Hi! Question: I'm looking for a place to store 2-10T of our model training image / video data that d

Jjd Hi! Question: I'm looking for a place to store 2-10T of our model training image...

L

lambrospetrou•1/15/25, 8:18 PM

Check Cloudflare R2, which is S3-compatible object storage and has zero egress fees.

J

jdOP•1/15/25, 10:19 PM

Yep i was just curious about R2's performance on large file IO. Let me run some benchmarks on my own then

J

jdOP•1/15/25, 10:24 PM

:insane: sorry i didn't see there's a r2 channel and thought this one was

1

1984 Ford Laser•1/16/25, 2:23 AM

Anyone else having issues with websockets not hibernating? Some code that was working fine a few weeks ago is now no longer hibernating the connections

1

1984 Ford Laser•1/16/25, 2:28 AM

Hmm seems to be localized to a specific namespace, tried a different DO and that one is fine

1

1984 Ford Laser•1/16/25, 3:36 AM

Okay this is a dumb one, I think I fixed it. On top of the normal

message

message

and

close

close

WS handlers, I also had a

error

error

one set up, which was supposed to remove the current connection from the list of connections, but wasn't necessarily closing the connection, such as if the client experienced an error, but not one that caused the socket to close. Somewhere, this was causing the socket to stay open or something. You can see a comparison in the screenshots

HHard@Work That's the D1 docs, but it should™️ work with DOSQLite too

G

Gagan Suie•1/16/25, 7:53 AM

does DOSQLite create a new table for every DO session? or do all connections share the same DB table?

GGagan Suie does DOSQLite create a new table for every DO session? or do all connections sha...

1

1984 Ford Laser•1/16/25, 8:52 AM

Tables per instance

K

KWAC•1/16/25, 12:49 PM

Property 'idFromName' does not exist on type 'DurableObject'.
Property 'get' does not exist on type 'DurableObject'.

Property 'idFromName' does not exist on type 'DurableObject'.
Property 'get' does not exist on type 'DurableObject'.

export default defineEventHandler(async (event) => {
    try {
        const env = event.context.cloudflare?.env.DUMMY_OBJECT;
        const id = env.idFromName('counter');
        const stub = env.get(id);
        const response = await stub.fetch(event.context.cloudflare.request);
        const data = await response.json() as { value: number };
        return data;
    }
    catch (error) {
        console.error(error);
        return { error: 'Failed to fetch from Durable Object' };
    }
});

export default defineEventHandler(async (event) => {
    try {
        const env = event.context.cloudflare?.env.DUMMY_OBJECT;
        const id = env.idFromName('counter');
        const stub = env.get(id);
        const response = await stub.fetch(event.context.cloudflare.request);
        const data = await response.json() as { value: number };
        return data;
    }
    catch (error) {
        console.error(error);
        return { error: 'Failed to fetch from Durable Object' };
    }
});

export default defineEventHandler(async (event) => {
    try {
        const env = event.context.cloudflare?.env.DUMMY_OBJECT;
        const id = env.idFromName('counter');
        const stub = env.get(id);
        const response = await stub.fetch(event.context.cloudflare.request);
        const data = await response.json() as { value: number };
        return data;
    }
    catch (error) {
        console.error(error);
        return { error: 'Failed to fetch from Durable Object' };
    }
});

export default defineEventHandler(async (event) => {
    try {
        const env = event.context.cloudflare?.env.DUMMY_OBJECT;
        const id = env.idFromName('counter');
        const stub = env.get(id);
        const response = await stub.fetch(event.context.cloudflare.request);
        const data = await response.json() as { value: number };
        return data;
    }
    catch (error) {
        console.error(error);
        return { error: 'Failed to fetch from Durable Object' };
    }
});

KKWAC ```Property 'idFromName' does not exist on type 'DurableObject'. Property 'get' ...

L

lambrospetrou•1/16/25, 1:04 PM

What framework is this? Those methods are on the DO Namespace type, not the

DurableObject

DurableObject

type: https://developers.cloudflare.com/durable-objects/api/namespace/#idfromname
You probably have wrong types defined for

DUMMY_OBJECT

DUMMY_OBJECT

.

K

KWAC•1/16/25, 1:04 PM

nuxt

K

KWAC•1/16/25, 1:04 PM

I updated to

DurableObjectNamespace

DurableObjectNamespace

/// <reference types="@cloudflare/workers-types/2023-07-01" />

declare module "h3" {
  interface H3EventContext {
    cf: CfProperties;
    cloudflare: {
      request: Request;
      // env: Env;
      env: {
        MY_KV: KVNamespace,
        DB: D1Database,
        MY_BUCKET: R2Bucket;
        DUMMY_OBJECT: DurableObjectNamespace;
      }
      context: ExecutionContext;
    };
  }
}

export {};

/// <reference types="@cloudflare/workers-types/2023-07-01" />

declare module "h3" {
  interface H3EventContext {
    cf: CfProperties;
    cloudflare: {
      request: Request;
      // env: Env;
      env: {
        MY_KV: KVNamespace,
        DB: D1Database,
        MY_BUCKET: R2Bucket;
        DUMMY_OBJECT: DurableObjectNamespace;
      }
      context: ExecutionContext;
    };
  }
}

export {};

/// <reference types="@cloudflare/workers-types/2023-07-01" />

declare module "h3" {
  interface H3EventContext {
    cf: CfProperties;
    cloudflare: {
      request: Request;
      // env: Env;
      env: {
        MY_KV: KVNamespace,
        DB: D1Database,
        MY_BUCKET: R2Bucket;
        DUMMY_OBJECT: DurableObjectNamespace;
      }
      context: ExecutionContext;
    };
  }
}

export {};

/// <reference types="@cloudflare/workers-types/2023-07-01" />

declare module "h3" {
  interface H3EventContext {
    cf: CfProperties;
    cloudflare: {
      request: Request;
      // env: Env;
      env: {
        MY_KV: KVNamespace,
        DB: D1Database,
        MY_BUCKET: R2Bucket;
        DUMMY_OBJECT: DurableObjectNamespace;
      }
      context: ExecutionContext;
    };
  }
}

export {};

K

KWAC•1/16/25, 1:05 PM

my wrangler.toml should look like this?

[[durable_objects.bindings]]
name = "DUMMY_OBJECT"
class_name = "DummyDurableObject"

[[migrations]]
tag = "v1"
new_classes = ["MyDurableObject"]

[[durable_objects.bindings]]
name = "DUMMY_OBJECT"
class_name = "DummyDurableObject"

[[migrations]]
tag = "v1"
new_classes = ["MyDurableObject"]

[[durable_objects.bindings]]
name = "DUMMY_OBJECT"
class_name = "DummyDurableObject"

[[migrations]]
tag = "v1"
new_classes = ["MyDurableObject"]

[[durable_objects.bindings]]
name = "DUMMY_OBJECT"
class_name = "DummyDurableObject"

[[migrations]]
tag = "v1"
new_classes = ["MyDurableObject"]

KKWAC my wrangler.toml should look like this? ```toml [[durable_objects.bindings]] na...

L

lambrospetrou•1/16/25, 1:06 PM

Assuming your class extending

DurableObject

DurableObject

is named

DummyDurableObject

DummyDurableObject

then yes.

K

KWAC•1/16/25, 1:08 PM

oh wait I don't have extending class

K

KWAC•1/16/25, 1:08 PM

where do I define it in nuxt?

KKWAC where do I define it in nuxt?

L

lambrospetrou•1/16/25, 1:10 PM

I don't know nuxt, but you can put it anywhere so that when exported it can be in the final JS bundle you upload to Cloudflare.

J

Jacob Wright•1/16/25, 6:55 PM

I have 2 questions, if you could help.

for a DO to be deleted, I assume
```
storage.deleteAll()
```
```
storage.deleteAll()
```
must be called and no SQLite tables can exist?
I create my SQLite tables in the constructor, but if a DO is deleted with
```
storage.deleteAll()
```
```
storage.deleteAll()
```
, and a new call comes in after that, it errors because the tables don't exist, and I don't know whether to re-create them or not. Is there a solution to this?

JJacob Wright I have 2 questions, if you could help. 1. for a DO to be deleted, I assume `stor...

L

lambrospetrou•1/16/25, 6:59 PM

Yes. Once
```
deleteAll
```
```
deleteAll
```
is called everything is deleted, including all your tables.

[...] I don't know whether to re-create them or not. Is there a solution to this?

I don't understand the question. If you decided to delete all the data for a DO, why would you want to handle a request to it and re-create the tables?
If you want to gracefully fail the request, check if the tables exist when handling the request, and if not return the appropriate error. If you want incoming requests to still have their tables, why are you deleting them in the first place then?

Llambrospetrou 1. Yes. Once `deleteAll` is called everything is deleted, including all your tab...

J

Jacob Wright•1/16/25, 7:07 PM

In production, likely I won't, but in testing, I'm deleting the data and then testing again. I just had an idea though. I can set

this.#deleted = true

this.#deleted = true

and then reinitialize the database on future requests. If the DO goes out of memory, the constructor will run again and initialize it. If it hasn't gone out of memory yet, #deleted will be true. Should work.

JJacob Wright In production, likely I won't, but in testing, I'm deleting the data and then te...

L

lambrospetrou•1/16/25, 7:08 PM

I have a feeling something is not understood. Why deleteAll if you are going to recreate them?

J

James•1/16/25, 7:22 PM

C

Chris Jayden•1/16/25, 9:04 PM

Lmao

Llambrospetrou I have a feeling something is not understood. Why deleteAll if you are going to ...

J

Jacob Wright•1/16/25, 10:41 PM

Testing. I'm clearing out the data between tests. The DO represents a single collaborative document (like a GDocs file) that stores all the changes and metadata for the document. I'm creating it, making changes, deleting it, then creating it again, making different changes, deleting it. You know, testing.

JJacob Wright In production, likely I won't, but in testing, I'm deleting the data and then te...

J

Jacob Wright•1/16/25, 10:42 PM

Using

this.#deleted

this.#deleted

to track if the db needs to be re-created works great.

J

Jacob Wright•1/16/25, 11:42 PM

And my guess is if I have

/documents/:id

/documents/:id

route to a SQLite DO that creates the schema in the constructor, then if a hacker were to spam my service with a bunch of

GET /documents/XXXXX

GET /documents/XXXXX

calls trying to find a valid document, that every one of those invalid GETs would create a new DO that wouldn't be deleted because the SQLite database would be created simply by the act of accessing it, even if it returns a 404. Is that right?

With the old storage, accessing a DO without any data in it wouldn't cause a new DO to stick around. Unless data is actually stored in the storage, there is nothing that keeps it around after access.

Does anyone have strategies to preventing this behavior? Would the right way to do it be to create the database on first write (POST) and any GETs would check if the tables exist first and 404 if they don't. I suppose this create-db-on-write behavior would also solve the other issue above where I had to track if the DO was deleted. Thanks for letting me talk it out!

Is this a known best practice? Should the examples be updated to guide people to not create the database in the constructor since any access to a non-existent DO will create a new DB file that will stick around forever?

JJacob Wright And my guess is if I have `/documents/:id` route to a SQLite DO that creates the...

1

1984 Ford Laser•1/17/25, 12:02 AM

Have some sort of auth header or something, before accessing the DO, in the preceding Worker. Return before DO stub is every created

11984 Ford Laser Have some sort of auth header or something, before accessing the DO, in the prec...

J

Jacob Wright•1/17/25, 12:06 AM

That keeps non-authenticated users from hacking, but not authenticated users. There's some rule about never trusting users.

1

1984 Ford Laser•1/17/25, 12:07 AM

Pretty specific attack vector, hackers intercepting an authed users session? What is your use case exactly?

11984 Ford Laser Pretty specific attack vector, hackers intercepting an authed users session? Wha...

J

Jacob Wright•1/17/25, 12:12 AM

Oh, no, it is just that anyone can sign up for my service (just like anyone can get a Google account) and then they'd be authed as they tried to access documents. So the only difference is that the hacker would need a username/password before hacking.

My product is a novel writing tool (dabblewriter.com), and I'm switching over from the DO kv storage to SQLite. It's pretty awesome so far. But this ... hole? I guess ... in how the SQLite DOs work stumped me. I could not worry about it for now, but I wanted to see if there has been any thought to doing this the Right Way™ and what that might be. And I'm not sure about in the colos, but locally the SQLite file gets created even if .sql.exec() is called at all, so I'm not sure if there is a way to keep DOs from hanging around if no data has been added to it.

Thanks for your suggestions @1984 Ford Laser! I appreciate the help.

1

1984 Ford Laser•1/17/25, 12:15 AM

You might wanna implement some sort of rate limiter (of which there are examples in the docs) so that users can't spam APIs. There is no right way usually with CF's stuff, you're left to your own devices. For someone's use case, creating a new db table with every constructor might be perfectly necessary. The rate limiter could also signal to you when someone is attempting to abuse the system and you can act accordingly. I am having similar thought exercises as I start to build out a proof of concept into a commercially sellable product based on DOs, trying to figure things like how to bill a customer based on DO usage for example

11984 Ford Laser You might wanna implement some sort of rate limiter (of which there are examples...

J

Jacob Wright•1/17/25, 12:21 AM

Yeah, my Cloudflare buildout isn't live. The live product is on Google's Firestore, but DOs will be a lot better. A rate limiter is smart. That will definitely help.

I know DO SQLite is in beta. Has this issue been considered by the DO team? Or is it really a non-issue because of how cheap mostly-empty SQLite files would be?

1

1984 Ford Laser•1/17/25, 12:23 AM

Personally I am still using the KV backend as I have zero experience with SQL and much prefer a document based storage system, which I can mostly replicate with KV. At some point I will move to SQL as it seems to be considerably cheaper, and will be able to handle more complex data setups/relationships. I am using WebSockets, with frequent writes to storage, so SQL makes much more sense
My understanding is that its a non-issue, for that reason and probably others. Any decently large commercial product would have some sort of anti abuse system in place, what that looks like would be entirely dependant on your needs and capabilities. People in here can always provide their input, its interesting seeing how others put things together

Y

yash-notion•1/17/25, 12:40 AM

I'm working on a very simple test on my worker. (i'll link the code below). What i'm confused about, is what should the URL be for the worker in my test? It's example.com in the docs and that doesn't work, I tried using the actual domains i'm deploying on as well as localhost and none worked

import { describe, it, beforeAll, afterAll, expect } from "@jest/globals"
import { unstable_dev } from "wrangler"
import type { UnstableDevWorker } from "wrangler"

describe("Worker", () => {
    let worker: UnstableDevWorker

    beforeAll(async () => {
        worker = await unstable_dev("src/worker/index.ts", {
            experimental: { disableExperimentalWarning: true },
        })
    })

    afterAll(async () => {
        await worker.stop()
    })

    it("should deny request for invalid paths", async () => {
        const cases = {
            failures: ["/", "/foo", "/foo/", "/%2F"],
        }
        for (const path of cases.failures) {
            const resp = await worker.fetch(`http://localhost:3000${path}`)
            console.log(resp)
            expect(resp.status).toBe(404)
        }
    })
})

import { describe, it, beforeAll, afterAll, expect } from "@jest/globals"
import { unstable_dev } from "wrangler"
import type { UnstableDevWorker } from "wrangler"

describe("Worker", () => {
    let worker: UnstableDevWorker

    beforeAll(async () => {
        worker = await unstable_dev("src/worker/index.ts", {
            experimental: { disableExperimentalWarning: true },
        })
    })

    afterAll(async () => {
        await worker.stop()
    })

    it("should deny request for invalid paths", async () => {
        const cases = {
            failures: ["/", "/foo", "/foo/", "/%2F"],
        }
        for (const path of cases.failures) {
            const resp = await worker.fetch(`http://localhost:3000${path}`)
            console.log(resp)
            expect(resp.status).toBe(404)
        }
    })
})

import { describe, it, beforeAll, afterAll, expect } from "@jest/globals"
import { unstable_dev } from "wrangler"
import type { UnstableDevWorker } from "wrangler"

describe("Worker", () => {
    let worker: UnstableDevWorker

    beforeAll(async () => {
        worker = await unstable_dev("src/worker/index.ts", {
            experimental: { disableExperimentalWarning: true },
        })
    })

    afterAll(async () => {
        await worker.stop()
    })

    it("should deny request for invalid paths", async () => {
        const cases = {
            failures: ["/", "/foo", "/foo/", "/%2F"],
        }
        for (const path of cases.failures) {
            const resp = await worker.fetch(`http://localhost:3000${path}`)
            console.log(resp)
            expect(resp.status).toBe(404)
        }
    })
})

import { describe, it, beforeAll, afterAll, expect } from "@jest/globals"
import { unstable_dev } from "wrangler"
import type { UnstableDevWorker } from "wrangler"

describe("Worker", () => {
    let worker: UnstableDevWorker

    beforeAll(async () => {
        worker = await unstable_dev("src/worker/index.ts", {
            experimental: { disableExperimentalWarning: true },
        })
    })

    afterAll(async () => {
        await worker.stop()
    })

    it("should deny request for invalid paths", async () => {
        const cases = {
            failures: ["/", "/foo", "/foo/", "/%2F"],
        }
        for (const path of cases.failures) {
            const resp = await worker.fetch(`http://localhost:3000${path}`)
            console.log(resp)
            expect(resp.status).toBe(404)
        }
    })
})

JJacob Wright Testing. I'm clearing out the data between tests. The DO represents a single col...

H

Hello, I’m Allie!•1/17/25, 1:49 AM

Couldn’t you force an eviction after deleting?

JJacob Wright And my guess is if I have `/documents/:id` route to a SQLite DO that creates the...

L

lambrospetrou•1/17/25, 8:53 AM

then if a hacker were to spam my service with a bunch of GET /documents/XXXXX calls trying to find a valid document, that every one of those invalid GETs would create a new DO that wouldn't be deleted because the SQLite database would be created simply by the act of accessing it, even if it returns a 404. Is that right?

My own solution to that is to only run the migrations when they are needed.
In the constructor I do all the in-memory initializations, and read from the storage to see if there is any state already to load in-memory.
The actual SQL table creation (i.e. migrations) are ran when I actually want to access the storage with a valid request. The migrations keep in-memory state when applied, and also in storage, so it's a no-op once they run and has zero cost to check them.

See example in https://github.com/lambrospetrou/rediflare/blob/main/src/durable-objects.ts#L103 and https://github.com/lambrospetrou/tiddlyflare/blob/main/src/durable-objects.ts#L93

So, these spam requests will get to your DO and you can reject them without writing.

But, as others have said it's better to reject them earlier, with rate limiting or auth, etc.

O

oscar•1/17/25, 9:23 AM

Hello! I just got this error on a deploy:

Cannot apply --delete-class migration to class 'FirebaseCache' without also removing the binding that references it [code: 10061]

Cannot apply --delete-class migration to class 'FirebaseCache' without also removing the binding that references it [code: 10061]

The DurableObjects documentation seems pretty clear:

When deleting a migration using npx wrangler deploy --delete-class <ClassName>, you may encounter this error: "Cannot apply --delete-class migration to class <ClassName> without also removing the binding that references it". You should remove the corresponding binding under [durable_objects] in wrangler.toml before attempting to apply --delete-class again.

When deleting a migration using npx wrangler deploy --delete-class <ClassName>, you may encounter this error: "Cannot apply --delete-class migration to class <ClassName> without also removing the binding that references it". You should remove the corresponding binding under [durable_objects] in wrangler.toml before attempting to apply --delete-class again.

When deleting a migration using npx wrangler deploy --delete-class <ClassName>, you may encounter this error: "Cannot apply --delete-class migration to class <ClassName> without also removing the binding that references it". You should remove the corresponding binding under [durable_objects] in wrangler.toml before attempting to apply --delete-class again.

When deleting a migration using npx wrangler deploy --delete-class <ClassName>, you may encounter this error: "Cannot apply --delete-class migration to class <ClassName> without also removing the binding that references it". You should remove the corresponding binding under [durable_objects] in wrangler.toml before attempting to apply --delete-class again.

The issue is that there already aren't any bindings to the DurableObject I'm removing + it's not referenced anywhere in the entire codebase. In fact, running CMD+F on the entire project just shows the expected two instances in my DO migrations:

[[migrations]]
tag = "v1"
new_classes = ["Job"]

[[migrations]]
tag = "v2"
new_classes = ["FirebaseCache"]

[[migrations]]
tag = "v3"
deleted_classes = ["FirebaseCache"]
new_classes = ["RPCResource"]

[[migrations]]
tag = "v1"
new_classes = ["Job"]

[[migrations]]
tag = "v2"
new_classes = ["FirebaseCache"]

[[migrations]]
tag = "v3"
deleted_classes = ["FirebaseCache"]
new_classes = ["RPCResource"]

[[migrations]]
tag = "v1"
new_classes = ["Job"]

[[migrations]]
tag = "v2"
new_classes = ["FirebaseCache"]

[[migrations]]
tag = "v3"
deleted_classes = ["FirebaseCache"]
new_classes = ["RPCResource"]

[[migrations]]
tag = "v1"
new_classes = ["Job"]

[[migrations]]
tag = "v2"
new_classes = ["FirebaseCache"]

[[migrations]]
tag = "v3"
deleted_classes = ["FirebaseCache"]
new_classes = ["RPCResource"]

Any idea what could be causing this? In order to unblock my deploy for now I'll readd the DO with an empty implementation.

Ooscar Hello! I just got this error on a deploy: ```Cannot apply --delete-class migrati...

L

lambrospetrou•1/17/25, 9:27 AM

Is the deployed worker using that class though still, or did you deploy without it at least once? Not sure if it checks the deployed worker and complains due to that.

O

oscar•1/17/25, 9:29 AM

Making sure I understand correctly: You're asking whether I ever deployed the worker without the DO implementation class but with the DO binding and the new_classes migration in my wrangler.toml?
In this case tbh not sure, might be entirely possible.

O

oscar•1/17/25, 9:31 AM

I'm gonna try to deploy the worker again with the DO implementation, binding and new_classes migration and then run another deploy removing everything at once.

O

oscar•1/17/25, 9:40 AM

Running into the same issue

Ooscar Making sure I understand correctly: You're asking whether I ever deployed the wo...

L

lambrospetrou•1/17/25, 9:50 AM

I meant to deploy without that class being a binding on any worker, so that it's not actually used when you try to delete it. Migrations I believe should always exist in your wrangler, like an immutable history of sorts.

JJacob Wright Oh, no, it is just that anyone can sign up for my service (just like anyone can ...

J

James•1/17/25, 4:02 PM

The lifecycle of the db tables on a DO are entirely in your control. There is no 'hole'.

In my case, I create a DO for each user, which includes social auth (behind a captcha as well). I manage a registry of users in a central DB, not the DO. The registry contains stub ID for each DO I manage. This part isn't necessary, but it's helpful. When a new DO is created, I run the initial migrations needed to set it up. The gate to avoid abuse in my case is that random sessions / bots can't create users so easily with a single URL. They have to create an account.

When a user makes a request against the DO, thier session cookie is part of how I map them back to their DO for subsequent requests.

There's really nothing that says a DO is tightly coupled to DB tables just because you instantiated the stub. There are many ways you can ensure the tables exist before querying them.

Llambrospetrou > then if a hacker were to spam my service with a bunch of GET /documents/XXXXX ...

J

James•1/17/25, 4:14 PM

what do you mean by zero cost to check them?

let's say I have 25 migrations run, and my DO sees intermittent traffic daily, but not enough to keep from being evicted all the time, if I check in the constructor for migrations from storage, even saving it in memory, I'm potentially adding 25 row reads to a high percentage of DO requests. Maybe I only read 5-10 rows of business data per request, my migration reads end up being more than half of my real app reads.

JJames what do you mean by zero cost to check them? let's say I have 25 migrations run...

L

lambrospetrou•1/17/25, 4:16 PM

If you see my SQLSchemaMigrations helper, I don't need to read any rows, except 1 integer at constructor time. It tracks up to which migration last succeeded, so next time, if no new migrations exist it doesn't do anything.

See https://github.com/lambrospetrou/durable-utils#readme

J

James•1/17/25, 4:23 PM

ah I see, there's an assumption that all migrations succeeded up to X, which is likely fine most of the time

JJames ah I see, there's an assumption that all migrations succeeded up to X, which is ...

L

lambrospetrou•1/17/25, 4:24 PM

what do you mean? It's not an assumption, they did succeed up to X otherwise the counter stored wouldn't be X.
if you go and modify specific migrations after they already ran once, that's on you.

J

James•1/17/25, 4:27 PM

right, its an edge case

in my case, i prefer to explicitly check for all migrations by name, but I don't check for or run migrations on every init or request, I have a failsafe which runs migratoins on schema errors, as well as a migration script to propagate migrations globally on demand or trigger then on next run. I figure migrations themselves are not something I want my DOs processing most of the time

JJames right, its an edge case in my case, i prefer to explicitly check for all migrat...

L

lambrospetrou•1/17/25, 4:27 PM

I don't think this is any different (name vs id), but anyway. As long as you are happy, we are happy

J

James•1/17/25, 4:43 PM

small thing, but why would you await the migration storage calls? ideally you want all DO SQL calls in the same request to run synch

Hi! Question: I'm looking for a place to store 2-10T of our model training image / video data that d

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