diff --git a/.coveragerc b/.coveragerc
index dab8655..c66579a 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -6,6 +6,7 @@ omit =
     Kokoro-82M/*
     MagicMock/*
     test_*.py
+    examples/*
 
 [report]
 exclude_lines =
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4194878..6303af1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,20 @@
 
 Notable changes to this project will be documented in this file.
 
+## 2025-01-04
+### Added
+- ONNX Support:
+  - Added single batch ONNX support for CPU inference
+  - Roughly 0.4 RTF (2.4x real-time speed)
+
+### Modified
+- Code Refactoring:
+  - Work on modularizing phonemizer and tokenizer into separate services
+  - Incorporated these services into a dev endpoint
+- Testing and Benchmarking:
+  - Cleaned up benchmarking scripts
+  - Cleaned up test scripts
+  - Added auto-WAV validation scripts
 
 ## 2025-01-02
 - Audio Format Support:
diff --git a/README.md b/README.md
index da78651..2e38852 100644
--- a/README.md
+++ b/README.md
@@ -187,15 +187,13 @@ Key Performance Metrics:
 <summary>GPU Vs. CPU</summary>
 
 ```bash
-# GPU: Requires NVIDIA GPU with CUDA 12.1 support
+# GPU: Requires NVIDIA GPU with CUDA 12.1 support (~35x realtime speed)
 docker compose up --build
 
-# CPU: ~10x slower than GPU inference
+# CPU: ONNX optimized inference (~2.4x realtime speed)
 docker compose -f docker-compose.cpu.yml up --build
 ```
 
-*Note: CPU Inference is currently a very basic implementation, and not heavily tested*
-
 </details>
 
 <details>
diff --git a/docker-compose.cpu.yml b/docker-compose.cpu.yml
index d5e1a85..f44f2d4 100644
--- a/docker-compose.cpu.yml
+++ b/docker-compose.cpu.yml
@@ -47,14 +47,14 @@ services:
       model-fetcher:
         condition: service_healthy
 
-  # # Gradio UI service [Comment out everything below if you don't need it]
-  # gradio-ui:
-  #   build:
-  #     context: ./ui
-  #   ports:
-  #     - "7860:7860"
-  #   volumes:
-  #     - ./ui/data:/app/ui/data
-  #     - ./ui/app.py:/app/app.py  # Mount app.py for hot reload
-  #   environment:
-  #     - GRADIO_WATCH=True  # Enable hot reloading
+  # Gradio UI service [Comment out everything below if you don't need it]
+  gradio-ui:
+    build:
+      context: ./ui
+    ports:
+      - "7860:7860"
+    volumes:
+      - ./ui/data:/app/ui/data
+      - ./ui/app.py:/app/app.py  # Mount app.py for hot reload
+    environment:
+      - GRADIO_WATCH=True  # Enable hot reloading
diff --git a/docker-compose.yml b/docker-compose.yml
index 7308745..2e7a86f 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -46,14 +46,14 @@ services:
       model-fetcher:
         condition: service_healthy
 
-  # # Gradio UI service [Comment out everything below if you don't need it]
-  # gradio-ui:
-  #   build:
-  #     context: ./ui
-  #   ports:
-  #     - "7860:7860"
-  #   volumes:
-  #     - ./ui/data:/app/ui/data
-  #     - ./ui/app.py:/app/app.py  # Mount app.py for hot reload
-  #   environment:
-  #     - GRADIO_WATCH=True  # Enable hot reloading
+  # Gradio UI service [Comment out everything below if you don't need it]
+  gradio-ui:
+    build:
+      context: ./ui
+    ports:
+      - "7860:7860"
+    volumes:
+      - ./ui/data:/app/ui/data
+      - ./ui/app.py:/app/app.py  # Mount app.py for hot reload
+    environment:
+      - GRADIO_WATCH=True  # Enable hot reloading
diff --git a/examples/assorted_checks/benchmarks/benchmark_tts_rtf.py b/examples/assorted_checks/benchmarks/benchmark_tts_rtf.py
index c55a136..385abb0 100644
--- a/examples/assorted_checks/benchmarks/benchmark_tts_rtf.py
+++ b/examples/assorted_checks/benchmarks/benchmark_tts_rtf.py
@@ -60,11 +60,11 @@ def main():
     # Initialize system monitor
     monitor = SystemMonitor(interval=1.0)  # 1 second interval
     # Set prefix for output files (e.g. "gpu", "cpu", "onnx", etc.)
-    prefix = "cpu_2_1_seq"
+    prefix = "gpu"
     # Generate token sizes
     if 'gpu' in prefix:
         token_sizes = generate_token_sizes(
-            max_tokens=3000, dense_step=150, 
+            max_tokens=5000, dense_step=150, 
             dense_max=1000, sparse_step=1000)
     elif 'cpu' in prefix:
         token_sizes = generate_token_sizes(
diff --git a/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_results_rtf.json b/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_results_rtf.json
index ae59bfe..ccac37e 100644
--- a/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_results_rtf.json
+++ b/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_results_rtf.json
@@ -2,606 +2,1252 @@
   "results": [
     {
       "tokens": 150,
-      "processing_time": 1.03,
+      "processing_time": 1.86,
       "output_length": 45.9,
-      "rtf": 0.02,
-      "elapsed_time": 1.07
+      "rtf": 0.04,
+      "elapsed_time": 1.92
     },
     {
       "tokens": 300,
-      "processing_time": 2.51,
+      "processing_time": 3.08,
       "output_length": 96.425,
       "rtf": 0.03,
-      "elapsed_time": 3.63
+      "elapsed_time": 5.06
     },
     {
       "tokens": 450,
-      "processing_time": 3.69,
+      "processing_time": 4.4,
       "output_length": 143.1,
       "rtf": 0.03,
-      "elapsed_time": 7.37
+      "elapsed_time": 9.53
     },
     {
       "tokens": 600,
-      "processing_time": 5.52,
+      "processing_time": 6.47,
       "output_length": 188.675,
       "rtf": 0.03,
-      "elapsed_time": 12.96
+      "elapsed_time": 16.06
     },
     {
       "tokens": 750,
-      "processing_time": 6.32,
+      "processing_time": 8.32,
       "output_length": 236.7,
-      "rtf": 0.03,
-      "elapsed_time": 19.34
+      "rtf": 0.04,
+      "elapsed_time": 24.45
     },
     {
       "tokens": 900,
-      "processing_time": 8.4,
+      "processing_time": 8.92,
       "output_length": 283.425,
       "rtf": 0.03,
-      "elapsed_time": 27.82
+      "elapsed_time": 33.45
     },
     {
       "tokens": 2000,
-      "processing_time": 15.46,
+      "processing_time": 18.55,
       "output_length": 624.325,
-      "rtf": 0.02,
-      "elapsed_time": 43.4
+      "rtf": 0.03,
+      "elapsed_time": 52.14
     },
     {
       "tokens": 3000,
-      "processing_time": 27.11,
+      "processing_time": 23.98,
       "output_length": 931.15,
       "rtf": 0.03,
-      "elapsed_time": 70.7
+      "elapsed_time": 76.32
+    },
+    {
+      "tokens": 4000,
+      "processing_time": 32.93,
+      "output_length": 1222.1,
+      "rtf": 0.03,
+      "elapsed_time": 109.53
+    },
+    {
+      "tokens": 5000,
+      "processing_time": 45.39,
+      "output_length": 1524.575,
+      "rtf": 0.03,
+      "elapsed_time": 155.23
     }
   ],
   "system_metrics": [
     {
-      "timestamp": "2025-01-03T17:45:10.797646",
-      "cpu_percent": 10.05,
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-      "ram_used_gb": 34.474674224853516,
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-      "relative_time": 0.06637930870056152
+      "timestamp": "2025-01-04T02:37:52.172368",
+      "cpu_percent": 11.51,
+      "ram_percent": 52.8,
+      "ram_used_gb": 33.61172866821289,
+      "gpu_memory_used": 3216.0,
+      "relative_time": 0.08031892776489258
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-      "timestamp": "2025-01-03T17:45:11.871315",
+      "timestamp": "2025-01-04T02:37:53.266071",
+      "cpu_percent": 15.33,
+      "ram_percent": 52.9,
+      "ram_used_gb": 33.678314208984375,
+      "gpu_memory_used": 3392.0,
+      "relative_time": 1.1673684120178223
+    },
+    {
+      "timestamp": "2025-01-04T02:37:54.352909",
+      "cpu_percent": 15.3,
+      "ram_percent": 53.0,
+      "ram_used_gb": 33.712764739990234,
+      "gpu_memory_used": 3667.0,
+      "relative_time": 2.253591537475586
+    },
+    {
+      "timestamp": "2025-01-04T02:37:55.439413",
+      "cpu_percent": 23.51,
+      "ram_percent": 52.7,
+      "ram_used_gb": 33.49789810180664,
+      "gpu_memory_used": 3662.0,
+      "relative_time": 3.3292760848999023
+    },
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+      "timestamp": "2025-01-04T02:37:56.511211",
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+      "ram_percent": 52.7,
+      "ram_used_gb": 33.494102478027344,
+      "gpu_memory_used": 3668.0,
+      "relative_time": 4.397106885910034
+    },
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+      "timestamp": "2025-01-04T02:37:57.582176",
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+      "relative_time": 5.46670126914978
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+      "relative_time": 6.523184061050415
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+      "ram_used_gb": 35.83684539794922,
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+      "gpu_memory_used": 4436.0,
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+    {
+      "timestamp": "2025-01-04T02:40:26.521613",
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+      "ram_percent": 56.8,
+      "ram_used_gb": 36.1606330871582,
+      "gpu_memory_used": 4440.0,
+      "relative_time": 154.40920901298523
+    },
+    {
+      "timestamp": "2025-01-04T02:40:27.587547",
+      "cpu_percent": 7.94,
+      "ram_percent": 57.2,
+      "ram_used_gb": 36.37208557128906,
+      "gpu_memory_used": 4440.0,
+      "relative_time": 155.46942234039307
+    },
+    {
+      "timestamp": "2025-01-04T02:40:28.647400",
+      "cpu_percent": 8.85,
+      "ram_percent": 57.3,
+      "ram_used_gb": 36.470054626464844,
+      "gpu_memory_used": 4440.0,
+      "relative_time": 156.53129720687866
     }
   ],
-  "test_duration": 74.18872809410095
+  "test_duration": 159.19756031036377
 }
\ No newline at end of file
diff --git a/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_stats_rtf.txt b/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_stats_rtf.txt
index b045833..cb2df6a 100644
--- a/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_stats_rtf.txt
+++ b/examples/assorted_checks/benchmarks/output_data/gpu_benchmark_stats_rtf.txt
@@ -1,23 +1,23 @@
 === Benchmark Statistics (with correct RTF) ===
 
-Total tokens processed: 8150
-Total audio generated (s): 2549.70
-Total test duration (s): 70.70
-Average processing rate (tokens/s): 120.20
+Total tokens processed: 17150
+Total audio generated (s): 5296.38
+Total test duration (s): 155.23
+Average processing rate (tokens/s): 102.86
 Average RTF: 0.03
-Average Real Time Speed: 36.36
+Average Real Time Speed: 31.25
 
 === Per-chunk Stats ===
 
-Average chunk size (tokens): 1018.75
+Average chunk size (tokens): 1715.00
 Min chunk size (tokens): 150
-Max chunk size (tokens): 3000
-Average processing time (s): 8.75
-Average output length (s): 318.71
+Max chunk size (tokens): 5000
+Average processing time (s): 15.39
+Average output length (s): 529.64
 
 === Performance Ranges ===
 
-Processing rate range (tokens/s): 107.14 - 145.63
-RTF range: 0.02x - 0.03x
-Real Time Speed range: 33.33x - 50.00x
+Processing rate range (tokens/s): 80.65 - 125.10
+RTF range: 0.03x - 0.04x
+Real Time Speed range: 25.00x - 33.33x
 
diff --git a/examples/assorted_checks/benchmarks/output_plots/gpu_processing_time_rtf.png b/examples/assorted_checks/benchmarks/output_plots/gpu_processing_time_rtf.png
index 476122e..62c6864 100644
Binary files a/examples/assorted_checks/benchmarks/output_plots/gpu_processing_time_rtf.png and b/examples/assorted_checks/benchmarks/output_plots/gpu_processing_time_rtf.png differ
diff --git a/examples/assorted_checks/benchmarks/output_plots/gpu_realtime_factor_rtf.png b/examples/assorted_checks/benchmarks/output_plots/gpu_realtime_factor_rtf.png
index 2819b09..1c5d7b7 100644
Binary files a/examples/assorted_checks/benchmarks/output_plots/gpu_realtime_factor_rtf.png and b/examples/assorted_checks/benchmarks/output_plots/gpu_realtime_factor_rtf.png differ
diff --git a/examples/assorted_checks/benchmarks/output_plots/gpu_system_usage_rtf.png b/examples/assorted_checks/benchmarks/output_plots/gpu_system_usage_rtf.png
index 4f8a1b5..942b3a8 100644
Binary files a/examples/assorted_checks/benchmarks/output_plots/gpu_system_usage_rtf.png and b/examples/assorted_checks/benchmarks/output_plots/gpu_system_usage_rtf.png differ