From f65ab05b40f9ade15ef5c7f1bc9ad79f483aec90 Mon Sep 17 00:00:00 2001
From: Neal Shah <30693865+ProgrammerIn-wonderland@users.noreply.github.com>
Date: Fri, 13 Feb 2026 13:07:50 -0800
Subject: [PATCH] Add workers AI image model support (#2489)

---
 .../ai/image/AIImageGenerationService.ts      |  17 +
 .../CloudflareImageGenerationProvider.ts      | 431 ++++++++++++++++++
 .../models.ts                                 | 124 +++++
 3 files changed, 572 insertions(+)
 create mode 100644 src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/CloudflareImageGenerationProvider.ts
 create mode 100644 src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/models.ts

diff --git a/src/backend/src/services/ai/image/AIImageGenerationService.ts b/src/backend/src/services/ai/image/AIImageGenerationService.ts
index 61d908754..ce09518b7 100644
--- a/src/backend/src/services/ai/image/AIImageGenerationService.ts
+++ b/src/backend/src/services/ai/image/AIImageGenerationService.ts
@@ -26,6 +26,7 @@ import { DriverService } from '../../drivers/DriverService.js';
 import { TypedValue } from '../../drivers/meta/Runtime.js';
 import { EventService } from '../../EventService.js';
 import { MeteringService } from '../../MeteringService/MeteringService.js';
+import { CloudflareImageGenerationProvider } from './providers/CloudflareImageGenerationProvider/CloudflareImageGenerationProvider.js';
 import { GeminiImageGenerationProvider } from './providers/GeminiImageGenerationProvider/GeminiImageGenerationProvider.js';
 import { OpenAiImageGenerationProvider } from './providers/OpenAiImageGenerationProvider/OpenAiImageGenerationProvider.js';
 import { TogetherImageGenerationProvider } from './providers/TogetherImageGenerationProvider/TogetherImageGenerationProvider.js';
@@ -83,6 +84,9 @@ export class AIImageGenerationService extends BaseService {
 
     getModel ({ modelId, provider }: { modelId: string, provider?: string }) {
         const models = this.#modelIdMap[modelId];
+        if ( ! models ) {
+            return undefined;
+        }
 
         if ( ! provider ) {
             return models[0];
@@ -113,6 +117,19 @@ export class AIImageGenerationService extends BaseService {
             this.#providers['xai-image-generation'] = new XAIImageGenerationProvider({ apiKey: xaiConfig.apiKey || xaiConfig.secret_key }, this.meteringService, this.errorService);
         }
 
+        const cloudflareImageConfig = this.config.providers?.['cloudflare-image-generation'] ||
+            this.config.providers?.['cloudflare-workers-ai-image'] ||
+            this.global_config?.services?.['cloudflare-image-generation'] ||
+            this.global_config?.services?.['cloudflare-workers-ai-image'] ||
+            this.global_config?.services?.['cloudflare-workers-ai'];
+        if ( cloudflareImageConfig && (cloudflareImageConfig.apiToken || cloudflareImageConfig.apiKey || cloudflareImageConfig.secret_key) && (cloudflareImageConfig.accountId || cloudflareImageConfig.account_id) ) {
+            this.#providers['cloudflare-image-generation'] = new CloudflareImageGenerationProvider({
+                apiToken: cloudflareImageConfig.apiToken || cloudflareImageConfig.apiKey || cloudflareImageConfig.secret_key,
+                accountId: cloudflareImageConfig.accountId || cloudflareImageConfig.account_id,
+                apiBaseUrl: cloudflareImageConfig.apiBaseUrl,
+            }, this.meteringService, this.errorService, this.eventService);
+        }
+
         // emit event for extensions to add providers
         const extensionProviders = {} as Record<string, IImageProvider>;
         await this.eventService.emit('ai.image.registerProviders', extensionProviders);
diff --git a/src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/CloudflareImageGenerationProvider.ts b/src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/CloudflareImageGenerationProvider.ts
new file mode 100644
index 000000000..b38926023
--- /dev/null
+++ b/src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/CloudflareImageGenerationProvider.ts
@@ -0,0 +1,431 @@
+/*
+ * Copyright (C) 2024-present Puter Technologies Inc.
+ *
+ * This file is part of Puter.
+ *
+ * Puter is free software: you can redistribute it and/or modify
+ * it under the terms of the GNU Affero General Public License as published
+ * by the Free Software Foundation, either version 3 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ * GNU Affero General Public License for more details.
+ *
+ * You should have received a copy of the GNU Affero General Public License
+ * along with this program.  If not, see <https://www.gnu.org/licenses/>.
+ */
+
+import APIError from '../../../../../api/APIError.js';
+import { ErrorService } from '../../../../../modules/core/ErrorService.js';
+import { Context } from '../../../../../util/context.js';
+import { EventService } from '../../../../EventService.js';
+import { MeteringService } from '../../../../MeteringService/MeteringService.js';
+import { IGenerateParams, IImageModel, IImageProvider } from '../types.js';
+import { CLOUDFLARE_IMAGE_GENERATION_MODELS, CloudflareImageModel } from './models.js';
+
+type CloudflareGenerateParams = IGenerateParams & {
+    steps?: number;
+    num_steps?: number;
+    seed?: number;
+    guidance?: number;
+    negative_prompt?: string;
+    output_format?: 'jpeg' | 'png' | 'webp';
+    image?: string;
+};
+
+interface CostComponent {
+    key: string;
+    usageAmount: number;
+    totalCostMicroCents: number;
+};
+
+const DEFAULT_MODEL = '@cf/black-forest-labs/flux-1-schnell';
+const DEFAULT_RATIO = { w: 1024, h: 1024 };
+
+export class CloudflareImageGenerationProvider implements IImageProvider {
+    #apiToken: string;
+    #accountId: string;
+    #apiBaseUrl: string;
+    #meteringService: MeteringService;
+    #errors: ErrorService;
+    #eventService: EventService;
+
+    constructor (
+        config: {
+            apiToken?: string;
+            apiKey?: string;
+            secret_key?: string;
+            accountId?: string;
+            account_id?: string;
+            apiBaseUrl?: string;
+        },
+        meteringService: MeteringService,
+        errorService: ErrorService,
+        eventService: EventService,
+    ) {
+        const apiToken = config.apiToken || config.apiKey || config.secret_key;
+        if ( ! apiToken ) {
+            throw new Error('Cloudflare image generation requires `apiToken` (or `apiKey`)');
+        }
+
+        const accountId = config.accountId || config.account_id;
+        if ( ! accountId ) {
+            throw new Error('Cloudflare image generation requires `accountId`');
+        }
+
+        this.#apiToken = apiToken;
+        this.#accountId = accountId;
+        this.#apiBaseUrl = config.apiBaseUrl || 'https://api.cloudflare.com/client/v4';
+        this.#meteringService = meteringService;
+        this.#errors = errorService;
+        this.#eventService = eventService;
+    }
+
+    models (): IImageModel[] {
+        return CLOUDFLARE_IMAGE_GENERATION_MODELS;
+    }
+
+    getDefaultModel (): string {
+        return DEFAULT_MODEL;
+    }
+
+    async generate (params: IGenerateParams): Promise<string> {
+        const options = params as CloudflareGenerateParams;
+        const { prompt, test_mode } = options;
+        const ratio = this.#normalizeRatio(options.ratio);
+        const selectedModel = this.#getModel(options.model);
+
+        await this.#eventService.emit('ai.log.image', {
+            actor: Context.get('actor'),
+            parameters: params,
+            completionId: '0',
+            intended_service: selectedModel.id,
+        });
+
+        if ( test_mode ) {
+            return 'https://puter-sample-data.puter.site/image_example.png';
+        }
+
+        if ( typeof prompt !== 'string' || prompt.trim().length === 0 ) {
+            throw new Error('`prompt` must be a non-empty string');
+        }
+
+        const actor = Context.get('actor');
+        if ( ! actor ) {
+            this.#errors.report('cloudflare-image-generation:unknown-actor', {
+                message: 'failed to resolve actor for Cloudflare image generation',
+                trace: true,
+            });
+            throw new Error('actor not found in context');
+        }
+
+        const steps = this.#resolveSteps(selectedModel, options);
+        const costComponents = this.#estimateCost(selectedModel, ratio, steps, {
+            hasInputImage: typeof options.image === 'string' && options.image.trim() !== '',
+        });
+        const totalCostInMicroCents = costComponents.reduce((acc, component) => acc + component.totalCostMicroCents, 0);
+        const usageAllowed = await this.#meteringService.hasEnoughCredits(actor, totalCostInMicroCents);
+        if ( ! usageAllowed ) {
+            throw APIError.create('insufficient_funds');
+        }
+
+        const response = await this.#runModel(selectedModel, {
+            ...options,
+            ratio,
+            steps,
+        });
+
+        this.#meteringService.batchIncrementUsages(actor, costComponents
+            .filter(component => component.usageAmount > 0 && component.totalCostMicroCents > 0)
+            .map(component => ({
+                usageType: `cloudflare:${this.#getMeteringModelKey(selectedModel)}:${component.key}`,
+                usageAmount: component.usageAmount,
+                costOverride: component.totalCostMicroCents,
+            })));
+
+        return response;
+    }
+
+    #getModel (model?: string): CloudflareImageModel {
+        const models = CLOUDFLARE_IMAGE_GENERATION_MODELS;
+        const found = models.find(m => m.id === model || m.aliases?.includes(model ?? ''));
+        return found || models.find(m => m.id === DEFAULT_MODEL)!;
+    }
+
+    #normalizeRatio (ratio?: { w: number; h: number }) {
+        const width = Number(ratio?.w);
+        const height = Number(ratio?.h);
+        if ( Number.isFinite(width) && Number.isFinite(height) && width > 0 && height > 0 ) {
+            return { w: Math.max(64, Math.round(width)), h: Math.max(64, Math.round(height)) };
+        }
+        return { ...DEFAULT_RATIO };
+    }
+
+    #resolveSteps (model: CloudflareImageModel, options: CloudflareGenerateParams): number {
+        const input = Number(options.steps ?? options.num_steps ?? model.defaultSteps ?? 25);
+        const fallback = model.defaultSteps ?? 25;
+        if ( ! Number.isFinite(input) ) return fallback;
+        return Math.max(1, Math.min(50, Math.round(input)));
+    }
+
+    // Cloudflare models have *really exact* billing needs. They pretty much bill based on exactly what the model does
+    // If a model is a diffusion model, thing flux-2-dev, we actually need to calculate how many steps they take to
+    // Denoise the model and calculate based on that. It's pretty annoying and we'll have to keep updating this table
+    // in the future likely. It's VERY easy to screw this up. I would not recommend touching any step based calculations
+    // unless you actually know what you're doing here, or you might regret it!
+    // Signed -- NS
+    #estimateCost (
+        model: CloudflareImageModel,
+        ratio: { w: number; h: number },
+        steps: number,
+        options?: { hasInputImage?: boolean },
+    ): CostComponent[] {
+        const tiles = this.#tileCount(ratio);
+        const pixels = ratio.w * ratio.h;
+        const megapixels = this.#megapixels(ratio);
+
+        switch ( model.billingScheme ) {
+        case 'tile-plus-step':
+            return [
+                {
+                    key: 'tile_512',
+                    usageAmount: tiles,
+                    totalCostMicroCents: this.#costForUnits(tiles, model.costs.tile_512),
+                },
+                {
+                    key: 'step',
+                    usageAmount: steps,
+                    totalCostMicroCents: this.#costForUnits(steps, model.costs.step),
+                },
+            ];
+        case 'step-only':
+            return [
+                {
+                    key: 'step',
+                    usageAmount: steps,
+                    totalCostMicroCents: this.#costForUnits(steps, model.costs.step),
+                },
+            ];
+        case 'flux2-dev-tile-step':
+            return [
+                {
+                    key: 'input_tile_512_per_step',
+                    usageAmount: tiles * steps,
+                    totalCostMicroCents: this.#costForUnits(tiles * steps, model.costs.input_tile_512_per_step),
+                },
+                {
+                    key: 'output_tile_512_per_step',
+                    usageAmount: tiles * steps,
+                    totalCostMicroCents: this.#costForUnits(tiles * steps, model.costs.output_tile_512_per_step),
+                },
+            ];
+        case 'flux2-klein-4b-tile':
+            return [
+                {
+                    key: 'input_tile_512',
+                    usageAmount: tiles,
+                    totalCostMicroCents: this.#costForUnits(tiles, model.costs.input_tile_512),
+                },
+                {
+                    key: 'output_tile_512',
+                    usageAmount: tiles,
+                    totalCostMicroCents: this.#costForUnits(tiles, model.costs.output_tile_512),
+                },
+            ];
+        case 'flux2-klein-9b-mp': {
+            const firstMP = Math.min(megapixels, 1);
+            const subsequentMP = Math.max(0, megapixels - firstMP);
+            const firstPixels = Math.min(pixels, 1_000_000);
+            const subsequentPixels = Math.max(0, pixels - firstPixels);
+            const inputImageMP = options?.hasInputImage ? megapixels : 0;
+            return [
+                {
+                    key: 'first_mp',
+                    usageAmount: firstMP,
+                    totalCostMicroCents: this.#costForMillionUnits(firstPixels, model.costs.first_mp),
+                },
+                {
+                    key: 'subsequent_mp',
+                    usageAmount: subsequentMP,
+                    totalCostMicroCents: this.#costForMillionUnits(subsequentPixels, model.costs.subsequent_mp),
+                },
+                {
+                    key: 'input_image_mp',
+                    usageAmount: inputImageMP,
+                    totalCostMicroCents: options?.hasInputImage
+                        ? this.#costForMillionUnits(pixels, model.costs.input_image_mp)
+                        : 0,
+                },
+            ];
+        }
+        default:
+            return [];
+        }
+    }
+
+    async #runModel (model: CloudflareImageModel, params: CloudflareGenerateParams & { ratio: { w: number; h: number }, steps: number }) {
+        const endpoint = `${this.#apiBaseUrl}/accounts/${this.#accountId}/ai/run/${model.id}`;
+        const headers: Record<string, string> = {
+            Authorization: `Bearer ${this.#apiToken}`,
+        };
+
+        let body;
+        if ( model.requiresMultipart ) {
+            const formData = new FormData();
+            formData.append('prompt', params.prompt);
+            formData.append('width', String(params.ratio.w));
+            formData.append('height', String(params.ratio.h));
+            formData.append('steps', String(params.steps));
+
+            if ( Number.isFinite(params.seed) ) formData.append('seed', String(Math.round(params.seed as number)));
+            if ( Number.isFinite(params.guidance) ) formData.append('guidance', String(params.guidance));
+            if ( typeof params.negative_prompt === 'string' ) formData.append('negative_prompt', params.negative_prompt);
+            if ( typeof params.output_format === 'string' ) formData.append('output_format', params.output_format);
+            if ( typeof params.image === 'string' ) formData.append('image', params.image);
+            body = formData;
+        } else {
+            headers['Content-Type'] = 'application/json';
+            body = JSON.stringify({
+                prompt: params.prompt,
+                width: params.ratio.w,
+                height: params.ratio.h,
+                steps: params.steps,
+                num_steps: params.steps,
+                ...(Number.isFinite(params.seed) ? { seed: Math.round(params.seed as number) } : {}),
+                ...(Number.isFinite(params.guidance) ? { guidance: params.guidance } : {}),
+                ...(typeof params.negative_prompt === 'string' ? { negative_prompt: params.negative_prompt } : {}),
+                ...(typeof params.output_format === 'string' ? { output_format: params.output_format } : {}),
+            });
+        }
+
+        const response = await fetch(endpoint, {
+            method: 'POST',
+            headers,
+            body,
+        });
+
+        const contentType = (response.headers.get('content-type') || '').toLowerCase();
+        if ( contentType.startsWith('image/') ) {
+            const imageBuffer = Buffer.from(await response.arrayBuffer());
+            return `data:${contentType};base64,${imageBuffer.toString('base64')}`;
+        }
+
+        const text = await response.text();
+        let payload: unknown;
+        try {
+            payload = text ? JSON.parse(text) : {};
+        } catch {
+            payload = { raw: text };
+        }
+
+        if ( ! response.ok ) {
+            const message =
+                this.#extractErrorMessage(payload) ||
+                `Cloudflare image generation failed with status ${response.status}`;
+            throw new Error(message);
+        }
+
+        if ( typeof payload === 'object' && payload !== null ) {
+            const envelope = payload as Record<string, unknown>;
+            if ( envelope.success === false ) {
+                const message =
+                    this.#extractErrorMessage(payload) ||
+                    'Cloudflare image generation failed';
+                throw new Error(message);
+            }
+        }
+
+        const imageString = this.#extractImageString(payload);
+        if ( ! imageString ) {
+            throw new Error('Cloudflare image generation response did not include image data');
+        }
+
+        if ( imageString.startsWith('data:image/') || imageString.startsWith('http://') || imageString.startsWith('https://') ) {
+            return imageString;
+        }
+
+        const mime = this.#mimeForFormat(params.output_format);
+        return `data:${mime};base64,${imageString}`;
+    }
+
+    #extractImageString (payload: unknown): string | undefined {
+        if ( typeof payload === 'string' ) return payload;
+        if ( !payload || typeof payload !== 'object' ) return undefined;
+
+        const record = payload as Record<string, unknown>;
+        if ( typeof record.image === 'string' ) return record.image;
+        if ( typeof record.output === 'string' ) return record.output;
+        if ( Array.isArray(record.images) && typeof record.images[0] === 'string' ) return record.images[0];
+        if ( Array.isArray(record.images) && typeof record.images[0] === 'object' && record.images[0] !== null ) {
+            const firstImage = record.images[0] as Record<string, unknown>;
+            if ( typeof firstImage.image === 'string' ) return firstImage.image;
+        }
+        if ( Array.isArray(record.output) && typeof record.output[0] === 'string' ) return record.output[0];
+
+        if ( record.result ) {
+            const nested = this.#extractImageString(record.result);
+            if ( nested ) return nested;
+        }
+        if ( record.response ) {
+            const nested = this.#extractImageString(record.response);
+            if ( nested ) return nested;
+        }
+        return undefined;
+    }
+
+    #extractErrorMessage (payload: unknown): string | undefined {
+        if ( !payload || typeof payload !== 'object' ) return undefined;
+        const record = payload as Record<string, unknown>;
+
+        if ( typeof record.error === 'string' ) return record.error;
+        if ( typeof record.message === 'string' ) return record.message;
+        if ( Array.isArray(record.errors) && record.errors.length > 0 ) {
+            const first = record.errors[0] as Record<string, unknown>;
+            if ( typeof first?.message === 'string' ) return first.message;
+            if ( typeof first?.error === 'string' ) return first.error;
+        }
+        return undefined;
+    }
+
+    #tileCount ({ w, h }: { w: number; h: number }) {
+        return Math.ceil(w / 512) * Math.ceil(h / 512);
+    }
+
+    #megapixels ({ w, h }: { w: number; h: number }) {
+        return (w * h) / 1_000_000;
+    }
+
+    #mimeForFormat (format?: string) {
+        if ( format === 'jpeg' ) return 'image/jpeg';
+        if ( format === 'webp' ) return 'image/webp';
+        return 'image/png';
+    }
+
+    #costForUnits (units: number, microCentsPerUnit?: number) {
+        if ( !Number.isFinite(units) || units <= 0 ) return 0;
+        if ( !Number.isFinite(microCentsPerUnit) || (microCentsPerUnit as number) <= 0 ) return 0;
+        return Math.round(units * (microCentsPerUnit as number));
+    }
+
+    // `numerator` is in millionths of a unit (e.g. pixels out of 1,000,000 for MP-based pricing).
+    #costForMillionUnits (numerator: number, microCentsPerMillion?: number) {
+        if ( !Number.isFinite(numerator) || numerator <= 0 ) return 0;
+        if ( !Number.isFinite(microCentsPerMillion) || (microCentsPerMillion as number) <= 0 ) return 0;
+        return Math.round((numerator * (microCentsPerMillion as number)) / 1_000_000);
+    }
+
+    #getMeteringModelKey (model: CloudflareImageModel) {
+        if ( model.puterId && typeof model.puterId === 'string' ) {
+            return model.puterId;
+        }
+
+        if ( model.id.startsWith('@cf/') ) {
+            return `workers-ai:${model.id.slice('@cf/'.length)}`;
+        }
+
+        return model.id.replace(/^@+/, '');
+    }
+
+}
diff --git a/src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/models.ts b/src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/models.ts
new file mode 100644
index 000000000..a6758e3f2
--- /dev/null
+++ b/src/backend/src/services/ai/image/providers/CloudflareImageGenerationProvider/models.ts
@@ -0,0 +1,124 @@
+/*
+ * Copyright (C) 2024-present Puter Technologies Inc.
+ *
+ * This file is part of Puter.
+ *
+ * Puter is free software: you can redistribute it and/or modify
+ * it under the terms of the GNU Affero General Public License as published
+ * by the Free Software Foundation, either version 3 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ * GNU Affero General Public License for more details.
+ *
+ * You should have received a copy of the GNU Affero General Public License
+ * along with this program.  If not, see <https://www.gnu.org/licenses/>.
+ */
+
+import { IImageModel } from '../types';
+
+export type CloudflareBillingScheme =
+    | 'tile-plus-step'
+    | 'step-only'
+    | 'flux2-dev-tile-step'
+    | 'flux2-klein-4b-tile'
+    | 'flux2-klein-9b-mp';
+
+export type CloudflareImageModel = IImageModel & {
+    billingScheme: CloudflareBillingScheme;
+    defaultSteps?: number;
+    requiresMultipart?: boolean;
+};
+
+// Source: Cloudflare Workers AI docs and model pages.
+// Pricing values are in USD microcents for billing units.
+export const CLOUDFLARE_IMAGE_GENERATION_MODELS: CloudflareImageModel[] = [
+    {
+        puterId: 'workers-ai:black-forest-labs/flux-1-schnell',
+        id: '@cf/black-forest-labs/flux-1-schnell',
+        aliases: ['black-forest-labs/flux-1-schnell'],
+        name: 'FLUX.1 Schnell',
+        costs_currency: 'usd-microcents',
+        index_cost_key: 'step',
+        costs: {
+            tile_512: 5280,
+            step: 10560,
+        },
+        billingScheme: 'tile-plus-step',
+        defaultSteps: 4,
+    },
+    {
+        puterId: 'workers-ai:leonardo/lucid-origin',
+        id: '@cf/leonardo/lucid-origin',
+        aliases: ['leonardo/lucid-origin'],
+        name: 'Lucid Origin',
+        costs_currency: 'usd-microcents',
+        index_cost_key: 'step',
+        costs: {
+            tile_512: 699600,
+            step: 13200,
+        },
+        billingScheme: 'tile-plus-step',
+        defaultSteps: 25,
+    },
+    {
+        puterId: 'workers-ai:leonardo/phoenix-1.0',
+        id: '@cf/leonardo/phoenix-1.0',
+        aliases: ['leonardo/phoenix-1.0'],
+        name: 'Phoenix 1.0',
+        costs_currency: 'usd-microcents',
+        index_cost_key: 'step',
+        costs: {
+            tile_512: 583000,
+            step: 11000,
+        },
+        billingScheme: 'tile-plus-step',
+        defaultSteps: 25,
+    },
+    {
+        puterId: 'workers-ai:black-forest-labs/flux-2-dev',
+        id: '@cf/black-forest-labs/flux-2-dev',
+        aliases: ['black-forest-labs/flux-2-dev'],
+        name: 'FLUX.2 Dev',
+        costs_currency: 'usd-microcents',
+        index_cost_key: 'input_tile_512_per_step',
+        costs: {
+            input_tile_512_per_step: 21000,
+            output_tile_512_per_step: 41000,
+        },
+        billingScheme: 'flux2-dev-tile-step',
+        defaultSteps: 25,
+        requiresMultipart: true,
+    },
+    {
+        puterId: 'workers-ai:black-forest-labs/flux-2-klein-4b',
+        id: '@cf/black-forest-labs/flux-2-klein-4b',
+        aliases: ['black-forest-labs/flux-2-klein-4b'],
+        name: 'FLUX.2 Klein 4B',
+        costs_currency: 'usd-microcents',
+        index_cost_key: 'input_tile_512',
+        costs: {
+            input_tile_512: 5900,
+            output_tile_512: 28700,
+        },
+        billingScheme: 'flux2-klein-4b-tile',
+        requiresMultipart: true,
+    },
+    {
+        puterId: 'workers-ai:black-forest-labs/flux-2-klein-9b',
+        id: '@cf/black-forest-labs/flux-2-klein-9b',
+        aliases: ['black-forest-labs/flux-2-klein-9b'],
+        name: 'FLUX.2 Klein 9B',
+        costs_currency: 'usd-microcents',
+        index_cost_key: 'first_mp',
+        costs: {
+            first_mp: 1500000,
+            subsequent_mp: 200000,
+            input_image_mp: 200000,
+        },
+        billingScheme: 'flux2-klein-9b-mp',
+        requiresMultipart: true,
+    },
+];