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ModelCap

Llama 3.2 90B Vision Instruct

Official publisher releaseGated access

Meta·meta-llama/Llama-3.2-90B-Vision-Instruct

Llama 3.2 90B Vision Instruct weight access is gated access, from ModelCap classification of published repository metadata as of 17 Sept 2026, 07:03 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
Not scored · 0% support · score interval not available
Market Gravity
7.8
Secondary market signal

OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.

Input
Self-hosted
weights only · no listed API price
Output
Self-hosted
weights only · no listed API price
Context
tokens
Providers
0
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes

Current provider status is unavailable.

Reported evaluation leads (2)

Not independent measurement

Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
Idavidrein/gpqa
diamond
46.0859
Unpinned
not published
Reported
Quarantined
openai/gsm8k
gsm8k
93.1008
Unpinned
not published
Reported
Quarantined

ModelCap Index · Current board

Methodology
Not scored · peers unresolved
Public rank basis
Not scored (abstained)
Index support
0.0% · not applicable
Index interval
Not available
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
No admitted evaluation publication timestamp
Identity binding
Exact catalogue product · meta-llama/meta-llama/Llama-3.2-90B-Vision-Instruct · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata meta-llama/Llama-3.2-90B-Vision-Instruct@e305d2a43a4adc6987308fe7d896fb8ec5f1a5d8 (not the evaluation revision)
Index observations used
0
Architecture fallback
abstained · 0% coverage · 0 anchors
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
Evidence status
No admitted measured evidence
General preference
Coding
Agents & tools
Reasoning
Evidence breadth
0%
Evidence coverage
0%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
Liquidity (providers × uptime)
Open reach (HF downloads)
Surface (context / tools / modalities)
15.0
Freshness
6.3
  • · Catalogue: modalities Text/Image
  • · First seen 2024-09-19

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Experimental capability estimate

Estimate policy
38.5
19.6–57.5 uncertainty interval
Excluded from rank
Confidence
68%
Training support
202 models · 116 lineages
Out-of-domain check
in domain
Feature coverage
71%
Lineage-held-out error
10.1 MAE

Experimental estimate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.

Deployment readiness

Metadata index
41.6
limited · 47% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
68.3
Deployability
8.0
Evaluation provenance
0.0

Missing: artifactReproducibility.base-lineage, accessLegalClarity.resolvable-license-terms, deployability.independent-provider-records, deployability.measured-provider-uptime, deployability.published-provider-pricing, deployability.declared-capacity, evaluationProvenance.admitted-evaluation-observations, evaluationProvenance.capability-family-breadth, evaluationProvenance.evaluation-source-diversity, evaluationProvenance.identity-and-source-confidence, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
7.8
OpenRouter weekly popularity
Not listed

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

No matched Arena rating

This model is visible because it is available in the live catalogue, but it has no trustworthy community result yet. ModelCap does not infer a quality score from price, features, or market activity.

Market Gravity breakdown

Usage55%
0.0

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
0.0

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
50.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
6.3

Time since first public availability, on a six-month half-life.

Specification

Context window
tokens
Max output
Inputs
Text, Image
Outputs
Text
Tokenizer
Cached input tokens
Not offered
First seen on OpenRouter
19 Sept 2024

Capabilities

  • Not supported: Reasoning
  • Not supported: Tool use
  • Not supported: Structured output
  • Not supported: Response format
  • Not supported: Moderated

Weights & access

Gated access. The weights are hosted behind an access request or acceptance step. Review the publisher's access requirements and license before use or redistribution.

Access
Gated access
Licence
llama3.2
Pinned revision
e305d2a43a4a
Parameters
88.6B
Architecture
MllamaForConditionalGeneration
Model type
mllama
Hugging Face downloads (30d)
151K
Downloads (all time)
1.0M
Likes
360
Repository updated
4 Mar 2025, 17:28 UTC

Llama 3.2 90B Vision Instruct: common questions

How does Llama 3.2 90B Vision Instruct rank among AI models?

Llama 3.2 90B Vision Instruct has no public ModelCap Index position as of 17 September 2026: the snapshot lacks enough matched benchmark evidence, or the identity match is unresolved. Its catalogue facts (price, context, providers) are shown without a rank.

How much does Llama 3.2 90B Vision Instruct cost per 1M tokens?

No live API price is listed for Llama 3.2 90B Vision Instruct in the current snapshot as of 17 September 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.

Is Llama 3.2 90B Vision Instruct open-weight?

Gated access (llama3.2). The weights are hosted behind an access request or acceptance step. Review the publisher's access requirements and license before use or redistribution. The repository is meta-llama/Llama-3.2-90B-Vision-Instruct on Hugging Face.

When was Llama 3.2 90B Vision Instruct released?

Llama 3.2 90B Vision Instruct first appeared in the catalogue on 19 Sept 2024. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.