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mindi-backup / CONTEXT_SUMMARY.md
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Project Context Summary

This file captures the current state of work from the active collaboration session.

Environment

  • Original project path: D:\Desktop 31st Jan 2026\MIND-AI-MODEL
  • Target copy path requested: C:\AI 2
  • OS: Windows
  • GPU: NVIDIA RTX 4060 Laptop (8GB VRAM)

Completed Components

  1. Component 1 (Project setup): completed and verified.
  2. Component 2 (Custom tokenizer): completed and verified.
  3. Component 3 (Dataset pipeline): completed and verified.
  4. Component 3 final-step reprocess fix: completed and verified, with JS rebalance.
  5. Component 4 (420M transformer architecture): completed and verified.

Current Dataset Stats

  • Total processed records: 139,531
  • Python: 115,572
  • JavaScript: 23,959

Current Model Architecture

  • Preset: medium_420m
  • Parameters: 423,934,848
  • Verified forward pass on GPU successful.

Key Files

  • configs/component4_model_config.yaml
  • src/model_architecture/code_transformer.py
  • scripts/build_component4_model.py
  • scripts/verify_component4_model.py
  • data/processed/train_tokenized.jsonl
  • data/processed/pipeline_stats.json

Next Planned Component

  • Component 5: Training pipeline with FP16, gradient checkpointing, gradient accumulation, checkpointing every 100 steps, resume support, early stopping, and live training metrics.