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Rachit-Mangawa commited on
Commit ·
4be69d9
1
Parent(s): c21f62a
perf: Optimize for 30s timeout w/ SmollM2-1.7B and parallel execution
Browse files- Dockerfile +3 -3
- app.py +44 -31
Dockerfile
CHANGED
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@@ -3,7 +3,7 @@ FROM python:3.10-slim
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# System setup
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RUN apt-get update && apt-get install -y curl procps zstd && rm -rf /var/lib/apt/lists/*
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# Install Ollama via official script
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RUN curl -fsSL https://ollama.com/install.sh | sh
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WORKDIR /app
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@@ -17,8 +17,8 @@ ENV PORT=8086
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ENV OLLAMA_HOST=127.0.0.1:11434
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ENV PYTHONUNBUFFERED=1
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# Execution Script: Starts Ollama, pulls
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RUN echo '#!/bin/bash\nollama serve & sleep 10 && ollama pull
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chmod +x /app/run.sh
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EXPOSE 8086
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# System setup
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RUN apt-get update && apt-get install -y curl procps zstd && rm -rf /var/lib/apt/lists/*
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# Install Ollama via official script
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RUN curl -fsSL https://ollama.com/install.sh | sh
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WORKDIR /app
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ENV OLLAMA_HOST=127.0.0.1:11434
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ENV PYTHONUNBUFFERED=1
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# Execution Script: Starts Ollama, pulls SmollM2 (Fast for CPU), starts App
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RUN echo '#!/bin/bash\nollama serve & sleep 10 && ollama pull smollm2:1.7b && python app.py' > /app/run.sh && \
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chmod +x /app/run.sh
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EXPOSE 8086
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app.py
CHANGED
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@@ -12,7 +12,7 @@ from dotenv import load_dotenv
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load_dotenv()
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# Vera Engine - Unstoppable Platinum Build (
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger("VeraEngine")
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@@ -44,7 +44,9 @@ class KeyRotator:
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or_rotator = KeyRotator(OPENROUTER_KEYS)
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contexts = {"category": {}, "merchant": {}, "customer": {}, "trigger": {}}
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-
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PRIORITY_MAP = {
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"drop_in_orders": 100, "revenue_drop": 95, "regulation_change": 90,
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@@ -52,10 +54,10 @@ PRIORITY_MAP = {
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}
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async def call_llm(prompt: str, system: str = "") -> Optional[Dict]:
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headers = {"Authorization": f"Bearer {key}", "Content-Type": "application/json", "HTTP-Referer": "https://vera.ai", "X-Title": "Vera Engine"}
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payload = {
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"model": "google/gemini-2.0-flash-exp:free",
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@@ -68,28 +70,28 @@ async def call_llm(prompt: str, system: str = "") -> Optional[Dict]:
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}
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async with httpx.AsyncClient() as client:
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try:
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response = await client.post("https://openrouter.ai/api/v1/chat/completions", headers=headers, json=payload, timeout=
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if response.status_code == 200:
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return json.loads(response.json()["choices"][0]["message"]["content"])
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logger.warning(f"OpenRouter connection error: {e}. Checking local fallback...")
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local_payload = {
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"model": "
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"prompt": f"System: {system}
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"stream": False,
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"format": "json",
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"options": {"num_predict":
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}
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async with httpx.AsyncClient() as client:
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try:
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if response.status_code == 200:
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return json.loads(res_text)
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except Exception as e:
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logger.error(f"Local Fallback Failed: {e}")
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return None
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@@ -115,10 +117,10 @@ async def compose(category: dict, merchant: dict, trigger: dict, customer: Optio
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sys_prompt = f"""Role: Elite Growth Strategist. Target: {prefix} {owner_name}.
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RULES:
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1. NO FABRICATION: Use metrics
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2. CITATION: Include verbatim source from {json.dumps(payload)}.
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3. WHY ACT: Link {trigger.get('kind')} to revenue loss or business growth.
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4. MERCHANT FIT:
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5. LENGTH: 280-310 chars.
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JSON: {{"body": "...", "cta": "...", "rationale": "..."}}"""
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@@ -135,16 +137,15 @@ JSON: {{"body": "...", "cta": "...", "rationale": "..."}}"""
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@app.get("/v1/healthz")
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async def healthz():
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# Only return ok if local model is ready
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async with httpx.AsyncClient() as client:
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try:
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res = await client.get("http://127.0.0.1:11434/api/tags")
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if "
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except: pass
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return {"status": "starting", "message": "Ollama/
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@app.get("/v1/metadata")
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def metadata(): return {"team_name": "Vera Lead Solver", "version": "Platinum-Unstoppable-
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@app.post("/v1/context")
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def push_context(data: ContextPayload):
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@@ -161,22 +162,34 @@ async def process_trigger(trigger_id: str):
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return {
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"conversation_id": f"conv_{trigger_id}", "merchant_id": trigger.get("merchant_id"),
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"customer_id": trigger.get("customer_id"), "send_as": "merchant_on_behalf" if trigger.get("scope") == "customer" else "vera",
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"trigger_id": trigger_id, "template_name": "
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"cta": composed["cta"], "suppression_key": trigger_id, "rationale": composed.get("rationale")
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}
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@app.post("/v1/tick")
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async def tick(req: TickRequest):
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tids = sorted(req.available_triggers, key=lambda t: PRIORITY_MAP.get(contexts["trigger"].get(t, {}).get("kind"), 0), reverse=True)
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@app.post("/v1/reply")
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async def reply(req: Dict[str, Any]):
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if __name__ == "__main__":
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import uvicorn
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load_dotenv()
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# Vera Engine - Unstoppable Platinum Build v2 (Latency Optimized)
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger("VeraEngine")
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or_rotator = KeyRotator(OPENROUTER_KEYS)
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contexts = {"category": {}, "merchant": {}, "customer": {}, "trigger": {}}
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# Semaphore(1) for Local CPU inference to prevent thrashing; Semaphore(5) for API
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llm_semaphore_api = asyncio.Semaphore(5)
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llm_semaphore_local = asyncio.Semaphore(1)
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PRIORITY_MAP = {
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"drop_in_orders": 100, "revenue_drop": 95, "regulation_change": 90,
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}
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async def call_llm(prompt: str, system: str = "") -> Optional[Dict]:
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# Tier 1: OpenRouter (Gemini 2.0 Flash)
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key = await or_rotator.get_key()
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if key:
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async with llm_semaphore_api:
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headers = {"Authorization": f"Bearer {key}", "Content-Type": "application/json", "HTTP-Referer": "https://vera.ai", "X-Title": "Vera Engine"}
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payload = {
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"model": "google/gemini-2.0-flash-exp:free",
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}
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async with httpx.AsyncClient() as client:
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try:
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response = await client.post("https://openrouter.ai/api/v1/chat/completions", headers=headers, json=payload, timeout=12.0)
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if response.status_code == 200:
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return json.loads(response.json()["choices"][0]["message"]["content"])
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except Exception:
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pass
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# Tier 2: Local Fallback (Ollama + SmollM2-1.7B for speed)
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async with llm_semaphore_local:
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logger.info("Triggering Local Fallback: SmollM2-1.7B")
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local_payload = {
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"model": "smollm2:1.7b",
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"prompt": f"System: {system}\nUnder 320 chars, 1 CTA, strict grounding. Context: {prompt}\nUser: Generate the message JSON.",
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"stream": False,
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"format": "json",
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"options": {"num_predict": 120, "temperature": 0.1}
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}
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async with httpx.AsyncClient() as client:
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try:
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# 20s timeout to leave room for other logic under the 30s judge limit
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response = await client.post("http://127.0.0.1:11434/api/generate", json=local_payload, timeout=20.0)
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if response.status_code == 200:
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return json.loads(response.json().get('response', '{}'))
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except Exception as e:
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logger.error(f"Local Fallback Failed: {e}")
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return None
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sys_prompt = f"""Role: Elite Growth Strategist. Target: {prefix} {owner_name}.
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RULES:
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1. NO FABRICATION: Use metrics: {json.dumps(m)}.
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2. CITATION: Include verbatim source from {json.dumps(payload)}.
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3. WHY ACT: Link {trigger.get('kind')} to revenue loss or business growth.
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4. MERCHANT FIT: Locality {ident.get('locality')}. {hinglish_note}
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5. LENGTH: 280-310 chars.
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JSON: {{"body": "...", "cta": "...", "rationale": "..."}}"""
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@app.get("/v1/healthz")
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async def healthz():
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async with httpx.AsyncClient() as client:
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try:
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res = await client.get("http://127.0.0.1:11434/api/tags")
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if "smollm2:1.7b" in res.text: return {"status": "ok", "local_model": "ready"}
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except: pass
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return {"status": "starting", "message": "Ollama/SmollM2 warming up"}
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@app.get("/v1/metadata")
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def metadata(): return {"team_name": "Vera Lead Solver", "version": "Platinum-Unstoppable-v2"}
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@app.post("/v1/context")
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def push_context(data: ContextPayload):
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return {
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"conversation_id": f"conv_{trigger_id}", "merchant_id": trigger.get("merchant_id"),
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"customer_id": trigger.get("customer_id"), "send_as": "merchant_on_behalf" if trigger.get("scope") == "customer" else "vera",
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"trigger_id": trigger_id, "template_name": "vera_unstoppable_v2", "body": composed["body"],
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"cta": composed["cta"], "suppression_key": trigger_id, "rationale": composed.get("rationale")
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}
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@app.post("/v1/tick")
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async def tick(req: TickRequest):
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# Sort triggers by priority
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tids = sorted(req.available_triggers, key=lambda t: PRIORITY_MAP.get(contexts["trigger"].get(t, {}).get("kind"), 0), reverse=True)
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# Take top 3 to ensure we finish under 30s
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tasks = [process_trigger(tid) for tid in tids[:3]]
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try:
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# 25s total deadline for the entire tick call
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results = await asyncio.wait_for(asyncio.gather(*tasks), timeout=25.0)
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return {"actions": [r for r in results if r]}
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except asyncio.TimeoutError:
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logger.warning("Tick timed out partially. Returning partial results.")
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return {"actions": []}
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@app.post("/v1/reply")
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async def reply(req: Dict[str, Any]):
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# Use call_llm for replies too
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prompt = f"Merchant said: {req.get('body', '')}. History: {req.get('history', [])}"
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sys = "Role: Vera AI. Goal: Help merchant join magicpin or fix GBP. Be helpful, concise."
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res = await call_llm(prompt, system=sys)
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body = res.get("body", "Understood. Let's move forward. Ready?") if res else "I'm on it. Should we proceed?"
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return {"action": "send", "body": body, "cta": "Reply YES"}
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if __name__ == "__main__":
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import uvicorn
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