Parag Ekbote ParagEkbote

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https://paragekbote.github.io/

ParagEkbote / dataset_eda.py

Last active June 9, 2026 17:28

EDA Script for creation of visual plots.

	"""
	EDA Data Pipeline — Pruna vs HQQ
	==================================
	Loads raw benchmark datasets from HuggingFace Hub,
	cleans them, and saves processed CSVs.

	Outputs
	-------
	benchmark/eda_outputs/
	├── combined_cleaned_results.parquet

ParagEkbote / viz_memory_plots.py

Last active June 9, 2026 17:27

Script for visualization of memory plots.

	"""
	Memory Benchmark Plots — Pruna vs HQQ
	Generates three focused memory-centric plots:
	1. kv_cache_growth.png — KV cache growth (GB/token) across generation lengths
	2. peak_memory_scaling.png — Peak memory (GB) across generation lengths
	3. memory_stability_envelope.png — Peak memory mean ± 1 SD envelope
	"""

	from pathlib import Path

ParagEkbote / aggregate_values_benchmark_table.py

Last active June 9, 2026 17:35

Script to create an aggregate summary table comparing useful metrics for Pruna vs Base (HQQ+torch.compile)

	"""
	Aggregate Summary Table — Pruna vs Base(HQQ+torch.compile)
	=======================================

	Loads raw benchmark CSVs, computes aggregate_summary.csv,
	then saves it as a styled PNG table.

	Input
	-----
	benchmark/raw_benchmark_results_hqq.csv

ParagEkbote / fetch_contributions.py

Last active June 19, 2026 14:48

Python scripts+ ci job to fetch your open-source contributions and reviews; analyze it with AI buttons.

	import os
	import requests
	import subprocess
	import httpx
	import asyncio
	import urllib.parse
	from datetime import date
	from pathlib import Path
	from collections import Counter
	import logging

ParagEkbote / hf_datasets_dagster.py

Last active June 1, 2026 03:58

Example pipeline for transforming glue dataset with dagster-hf-datasets

	from dagster_hf_datasets import (
	HFDatasetPublisher,
	HFParquetIOManager,
	HuggingFaceResource,
	hf_dataset_asset,
	)
	from datasets import Dataset

	from dagster import AssetExecutionContext, Definitions, MaterializeResult, asset

ParagEkbote / hqq_torch_compile_base.py

Last active June 9, 2026 17:33

A custom benchmark runner script applying optimization algorithms (HQQ (4bit) + torch.compile ) for Llama-3.2-1B-Instruct

ParagEkbote / hqq_torch_compile_pruna.py

Last active June 9, 2026 17:33

A benchmark runner script with pruna applying optimization algorithms (HQQ (4bit) + torch.compile ) for Llama-3.2-1B-Instruct

ParagEkbote / compare_tokenizer.py

Created March 16, 2026 05:10

	#!/usr/bin/env python3
	"""
	Tokenizer Performance Comparison
	"""
	# ------------------------------------------------
	# Dependencies
	# Install with:
	#
	# uv pip install \
	# "datasets>=2.14.0" \

ParagEkbote / pr_insights.py

Created March 9, 2026 09:57

Open-Source Contributions Insight

	import os
	import json
	import subprocess
	import requests
	from datetime import datetime
	from statistics import mean, median, stdev
	from collections import defaultdict
	from pathlib import Path

ParagEkbote / inference_optimization_strategy.py

Last active February 23, 2026 09:35

	import os
	import time

	import numpy as np
	import matplotlib.pyplot as plt
	import torch
	from tqdm import tqdm
	from transformers import (
	AutoModelForCausalLM,
	AutoTokenizer,