SYMBOL INDEX (132 symbols across 19 files)

FILE: 06-post-training/grpo-rl-training/examples/reward_functions_library.py
  function exact_match_reward (line 21) | def exact_match_reward(prompts, completions, answer, **kwargs) -> List[f...
  function fuzzy_match_reward (line 33) | def fuzzy_match_reward(prompts, completions, answer, **kwargs) -> List[f...
  function numeric_correctness_reward (line 52) | def numeric_correctness_reward(prompts, completions, answer, tolerance=0...
  function code_execution_reward (line 76) | def code_execution_reward(prompts, completions, test_cases, **kwargs) ->...
  function strict_xml_format_reward (line 99) | def strict_xml_format_reward(completions, **kwargs) -> List[float]:
  function soft_xml_format_reward (line 111) | def soft_xml_format_reward(completions, **kwargs) -> List[float]:
  function json_format_reward (line 123) | def json_format_reward(completions, **kwargs) -> List[float]:
  function incremental_format_reward (line 144) | def incremental_format_reward(completions, tags=['reasoning', 'answer'],...
  function ideal_length_reward (line 173) | def ideal_length_reward(completions, ideal_tokens=100, **kwargs) -> List...
  function min_length_reward (line 192) | def min_length_reward(completions, min_tokens=50, **kwargs) -> List[float]:
  function max_length_penalty (line 209) | def max_length_penalty(completions, max_tokens=500, **kwargs) -> List[fl...
  function reasoning_quality_reward (line 228) | def reasoning_quality_reward(completions, **kwargs) -> List[float]:
  function citation_reward (line 251) | def citation_reward(completions, **kwargs) -> List[float]:
  function no_repetition_penalty (line 274) | def no_repetition_penalty(completions, **kwargs) -> List[float]:
  function math_problem_reward (line 297) | def math_problem_reward(prompts, completions, answer, **kwargs) -> List[...
  function code_generation_reward (line 309) | def code_generation_reward(prompts, completions, test_cases, **kwargs) -...
  function extract_answer (line 323) | def extract_answer(text: str) -> str:
  function extract_xml_tag (line 327) | def extract_xml_tag(text: str, tag: str) -> str:
  function extract_code_block (line 333) | def extract_code_block(text: str) -> str:
  function run_test_cases (line 339) | def run_test_cases(code: str, test_cases: List[tuple]) -> bool:

FILE: 06-post-training/grpo-rl-training/templates/basic_grpo_training.py
  function get_dataset (line 39) | def get_dataset(split="train"):
  function extract_xml_tag (line 66) | def extract_xml_tag(text: str, tag: str) -> str:
  function extract_answer (line 72) | def extract_answer(text: str) -> str:
  function correctness_reward_func (line 78) | def correctness_reward_func(prompts, completions, answer, **kwargs):
  function format_reward_func (line 87) | def format_reward_func(completions, **kwargs):
  function incremental_format_reward_func (line 96) | def incremental_format_reward_func(completions, **kwargs):
  function setup_model_and_tokenizer (line 126) | def setup_model_and_tokenizer():
  function get_peft_config (line 140) | def get_peft_config():
  function main (line 155) | def main():

FILE: demos/scientific-plotting-demo/figures/gen_fig_andes_architecture_gemini.py
  function generate_image (line 254) | def generate_image(prompt_text, attempt_num):
  function main (line 284) | def main():

FILE: demos/scientific-plotting-demo/figures/gen_fig_andes_workflow.py
  function draw_rounded_box (line 47) | def draw_rounded_box(ax, xy, width, height, label, facecolor, edgecolor,
  function draw_arrow (line 64) | def draw_arrow(ax, start, end, color="#2D3436", style="-|>", linewidth=1.2,
  function draw_circled_number (line 77) | def draw_circled_number(ax, xy, number, color="#F4A261", fontsize=8):

FILE: demos/scientific-plotting-demo/figures/gen_fig_experiment_results.py
  function generate_cdf_data (line 61) | def generate_cdf_data(n=500, seed=42):
  function plot_cdf_panels (line 84) | def plot_cdf_panels():
  function plot_burst_intensity (line 137) | def plot_burst_intensity():
  function plot_summary_improvements (line 206) | def plot_summary_improvements():
  function plot_qoe_definition (line 275) | def plot_qoe_definition():

FILE: packages/ai-research-skills/src/agents.js
  constant SUPPORTED_AGENTS (line 14) | const SUPPORTED_AGENTS = [
  function detectAgents (line 93) | function detectAgents() {
  function buildLocalAgentTargets (line 119) | function buildLocalAgentTargets(agents, projectDir) {
  function detectLocalAgents (line 134) | function detectLocalAgents(projectDir) {
  function getAgentById (line 161) | function getAgentById(id) {
  function getSupportedAgentIds (line 169) | function getSupportedAgentIds() {

FILE: packages/ai-research-skills/src/ascii.js
  function showWelcome (line 18) | function showWelcome(skillCount = 98, categoryCount = 23, agentCount = 9) {
  function showAgentsDetected (line 36) | function showAgentsDetected(agents) {
  function showMenuHeader (line 57) | function showMenuHeader() {
  function showSuccess (line 69) | function showSuccess(skillCount, agents) {
  function showLocalSuccess (line 106) | function showLocalSuccess(skillCount, agents, projectDir) {
  function showNoAgents (line 143) | function showNoAgents() {

FILE: packages/ai-research-skills/src/index.js
  function sleep (line 48) | function sleep(ms) {
  function interactiveFlow (line 55) | async function interactiveFlow() {
  function commandMode (line 405) | async function commandMode(options) {
  function main (line 522) | async function main() {

FILE: packages/ai-research-skills/src/installer.js
  constant REPO_URL (line 8) | const REPO_URL = 'https://github.com/Orchestra-Research/AI-research-SKIL...
  constant CANONICAL_DIR (line 9) | const CANONICAL_DIR = join(homedir(), '.orchestra', 'skills');
  constant LOCK_FILE (line 10) | const LOCK_FILE = join(homedir(), '.orchestra', '.lock.json');
  constant LOCAL_LOCK_FILENAME (line 11) | const LOCAL_LOCK_FILENAME = '.orchestra-skills.json';
  function copyDirectoryContents (line 16) | function copyDirectoryContents(source, dest) {
  function ensureCanonicalDir (line 28) | function ensureCanonicalDir() {
  function readLock (line 41) | function readLock() {
  function writeLock (line 55) | function writeLock(data) {
  function downloadSkills (line 62) | async function downloadSkills(categories, spinner) {
  function createSymlinks (line 132) | function createSymlinks(agent, skills, spinner) {
  function downloadSpecificSkills (line 175) | async function downloadSpecificSkills(skillPaths, spinner) {
  function installSpecificSkills (line 243) | async function installSpecificSkills(skillPaths, agents) {
  function installSkills (line 279) | async function installSkills(categories, agents) {
  function listInstalledSkills (line 317) | function listInstalledSkills() {
  function getAllCategoryIds (line 387) | function getAllCategoryIds() {
  function getInstalledSkillPaths (line 418) | function getInstalledSkillPaths() {
  function updateInstalledSkills (line 453) | async function updateInstalledSkills(agents) {
  function uninstallAllSkills (line 496) | async function uninstallAllSkills(agents) {
  function uninstallSpecificSkills (line 544) | async function uninstallSpecificSkills(skillPaths, agents) {
  function getInstalledSkillsForSelection (line 620) | function getInstalledSkillsForSelection() {
  function getLocalLockPath (line 641) | function getLocalLockPath(projectDir) {
  function readLocalLock (line 648) | function readLocalLock(projectDir) {
  function writeLocalLock (line 663) | function writeLocalLock(projectDir, data) {
  function copySkillsToLocal (line 673) | function copySkillsToLocal(agent, skills, tempDir) {
  function installSkillsLocal (line 708) | async function installSkillsLocal(categories, agents, projectDir) {
  function installSpecificSkillsLocal (line 784) | async function installSpecificSkillsLocal(skillPaths, agents, projectDir) {
  function listLocalSkills (line 857) | function listLocalSkills(projectDir) {
  function getLocalSkillPaths (line 908) | function getLocalSkillPaths(projectDir) {
  function getLocalSkillsForSelection (line 922) | function getLocalSkillsForSelection(projectDir) {
  function updateLocalSkills (line 940) | async function updateLocalSkills(agents, projectDir) {
  function uninstallLocalSkills (line 955) | async function uninstallLocalSkills(skillPaths, agents, projectDir) {
  function uninstallAllLocalSkills (line 998) | async function uninstallAllLocalSkills(agents, projectDir) {

FILE: packages/ai-research-skills/src/prompts.js
  constant CATEGORIES (line 7) | const CATEGORIES = [
  constant INDIVIDUAL_SKILLS (line 36) | const INDIVIDUAL_SKILLS = [
  constant QUICK_START_SKILLS (line 82) | const QUICK_START_SKILLS = [
  function getTotalSkillCount (line 103) | function getTotalSkillCount() {
  function askMainMenuAction (line 110) | async function askMainMenuAction(projectDir) {
  function askSelectLocalAgents (line 137) | async function askSelectLocalAgents(agents) {
  function askLocalConfirmation (line 204) | async function askLocalConfirmation(skillCount, agents, projectDir, cate...
  function askUninstallChoice (line 272) | async function askUninstallChoice() {
  function askSelectSkillsToUninstall (line 297) | async function askSelectSkillsToUninstall(installedSkills) {
  function askConfirmUninstall (line 341) | async function askConfirmUninstall(count) {
  function askInstallChoice (line 364) | async function askInstallChoice() {
  function askCategories (line 409) | async function askCategories() {
  function askIndividualSkills (line 453) | async function askIndividualSkills() {
  function askConfirmation (line 497) | async function askConfirmation(skillCount, agents, selectedCategories, s...
  function askSelectAgents (line 563) | async function askSelectAgents(agents) {
  function askAfterAction (line 630) | async function askAfterAction() {
  function parseArgs (line 650) | function parseArgs(args) {

FILE: video-promo/ai-research-skills-promo/src/AIResearchSkillsPromo.tsx
  constant SCENE_TIMING (line 27) | const SCENE_TIMING = {

FILE: video-promo/ai-research-skills-promo/src/components/AgentDetection.tsx
  constant COLORS (line 12) | const COLORS = {
  constant AGENTS (line 18) | const AGENTS = [
  type AgentItemProps (line 26) | type AgentItemProps = {
  type AgentDetectionProps (line 88) | type AgentDetectionProps = {

FILE: video-promo/ai-research-skills-promo/src/components/CallToAction.tsx
  constant COLORS (line 14) | const COLORS = {
  type CallToActionProps (line 23) | type CallToActionProps = {

FILE: video-promo/ai-research-skills-promo/src/components/CategorySelection.tsx
  constant COLORS (line 12) | const COLORS = {
  constant CATEGORIES (line 21) | const CATEGORIES = [
  type CategoryItemProps (line 30) | type CategoryItemProps = {
  type CategorySelectionProps (line 115) | type CategorySelectionProps = {

FILE: video-promo/ai-research-skills-promo/src/components/InstallProgress.tsx
  constant COLORS (line 13) | const COLORS = {
  constant SKILL_NAMES (line 22) | const SKILL_NAMES = [
  type InstallProgressProps (line 38) | type InstallProgressProps = {

FILE: video-promo/ai-research-skills-promo/src/components/OrchestraLogo.tsx
  constant ORCHESTRA_ASCII (line 13) | const ORCHESTRA_ASCII = `
  type OrchestraLogoProps (line 22) | type OrchestraLogoProps = {

FILE: video-promo/ai-research-skills-promo/src/components/StatsDisplay.tsx
  constant COLORS (line 13) | const COLORS = {
  type StatItemProps (line 20) | type StatItemProps = {
  type StatsDisplayProps (line 95) | type StatsDisplayProps = {

FILE: video-promo/ai-research-skills-promo/src/components/SuccessScreen.tsx
  constant COLORS (line 15) | const COLORS = {
  constant EXAMPLE_PROMPTS (line 23) | const EXAMPLE_PROMPTS = [
  type SuccessScreenProps (line 29) | type SuccessScreenProps = {

FILE: video-promo/ai-research-skills-promo/src/components/Terminal.tsx
  constant COLORS (line 13) | const COLORS = {
  type TerminalProps (line 26) | type TerminalProps = {
  type CursorProps (line 134) | type CursorProps = {
  type TypewriterProps (line 167) | type TypewriterProps = {
  type CommandLineProps (line 201) | type CommandLineProps = {
  type ColoredTextProps (line 221) | type ColoredTextProps = {