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All MiniLM L6
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All MiniLM L6

huggingface.co·Infrastructure

all-MiniLM-L6-v2-GGUF is an open-source, quantized MiniLM model for generating text embeddings and supporting efficient retrieval tasks. It is optimized for local inference and is suitable for developers and researchers needing lightweight NLP models.

Open SourceApache-2.0
CLI
A
All MiniLM L6 preview
Visit huggingface.co↗
⭐3.4k
stars
🍴640
forks
✓5
features
📅2022
since

Overview

5 features

All MiniLM L6 is a Foundation models & chat product. It provides efficient, quantized text embedding generation for local or offline NLP applications. It is built as an open-source project for NLP developers and researchers. All MiniLM L6 is open source under the Apache-2.0 license. The product ships for the command line.

It is developed by SmartTasks.cloud, and the product first shipped in 2022. Development happens publicly on GitHub with 3.4k stars and 381 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — All MiniLM L6 occupies a relatively distinct niche. Key capabilities include text embeddings, quantized model, and local inference.

  • ✓Text embeddings
  • ✓Quantized model
  • ✓Local inference
  • ✓Feature extraction
  • ✓GGUF format

Tags

quantized-modeltext-embeddingslocal-inference

AI capabilities

TextInference: LocalWeights: Open

Built with & integrations

Framework
fastapi
Hosting
aws
AI providers
local_ossopenaicohere
Runs on
CLI

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ Open Source✓ Free tier✓ Active maintenance
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJul 14, 2:01 PM

    smarttasks/all-MiniLM-L6-v2-GGUF discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about All MiniLM L6

What does All MiniLM L6 do?
All MiniLM L6 provides efficient, quantized text embedding generation for local or offline NLP applications. It is catalogued under Foundation models & chat on PulseGate.
Who is All MiniLM L6 for?
All MiniLM L6 is an open-source project built for NLP developers and researchers.
Is All MiniLM L6 free?
Yes — All MiniLM L6 is open source under the Apache-2.0 license and free to use.
What platforms does All MiniLM L6 run on?
All MiniLM L6 runs on the command line.
Is All MiniLM L6 still maintained?
PulseGate's automated liveness checks currently classify All MiniLM L6 as active. The GitHub repository shows 381 commits in the last 90 days.
What are alternatives to All MiniLM L6?
Similar tools tracked by PulseGate include MicroLLM 003 Q4 K M, SmolLM2 1.7B 16k SFT Tulu3 Decontaminated Masked, and SmolLM2 1.7B SFT Tulu3 Decontaminated Masked.MicroLLM 003 Q4 K MSmolLM2 1.7B 16k SFT Tulu3 Decontaminated MaskedSmolLM2 1.7B SFT Tulu3 Decontaminated Masked
Who makes All MiniLM L6?
All MiniLM L6 is developed by SmartTasks.cloud.
When did All MiniLM L6 launch?
All MiniLM L6 first shipped in 2022.

At a glance

Pricing
Open Source
Platforms
Cli
Languages
English
License
Apache-2.0
First seen
Jun 16, 2022
Activity
🟢 Active
Status
🟢 Active
Built for
NLP developers and researchers
Model
Open source
Solves
Provides efficient, quantized text embedding generation for local or offline NLP applications.

Developer

SmartTasks.cloud
Community-driven

Open source

⭐ Stars
3,353
🍴 Forks
640
Open issues
290
Last commit
today
Commits 90d
381
Contributors
295
Authorship
Community-driven
Default branch
main
Latest release
2.18.1 · 2d ago

Live coverage

Confidence
High · 93
Indexed
Jul 14, 2026
Lifecycle
Alive
Activity
Active
First seen
Jun 2022
Last seen
today
Freshness
Unknown
Identity audit (9)
Entity ID
cmrkq0zu20rt2cwu5tr3bnevg
Slug
smarttasks-all-minilm-l6-v2-gguf-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 14, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 14, 2026
Canonical URL
https://huggingface.co/smarttasks/all-MiniLM-L6-v2-GGUF

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