Documentation / guides
Azure Cognitive Services
Configure the Azure Cognitive Services provider from its released llm package, including endpoint, auth, formats, capabilities, counters, and failure boundaries.
Compatibility client that chooses Chat, Responses, or Anthropic routing from APIFormat.
Contract and endpoint
The public constructor is func New(selected model.Model, key auth.APIKey, options ...Option) (inference.Client, error). It binds provider identity azure-cognitive-services and resolves the base below when Model.BaseURL is empty, unless the dynamic rule says otherwise.
| Field | Source-backed behavior |
|---|---|
| Package | github.com/looprig/llm/providers/azure-cognitive-services (package azurecognitive) |
| Provider | azure-cognitive-services |
| Formats | OpenAI, OpenAI Responses, Anthropic |
| Default base | dynamic: Azure Cognitive Services resource endpoint |
| Authentication | API key |
| Header or signer | Authorization: Bearer |
| Options | WithResourceName; WithHeader; WithThinkingBudget |
The resource comes from WithResourceName or AZURE_COGNITIVE_SERVICES_RESOURCE_NAME. Anthropic adds anthropic-version 2023-06-01.
An explicit model BaseURL is caller-controlled and is used by the provider route builder. It replaces the package default; it is not appended to the default.
Authentication and model formats
The llm provider registry classifies this identity as requiring API key. The constructor receives resolved credential material rather than a secret reference. A credentials or secrets integration can resolve a descriptor and lease before passing the value here; secret labels do not belong in model.Model.
| Decision | Result |
|---|---|
| Credential | API key |
| Wire auth | Authorization: Bearer |
| Format gate | OpenAI, OpenAI Responses, Anthropic; unsupported values fail model validation before I/O |
| Model identity | Provider and APIFormat select the route and codec; optional capabilities remain request-level and are not inferred from the model string. |
Optional capability bits on model.Model remain caller input. Request validation is authoritative for tools, structured output, images, thinking, sampling, and output limits; this page records only features encoded by the selected codec or provider patch.
Streaming, structured output, and tools
The client returns the shared stream reader from Stream. Its selected codec encodes provider-neutral tool declarations, tool results, and structured-output schemas when the request is valid. Streaming responses preserve codec usage and finish metadata; no capability beyond the source-backed format is inferred.
A stream owns its response body through the returned reader. Transport and non-success HTTP failures are returned before a reader is exposed; decode failures surface from Next or the terminal result.
%%{init: {"theme":"base","themeVariables":{"background":"#0b1020","primaryColor":"#172554","primaryTextColor":"#f8fafc","primaryBorderColor":"#60a5fa","lineColor":"#94a3b8","secondaryColor":"#1e293b","tertiaryColor":"#111827","fontFamily":"ui-sans-serif,system-ui"}}}%%
flowchart LR
Req[Request] --> Enc[format codec]
Enc --> Wire[provider route]
Wire --> Stream[stream framing]
Stream --> Reader[StreamReader]
Reader --> Result[terminal result and usage]
classDef dark fill:#172554,stroke:#60a5fa,color:#f8fafc;
class Req,Enc,Wire,Stream,Reader,Result dark;
Caching controls
No provider cache controls are exported.
Counters, errors, and retries
NewCounter returns a typed llm.CounterSupportError because no exact provider counter is implemented.
The shared inference boundary returns typed model-validation, authentication, network, HTTP, request-encoding, response-decoding, and stream errors. A provider-local retry loop is not implied by a constructor name.
No provider-local response retry is declared. Use inference/retry only around an operation your caller can repeat safely.
Consumer example
The example keeps credentials out of model.Model and calls the public constructor. Replace environment lookup with an application-owned credentials or secrets lease.
package example
import (
"context"
"os"
"github.com/looprig/inference"
"github.com/looprig/inference/auth"
model "github.com/looprig/inference/model"
azurecognitive "github.com/looprig/llm/providers/azure-cognitive-services"
)
func invoke() error {
// Resolve credentials from an application-owned lease or environment, never model.Model.
selected := model.CustomModel(model.ProviderName("azure-cognitive-services"), model.APIFormatOpenAI, "", "model-name")
// Construction validates provider policy and binds its endpoint and codec.
client, err := azurecognitive.New(selected, auth.APIKey(os.Getenv("AZURE_COGNITIVE_SERVICES_API_KEY")))
if err != nil { return err }
// The context controls the request lifetime, including a stream if used.
_, err = client.Invoke(context.Background(), inference.Request{Model: selected})
return err
}
Source and proof
The provider identity and API-format truth table are defined in provider.go. Adjacent behavior tests: