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Model affinity for consistent model selection in agentic loops (#827)
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13 changed files with 614 additions and 43 deletions
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@ -106,6 +106,63 @@ Response:
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The response contains the model list — your client should try `models[0]` first and fall back to `models[1]` on 429 or 5xx errors.
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## Session Pinning
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Send an `X-Model-Affinity` header to pin the routing decision for a session. Once a model is selected, all subsequent requests with the same session ID return the same model without re-running routing.
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```bash
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# First call — runs routing, caches result
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curl http://localhost:12000/routing/v1/chat/completions \
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-H "Content-Type: application/json" \
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-H "X-Model-Affinity: my-session-123" \
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-d '{
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"model": "gpt-4o-mini",
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"messages": [{"role": "user", "content": "Write a Python function for binary search"}]
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}'
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```
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Response (first call):
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```json
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{
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"model": "anthropic/claude-sonnet-4-20250514",
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"route": "code_generation",
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"trace_id": "c16d1096c1af4a17abb48fb182918a88",
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"session_id": "my-session-123",
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"pinned": false
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}
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```
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```bash
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# Second call — same session, returns cached result
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curl http://localhost:12000/routing/v1/chat/completions \
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-H "Content-Type: application/json" \
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-H "X-Model-Affinity: my-session-123" \
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-d '{
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"model": "gpt-4o-mini",
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"messages": [{"role": "user", "content": "Now explain merge sort"}]
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}'
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```
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Response (pinned):
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```json
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{
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"model": "anthropic/claude-sonnet-4-20250514",
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"route": "code_generation",
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"trace_id": "a1b2c3d4e5f6...",
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"session_id": "my-session-123",
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"pinned": true
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}
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```
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Session TTL and max cache size are configurable in `config.yaml`:
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```yaml
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routing:
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session_ttl_seconds: 600 # default: 600 (10 minutes)
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session_max_entries: 10000 # default: 10000
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```
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Without the `X-Model-Affinity` header, routing runs fresh every time (no breaking change).
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## Kubernetes Deployment (Self-hosted Arch-Router on GPU)
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To run Arch-Router in-cluster using vLLM instead of the default hosted endpoint:
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@ -167,3 +224,68 @@ kubectl create configmap plano-config \
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--dry-run=client -o yaml | kubectl apply -f -
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kubectl rollout restart deployment/plano
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```
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## Demo Output
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```
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=== Model Routing Service Demo ===
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--- 1. Code generation query (OpenAI format) ---
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{
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"models": ["anthropic/claude-sonnet-4-20250514", "openai/gpt-4o"],
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"route": "code_generation",
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"trace_id": "c16d1096c1af4a17abb48fb182918a88"
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}
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--- 2. Complex reasoning query (OpenAI format) ---
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{
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"models": ["openai/gpt-4o", "openai/gpt-4o-mini"],
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"route": "complex_reasoning",
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"trace_id": "30795e228aff4d7696f082ed01b75ad4"
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}
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--- 3. Simple query - no routing match (OpenAI format) ---
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{
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"models": ["none"],
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"route": null,
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"trace_id": "ae0b6c3b220d499fb5298ac63f4eac0e"
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}
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--- 4. Code generation query (Anthropic format) ---
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{
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"models": ["anthropic/claude-sonnet-4-20250514", "openai/gpt-4o"],
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"route": "code_generation",
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"trace_id": "26be822bbdf14a3ba19fe198e55ea4a9"
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}
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--- 7. Session pinning - first call (fresh routing decision) ---
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{
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"models": ["anthropic/claude-sonnet-4-20250514", "openai/gpt-4o"],
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"route": "code_generation",
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"trace_id": "f1a2b3c4d5e6f7a8b9c0d1e2f3a4b5c6",
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"session_id": "demo-session-001",
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"pinned": false
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}
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--- 8. Session pinning - second call (same session, pinned) ---
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Notice: same model returned with "pinned": true, routing was skipped
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{
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"model": "anthropic/claude-sonnet-4-20250514",
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"route": "code_generation",
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"trace_id": "a9b8c7d6e5f4a3b2c1d0e9f8a7b6c5d4",
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"session_id": "demo-session-001",
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"pinned": true
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}
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--- 9. Different session gets its own fresh routing ---
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{
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"models": ["openai/gpt-4o", "openai/gpt-4o-mini"],
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"route": "complex_reasoning",
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"trace_id": "1a2b3c4d5e6f7a8b9c0d1e2f3a4b5c6d",
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"session_id": "demo-session-002",
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"pinned": false
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}
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=== Demo Complete ===
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```
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