Hitchhikethe internet
Directory/LLM models/Llama 3.2 1B Instruct Bnb 4bit
LLM models · Model

Llama 3.2 1B Instruct Bnb 4bit

Researched

A 1B-parameter instruction-tuned Llama 3.2 model from unsloth, quantized to 4-bit via bitsandbytes and hosted on Hugging Face. It supports text with an optional ipython environment and has a December 2023 knowledge cutoff.

Online Checked XLinkedInFollow updates
Official model pageView model card
Official site snapshots

See the official site at a glance

Read-only public captures of Llama 3.2 1B Instruct Bnb 4bit’s homepage and verified pricing page. Screenshots are dated, never live embeds, and open full-screen.

Visit live site
Homepage · captured Jul 23, 2026
Pricing page · captured Jul 23, 2026
At a glance

In one minute

Start here for the decision-making essentials: what Llama 3.2 1B Instruct Bnb 4bit does, who it is for, how it is accessed, and the first-party sources behind this profile.

PricingCurrent signal

See official pricing

Platforms
Hugging FaceHugging Face Inference Providers
API accessNot public
FoundedNot disclosed by source
AvailabilityWeb / remote
LicenseProprietary

Best suited to

Source-backed fit
Lightweight instruction-tuned chat deployments Low-resource local inference on quantized 4-bit models Developers seeking compact Llama 3.2 access on Hugging Face Experimentation via serverless Hugging Face Inference Providers
Model registry

Specifications and best fit

Source backed

Published specifications and use cases for Llama 3.2 1B Instruct Bnb 4bit. Repository dates are kept separate from the model's original release date.

Developer
Not stated
Family
Llama 3.2
Original release
Not verified
Repository created
Not recorded
Parameters
1B
Context window
Not stated
Architecture
Not stated
License
Not stated
Weights
Not stated
Modalities
Text (with ipython environment support when tools are enabled)
Languages
Not stated
Repository
Not recorded

Good fit for

  • Running latest open models via coding agent with a single Hugging Face token
Decision support

Common questions and adoption checks

6 sourced answers

Short answers to the questions buyers and builders commonly ask about Llama 3.2 1B Instruct Bnb 4bit. Each answer cites the shared ledger below, where every source is listed once.

01What does Llama 3.2 1B Instruct Bnb 4bit say it can do?

Chat completion (LLM) · Chat completion (VLM) · Feature Extraction · Text to Image

Chat completion (LLM)
Ledger citation[2] huggingface.co/docs/inference-providers/index
02What use cases does Llama 3.2 1B Instruct Bnb 4bit describe?

Running latest open models via coding agent with a single Hugging Face token

Point it at Inference Providers to run the latest open models available with a single Hugging Face token.
Ledger citation[2] huggingface.co/docs/inference-providers/index
03What integrations does Llama 3.2 1B Instruct Bnb 4bit document?

Client SDKs for JavaScript and Python · Integrations with OpenCode, Pi, Codex, Claude Code, Hermes Agent, NeMo Data Designer, MacW

They are also integrated into our client SDKs (for JS and Python), making it easy to explore serverless inference of models on your favorite providers.
Ledger citation[2] huggingface.co/docs/inference-providers/index
04How can Llama 3.2 1B Instruct Bnb 4bit be deployed or accessed?

Serverless inference

making it easy to explore serverless inference of models on your favorite providers
Ledger citation[2] huggingface.co/docs/inference-providers/index
05What parameter count does Llama 3.2 1B Instruct Bnb 4bit publish?

1B

Llama-3.2-1B-Instruct-bnb-4bit
Ledger citation[1] huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
06Which modalities does Llama 3.2 1B Instruct Bnb 4bit support?

Text (with ipython environment support when tools are enabled)

Environment: ipython
Ledger citation[1] huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Decision guide

Capabilities and operating fit

LLM models

This profile connects the jobs Llama 3.2 1B Instruct Bnb 4bit is described as handling with its delivery model, access options and the subjects used to match it to related products in this directory.

Common use cases

  • Text generation and chat completion with a small open model
  • Running open models via coding agents using a single Hugging Face token
  • Integration through JavaScript and Python client SDKs
  • Use within ipython tool-enabled environments
  • Running latest open models via coding agent with a single Hugging Face token

Access signals

Pricing model
See official pricing
API
Not publicly listed
Source links
16 recorded
Source-backed

Verified facts

Updated July 23, 2026

Each fact points to a recorded source, making it easy to distinguish verified product information from claims that need checking.

Official website

HTTP 200 verified twice

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
First-party description

unsloth/Llama-3.2-1B-Instruct-bnb-4bit · Hugging Face

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Source-supported facts

model: Llama-3.2-1B-Instruct-bnb-4bit · platform: Hugging Face · company: unsloth

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Model

Llama-3.2-1B-Instruct-bnb-4bit

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Platform

Hugging Face

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Company

unsloth

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Model family

Llama 3.2

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Parameter count

1B

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
View 19 more verified facts
Quantization

4-bit (bnb)

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Knowledge cutoff

December 2023

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Modality

Text (with ipython environment support when tools are enabled)

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Platform

Hugging Face Inference Providers

[2]huggingface.co/docs/inference-providers/index
Capability

Chat completion (LLM)

[2]huggingface.co/docs/inference-providers/index
Capability

Chat completion (VLM)

[2]huggingface.co/docs/inference-providers/index
Capability

Feature Extraction

[2]huggingface.co/docs/inference-providers/index
Capability

Text to Image

[2]huggingface.co/docs/inference-providers/index
Capability

Text to Video

[2]huggingface.co/docs/inference-providers/index
Capability

Speech to Text

[2]huggingface.co/docs/inference-providers/index
Deployment

Serverless inference

[2]huggingface.co/docs/inference-providers/index
Integration

Client SDKs for JavaScript and Python

[2]huggingface.co/docs/inference-providers/index
Use case

Running latest open models via coding agent with a single Hugging Face token

[2]huggingface.co/docs/inference-providers/index
Integration

Integrations with OpenCode, Pi, Codex, Claude Code, Hermes Agent, NeMo Data Designer, MacWhisper, Vision Agents, and VS Code with GitHub Copilot

[2]huggingface.co/docs/inference-providers/index
Company

Hugging Face

[2]huggingface.co/docs/inference-providers/index
Source-supported facts

Part of the Llama 3.2 model family · 1B parameter Instruct variant · Quantized to 4-bit using bitsandbytes (bnb)

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Model version

1B Instruct

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Quantization

4-bit (bitsandbytes / bnb)

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Tool use

Function/tool calling is supported via the chat template

[1]huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit
Practical capabilities

What it helps with

8 documented areas

A concise view of the jobs, capabilities and integrations described in the recorded product sources.

Use case

Text generation and chat completion with a small open model

Use case

Running open models via coding agents using a single Hugging Face token

Use case

Integration through JavaScript and Python client SDKs

Use case

Use within ipython tool-enabled environments

Use case

Running latest open models via coding agent with a single Hugging Face token

Capability

Chat completion (LLM)

Capability

Chat completion (VLM)

Capability

Feature Extraction

Availability

Where it runs and where to get it

Source checked

Documented product formats, platforms and official distribution destinations. Availability can vary by region and plan.

Cost / license

See official pricing

Platforms

Hugging FaceHugging Face Inference Providers

App stores and other links

GitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHubGitHub
Implementation details

Adoption notes

DeploymentServerless inference
LicenseNot disclosed by source
Model supportLlama-3.2-1B-Instruct-bnb-4bit
Data controlNot disclosed by source
Learning curveIntermediate
Primary use casesText generation and chat completion with a small open model, Running open models via coding agents using a single Hugging Face token, Integration through JavaScript and Python client SDKs, Use within ipython tool-enabled environments, Running latest open models via coding agent with a single Hugging Face token

What to verify before adopting

    Evolution and major updates

    Llama 3.2 1B Instruct Bnb 4bit timeline

    A concise history of software releases and material product changes. Events appear only when a dated source supports what changed.

    1 dated update
    Latest first · exact dates

    Showing the newest updates and meaningful milestones. Open an entry for its summary and source.

    1. Release note

      Hugging Face repository published

      Open details

      The public model repository was created on Hugging Face. This repository date may differ from the model's original release date.

      View source [1]
    Citation ledger

    Recorded sources

    16 unique pages

    Facts, answers, structured details, milestones and primary resource links cite this shared ledger. Each external page appears once; release tags from the same GitHub project are grouped under one release history.

    1. 1huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit 15 facts · 2 answers · 1 milestone · Official site
    2. 2huggingface.co/docs/inference-providers/index 12 facts · 4 answers · Documentation
    3. 3huggingface.co/blog Official site
    4. 4huggingface.co/docs Documentation
    5. 5huggingface.co/docs/safetensors/index Documentation
    6. 6huggingface.co/inference/models Official site
    7. 7huggingface.co/models Official site
    8. 8huggingface.co/models Official site
    9. 9huggingface.co/models Official site
    10. 10huggingface.co/models Official site
    11. 11huggingface.co/models Official site
    12. 12huggingface.co/models Official site
    13. 13huggingface.co/models Official site
    14. 14huggingface.co/pricing Pricing
    15. 15huggingface.co/privacy Security
    16. 16huggingface.co/support Official site
    Research status25 substantive facts · 16 source pages · quality score 95/100