Skip to content

Instantly share code, notes, and snippets.

View yaravind's full-sized avatar
💭
Constraints Liberate. Liberties Constrain.

Aravind Yarram yaravind

💭
Constraints Liberate. Liberties Constrain.
View GitHub Profile
import org.apache.spark.ml.Pipeline
import org.apache.spark.ml.PipelineStage
import org.apache.spark.ml.Transformer
import org.apache.spark.ml.classification.LogisticRegression
import org.apache.spark.ml.feature.LabeledPoint
import org.apache.spark.ml.linalg.DenseVector
import org.apache.spark.ml.linalg.Vectors
import org.apache.spark.ml.param.ParamMap
import org.apache.spark.sql.Dataset
import org.apache.spark.sql.Row
from pyspark.sql import SparkSession
from pyspark.sql.functions import *
from pyspark.sql import Row
from pyspark.sql.types import IntegerType
# Create the Spark session
spark = SparkSession.builder \
.master("local") \
.config("spark.sql.autoBroadcastJoinThreshold", -1) \
.config("spark.executor.memory", "500mb") \
@yaravind
yaravind / README.md
Created May 14, 2026 22:52 — forked from patleeman/README.md
How OpenAI Codex implements the /goal slash command -- persisted long-running task objectives

Codex /goal Implementation

How OpenAI's Codex CLI implements the /goal slash command for persisted long-running task objectives.

The /goal command sets a persisted objective for a long-running task. It's a five-layer system: a SQLite table stores one goal per thread with status (active/paused/budget_limited/complete), optional token budget, and running usage counters. The app-server exposes thread/goal/set/get/clear JSON-RPC methods. The model sees three tools — create_goal, update_goal(complete), and get_goal — but can't pause/resume; those are system-controlled. A runtime event bus hooks into turn lifecycle to track token + wall-clock deltas for accounting, auto-pauses on interrupt, auto-reactivates paused goals on thread resume, and injects budget-limit steering into the model's response stream. The TUI handles the /goal slash command and displays goal state in the status bar.

Author: etraut-openai | 5 PRs, ~15K additions, landed in ~10 days (Apr 16–25, 2026)