Skip to content
HIPS
  • Earn with your GPU
  • Pricing
  • Docs
Sign inJoin early access
⌘K

Get started

  1. 01Developer hub
  2. 02Quickstart
  3. 03Migrate to HIPS

Guides

  1. 04HIPS SDK
    1. APython
    2. BTypeScript and JavaScript
    3. CGo
    4. DRust
    5. EJava
    6. F.NET
    7. GPHP
    8. HRuby
  2. 05Import and run your model
  3. 06Model and task guides
    1. ATask guides
    2. BLanguage (chat)
    3. CClassification
    4. DImage
    5. EVideo
    6. FAudio
    7. GDocument processing
  4. 07Batch jobs
  5. 08Prompt caching
  6. 09Coding-tool setup
    1. AClaude Code
    2. BOther coding tools and editor integrations
  7. 10Command line
    1. ASign in

Reference

  1. 11API reference
    1. AAuthentication
    2. BChat completions
    3. CResponses
    4. DModels
    5. ETasks
    6. FJobs
    7. GUploads
    8. HDeployments
    9. IRequirements and headers
    10. JErrors
    11. KUsage
    12. LVersioning
  2. 12Operating guidance
    1. ALimits
    2. BErrors
    3. CRetries and billing outcomes
    4. DIdempotency
    5. EStreaming
    6. FData handling
    7. GCompatibility matrix
  3. 13Changelog
Sheet indexModel and task guides

Get started

  1. 01Developer hub
  2. 02Quickstart
  3. 03Migrate to HIPS

Guides

  1. 04HIPS SDK
    1. APython
    2. BTypeScript and JavaScript
    3. CGo
    4. DRust
    5. EJava
    6. F.NET
    7. GPHP
    8. HRuby
  2. 05Import and run your model
  3. 06Model and task guides
    1. ATask guides
    2. BLanguage (chat)
    3. CClassification
    4. DImage
    5. EVideo
    6. FAudio
    7. GDocument processing
  4. 07Batch jobs
  5. 08Prompt caching
  6. 09Coding-tool setup
    1. AClaude Code
    2. BOther coding tools and editor integrations
  7. 10Command line
    1. ASign in

Reference

  1. 11API reference
    1. AAuthentication
    2. BChat completions
    3. CResponses
    4. DModels
    5. ETasks
    6. FJobs
    7. GUploads
    8. HDeployments
    9. IRequirements and headers
    10. JErrors
    11. KUsage
    12. LVersioning
  2. 12Operating guidance
    1. ALimits
    2. BErrors
    3. CRetries and billing outcomes
    4. DIdempotency
    5. EStreaming
    6. FData handling
    7. GCompatibility matrix
  3. 13Changelog
06
  1. Docs/
  2. Model and task guides/
  3. Task guides
(Detail A)

PreviewNot yet validated. Join early access

llms.txt

Task guides

One guide per task the source names: language (chat), classification, image, video, audio, and document processing as the combination of vision and language. Each says whether the task is synchronous (POST /v1/tasks) or asynchronous (POST /v1/jobs), and which route carries it.

F
Fig. 1, sheet 06Model and task guides
TaskRouteMode
Language (chat)POST /v1/chat/completionsSynchronous, streamed or not, on POST /v1/chat/completions.
ClassificationPOST /v1/tasks, POST /v1/jobsSynchronous on POST /v1/tasks; as a job on POST /v1/jobs for a large batch.
ImagePOST /v1/tasks, POST /v1/jobsSynchronous on POST /v1/tasks within the synchronous limits; long or batched generation on POST /v1/jobs.
VideoPOST /v1/tasks, POST /v1/jobsAsynchronous only, on POST /v1/jobs.
AudioPOST /v1/tasks, POST /v1/jobsSynchronous on POST /v1/tasks within the synchronous limits; POST /v1/jobs for long media.
Document processingPOST /v1/tasks, POST /v1/jobsThe language step on POST /v1/chat/completions with image_url parts; the specialist steps (classification, detection, embedding) on POST /v1/tasks.
  • Task
    Language (chat)
    Route
    POST /v1/chat/completions
    Mode
    Synchronous, streamed or not, on POST /v1/chat/completions.
  • Task
    Classification
    Route
    POST /v1/tasks, POST /v1/jobs
    Mode
    Synchronous on POST /v1/tasks; as a job on POST /v1/jobs for a large batch.
  • Task
    Image
    Route
    POST /v1/tasks, POST /v1/jobs
    Mode
    Synchronous on POST /v1/tasks within the synchronous limits; long or batched generation on POST /v1/jobs.
  • Task
    Video
    Route
    POST /v1/tasks, POST /v1/jobs
    Mode
    Asynchronous only, on POST /v1/jobs.
  • Task
    Audio
    Route
    POST /v1/tasks, POST /v1/jobs
    Mode
    Synchronous on POST /v1/tasks within the synchronous limits; POST /v1/jobs for long media.
  • Task
    Document processing
    Route
    POST /v1/tasks, POST /v1/jobs
    Mode
    The language step on POST /v1/chat/completions with image_url parts; the specialist steps (classification, detection, embedding) on POST /v1/tasks.

Which shape carries which model type

Model typeShapeRoute
Language model, text in and outOpenAIPOST /v1/chat/completions, later /v1/responses
Language model with image input (vision)OpenAI image_url partsPOST /v1/chat/completions
Image generation and editingHIPS taskPOST /v1/tasks; long or batched generation POST /v1/jobs
Audio: transcription, translation, speechHIPS taskPOST /v1/tasks within the synchronous limits; POST /v1/jobs for long media
EmbeddingsHIPS taskPOST /v1/tasks, task embedding
Video generation and understandingHIPS jobPOST /v1/jobs only
Classification, detection, specialist modelsHIPS taskPOST /v1/tasks
Customer-owned language modelOpenAIPOST /v1/chat/completions with model: dep_...
Customer-owned model of any other typeHIPS taskPOST /v1/tasks or POST /v1/jobs with deployment: dep_...
  • Model type
    Language model, text in and out
    Shape
    OpenAI
    Route
    POST /v1/chat/completions, later /v1/responses
  • Model type
    Language model with image input (vision)
    Shape
    OpenAI image_url parts
    Route
    POST /v1/chat/completions
  • Model type
    Image generation and editing
    Shape
    HIPS task
    Route
    POST /v1/tasks; long or batched generation POST /v1/jobs
  • Model type
    Audio: transcription, translation, speech
    Shape
    HIPS task
    Route
    POST /v1/tasks within the synchronous limits; POST /v1/jobs for long media
  • Model type
    Embeddings
    Shape
    HIPS task
    Route
    POST /v1/tasks, task embedding
  • Model type
    Video generation and understanding
    Shape
    HIPS job
    Route
    POST /v1/jobs only
  • Model type
    Classification, detection, specialist models
    Shape
    HIPS task
    Route
    POST /v1/tasks
  • Model type
    Customer-owned language model
    Shape
    OpenAI
    Route
    POST /v1/chat/completions with model: dep_...
  • Model type
    Customer-owned model of any other type
    Shape
    HIPS task
    Route
    POST /v1/tasks or POST /v1/jobs with deployment: dep_...

Related sheets

  • Models
  • HIPS SDK
Previous sheetModels
Next sheetLanguage (chat)
Sheet
06 of 13
Detail
A
Updated
2026-10-21
Status
Preview
Join early access

On this sheet

  1. Which shape carries which model type

Product

  • Inference
  • Models
  • Deploy your model
  • Always-on GPU capacity
  • How it works
  • Use cases
  • Pricing

Developer

  • Docs
  • Quickstart preview
  • Migrate to HIPS
  • HIPS SDK
  • Batch jobs
  • API reference

Provider

  • Earn with your GPU
  • Register GPU interest
  • Download for Mac
  • Download for Windows
  • Download for Linux

Resource

  • Security and Data
  • Resources
  • llms.txt

Company

  • About
  • Contact
  • Affiliate program
  • HIPS Payments

Legal

  • Legal
  • Consumer Health Data Privacy Policy
  • Report content
  • Cookie settings

Support

  • Contact HIPS
  • Looking for payments support?

HIPS. AI inference for builders.

hips.com

Hyperscale Inference Processing Systems OÜ