# Dynavera Benchmark Results

**Date:** 2026-03-24 13:28:54  
**Inference endpoint:** `http://fyp-inference-dev:8001`  
**Repetitions per benchmark:** 5  

## 1. GPU Server Health

| Field | Value |
|---|---|
| Status | OK |
| LLM Ready | True |
| Embed Ready | True |
| Health check RTT | 51.0 ms |

## 2. Embedding Latency

| Query type | Chars | Mean (ms) | Median (ms) | P95 (ms) | Min (ms) | Max (ms) |
|---|---|---|---|---|---|---|
| short | 19 | 95.5 | 25.1 | 378.6 | 23.0 | 378.6 |
| medium | 172 | 25.7 | 24.7 | 29.4 | 24.3 | 29.4 |
| long | 428 | 27.5 | 26.7 | 32.2 | 24.8 | 32.2 |

## 3. Semantic Chunking Latency

| Input size | Chars | Chunks produced | Latency (ms) |
|---|---|---|---|
| small  (~200 c) | 200 | 1 | 28.4 |
| medium (~2k c) | 1810 | 1 | 77.0 |
| large  (~8k c) | 7740 | 1 | 206.3 |

## 4. LLM Inference Latency

| Prompt type | Elapsed (s) | Prompt tokens | Completion tokens | Tok/s |
|---|---|---|---|---|
| short_qa | 1.5 | 55 | 69 | 46.0 |
| progress_summary | 1.36 | 74 | 71 | 52.3 |
| curriculum_gen | 1.67 | 79 | 82 | 49.0 |
| assessment_gen | 5.03 | 83 | 235 | 46.7 |
| knowledge_explanation | 9.31 | 83 | 496 | 53.3 |

> **Note on end-to-end session time:** A full onboarding session invokes multiple sequential
> inference calls (curriculum generation → knowledge explanation × N modules → assessment generation → progress summary).
> Total wall-clock time accumulates across all turns plus retrieval and tool-call overhead.

## 5. Database Statistics

| Entity | Count |
|---|---|
| Organizations | 3 |
| Roles | 10 |
| Users | 12 |
| Training Files (total) | 0 |
| Training Files (embedded) | 0 |
| Knowledge Chunks (with embeddings) | 0 |
| Onboarding Sessions | 4 |

## Raw JSON

```json
{
  "health": {
    "status": "OK",
    "llm_ready": true,
    "embed_ready": true,
    "latency_ms": 51.0
  },
  "embeddings": {
    "short": {
      "query_chars": 19,
      "mean_ms": 95.5,
      "median_ms": 25.1,
      "p95_ms": 378.6,
      "min_ms": 23.0,
      "max_ms": 378.6
    },
    "medium": {
      "query_chars": 172,
      "mean_ms": 25.7,
      "median_ms": 24.7,
      "p95_ms": 29.4,
      "min_ms": 24.3,
      "max_ms": 29.4
    },
    "long": {
      "query_chars": 428,
      "mean_ms": 27.5,
      "median_ms": 26.7,
      "p95_ms": 32.2,
      "min_ms": 24.8,
      "max_ms": 32.2
    }
  },
  "chunking": {
    "small  (~200 c)": {
      "chars": 200,
      "chunks_produced": 1,
      "latency_ms": 28.4
    },
    "medium (~2k c)": {
      "chars": 1810,
      "chunks_produced": 1,
      "latency_ms": 77.0
    },
    "large  (~8k c)": {
      "chars": 7740,
      "chunks_produced": 1,
      "latency_ms": 206.3
    }
  },
  "llm": {
    "short_qa": {
      "elapsed_s": 1.5,
      "prompt_tokens": 55,
      "completion_tokens": 69,
      "tokens_per_sec": 46.0,
      "response_preview": "A Kubernetes pod is a logical host for one or more containers, providing a shared network namespace,"
    },
    "progress_summary": {
      "elapsed_s": 1.36,
      "prompt_tokens": 74,
      "completion_tokens": 71,
      "tokens_per_sec": 52.3,
      "response_preview": "The trainee has made significant progress in their onboarding journey, demonstrating a strong founda"
    },
    "curriculum_gen": {
      "elapsed_s": 1.67,
      "prompt_tokens": 79,
      "completion_tokens": 82,
      "tokens_per_sec": 49.0,
      "response_preview": "[   \"Module 1: Introduction to Backend Services and Infrastructure\",   \"Module 2: Designing and Impl"
    },
    "assessment_gen": {
      "elapsed_s": 5.03,
      "prompt_tokens": 83,
      "completion_tokens": 235,
      "tokens_per_sec": 46.7,
      "response_preview": "```json [   {     \"question\": \"What is the primary purpose of a Continuous Integration (CI) pipeline"
    },
    "knowledge_explanation": {
      "elapsed_s": 9.31,
      "prompt_tokens": 83,
      "completion_tokens": 496,
      "tokens_per_sec": 53.3,
      "response_preview": "**Git Branching Strategy Best Practices**  As a new engineer, understanding a Git branching strategy"
    }
  },
  "database": {
    "organizations": 3,
    "roles": 10,
    "users": 12,
    "training_files_total": 0,
    "training_files_embedded": 0,
    "knowledge_chunks_with_embeddings": 0,
    "onboarding_sessions": 4
  },
  "retrieval": {
    "skipped": "No embedded chunks found in database."
  }
}
```