Configuration Guide
The system uses two configuration files for runtime setup:
config/models.yaml(required): Registers available models and their backend adaptersconfig/routing.yaml(optional): Configures traffic distribution between local and remote deployments
These files are independent: models.yaml provides the candidate set of adapters, while routing.yaml adjusts weights on top of registered adapters. Without routing.yaml, the system uses default weights from models.yaml or environment variables (typically 1.0).
1. Environment Variables and Priority
Variable Substitution
The system supports environment variable placeholders in YAML:
${VAR}: ReadsVARfrom environment${VAR:-default}: ReadsVARfrom environment, usesdefaultif not found
Configuration Priority
Environment variables (.env or system) > routing.yaml/models.yaml > code defaults
2. models.yaml (Required)
Registers models and adapters at startup. Each entry describes a model identifier and its backend configuration (base_url, api_key, capabilities, aliases, etc.).
Example:
# config/models.yaml
models:
- id: llama-3.3-70b-instruct
name: Llama 3.3 70B Instruct
provider: llama
base_url: ${LLAMA_BASE_URL}
api_key: ${LLAMA_API_KEY}
context_length: 131072
max_output_length: 8192
supports_tools: true
supports_structured_output: true
supported_params: [temperature, top_p, top_k, min_p, max_tokens, stop, seed]
aliases: ["llama-3.3-70b-instruct"]
route:
- kind: llama
weight: 1.0
base_url: ${LLAMA_BASE_URL}
api_key: ${LLAMA_API_KEY}
- id: llama-4-scout
name: Llama 4 Scout
provider: vllm
base_url: ${LOCAL_BASE_URL}
provider_model_id: "/models/meta-llama_Llama-4-Scout-17B-16E" # backend expects this id
context_length: 262144
max_output_length: 16384
supports_tools: true
supports_structured_output: true
supported_params: [temperature, top_p, top_k, min_p, max_tokens, stop, seed]
aliases: ["/models/meta-llama_Llama-4-Scout-17B-16E"]
route:
- kind: vllm
weight: 1.0
base_url: ${LOCAL_BASE_URL}
Key Points:
id: Public model ID exposed by the API (what clients use to call the model)provider_model_id: The actual model name sent to the backend provider (e.g., vLLM/freeinference’s/models/...). If omitted, usesidaliases: Additional public aliases that are registered alongsideidto point to the same adapterprovider: Determines adapter type (llama,vllm,deepseek,gemini, etc.)/v1/modelsendpoint dynamically generates its response from registered adapters
3. routing.yaml (Optional)
Controls traffic distribution between local and remote deployments with optional health monitoring.
Fixed-Ratio Strategy
Set
routing_strategy: fixedControl local traffic percentage via
routing_parameter.local_fraction(0.0–1.0)Weights are distributed equally within local and remote groups
Health Checking (Optional)
health_check: N: Sends GET request to/healthevery N secondsUnhealthy endpoints temporarily get weight 0
Endpoints recover automatically when health checks succeed
Set to 0 or omit to disable health checking
Example: Hybrid Deployment (60% local / 40% remote)
# config/routing.yaml
routing_strategy: fixed
routing_parameter:
local_fraction: 0.6
timeout: 2
health_check: 30
logging:
output: output.log
local_deployment:
- endpoint: ${LOCAL_BASE_URL:-http://localhost:8000}
models:
- llama-3.3-70b-instruct
- llama-4-scout
remote_deployment:
- endpoint: ${LLAMA_BASE_URL}
models:
- llama-3.3-70b-instruct
How It Works:
At startup,
RoutingManagerapplies 60/40 weights to registered adaptersIf local endpoint becomes unhealthy, weights adjust automatically (0% local, 100% remote)
System falls back gracefully to maintain service availability
Local-Only Deployment
Simply omit routing.yaml to use default weights from models.yaml (typically 1.0 for all adapters).
4. Running the System
Set Environment Variables:
export LOCAL_BASE_URL=http://localhost:8000
export LLAMA_BASE_URL=https://api.llama.com/compat/v1
export LLAMA_API_KEY=sk-...
Start the Server:
python -m serving.servers.app
# Or use uvicorn/pm2/supervisor for production
# uvicorn serving.servers.app:app --host 0.0.0.0 --port 8080
Verify Operation:
GET /v1/models- Returns available modelsPOST /v1/chat/completions- Routes requests based on configured ratiosGET /routing- Shows current routing configuration
5. Subscription Adapters (Claude / Codex)
Subscription adapters use OAuth account pools instead of static API keys. This requires a separate credentials file and import workflow.
5.1 Claude Subscription Setup
Step 1: Import credentials from Claude Code CLI
# Run from the project root on the host machine.
# Auto-detect credentials from ~/.claude/
python scripts/import_claude_auth.py
# Or specify a custom path
python scripts/import_claude_auth.py --claude-auth /path/to/credentials.json
# Override the account label
python scripts/import_claude_auth.py --label "murphy-max"
This writes to var/data/claude_accounts.json (v2 format, chmod 0600).
If you use Docker, run the import script on the host so it can read ~/.claude/ and write into the bind-mounted project workspace.
Re-importing is safe: the script matches accounts in this order:
explicit
--account-idmatching
refresh_tokenmatching
organization_idplus compatible email
If an account was previously revoked or disabled, re-importing resets it to active.
Step 2: Verify account status
python scripts/inspect_claude_accounts.py
Output shows per-account state, token expiry, consecutive failures, and a summary:
[OK] acct_01 (murphy-max)
state: active | plan: max
email: user@example.com
token expires: 2026-03-17 15:30:00 UTC (2h 15m)
--- Summary ---
active: 1
Step 3: Add model entries to config/models.yaml
Claude subscription models use provider: claude_sub:
- id: claude-sonnet-4.6
name: Claude Sonnet 4.6
provider: claude_sub
provider_model_id: "claude-sonnet-4-6"
base_url: https://api.anthropic.com
context_length: 200000
max_output_length: 64000
supports_tools: true
route:
- kind: claude_sub
weight: 1.0
Step 4: (Optional) Configure paid API fallback
Set CLAUDE_SUB_FALLBACK_API_KEY in .env to fall back to direct Anthropic API when all subscription accounts are unhealthy:
CLAUDE_SUB_FALLBACK_API_KEY=sk-ant-api03-...
Step 5: Tune runtime settings (optional)
These settings are read from .env via serving/config/settings.py:
CLAUDE_SUB_ACCOUNTS_FILE=var/data/claude_accounts.json
CLAUDE_SUB_TOKEN_REFRESH_MARGIN=300
CLAUDE_SUB_ACCOUNT_COOLDOWN=60
CLAUDE_SUB_FAILURE_THRESHOLD=3
These control where credentials are loaded from, how early tokens are refreshed, how long transient failures cool down an account, and how many consecutive failures mark an account unhealthy in the pool.
Step 6: Anthropic-compatible northbound surface (optional)
Claude subscription models can also be reached through POST /anthropic/v1/messages, which is intended for Anthropic-native clients such as Claude Code CLI.
Important behavior:
the request
modelmust resolve to a registered model whose provider isclaude_subthe same shared Claude account pool is used as
/v1/chat/completionsrate limiting and DB logging still apply
Example client environment:
ANTHROPIC_BASE_URL=https://freeinference.org/anthropic
ANTHROPIC_AUTH_TOKEN=hyi-your-api-key
5.2 Account Lifecycle
Accounts have four states:
State |
Meaning |
Pool membership |
|---|---|---|
|
Normal operation |
In pool |
|
Transient failure (e.g., 429 rate limit) |
In pool (skipped by health check, auto-recovers) |
|
Permanent failure ( |
Removed from pool |
|
Manually disabled |
Removed from pool |
Automatic transitions:
active → cooldown: on rate limit (429) or repeated failuresactive → revoked: when token refresh returnsinvalid_grantcooldown → active: automatic after cooldown period expires
Manual recovery:
revoked → active: re-import fresh credentials viaimport_claude_auth.pydisabled → active: re-import or future admin endpoint
Account state persists across restarts in var/data/claude_accounts.json.
5.3 Credential File Format (v2)
{
"version": 2,
"accounts": [
{
"id": "acct_01",
"label": "murphy-max",
"type": "oauth",
"access_token": "sk-ant-oat-...",
"refresh_token": "...",
"expires_at": 1773702740076,
"organization_id": "org-uuid-...",
"email": "[email protected]",
"plan": "max",
"state": "active",
"state_changed_at": 1710700000000,
"revoke_reason": "",
"consecutive_failures": 0
}
]
}
Files without a version field are treated as v1 (uses enabled boolean) and auto-migrated to v2 on first load. A .bak backup is created before each write.
Persisted cooldown entries are promoted back to active on startup because cooldown is treated as transient runtime state rather than a durable operator action.
5.4 Codex Subscription
Codex subscription follows the same pattern with provider: codex_sub and var/data/codex_accounts.json. Import via:
# Run from the project root on the host machine.
python scripts/import_codex_auth.py
Optional runtime settings:
CODEX_ACCOUNTS_FILE=var/data/codex_accounts.json
CODEX_FALLBACK_API_KEY=
CODEX_TOKEN_REFRESH_MARGIN=30
CODEX_ACCOUNT_COOLDOWN=60
CODEX_FAILURE_THRESHOLD=3
Codex currently exposes only the OpenAI-compatible northbound surface (POST /v1/chat/completions); there is no separate Codex-native public route yet.
For Codex-specific details, see the repository design doc docs/codex-subscription-design.md.
6. FAQ
Q: How do I recover a revoked Claude account?
A: Run python scripts/import_claude_auth.py after re-authenticating with claude login. The import script detects the revoked account (by refresh_token or organization_id match) and resets it to active.
Q: Which models can use /anthropic/v1/messages?
A: Only models registered in config/models.yaml whose effective route includes provider: claude_sub. The route resolves the public model ID through the normal model registry before forwarding upstream.
Q: What if routing.yaml conflicts with models.yaml?
A: routing.yaml only adjusts weights; it doesn’t add/remove adapters. The candidate set comes from models.yaml and environment variables.
Q: How to disable health checks?
A: Set health_check: 0 or omit the field entirely.
Q: Can I use other routing strategies?
A: Currently only fixed is built-in. You can add new strategies in routing/strategies.py and configure them in routing.yaml.
Q: What happens during failover? A: The system automatically tries alternative adapters when the primary fails, ensuring continuous service availability.