model-compute-simulation SKILL.md skillA
model-compute-simulation from bbuf/ai-infra-auto-driven-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add bbuf/ai-infra-auto-driven-skills/model-compute-simulation@git:20261005.aa3fee7Pins git:20261005.aa3fee7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- bbuf/ai-infra-auto-driven-skills
- Path
skills/model-compute-simulation/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261005.aa3fee7, committed Oct 5, 2026
- First version recorded
- May 20, 2026
- Size
- 18,121 bytes
- Repository stars
- 1,120
- License
- none declared
Build an operator-level compute template for an LLM and estimate FLOPs/MFU for a serving shape. Use when you need tensor shapes, per-op FLOPs, kernel-to-op MFU mapping, or parallelism what-if analysis.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Model Compute Simulation ## Overview Use this when the question is about operator order, tensor dimensions, FLOPs, MFU, or parallelism checks. The simulator loads a model config, builds the representative operator sequence, prints tensor shapes and FLOPs, and can estimate MFU from measured latency. ## Inputs Before running a simulation, collect or verify these inputs: | Item | Why it matters | How to obtain | Default if user skips | |---|---|---|---| | Model name | Resolves to config in `model-config-index.json`; determines entire architecture | Ask user or infer from trace context | — (required) | | Config accuracy | Indexed values may differ from actual serving config (e.g. `routed_expert_intermediate_size`, `compress_ratios`) | Ask user to provide `config.json` or verify key params against HuggingFace | Use indexed values with a caveat | | GPU type | Determines peak FLOPS for MFU denominator | Ask user | — (required for MFU) | | dtype (bf16 / fp8) | Affects peak FLOPS selection; fp8 doubles peak | Ask user | bf16 | | Batch size & seq len | Directly affects FLOPs and tensor shapes | Ask user | B=1, S=1 (decode) | …
Read the whole file at its exact version.
How to install
mdr add bbuf/ai-infra-auto-driven-skills/model-compute-simulation@sha256:669641369a41dbedThe line at the top of this page pins the label git:20261005.aa3fee7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_5owrcejbvvbepr6s)
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Versions
The registry has recorded 5 versions of this file, between May 20, 2026 and Oct 5, 2026, about one every 34 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261005.aa3fee7 latest | 2026-10-05 | aa3fee7 | 18,121 B | A | view · diff |
| git:20260918.b4657a2 | 2026-09-18 | b4657a2 | 15,486 B | A | view · diff |
| git:20260823.c7b7857 | 2026-08-23 | c7b7857 | 14,526 B | A | view · diff |
| git:20260728.98fd73c | 2026-07-28 | 98fd73c | 14,314 B | A | view · diff |
| git:20260520.ab32455 | 2026-05-20 | ab32455 | 13,351 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (18121 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
bbuf/ai-infra-auto-driven-skills · 1,120 stars · license none declared · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5owrcejbvvbepr6s GET https://markdownregistry.com/api/v1/resolve?ref=bbuf/ai-infra-auto-driven-skills/model-compute-simulation GET https://markdownregistry.com/api/v1/blob/669641369a41dbeddf628e35f5038b345e07c133d581c637b63b910bec81a2e3
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.