INTERACTIVE ML PLAYGROUND & ENGINEERING TOYS

ENGINEERING GOODIES & SANDBOX

Interactive multi-model token visualizers, fake PostgreSQL database terminals ($ psql), interactive Git commit graphs with milestone reveals, and loss curve acoustic sonification.

MODULES4 TOOLS

RUNTIMECLIENT-SIDE

STATUSONLINE

#01 TOKEN VISUALIZER #02 POSTGRES TERMINAL ($ PSQL)#03 GIT COMMIT GRAPH #04 AUDIO SONIFICATION

TOOL 01 // SUBWORD TOKENIZATION ENGINE

Multi-Model Tokenizer & Subword VisualizerLIVE PARSER

Inspect how LLMs split text, code, and unicode into subword token IDs across different architectures.

1. Tokenizer Model Architecture:

2. Sample Prompt Payloads:

Input Prompt / Code / Corpus:

TOKEN COUNT

CHAR COUNT

CHARS / TOKEN

6.36

UTF-8 BYTES

89 B

Tokenized Representation (Click any token to inspect metadata):[TOTAL: 14 TOKENS]

TOOL 02 // RELATIONAL DATABASE SHELL

PostgreSQL Interactive Terminal ($ psql)PORTFOLIO DB

Query Alex Chen's project repositories, production metrics, and role history via SQL.

QUICK QUERIES:

psql (PostgreSQL 16.4 (Ubuntu 16.4-1.pgdg22.04+1))

Type "help" for help. Connected to database "portfolio" as user "postgres".

portfolio=#SELECT * FROM projects;

 id | name       | category 
----+------------+-----------
 01 | Pulse AI   | ML       
 02 | ShiftTab   | AI       
 03 | MNIST      | CV       
(3 rows)

portfolio=#

POSTGRESQL 16.4 · SSL ACTIVE · LATENCY: 0.42msUSE ↑/↓ FOR COMMAND HISTORY · TYPE \dt FOR TABLES

TOOL 03 // VERSION CONTROL COMMIT DAG

Visual Git Commit Graph & MilestonesINTERACTIVE DAG

Click commit nodes below to explore development milestones, benchmarks, and unified code diffs.

GRAPH TIMELINE (CLICK ANY COMMIT NODE ● TO REVEAL MILESTONE):ACTIVE HEAD: 7d30f5c (v2.4.0)

●────●────●─────────────────●──────● (main)
     │                   └── feature/ai-agent [9e41b7d]
     │
     └────●────● (feature/triton-kernel [8f2a1b4])

●a1e940f

mainv0.1.0init: Foundation ML infrastructure & distributed dataloader2021-03-14

●3d7b92c

mainv1.0.0feat(pulse-ai): Ship real-time cardiac arrhythmia detection2022-06-20

●8f2a1b4

feature/triton-kernelperf(kernel): Implement custom FlashAttention-2 Triton kernel2023-01-15

●5c91e0a

feature/triton-kerneltest: Achieve 215 TFLOPs on NVIDIA H100 SXM5 benchmark2023-04-10

●b482c19

mainv2.0.0merge: Merge branch feature/triton-kernel into main2023-05-01

●9e41b7d

feature/ai-agentfeat(agent): Autonomous tool-calling engine with schema validation2023-11-18

●7d30f5c

mainv2.4.0feat(serving): Deploy 3.1B/day Triton autoscaling on GKE2024-04-02

[SCALE]

Scale AI Serving Pipeline (3.1 Billion Daily Inferences)

COMMIT & BRANCH7d30f5c (main)

AUTHORKhalid Kakar <khalidkhankakar24@gmail.com>

DATE SHIPPED2024-04-02

PRODUCTION IMPACT & ARCHITECTURAL OUTCOME:

Achieved 40ms P99 SLA under bursty 5.8B peak load with 99.98% serving uptime.

UNIFIED GIT DIFF (PATCH):

@@ -1,4 +1,7 @@
 apiVersion: serving.triton/v1
-replicas: 8
+spec:
+  minReplicas: 32
+  maxReplicas: 128
+  targetP99Latency: 40ms

TOOL 04 // CONVERGENCE ACOUSTICS

Loss Sonification & Audio SynthesizerWEB AUDIO

Experience the acoustic harmonics of gradient descent descending into the global loss minimum.

HARMONIC FREQUENCY

440 Hz

Oscillator: Pure Sine + Lowpass

SIMULATED LOSS LEVEL

2.450

Convergence target: 0.120

AUDIO WAVE MONITOR