SyncDev model directory · Profile updated Oct 7, 2026
Hugging Face repository for Any-to-any.
The specification score summarizes recorded features and limits. It is not a benchmark result.
Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.
Accepts
Produces
google/gemma-4-12B-it-qat-q4_0-unquantized-assistant is a Hugging Face repository returned by the public Any-to-any task feed. Its recorded download count is 104,289 and it has 22 likes when the repository snapshot was collected. Popularity is useful for discovery, but it is not a performance ranking or a guarantee of suitability.
This record is categorized for Any-to-any. A task category describes the intended machine-learning problem; it does not prove that every version, checkpoint, quantization, or deployment method produces the same quality. Teams should read the model card and test representative inputs before choosing it.
The public repository lists transformers as its library metadata. Its recorded tags include transformers, safetensors, gemma4_unified_assistant, text-generation, any-to-any, arxiv:2607.02770, base_model:google/gemma-4-12B-it-assistant, base_model:finetune:google/gemma-4-12B-it-assistant. These source details are retained so readers can trace this directory entry back to the repository instead of relying on copied descriptions.
Use inputs that resemble deployment traffic, including difficult and out-of-domain cases. Compare output correctness, the response format, latency and memory requirements with a simple baseline under the same conditions.
Explore google models and the any-to-any collection. Use the comparison tool to inspect a second candidate.
Compare the model on the work you need to complete.
google/gemma-4-12B-it-qat-q4_0-unquantized-assistant is listed for Any-to-any. It accepts text, image, audio, video and produces text, image, audio, video. Use the publisher’s input format and preprocessing for your chosen deployment.
Choose duration, resolution and frame rate together. Compare the cost of an accepted clip, including repeat generations.
Use the model identifier and account requirements for the selected API route. Confirm its request limits and output format with one complete task before connecting a larger workflow.
These records share a directory category. Check the source card, output type and deployment requirements before treating a model as a replacement.
google/gemma-4-E2B-it is a source-linked Hugging Face repository assigned to Any-to-any. Its recorded task interface accepts text, image, audio, video and produces text, image, audio, video.
google/gemma-4-E4B-it is a source-linked Hugging Face repository assigned to Any-to-any. Its recorded task interface accepts text, image, audio, video and produces text, image, audio, video.
lmstudio-community
lmstudio-community/gemma-4-E4B-it-MLX-4bit is a source-linked Hugging Face repository assigned to Any-to-any. Its recorded task interface accepts text, image, audio, video and produces text, image, audio, video.
Qwen
Qwen/Qwen2.5-Omni-7B is a source-linked Hugging Face repository assigned to Any-to-any. Its recorded task interface accepts text, image, audio, video and produces text, image, audio, video.
Anthropic
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OpenAI
Omni-era GPT for multimodal chat, practical coding, and general assistants