// PIPELINE ARCHITECTURE
┌─────────────┐ ┌──────────────┐ ┌─────────────┐ ┌──────────────┐
│ RAW DATA │────▶│ VALIDATION │────▶│ TRANSFORM │────▶│ FINE-TUNE │
│ Sources │ │ & Clean │ │ Pipeline │ │ Ready │
└─────────────┘ └──────────────┘ └─────────────┘ └──────────────┘
│ │ │ │
▼ ▼ ▼ ▼
[CSV/JSON] [Deduplication] [Formatting] [Training]
[Text/Logs] [Validation] [Tokenization] [Evaluation]
[APIs/DBs] [Schema Check] [Augmentation] [Deployment]
// TECHNICAL COMPETENCIES
Python/ML Development
90%
// CORE STACK
import pandas as pd
import numpy as np
from comfyui_sdk import CustomNode, Pipeline
from ollama import Client as OllamaClient
TECH_STACK = {
"languages": ["Python 3.8+", "SQL", "Bash"],
"ml_frameworks": ["PyTorch", "Transformers", "scikit-learn"],
"data_tools": ["Pandas", "DVC", "Apache Airflow"],
"genai_tools": ["ComfyUI", "Ollama", "LangChain"],
"testing": ["pytest", "unittest", "A/B testing"],
"monitoring": ["Memory profiling", "Performance metrics"]
}
// PROJECT SHOWCASE
ComfyUI LLM Integration Suite
Разработка набора кастомных нод для интеграции Ollama LLM с ComfyUI. Включает API-коннекторы, обработку промптов и управление контекстом.
Python
ComfyUI SDK
Ollama API
Unit Testing
Dataset Preparation Pipeline
Автоматизированный пайплайн для очистки, валидации и подготовки текстовых датасетов для fine-tuning генеративных моделей.
Pandas
Data Validation
Deduplication
Format Conversion
Generative Showcase Pipelines
Создание демонстрационных пайплайнов для презентации возможностей генеративных моделей с использованием checkpoints и LoRA.
ComfyUI
Model Integration
Graph Design
Documentation
// WORKFLOW METHODOLOGY
DEVELOPMENT CYCLE:
┌──────────┐
│ ANALYZE │ ◄─────────────────┐
└────┬─────┘ │
│ │
▼ │
┌──────────┐ ┌────┴─────┐
│ DESIGN │ │ DEPLOY │
└────┬─────┘ └────▲─────┘
│ │
▼ │
┌──────────┐ ┌────┴─────┐
│ CODE │──────────────│ TEST │
└──────────┘ └──────────┘
Risk Mitigation:
├── A/B Testing for validation
├── Memory profiling for optimization
├── SDK version compatibility checks
└── Iterative feedback loops
// DELIVERABLES
Phase 1: Data Preparation
✓ Dataset cleaning scripts
✓ Validation pipelines
✓ Format conversion tools
Phase 2: Custom Development
✓ ComfyUI custom nodes
✓ LLM integration modules
✓ API connectors
Phase 3: Testing & Documentation
✓ Unit test suites
✓ Technical documentation
✓ Usage examples
Phase 4: Deployment
✓ Production-ready pipelines
✓ Performance metrics
✓ Handover materials