This document is an operational target for a SparkInfer deployment, not a contractual service level agreement. OpenRouter measures reliability and performance from requests at its own edge; server-reported timing values are diagnostic only.
- Maintain at least 95% measured uptime after the first 100 requests. This is OpenRouter's threshold for normal routing. Authentication failures, payment failures, model-not-found responses, 5xx responses, mid-stream failures, and error finish reasons reduce that measurement.
- Reject excess load immediately with
429instead of allowing queueing to inflate TTFT and lower externally measured throughput.400,403,413, and429do not count as uptime failures, although OpenRouter tracks rate limiting separately. - Stream each token as soon as it is available and emit an SSE comment at least every 15 seconds while queueing or prefilling.
- Keep the model document accurate: model ID, creation time, prices, context/output limits, readiness, and declared request/token/concurrency capacity must describe the live deployment.
Use server/run_openrouter.sh. It refuses to start until the model identity, creation timestamp,
and prompt/completion prices are configured, and supplies bounded production defaults:
export SPARKINFER_HF_MODEL_ID=gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090
export SPARKINFER_MODEL_CREATED=REPLACE_WITH_UPSTREAM_UNIX_TIMESTAMP
export SPARKINFER_QUANTIZATION=nvfp4
export SPARKINFER_PROMPT_PRICE_USD=0.0000001
export SPARKINFER_COMPLETION_PRICE_USD=0.0000003
export MODEL_NAME=your-org/your-model
export API_KEY="$OPENROUTER_PROVIDER_KEY"
# Optional declared limits for OpenRouter's schema v2.4 model monitor.
export SPARKINFER_REQUESTS_PER_MINUTE=120
export SPARKINFER_PROMPT_TOKENS_PER_MINUTE=500000
export SPARKINFER_COMPLETION_TOKENS_PER_MINUTE=60000
server/run_openrouter.sh /path/to/model-or-checkpoint-directoryValidate the profile without loading a model or opening a port with
server/run_openrouter.sh --check-config. The API key is checked for presence but never printed.
SPARKINFER_MAX_QUEUE_DEPTH defaults to 6 in this profile. Tune it from external concurrent
request measurements; it is both enforced by admission control and published as concurrency
capacity. SPARKINFER_REQUEST_TIMEOUT_S defaults to 300 seconds. Neither default applies when the
ordinary server/run.sh launcher is used.
Poll /health for process/device health, /v1/models for launch readiness, /v1/capacity for
admission headroom, and /metrics for request outcomes and token totals. Alert before OpenRouter's
routing threshold is crossed:
- rolling provider success rate below 97%;
- any sustained 5xx or mid-stream failures;
- sustained
429responses (not an uptime failure, but they reduce useful traffic); - CUDA health failure or
is_ready: false; - TTFT or throughput regression measured outside the server.
OpenRouter's provider guide is the source of truth for its schema and routing calculations: https://openrouter.ai/docs/guides/community/for-providers.