ascend-triton-operator-development
Develop the first correct Ascend Triton kernel from a PyTorch reference or a GPU Triton implementation.
Skill by pisceskkk
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: ml
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/ascend-triton-operator-development
What's inside
- Skill name
ascend-triton-operator-development- Description
- Develop the first correct Ascend Triton kernel from a PyTorch reference or a GPU Triton implementation.
- License
- MIT
- Instructions
- 22 lines in SKILL.md · view on GitHub
Files (6)
- SKILL.md
- openai.yaml · agents/
- acceptance.md · references/
- architecture-and-codegen.md · references/
- behavior.md · references/
- semantic-review.md · references/
SKILL.md (first lines)
# Ascend Triton Operator Development Use this skill for the domain task described above. The workflow below is a reference contract; choose execution tools available in the target environment. ## Core workflow 1. Audit loads, stores, masks, indexing, reductions, atomics, aliases and side effects against the reference. 2. Design grid, tile sizes, UB live set, padding and specialization for the target SoC. 3. Keep the host wrapper limited to allocation, metadata and launch. 4. Hand the candidate and complete semantic contract to correctness validation. ## Detailed references - [Operator playbook](../ascend-triton-workflow/references/ascend-triton-operator-playbook.md): read when this development task needs coordination with validation or optimization. - [acceptance.md](references/acceptance.md) - [architecture-and-codegen.md](references/architecture-and-codegen.md) - [behavior.md](references/behavior.md) - [semantic-review.md](references/semantic-review.md) Treat missing model capability, compatibility or validation facts as unknown. Use verified knowledge from the target project when available.
From pisceskkk/vllm-ascend-skills, MIT.
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Analyze Ascend profiler roots into rank, step, layer, block, operator and cross-rank findings with traceable evidence.
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ascend-triton-kernel-optimization
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Optimize a correctness-passed Ascend Triton kernel with per-shape measurements and profiler evidence.
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ascend-triton-kernel-validation
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Validate an Ascend Triton candidate against a trusted reference with a declared case matrix and fallback gate.
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Coordinate complete Ascend Triton operator development, correctness validation and optimization with linked evidence.
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Map a vLLM or vllm-ascend diff to sufficient correctness, build and performance evidence and summarize coverage.
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vllm-ascend-correctness-validation
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Attribute Ascend HBM use during vLLM serving to weights, KV cache, HCCL, activations and runtime components.
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Plan and review one colocated vLLM Ascend service lifecycle, including source pairing, device selection, launch, health, and cleanup.
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vllm-ascend-distributed-debug
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Diagnose Ascend multi-rank startup, collective, endpoint and hang failures using explicit topology and per-rank evidence.
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vllm-ascend-pd-serving
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Plan and review prefill/decode vLLM Ascend serving with explicit roles, connectors, ordering and KV transfer evidence.
SkillAFreshness: A★ 1Claude Code +9 - 0.581score
vllm-ascend-performance-regression
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Compare baseline and candidate vLLM Ascend serving performance using controlled alternating runs.
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Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Oct 15, 2026 (16 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/pisceskkk/vllm-ascend-skills
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from pisceskkk
- 0.586score
ascend-model-multistream-overlap-skill
pisceskkk
Design Ascend model multistream overlap from verified source mapping, resource-aware DAGs and paired validation.
SkillAFreshness: A★ 1Claude Code +9 - 0.586score
ascend-profiling-analysis
pisceskkk
Analyze Ascend profiler roots into rank, step, layer, block, operator and cross-rank findings with traceable evidence.
SkillAFreshness: A★ 1Claude Code +9 - 0.586score
ascend-triton-kernel-optimization
pisceskkk
Optimize a correctness-passed Ascend Triton kernel with per-shape measurements and profiler evidence.
SkillAFreshness: A★ 1Claude Code +9 - 0.586score
ascend-triton-kernel-validation
pisceskkk
Validate an Ascend Triton candidate against a trusted reference with a declared case matrix and fallback gate.
SkillAFreshness: A★ 1Claude Code +9 - 0.586score
ascend-triton-workflow
pisceskkk
Coordinate complete Ascend Triton operator development, correctness validation and optimization with linked evidence.
SkillAFreshness: A★ 1Claude Code +9 - 0.586score
vllm-ascend-change-validation
pisceskkk
Map a vLLM or vllm-ascend diff to sufficient correctness, build and performance evidence and summarize coverage.
SkillAFreshness: A★ 1Claude Code +9
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ascend-triton-operator-development skill. Agent Mart. https://agentmart.dev/skills/pisceskkk-ascend-triton-operator-development (last updated 2026-10-24)