LLM Reference

Toppy M 7B

Released
2023-12-20
Last refreshed
2026-05-19
Status
Researched 16d ago
ClassificationJSON / Tool use

Toppy M 7B is worth evaluating for classification and json / tool use when its provider route and context window match the workload.

Use it for

  • Teams evaluating classification and json / tool use
  • Workloads that can use a 4k context window
  • Buyers comparing 2 tracked provider routes

Do not use it for

  • Vision or document-understanding workloads
Specifications
Family
Toppy
Released
2023-12-20
Context
4k
Parameters
7B
Architecture
Decoder Only
Specialization
general
Training
finetuned
Created by

Open source collaboration in AI research

N/A
Founded N/A
Website
Pricing
Output / 1M
$0.200
Input / 1M
$0.200

Cheapest of 2 routes · Fireworks AI

About

Toppy M 7B is a 7-billion parameter large language model developed by Undi, designed for advanced natural language processing and sophisticated model interactions. It can handle real-time decision-making in AI-driven systems and dynamic content generation, making it highly compatible with leading AI development tools and platforms. The model supports enhanced tokenization and effective handling of special tokens. Various quantization formats, like GGUF, are available, offering trade-offs between model size, memory requirements, and performance. Users need to consider the appropriate quantization method for efficient integration into computational environments. However, the model’s limitations may include memory and processing power challenges. Notably, its Hugging Face repository is marked as "Not-For-All-Audiences" due to potentially sensitive content, suggesting possible biases or inappropriate outputs.

Toppy M 7B is a model in the Toppy family. The structured metadata tracks a 4k-token context window and structured outputs. This page tracks provider routes through Together AI and Fireworks AI, with the cheapest tracked route listed at $0.2 input and $0.2 output per 1M tokens. No headline benchmark score is tracked for Toppy M 7B yet.

Top use-case fit

Classification

Included by capability and metadata signals in the decision map.

JSON / Tool use

Included by capability and metadata signals in the decision map.

Provider price ladder

Compare all 2

Compare API pricing across 2 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
Fireworks AI$0.200$0.200
Provisioned
Together AI$0.200$0.200
Serverless

Capabilities

Structured Outputs

Benchmark peer barsfor Classification

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

Rankings & picks(6)