--- title: "octoml-profile vs LLMs-from-scratch" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/octoml-octoml-profile-vs-rasbt-llms-from-scratch" tools: ["octoml-octoml-profile", "rasbt-llms-from-scratch"] --- # octoml-profile vs LLMs-from-scratch *GraphCanon updated Jul 11, 2026* ## Verdict Pick octoml-profile when license: octoml-profile is Apache-2.0, LLMs-from-scratch is Other; pick LLMs-from-scratch when license: LLMs-from-scratch is Other, octoml-profile is Apache-2.0. [octoml-profile](https://github.com/octoml/octoml-profile) reports 114 GitHub stars, 10 forks, and 0 open issues, last pushed Apr 24, 2023. [LLMs-from-scratch](https://amzn.to/4fqvn0D) has 99k stars, 15k forks, and 4 open issues, last pushed Jun 2, 2026. Figures are from public GitHub metadata via [octoml-profile's repository](https://github.com/octoml/octoml-profile) and [LLMs-from-scratch's repository](https://github.com/rasbt/LLMs-from-scratch). | | [octoml-profile](/tools/octoml-octoml-profile.md) | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) | | --- | --- | --- | | Tagline | Home for OctoML PyTorch Profiler | Implement a ChatGPT-like LLM in PyTorch from scratch, step by step | | Stars | 114 | 98,899 | | Forks | 10 | 15,183 | | Open issues | 0 | 4 | | Language | - | Jupyter Notebook | | Adopt for | - | LLMs-from-scratch is a project-oriented repository aimed at building PyTorch-based language models from the ground up, with detailed step-by-step instructions. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | Model Training, LLM Frameworks, Speech & Audio | LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [octoml-profile](/tools/octoml-octoml-profile.md) | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Steady (60%) | | Days since push | 1174d | 38d | | Open issues (now) | 0 | 4 | | Owner type | Organization | User | | Full report | [trust report](/tools/octoml-octoml-profile/trust.md) | [trust report](/tools/rasbt-llms-from-scratch/trust.md) | ## Decision facts: LLMs-from-scratch - **Adopt for:** LLMs-from-scratch is a project-oriented repository aimed at building PyTorch-based language models from the ground up, with detailed step-by-step instructions. ## Choose when ### Choose octoml-profile if… - License: octoml-profile is Apache-2.0, LLMs-from-scratch is Other. - Also covers Speech & Audio. - Leaner open-issue backlog (0). ### Choose LLMs-from-scratch if… - License: LLMs-from-scratch is Other, octoml-profile is Apache-2.0. - Tags unique to LLMs-from-scratch: deep-learning, ai, artificial-intelligence, attention-mechanism. - - You are an advanced practitioner aiming to fully understand the underpinnings of LLMs using PyTorch as your primary framework. ## When NOT to use octoml-profile - Last GitHub push was 1174 days ago (dormant maintenance, Apr 24, 2023). Validate activity before betting a new project on octoml-profile. - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use LLMs-from-scratch - - If you are looking for a rapid deployment of an LLM without understanding its intricate structure - this tool requires extensive manual and conceptual work. - - You prefer frameworks with automatic model generation or other high-level abstractions that simplify the process. This repository emphasizes manual creation, which is more time-consuming but offers丰 - a deeper learning experience. ## Common questions ### What is the difference between octoml-profile and LLMs-from-scratch? octoml-profile: Home for OctoML PyTorch Profiler. LLMs-from-scratch: Implement a ChatGPT-like LLM in PyTorch from scratch, step by step. See the comparison table for live GitHub stats and shared categories. ### When should I choose octoml-profile over LLMs-from-scratch? Choose octoml-profile over LLMs-from-scratch when License: octoml-profile is Apache-2.0, LLMs-from-scratch is Other; Also covers Speech & Audio; Leaner open-issue backlog (0). ### When should I choose LLMs-from-scratch over octoml-profile? Choose LLMs-from-scratch over octoml-profile when License: LLMs-from-scratch is Other, octoml-profile is Apache-2.0; Tags unique to LLMs-from-scratch: deep-learning, ai, artificial-intelligence, attention-mechanism; - You are an advanced practitioner aiming to fully understand the underpinnings of LLMs using PyTorch as your primary framework. ### When should I avoid octoml-profile? Last GitHub push was 1174 days ago (dormant maintenance, Apr 24, 2023). Validate activity before betting a new project on octoml-profile. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid LLMs-from-scratch? - If you are looking for a rapid deployment of an LLM without understanding its intricate structure - this tool requires extensive manual and conceptual work. - You prefer frameworks with automatic model generation or other high-level abstractions that simplify the process. This repository emphasizes manual creation, which is more time-consuming but offers丰 a deeper learning experience. ### Is octoml-profile or LLMs-from-scratch more popular on GitHub? LLMs-from-scratch has more GitHub stars (98,899 vs 114). Stars measure visibility, not whether either tool fits your constraints. ### Are octoml-profile and LLMs-from-scratch open source? Yes - both are open-source projects on GitHub (octoml-profile: Apache-2.0, LLMs-from-scratch: Other). ### Where can I find alternatives to octoml-profile or LLMs-from-scratch? GraphCanon lists graph-backed alternatives at [octoml-profile alternatives](/tools/octoml-octoml-profile/alternatives) and [LLMs-from-scratch alternatives](/tools/rasbt-llms-from-scratch/alternatives) ([octoml-profile markdown twin](/tools/octoml-octoml-profile/alternatives.md), [LLMs-from-scratch markdown twin](/tools/rasbt-llms-from-scratch/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/octoml-octoml-profile-vs-rasbt-llms-from-scratch.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, octoml-profile or LLMs-from-scratch? octoml-profile: Dormant. LLMs-from-scratch: Steady. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for octoml-profile and LLMs-from-scratch? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [octoml-profile trust report](/tools/octoml-octoml-profile/trust); [LLMs-from-scratch trust report](/tools/rasbt-llms-from-scratch/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=octoml-octoml-profile`](/api/graphcanon/graph?tool=octoml-octoml-profile) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_