saiadarsh16/home_take_assessment

How saiadarsh16/home_take_assessment works

This repository is a multi-model computer-vision inference API plus a model preparation and validation workflow. The main runtime flow accepts authenticated image requests, runs classification, detection, or embedding inference, and returns results; similarity additionally indexes or searches a caller-scoped gallery, while batch requests are queued and processed asynchronously. The graph includes the documented model lifecycle as a separate capability. Several router, queue, and model-authoring implementations were not sampled, so their internal wiring is shown only where the README or sampled code supports it.

Main entry points: inference_service.py Inference service · main.py FastAPI app · similarity.py Similarity routes · image_processing.py Image validation

Components 22

API and Access

FastAPI app api/main.py
Authentication api/middleware/auth.py
Classification route api/routers/classification.py
Detection route api/routers/detection.py
Similarity routes api/routers/similarity.py
Batch routes api/routers/batch.py

Inference and Models

Image validation api/utils/image_processing.py
Inference service api/services/inference_service.py
Model serving api/services/model_service.py
Model artifacts models

Batch Processing

Job dispatch api/dispatcher.py
Batch worker api/worker.py
Job execution api/services/jobs.py

State and Operations

Similarity gallery api/services/database.py
Cache and quotas api/services/cache_service.py
Job and audit store api/services/database.py
Telemetry api/services/telemetry.py

Model Lifecycle

Data preparation models/prepare.py
Model training models/train.py
Backend export models/export.py
Model evaluation models/validate.py

Other components

API client

Connections 29

API client → FastAPI app: sends requests
FastAPI app → Authentication: authenticates
FastAPI app → Classification route: dispatches
FastAPI app → Detection route: dispatches
FastAPI app → Similarity routes: dispatches
FastAPI app → Batch routes: dispatches
Classification route → Image validation: reads upload
Classification route → Inference service: runs task
Detection route → Image validation: reads upload
Detection route → Inference service: runs task
Similarity routes → Image validation: reads upload
Similarity routes → Inference service: runs task
Similarity routes → Similarity gallery: reads and writes
Inference service → Image validation: decodes image
Inference service → Model serving: predicts
Inference service → Cache and quotas: reads and writes
Inference service → Job and audit store: audits inference
Inference service → Telemetry: records metrics
Model serving → Model artifacts: loads weights
Batch routes → Job dispatch: submits jobs
Job dispatch → Job and audit store: stores job
Job dispatch → Batch worker: queues job
Batch worker → Job execution: executes job
Job execution → Inference service: runs items
Job execution → Job and audit store: updates job
Data preparation → Model training: supplies data
Model training → Backend export: produces weights
Backend export → Model evaluation: exports for checks
Backend export → Model artifacts: writes artifacts

More Python diagrams: tdrussell/diffusion-pipe · fastmachinelearning/hls4ml · simple-salesforce/simple-salesforce · pymatting/pymatting · o365/python-o365

Drawn by GitDiagram on September 27, 2026 from the repository's file tree, README and source files. Read as Markdown ·