","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/models/{model_instance_id}/deployments/{deployment_id}","href":"/reference/v4/models/delete-deployment"},{"title":"Update Deployment","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/models/{model_instance_id}/deployments/{deployment_id}","href":"/reference/v4/models/update-deployment"}]},{"group":"Users","pages":[{"title":"User info","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /user-info","href":"/reference/v4/users/user-info"},{"title":"Update user info","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /user-preferences","href":"/reference/v4/users/update-user-info"},{"title":"Get User","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /users/{user_id}","href":"/reference/v4/users/get-user"}]},{"group":"Accounts","pages":[{"title":"Create account","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /accounts","href":"/reference/v4/accounts/create-account"}]},{"group":"Organizations","pages":[{"title":"Get organization","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /organizations/by-domain/{domain}","href":"/reference/v4/organizations/get-organization"}]},{"group":"Question Sets","pages":[{"title":"Get Question Set","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/question-sets/{question_set_id}","href":"/reference/v4/question-sets/get-question-set"},{"title":"Delete Question Set","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/question-sets/{question_set_id}","href":"/reference/v4/question-sets/delete-question-set"},{"title":"Update Question Set","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/question-sets/{question_set_id}","href":"/reference/v4/question-sets/update-question-set"},{"title":"List Question Sets","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/question-sets","href":"/reference/v4/question-sets/list-question-sets"},{"title":"Create Question Set","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/question-sets","href":"/reference/v4/question-sets/create-question-set"}]},{"group":"Evaluations","pages":[{"title":"Claim Evaluation Task","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/evaluations/{evaluation_id}/claim-task","href":"/reference/v4/evaluations/claim-evaluation-task"},{"title":"Batch assign tasks to user","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/evaluations/{evaluation_id}/tasks/batch-assign","href":"/reference/v4/evaluations/batch-assign-tasks-to-user"},{"title":"Update Evaluation 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/v4/evaluations/{evaluation_id}/evaluation-metrics","href":"/reference/v4/evaluations/get-evaluation-metrics"},{"title":"Get Hybrid Evaluation Metrics","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/evaluations/{evaluation_id}/hybrid-eval-metrics","href":"/reference/v4/evaluations/get-hybrid-evaluation-metrics"},{"title":"List Evaluations","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/evaluations","href":"/reference/v4/evaluations/list-evaluations"},{"title":"Create Evaluation","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/evaluations","href":"/reference/v4/evaluations/create-evaluation"},{"title":"Get Evaluation","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/evaluations/{evaluation_id}","href":"/reference/v4/evaluations/get-evaluation"},{"title":"Delete Evaluation","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/evaluations/{evaluation_id}","href":"/reference/v4/evaluations/delete-evaluation"},{"title":"Update Evaluation","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json patch /v4/evaluations/{evaluation_id}","href":"/reference/v4/evaluations/update-evaluation"},{"title":"List Test Case Results","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/evaluations/{evaluation_id}/test-case-results","href":"/reference/v4/evaluations/list-test-case-results"},{"title":"Create Test Case Result","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post 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Configs","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/evaluation-configs","href":"/reference/v4/evaluation-configs/list-evaluation-configs"},{"title":"Create Evaluation Config","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json post /v4/evaluation-configs","href":"/reference/v4/evaluation-configs/create-evaluation-config"},{"title":"Get Evaluation Config","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json get /v4/evaluation-configs/{evaluation_config_id}","href":"/reference/v4/evaluation-configs/get-evaluation-config"},{"title":"Delete Evaluation Config","deprecated":null,"version":null,"openapi":"https://api.sgp.scale.com/openapi-versions/v4/openapi.json delete /v4/evaluation-configs/{evaluation_config_id}","href":"/reference/v4/evaluation-configs/delete-evaluation-config"}]},{"group":"Evaluation 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