# AtlasAI
> Take back control of your lives with our data-supported, individualized solutions!
AtlasAI bridges the gap between today's abundance of wearable health data and meaningful, actionable recommendations for our users.
Created for [CalHacks 10.0](https://www.calhacks.io/). View our Devpost submission [here](https://devpost.com/software/atlasai)!
## Detected evidence (automated analysis)
Indexed codebase: 33 recognized source files, 94 KB.
- CSS (language) — detected in the code
- JavaScript (language) — detected in the code
- Next.js (technology) — detected in the code
- Python (language) — detected in the code
- React (technology) — detected in the code
- Tailwind CSS (technology) — detected in the code
- TypeScript (language) — detected in the code
## Codebase structure (from repository index)
### Files (46 of 46)
```
.env.example
.eslintrc.json
.gitignore
convex/_generated/api.d.ts
convex/_generated/api.js
convex/_generated/dataModel.d.ts
convex/_generated/server.d.ts
convex/_generated/server.js
convex/http.ts
convex/predictedMetrics.ts
convex/README.md
convex/recommendedTasks.ts
convex/schedule_tasks.ts
convex/schema.ts
convex/sleepScores.ts
convex/stressScores.ts
convex/tasks.ts
convex/tsconfig.json
next.config.js
package.json
postcss.config.js
predictedMetricsSample.jsonl
README.md
sampleData.jsonl
sampleReccos.jsonl
src/app/components/Recommended.tsx
src/app/components/RecommendedCard.tsx
src/app/components/SpotifyDrawer.tsx
src/app/components/SpotifyEmbedded.tsx
src/app/components/TaskItem.tsx
src/app/ConvexClientProvider.tsx
src/app/globals.css
src/app/layout.tsx
src/app/page.tsx
src/app/recs/route.ts
src/app/stats/page.tsx
tailwind.config.ts
together/.env.example
together/.gitignore
together/data.py
together/finetune.py
together/finetune.sh
together/requirements.txt
together/samples.py
together/test_prompt.txt
tsconfig.json
```
### Dependencies
- package.json: @mui/icons-material@^5.14.15, @mui/lab@^5.0.0-alpha.149, @mui/material@^5.14.14, @mui/x-date-pickers@^6.16.3, @types/node@^20, @types/react@^18, @types/react-dom@^18, autoprefixer@^10, axios@^1.6.0, chart.js@^4.4.0, convex@^1.5.1, dayjs@^1.11.10, eslint@^8, eslint-config-next@14.0.0, luxon@^3.4.3, next@14.0.0, overlayscrollbars-react@^0.5.3, postcss@^8, react@^18, react-chartjs-2@^5.2.0, react-dom@^18, tailwindcss@^3, typescript@^5
### Recent commits (newest first)
- Create .env.example
- styling
- Update README.md
- recs on add event
- fix carfd
- - fixed removal of pm and am from schedule
- add useeffect
- - fixed commands
- Merge branch 'main' of https://github.com/TJun-Jie/AtlasAI-
- - new changes
- cleaned JSON for `/recs` route (#8)
- Edited README and data
- Merge branch 'main' of github.com:TJun-Jie/AtlasAI- into main
- Minor styling
- add cards
- Added modal for high current stress
- add styles
- change sample data
- styel
- create `/recs` route (#7)
## Key source files (fetched from GitHub, selected and truncated for size)
### package.json
```
{
"name": "atlas",
"version": "0.1.0",
"private": true,
"scripts": {
"dev": "next dev",
"build": "next build",
"start": "next start",
"lint": "next lint"
},
"dependencies": {
"@mui/icons-material": "^5.14.15",
"@mui/lab": "^5.0.0-alpha.149",
"@mui/material": "^5.14.14",
"@mui/x-date-pickers": "^6.16.3",
"axios": "^1.6.0",
"chart.js": "^4.4.0",
"convex": "^1.5.1",
"dayjs": "^1.11.10",
"luxon": "^3.4.3",
"next": "14.0.0",
"overlayscrollbars-react": "^0.5.3",
"react": "^18",
"react-chartjs-2": "^5.2.0",
"react-dom": "^18"
},
"devDependencies": {
"@types/node": "^20",
"@types/react": "^18",
"@types/react-dom": "^18",
"autoprefixer": "^10",
"eslint": "^8",
"eslint-config-next": "14.0.0",
"postcss": "^8",
"tailwindcss": "^3",
"typescript": "^5"
}
}
```
### together/requirements.txt
```
��c e r t i f i = = 2 0 2 3 . 7 . 2 2
c h a r s e t - n o r m a l i z e r = = 3 . 3 . 1
c l i c k = = 8 . 1 . 7
c o l o r a m a = = 0 . 4 . 6
i d n a = = 3 . 4
p y t h o n - d o t e n v = = 1 . 0 . 0
r e q u e s t s = = 2 . 3 1 . 0
s s e c l i e n t - p y = = 1 . 8 . 0
t a b u l a t e = = 0 . 9 . 0
t o g e t h e r = = 0 . 2 . 6
t q d m = = 4 . 6 6 . 1
t y p e r = = 0 . 9 . 0
t y p i n g - e x t e n s i o n s = = 4 . 8 . 0
u r l l i b 3 = = 2 . 0 . 7
```
### src/app/layout.tsx
```typescript
import "./globals.css";
import type { Metadata } from "next";
import { Inter } from "next/font/google";
import ConvexClientProvider from "./ConvexClientProvider";
import Image from "next/image";
import "overlayscrollbars/overlayscrollbars.css";
import SpotifyDrawer from "./components/SpotifyDrawer";
const inter = Inter({ subsets: ["latin"] });
export default function RootLayout({
children,
}: {
children: React.ReactNode;
}) {
return (
);
}
```
### convex/_generated/server.js
```javascript
/* eslint-disable */
/**
* Generated utilities for implementing server-side Convex query and mutation functions.
*
* THIS CODE IS AUTOMATICALLY GENERATED.
*
* Generated by convex@1.5.1.
* To regenerate, run `npx convex dev`.
* @module
*/
import {
actionGeneric,
httpActionGeneric,
queryGeneric,
mutationGeneric,
internalActionGeneric,
internalMutationGeneric,
internalQueryGeneric,
} from "convex/server";
/**
* Define a query in this Convex app's public API.
*
* This function will be allowed to read your Convex database and will be accessible from the client.
*
* @param func - The query function. It receives a {@link QueryCtx} as its first argument.
* @returns The wrapped query. Include this as an `export` to name it and make it accessible.
*/
export const query = queryGeneric;
/**
* Define a query that is only accessible from other Convex functions (but not from the client).
*
* This function will be allowed to read from your Convex database. It will not be accessible from the client.
*
* @param func - The query function. It receives a {@link QueryCtx} as its first argument.
* @returns The wrapped query. Include this as an `export` to name it and make it accessible.
*/
export const internalQuery = internalQueryGeneric;
/**
* Define a mutation in this Convex app's public API.
*
* This function will be allowed to modify your Convex database and will be accessible from the client.
*
* @param func - The mutation function. It receives a {@link MutationCtx} as its first argument.
* @returns The wrapped mutation. Include this as an `export` to name it and make it accessible.
*/
export const mutation = mutationGeneric;
/**
* Define a mutation that is only accessible from other Convex functions (but not from the client).
*
* This function will be allowed to modify your Convex database. It will not be accessible from the client.
*
* @param func - The mutation function. It receives a {@link MutationCtx} as its first argument.
* @returns The wrapped mutation. Include this as an `export` to name it and make it accessible.
*/
export const internalMutation = internalMutationGeneric;
/**
* Define an action in this Convex app's public API.
*
* An action is a function which can execute any JavaScript code, including non-deterministic
* code and code with side-effects, like calling third-party services.
* They can be run in Convex's JavaScript environment or in Node.js using the "use node" directive.
* They can interact with the database indirectly by calling queries and mutations using the {@link ActionCtx}.
*
* @param func - The action. It receives an {@link ActionCtx} as its first argument.
* @returns The wrapped action. Include this as an `export` to name it and make it accessible.
*/
export const action = actionGeneric;
/**
* Define an action that is only accessible from other Convex functions (but not from the client).
*
* @param func - The function. It receives an {@link ActionCtx} as its first argument.
* @returns The wrapped function. Include this as an `export` to name it and make it accessible.
*/
export const internalAction = internalActionGeneric;
/**
* Define a Convex HTTP action.
*
* @param func - The function. It receives an {@link ActionCtx} as its first argument, and a `Request` object
* as its second.
* @returns The wrapped endpoint function. Route a URL path to this function in `convex/http.js`.
*/
export const httpAction = httpActionGeneric;
```
### src/app/recs/route.ts
```typescript
import axios from "axios";
export async function GET(request: Request) {
let ret = "";
try {
const req = await request.text();
const res = await axios.post(
"https://api.together.xyz/inference",
{
model:
"aarona@bu.edu/CodeLlama-13b-Instruct-atlasAI-finetune-2023-10-29-04-24-24",
// "togethercomputer/CodeLlama-34b-Instruct",
max_tokens: 2043,
prompt:
"[INST] " +
"Based on the following tasks and stress scores, generate a new schedule that contains JSON parseable list of event objects" +
"Include a comma between each event object. Please follow this template." +
`output: [
{
"startTime": "2023-11-13T20:00:00",
"deadline": "2023-11-18T12:00:00",
"isFixed": false,
"title": "Math Problem Set 1",
"duration": 240,
"priority": 1,
"reason": "You appear to always be stressed around this time :(. Consider doing homework later on when you are less stressed!"
},
{
"startTime": "2023-11-13T15:00:00",
"deadline": null,
"isFixed": true,
"title": "Basketball Training",
"duration": 120,
"priority": 2,
"reason": "You appear more stressed in the morning. How about exercising later in the afternoon instead?"
},
{
"startTime": "2023-11-13T14:00:00",
"deadline": null,
"isFixed": true,
"title": "Coding class",
"duration": 60,
"priority": 1,
"reason": null
},
{
"startTime": "2023-11-13T18:00:00",
"deadline": null,
"isFixed": false,
"title": "Team Standup",
"duration": 120,
"priority": 2,
"reason": "You appear to always be stressed around this time :(. Consider doing this task later on when you are less stressed!"
}].` +
"If the current schedule makes sense, you do not need to change it." +
"If there is a difference between the new schedule and the old schedule, " +
"add a new reason field to each rescheduled task and describe the reason for the change.\n" +
req +
" [/INST]",
temperature: 0.7,
top_p: 0.7,
top_k: 50,
repetition_penalty: 1,
stream_tokens: true,
stop: ["", "[INST]"],
negative_prompt: "",
sessionKey: "a73e3e0bd6ffd65d9e488c3160c8984009265d87",
type: "chat",
},
{
headers: {
Authorization: "Bearer " + process.env.TOGETHER_API_KEY,
},
}
);
let re = /"text":"(.*?)"/g;
let match;
while ((match = re.exec(res.data)) !== null) {
ret += match[1];
}
ret = ret
.replace(/\\n/g, "")
.replace(/\\/g, `\"`)
.replace(/\" \"/g, '":"')
.replace(/\" \:/g, '":"')
.replace(/isFixed"/g, 'isFixed":')
.replace(/deadline" null/g, 'deadline": null')
.replace(/duration"/g, 'duration":')
.replace(/priority"/g, 'priority":')
.replace(/reason" null/g, 'reason": null')
.replace(/\s\s+/g, " ")
.replace(/\" \"/g, '", "')
.replace(/\"\":/g, '", "');
console.log(ret);
re = /(\[.*?\])/;
match = ret.match(re);
if (match) {
ret = JSON.parse(match[1]);
}
} catch (e: unknown) {
console.log(e);
if (e instanceof Error) {
return new Response(e.message, {
status: 500,
});
}
}
return Response.json(ret);
}
```
### src/app/stats/page.tsx
```typescript
"use client";
// React ChartJS 2 Charting Library.
import {
Chart as ChartJS,
CategoryScale,
LinearScale,
BarElement,
Title,
Tooltip,
Legend,
} from "chart.js";
import { useQuery } from "convex/react";
import { Bar } from "react-chartjs-2";
import { getCurrentHourInSanFrancisco } from "../../../convex/stressScores";
import { api } from "../../../convex/_generated/api";
import utc from "dayjs/plugin/utc"; // UTC plugin
import timezone from "dayjs/plugin/timezone";
import dayjs from "dayjs";
import RecommendedCard from "../components/RecommendedCard";
import SpotifyDrawer from "../components/SpotifyDrawer";
import { Typography } from "@mui/material";
ChartJS.register(
CategoryScale,
LinearScale,
BarElement,
Title,
Tooltip,
Legend
);
dayjs.extend(utc);
dayjs.extend(timezone);
export default function Stats() {
const options = {
responsive: true,
plugins: {
legend: {
display: false,
},
title: {
display: false,
},
},
maintainAspectRatio: false,
};
const stressData = useQuery(api.stressScores.getStressScores, {
hour: getCurrentHourInSanFrancisco(),
});
const stressScore = stressData ? stressData[0]?.score : 0;
const stressLastUpdated = stressData ? stressData[0]?._creationTime : 0;
const sleepData = useQuery(api.sleepScores.getSleepScores, {
hour: getCurrentHourInSanFrancisco(),
});
const sleepScore = sleepData ? sleepData[0]?.score : 0;
const sleepLastUpdated = sleepData ? sleepData[0]?._creationTime : 0;
const pastMetrics = useQuery(api.predictedMetrics.getPredictedMetrics);
const pastSleepScores = pastMetrics
? pastMetrics[0]?.predictedSleepScores
: [];
const pastStressScores = pastMetrics
? pastMetrics[0]?.predictedStressScores
: [];
const dateTimeUTCStress = dayjs(stressLastUpdated);
const dateTimeSFStress = dateTimeUTCStress.tz("America/Los_Angeles");
const formattedStressDateTime = dateTimeSFStress.format("YYYY-MM-DD h:mm A");
const dateTimeUTCSleep = dayjs(sleepLastUpdated);
const dateTimeSFSleep = dateTimeUTCSleep.tz("America/Los_Angeles");
const formattedSleep = dateTimeSFSleep.format("YYYY-MM-DD h:mm A");
// Convert to San Francisco time
// const dateTimeSF = dateTimeUTC.tz("America/Los_Angeles");
const labels = [
"00",
"01",
"02",
"03",
"04",
"05",
"06",
"07",
"08",
"09",
"10",
"11",
"12",
"13",
"14",
"15",
"16",
"17",
"18",
"19",
"20",
"21",
"22",
"23",
];
const dataSet = pastStressScores.map((value) => value.score);
const data = {
labels,
datasets: [
{
data: dataSet,
backgroundColor: dataSet.map((value) =>
value > 27 ? "rgba(255, 99, 132, 0.5)" : "rgba(53, 162, 235, 0.5)"
),
},
],
};
// Recommended Tasks.
interface Recommendation {
title: string;
recommendation: string;
}
interface StressRecommendation {
title: string;
recommendation: string;
}
const stressRecommendations: StressRecommendation[] = [
{
title: "High Stress During Work Hours",
recommendation:
"We've noticed a pattern of elevated stress levels during your typical working hours. Consider taking short breaks to step away from your workstation, practice deep-breathing exercises, or take a walk to reset your mind.",
},
{
title: "Post-Exercise Stress Increase",
recommendation:
"An increase in stress levels is observed post-workout. While exercise generally lowers stress, intense workouts can temporarily have the opposite effect. Consider a mix of cardio and relaxation-based exercises like yoga.",
},
{
title: "Morning Stress",
recommendation:
"High stress levels are observed in the mornings. A structured morning routine including light exercise, a balanced breakfast, and planning for the day can set a positive tone.",
},
];
const sleepRecommendations: Recommendation[] = [
{
title: "Weekday vs Weekend Variance",
recommendation:
"Our analysis shows that your sleep quality varies between weekdays and weekends, which can be disruptive to your natural circadian rhythm. To maintain a balanced work-life cycle, aim to standardize your sleep hours across the week. Consider stress-relief activities during weekdays and avoid oversleeping on weekends.",
},
{
title: "Inconsistent Sleep Scores",
recommendation:
"We've noticed fluctuations in your sleep scores throughout the month. This inconsistency can lead to long-term sleep debt. Establish a stable bedtime and wake-up routine, including on weekends, to improve overall sleep quality.",
},
{
title: "Mid-Sleep Wakefulness",
recommendation:
"Your sleep score shows a dip in quality midway through your sleep cycle. This could be indicative of disrupted REM sleep. Avoid alcohol or heavy meals before bed, and consider using blackout curtains to create a sleep-conducive environment.",
},
];
return (