Why can't I use workers ai with auth and api gateway? ``` const response = await config.ai.run(

Why can't I use workers ai with auth and api gateway?

    const response = await config.ai.run('@cf/black-forest-labs/flux-1-schnell',
      {
        prompt,
        steps: DEFAULT_STEPS
      },
      {
        gateway: { id: 'misu-ai' },
        extraHeaders: {
          Authorization: `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-authorization': `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-token': `Bearer ${config.aiGateway.apiToken}`
        }
      }
    )

    const response = await config.ai.run('@cf/black-forest-labs/flux-1-schnell',
      {
        prompt,
        steps: DEFAULT_STEPS
      },
      {
        gateway: { id: 'misu-ai' },
        extraHeaders: {
          Authorization: `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-authorization': `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-token': `Bearer ${config.aiGateway.apiToken}`
        }
      }
    )

    const response = await config.ai.run('@cf/black-forest-labs/flux-1-schnell',
      {
        prompt,
        steps: DEFAULT_STEPS
      },
      {
        gateway: { id: 'misu-ai' },
        extraHeaders: {
          Authorization: `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-authorization': `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-token': `Bearer ${config.aiGateway.apiToken}`
        }
      }
    )

    const response = await config.ai.run('@cf/black-forest-labs/flux-1-schnell',
      {
        prompt,
        steps: DEFAULT_STEPS
      },
      {
        gateway: { id: 'misu-ai' },
        extraHeaders: {
          Authorization: `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-authorization': `Bearer ${config.aiGateway.apiToken}`,
          'cf-aig-token': `Bearer ${config.aiGateway.apiToken}`
        }
      }
    )

works if i do it without api gateway. with api gateway everytime i get an unathorised error. i have done it with just this header cf-aig-authorization and all the other headers on their own. I am doing open ai requests through my gateway its just workers ai. 0 examples in the dcos doing config.ai.run with an auth tokens. i just assumed i would add the auth to the extra header or something

LLogan Grasby Updates like @cf/openai/whisper-large-v3 with inputs: ``` { "task": "translat...

mr.niko.la•12/5/24, 6:57 PM

Whisper v3 turbo is on cf workers ???

Clark Olson-Smith•12/7/24, 1:46 AM

Need help with Cloudflare Vectorize + Workers AI embedding query. Getting 'invalid query vector, expected 768 dimensions, and got 0 dimensions' despite vector data being present. Here's my code:

const embedding = await env.AI.run('@cf/baai/bge-base-en-v1.5', {
  text: query
});

const values = Array.from(embedding.data[0]);
const results = await vectorIndex.query({
  topK: 5,
  values: values
});

const embedding = await env.AI.run('@cf/baai/bge-base-en-v1.5', {
  text: query
});

const values = Array.from(embedding.data[0]);
const results = await vectorIndex.query({
  topK: 5,
  values: values
});

Logs show embedding.data[0] contains 768 values but query fails. Tried multiple query formats. Any suggestions?

Paige•12/7/24, 4:00 PM

Is hosting of custom models something that is expected to be a feature relatively soon for ai workers?

Isaac McFadyen•12/7/24, 4:25 PM

?workers-ai-models

SuperHelpflare•12/7/24, 4:25 PM

Workers AI currently only supports popular open-source models provided by the Cloudflare team, as well as your own LoRAs that can be applied on top of the Cloudflare-provided models. You cannot currently upload your own models or use a model from HuggingFace. See the documentation for the list of Cloudflare-provided models: https://developers.cloudflare.com/workers-ai/models/

Isaac McFadyen•12/7/24, 4:25 PM

^ TLDR: probably not, no

Ben-xD•12/7/24, 10:29 PM

I noticed my friend has a workers AI page which shows usage, but mine doesn't. My friend did find a bug in the usage values though. It just shows "Welcome to Workers AI" on https://dash.cloudflare.com/$accountId/ai/workers-ai

Is the detailed workers page a feature being AB tested?

Aaron•12/7/24, 10:54 PM

is the workers ai limit charged per worker

Aaron•12/7/24, 10:54 PM

or is it global

Aaron•12/7/24, 10:55 PM

in other words i have 10 workers

Aaron•12/7/24, 10:55 PM

is the effective limit 3200 per minute

Aaron•12/7/24, 10:55 PM

vs 320 per minute across 10 workers

Aaron•12/7/24, 10:55 PM

320 per minute seemed pretty low

Aaron•12/7/24, 10:55 PM

for text generation

Aaron•12/7/24, 10:58 PM

sorry it's actually 300

Ben-xD•12/8/24, 12:39 AM

Has anyone tried to run tests (vitest) with a project that uses Workers AI? I'm getting:

orkerd/server/workerd-api.c++:759: error: wrapped binding module can't be resolved (internal modules only); moduleName = miniflare-internal:wrapped:__WRANGLER_EXTERNAL_AI_WORKER
workerd/jsg/util.c++:274: error: e = workerd/server/workerd-api.c++:789: failed: expected !value.IsEmpty(); global did not produce v8::Value
stack: 102abb063 10302858b 10300fe4b 102a679a7 102a6d647 102a70d7b 102a6f58b 102a6124f 104f28b03 104f28e13 104f277ff 104f27583 102a507c7 18c208273; sentryErrorContext = jsgInternalError
service core:user:vitest-pool-workers-runner-: Uncaught Error: internal error

orkerd/server/workerd-api.c++:759: error: wrapped binding module can't be resolved (internal modules only); moduleName = miniflare-internal:wrapped:__WRANGLER_EXTERNAL_AI_WORKER
workerd/jsg/util.c++:274: error: e = workerd/server/workerd-api.c++:789: failed: expected !value.IsEmpty(); global did not produce v8::Value
stack: 102abb063 10302858b 10300fe4b 102a679a7 102a6d647 102a70d7b 102a6f58b 102a6124f 104f28b03 104f28e13 104f277ff 104f27583 102a507c7 18c208273; sentryErrorContext = jsgInternalError
service core:user:vitest-pool-workers-runner-: Uncaught Error: internal error

BBen-xD Has anyone tried to run tests (vitest) with a project that uses Workers AI? I'm ...

Aaron•12/8/24, 1:40 AM

hody jones?

BBen-xD I noticed my friend has a workers AI page which shows usage, but mine doesn't. M...

Isaac McFadyen•12/8/24, 3:48 AM

If you're only using beta models they won't show usage.

Ben-xD•12/8/24, 3:49 AM

I've been using non-beta models (identical code/commit to my friend, sitting next to them) but mine doesn't show usage. We've been using non-beta models the entire day

AAaron hody jones?

Ben-xD•12/8/24, 3:50 AM

What does hody jones mean?

Sadath•12/9/24, 2:49 PM

Hi , lets say I don't use the ai models hosted by cloudfare and instead import it from somewhere else using workers ai python-sdk . Will the ai inference at edge still happen ?

snoob•12/9/24, 10:08 PM

Has anyone experienced this type error issue for the new models? Im following the tutorial pretty much to a tee thats at https://github.com/craigsdennis/punderful-workflows/tree/main.

It seems i only have access to the old models in autocomplete. Im using the latest @cloudflare/workers-types: ^4.20241205.0.

Tsconfig.json is the same as the punderful tutorial linked above:

{
  "compilerOptions": {
    "target": "ESNext",
    "module": "ESNext",
    "moduleResolution": "Bundler",
    "strict": true,
    "skipLibCheck": true,
    "lib": [
      "ESNext"
    ],
    "types": [
        "@cloudflare/workers-types/experimental"
    ],
    "jsx": "react-jsx",
    "jsxImportSource": "hono/jsx"
  },
}

{
  "compilerOptions": {
    "target": "ESNext",
    "module": "ESNext",
    "moduleResolution": "Bundler",
    "strict": true,
    "skipLibCheck": true,
    "lib": [
      "ESNext"
    ],
    "types": [
        "@cloudflare/workers-types/experimental"
    ],
    "jsx": "react-jsx",
    "jsxImportSource": "hono/jsx"
  },
}

Is this an issue with the Workflows not having the right type definitions?

snoob•12/9/24, 10:46 PM

Im able to run the workflow no problem, Im in a turbo repo so probably messing something up

snoob•12/9/24, 11:01 PM

Oh interesting, the new models dont even work with typescript in that example either. LOL

James•12/10/24, 8:15 PM

Yeah the Workers AI types are months out of date, but hopefully we'll see an update soon: https://x.com/_mchenco/status/1865865722913841282

michelle (@_mchenco) on X

@CherryJimbo @CloudflareDev its coming! figured out a more sustainable way to do it

Twitter

•

12/8/24, 9:07 PM

zcpbx•12/12/24, 3:33 AM

( I’m new to clourflare AI. ) if the models I am interested in running are not listed is there a way to package/distribute weights for them? Thank you

wuyangwang•12/12/24, 3:51 AM

https://github.com/wuyangwang/my-chat-web/issues/1 The generated image is very abstract, there is a good way to solve?

GitHub

图片生成，workers ai有点抽象，中英文都是 · Issue #1 · wuyangwang/my-chat-web

生成的图片，直呼看不懂

AA3 Studio Why can't I use workers ai with auth and api gateway? ``` const response = ...

A3 StudioOP•12/12/24, 6:30 AM

Has anyone solved this

Mitya•12/12/24, 12:45 PM

What is the rate limit for AI Functions? That's not covered on the rate limits page

or do Functions fall under text generation i.e. 300 reqs per minute? And is that requests as in HTTP requests (whether via the binding or manually)?

Zzcpbx ( I’m new to clourflare AI. ) if the models I am interested in running are not l...

Isaac McFadyen•12/12/24, 2:51 PM

?workers-ai-models Sadly not currently, see below.

SuperHelpflare•12/12/24, 2:51 PM

MMitya What is the rate limit for AI Functions? That's not covered on the [rate limits ...

Isaac McFadyen•12/12/24, 2:52 PM

Yes to both.

Isaac McFadyen•12/12/24, 2:52 PM

A function call will usually be 1 generation and then if you ask it to do more it'll be more generations

IIsaac McFadyen A function call will usually be 1 generation and then if you ask it to do more i...

Mitya•12/12/24, 3:17 PM

Thanks. To be clear, is it true to say that each call to env.AI.runenv.AI.run = 1 request? Or is it more nuanced and comes down to the number of generations, as you alude to?

MMitya Thanks. To be clear, is it true to say that each call to `env.AI.run` = 1 reques...

Isaac McFadyen•12/12/24, 3:19 PM

It depends. I'm not super familiar with the Workers AI API—is env.AI.runenv.AI.run just the standard generation mechanism or the Functions one?

Isaac McFadyen•12/12/24, 3:20 PM

If it's the standard generation mechanism then yes, unless you're generating more than 1 generation with a single call it's usually 1:1

Mitya•12/12/24, 3:22 PM

Thanks. env.AI.runenv.AI.run is for both standard generation and function calls - it's just that, for the latter, you a

tools

tools

object to the params.

SSuperHelpflare Workers AI currently only supports popular open-source models provided by the Cl...

zcpbx•12/13/24, 3:07 AM

Thank you. Is there a place where we can register interest in future models?

Advany•12/13/24, 11:10 AM

has anyone figured out a way to create workflows using ai and deploy them onto worker for platforms?

AAdvany has anyone figured out a way to create workflows using ai and deploy them onto w...

rob•12/14/24, 1:26 PM

I don't think It's supported on wfp yet

rob•12/14/24, 1:26 PM

How's everyone doing? How's AI?

user•12/15/24, 1:47 AM

is anyone able to get image2image working?

user•12/15/24, 1:47 AM

i have not been able to do it

user•12/15/24, 2:20 AM

i consistently get api error 3001

user•12/15/24, 2:21 AM

all the image-to-text models work fine, but if i pass an image to text-to-image i get error 3001

user•12/15/24, 8:38 PM

ok after some research i figured out its a token issue

user•12/15/24, 8:38 PM

at strength 2 or something, it runs out of tokens very quickly

Ashley•12/16/24, 9:36 AM

Is there an easy way to tell the model size for embedding models? For things like Llama (I know not an embedding model) it’s easy, as it has the size in the name. The BGE Large for example, even Googling, I can’t find its size - it would be really helpful to include this on the model’s page on the CF docs, considering the pricing is based on the model size for embedding models.

AAshley Is there an easy way to tell the model size for embedding models? For things lik...

Raylight•12/16/24, 12:05 PM

Regarding pricing, the docs also state that "Individual model pages will have the pricing listed on them", so I'm kinda waiting for that to happen. In any case large is ~335 million parameters, base ~109 million. You can get a rough idea by looking at the file size of the model (e.g. https://huggingface.co/BAAI/bge-large-en-v1.5/tree/main). Going by the "pricing structure", it looks like base and small would fall in the category <= 150 million parameters.

Why can't I use workers ai with auth and api gateway? ``` const response = await config.ai.run(

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