Nemotron 3 Super

Name: Nemotron 3 Super
Price: 0.09 USD
Author: NVIDIA

NemotronCurrent

NVIDIA(enterprise)

Released March 11, 2026

Run this model yourself API Docs Playground

Context262.1K tokens

Price (In / Out)$0.09/M / $0.45/M

CategoryLarge Language Model

About Nemotron 3 Super

Nemotron 3 Super is a large language model from NVIDIA. Supports up to 262,144 token context window. Available from $0.09/M input tokens.

Capabilities

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Input Modalities

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Output Modalities

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Technical Details

API Identifier: nvidia/nemotron-3-super-120b-a12b
Category: Large Language Model
Context Window: 262,144 tokens

Run this model yourself

Local and cloud setup for Nemotron 3 Super, with exact configurations, sources and clear evidence limits.

Find a model for your hardware

Local hardwareDocumented setupSources checked Oct 20, 2026

Run full native Nemotron 3 Super reasoning and tools on eight owned H100 GPUs

Run the exact original full BF16 checkpoint with all 88 base layers, all 512 experts per MoE and both physical MTP layers. The private reader checks full asset integrity, all eight initialized target/draft states, native reasoning/XML tool history and complete raw token boundaries. TP8 on eight H100s, 2 TiB host RAM and 1 TiB disk are documented planning, not measured fit or speed. API/free/MTP-v2 byte equivalence remains open.

Hardware: Owned eight-H100 planning profile
Runtime: Original Super full BF16 target plus native two-physical-layer MTP vLLM 0.27.1 / 6e448d0; immutable amd64 image, source-guarded modules; CUDA 13.0.3/Python 3.12 source defaults, installed inventory reader-checked · CUDA
Model format: Native HF sharded safetensors · Full native BF16 target/MTP; explicit source FP32 Mamba A and routing correction state retained · Full native BF16, including every expert and both physical MTP layers; no quantization
Workload: 8,192 token context · 1 concurrent

Based on source documentation; this setup has not been executed by OpenTools. Memory: unknown. No compatible measurement available.

Read the complete setup guide

Before you start

Use an existing dedicated Ubuntu 24.04 x86_64 eight-H100 80 GB host with driver >=580.126.20 and working Docker/NVIDIA GPU support. Local CPU SKU, exact usable GPU bytes and complete model fit are unknown; do not buy or rent based solely on serialized weight size.
The selected owned planning allocation is 64 logical threads, nominal 2 TiB host RAM and 1 TiB storage. The usable guards are 1900 GiB RAM and 900 GiB free disk. These are author-selected fixture thresholds, not measured native minima. Keep full target/MTP buffers, KV/recurrent state, compiler/cache and OS overhead distinct.
Review the exact NVIDIA Nemotron Open Model License and required notices/export/compliance conditions. No terms are accepted on your behalf. Free/provider endpoint byte equivalence, NVFP4 and MTP-v2 variants remain separate open scope.
Native context is documented at 262144; this complete walkthrough deliberately uses 8192 total with a 4096 output cap, one sequence and no truncation. No model/native/tokenizer execution, actual fit, speed, quality, provisioning or spend was performed by the author.

Exact model and requirements

Artifact:: NVIDIA / Original Nemotron 3 Super 120B A12B full BF16 checkpoint with native MTP · checkpoint nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16
Publisher revision:: 2dc98e2afe4face0e4ce40972a915c45368bd34a
Artifact digest:: No publisher aggregate whole-checkpoint digest; the inline hardpinned manifest contains exact per-file SHA256 or typed GitBlob SHA1 digests for all 61 selected runtime assets.
Download size:: 230.25 GiB
Memory requirement (unknown):: Unknown — No measured per-device or whole-process peak for full BF16 target/MTP/FP32 SSM at8192context.
System RAM / disk:: Unknown / Unknown
Placement:: supported sharding. Single node, TP8/PP1/DP1, expert parallel disabled. All 512 experts are tensor-sharded, not deleted or replaced; native shared embedding/head aliases retained. All native weights and both MTP layers remain GPU-resident under TP8; host file/cache/loading buffers are additional and unmeasured.
KV cache:: Attention auto/BF16 KV; separate Mamba SSM cache explicitly FP32
Workload:: 8,192 token context; Unknown; Unknown; concurrency 1; batch 1; cache cold; repetitions Unknown.
Tokenizer:: Exact original publisher tokenizer and 10,771-byte native Jinja · 2dc98e2afe4face0e4ce40972a915c45368bd34a
Sampling / reasoning:: Publisher temperature 1.0/top_p 0.95, n=1, nonstreaming. Native EOS union 2/11 retained; no custom stops, ignore-EOS or prompt truncation. Thinking enabled; force_nonempty_content false and truncate_history_thinking false. Complete raw thought closure and native XML tool structure are required in a fixed inert two-turn fixture. Preserve raw reasoning/history, with explicit parser trailing-whitespace behavior. Bounded 8192/4096 choices are not publisher full-context recommendations.
Runtime prerequisites:: Ubuntu 24.04 x86_64; NVIDIA Linux driver >=580.126.20 for the selected CUDA 13.0.3 baseline, Working Docker and NVIDIA Container Toolkit; eight H100 SM90 devices and native backend probes must pass.

Official artifact · License

NVIDIA Nemotron Open Model License, last modified December 15, 2025. The grant is subject to its full terms; using or distributing the works accepts those terms, and no acceptance occurs here. Redistribution must include the license and retain applicable notices; modified works need prominent notices. Specified patent/copyright litigation terminates grants. Export/trade compliance, warranty and liability terms apply. Outputs and third-party rights remain reader responsibilities; this guide grants no legal clearance.

chat_template.jinja · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
config.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
configuration_nemotron_h.py · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
generation_config.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
model.safetensors.index.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
modeling_nemotron_h.py · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
special_tokens_map.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
super_v3_reasoning_parser.py · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
tokenizer.json · 0.02 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
tokenizer_config.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a

All50serialized shards total247227650480bytes; metadata tensor payload differs from serialized header overhead. Neither is complete runtime memory.
All experts, MTP, attention KV, recurrent state, activations, workspace, runtime/compiler/cache, host loading and OS overhead remain; advertised80GB perGPU is not80GiB or measured fit.

One-time setup and hardware

hardware: Unknown — Owned server/GPU acquisition and incremental purchase cost unknown.; Owned server/GPU acquisition and incremental purchase cost unknown. Tax: unknown.
setup: Unknown — Reader setup, package/image transfer and labor cost unknown.; Reader setup, package/image transfer and labor cost unknown. Tax: unknown.

Recurring costs

electricity: Unknown — Actual wall power, local rate and powered hours unknown; GPU TDP is not wall-energy proof.; Actual wall power, local rate and powered hours unknown; GPU TDP is not wall-energy proof. Tax: unknown.
storage: Unknown — Incremental local 1 TiB storage cost unknown.; Incremental local 1 TiB storage cost unknown. Tax: unknown.
egress: Unknown — Actual transfer/allowance and network charges unknown.; Actual transfer/allowance and network charges unknown. Tax: unknown.
administration: Unknown — Maintenance time/rate unknown.; Maintenance time/rate unknown. Tax: unknown.

Install the runtime

1. Prepare a dedicated existing host and exclusive workspace
Use an existing owned eight-H100 server or the exact cloud SKU below. The selected host is Ubuntu 24.04 x86_64. Install host utilities on this dedicated machine, then create a new private workspace; repeated creation fails before overwriting evidence. No provisioning, purchase or native operation was performed by the author.
Command
```
set -eu
sudo apt-get update
sudo apt-get install -y docker.io python3 curl ca-certificates openssl gnupg2
sudo systemctl enable --now docker
umask 077
mkdir -m 700 "$HOME/nemotron3-super-local-h1008"
cd "$HOME/nemotron3-super-local-h1008"
mkdir -m 700 model
: > reader-bundle.b64
```
Expected result: A new private workspace and model directory exist. If the workspace already exists, stop and preserve it; choose an explicitly new workspace rather than overwrite results.

2. Write source archive part 1 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

3. Write source archive part 2 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

4. Write source archive part 3 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
bHVlRXJyb3IoJ2V4aXN0aW5nX2hleF9rZXknKVxuIHJldHVybiBrZXlcbmRlZiByZXF1ZXN0KHBhdGgsYm9keSxrZXkpOlxuIGlmIHBhdGggbm90IGluICgnL3Rva2VuaXplJywnL3YxL2NoYXQvY29tcGxldGlvbnMnKTpyYWlzZSBWYWx1ZUVycm9yKCdjbG9zZWRfZW5kcG9pbnQnKVxuIHJhdz1qc29uLmR1bXBzKGJvZHksYWxsb3dfbmFuPUZhbHNlKS5lbmNvZGUoKVxuIGlmIGxlbihyYXcpPjY1NTM2OnJhaXNlIFZhbHVlRXJyb3IoJ2ZpeGVkX3JlcXVlc3RfYm91bmQnKVxuIGM9aHR0cC5jbGllbnQuSFRUUENvbm5lY3Rpb24oJzEyNy4wLjAuMScsODk5Nix0aW1lb3V0PTEyMClcbiB0cnk6XG4gIGMucmVxdWVzdCgnUE9TVCcscGF0aCxyYXcseydBdXRob3JpemF0aW9uJzonQmVhcmVyICcra2V5LCdDb250ZW50LVR5cGUnOidhcHBsaWNhdGlvbi9qc29uJ30pXG4gIHI9Yy5nZXRyZXNwb25zZSgpXG4gIGlmIHIuc3RhdHVzIT0yMDA6cmFpc2UgVmFsdWVFcnJvcignbG9jYWxfZW5kcG9pbnRfc3RhdHVzXycrc3RyKHIuc3RhdHVzKSlcbiAgcmV0dXJuIHByb3RvY29sLnBhcnNlKHIucmVhZCgyKjEwMjQqMTAyNCsxKSlcbiBmaW5hbGx5OmMuY2xvc2UoKVxuZGVmIGV4Y2x1c2l2ZV9vdXRwdXQocGF0aCk6XG4gcD1wYXRobGliLlBhdGgocGF0aCkuYWJzb2x1dGUoKVxuIGZvciBhIGluIFtwLCpwLnBhcmVudHNdOlxuICBpZiBhLmlzX3N5bWxpbmsoKTpyYWlzZSBWYWx1ZUVycm9yKCdyZXN1bHRfc3ltbGlua19hbmNlc3RvcicpXG4gaWYgbm90IHAucGFyZW50LmlzX2RpcigpOnJhaXNlIFZhbHVlRXJyb3IoJ3Jlc3VsdF9wYXJlbnQnKVxuIHJldHVybiBvcy5vcGVuKHAsb3MuT19XUk9OTFl8b3MuT19DUkVBVHxvcy5PX0VYQ0wsMG82MDApXG5kZWYgbWFpbigpOlxuIGFwPWFyZ3BhcnNlLkFyZ3VtZW50UGFyc2VyKCk7YXAuYWRkX2FyZ3VtZW50KCctLW1vZGVsLWRpcicscmVxdWlyZWQ9VHJ1ZSk7YXAuYWRkX2FyZ3VtZW50KCctLW1hbmlmZXN0JyxyZXF1aXJlZD1UcnVlKTthcC5hZGRfYXJndW1lbnQoJy0td29ya3NwYWNlJyxyZXF1aXJlZD1UcnVlKTthPWFwLnBhcnNlX2FyZ3MoKVxuIHJvb3Q9cGF0aGxpYi5QYXRoKGEubW9kZWxfZGlyKS5hYnNvbHV0ZSgpO3dvcms9cGF0aGxpYi5QYXRoKGEud29ya3NwYWNlKS5hYnNvbHV0ZSgpO3ZlcmlmeV9hc3NldHMocm9vdCxhLm1hbmlmZXN0KVxuIG9zLmVudmlyb24udXBkYXRlKEhGX0hVQl9PRkZMSU5FPScxJyxUUkFOU0ZPUk1FUlNfT0ZGTElORT0nMScsSEZfREFUQVNFVFNfT0ZGTElORT0nMScsVE9LRU5JWkVSU19QQVJBTExFTElTTT0nZmFsc2UnLFBZVEhPTkRPTlRXUklURUJZVEVDT0RFPScxJylcbiB0b2tlbml6ZXIsZm9yYmlkZGVuPWxvYWRfdG9rZW5pemVyKHJvb3QpO2tleT1wcml2YXRlX2tleSh3b3JrLycuYXBpLWtleScpO2ZkPWV4Y2x1c2l2ZV9vdXRwdXQod29yay8ncHJvdG9jb2wtcmVzdWx0Lmpzb24nKVxuIGRlZiBjaGVja2VkX3JlcXVlc3QocGF0aCxib2R5KTpcbiAgcmVzdWx0PXJlcXVlc3QocGF0aCxib2R5LGtleSlcbiAgaWYgcGF0aD09Jy90b2tlbml6ZSc6XG4gICBpZHM9dG9rZW5pemVyLmFwcGx5X2NoYXRfdGVtcGxhdGUoYm9keVsnbWVzc2FnZXMnXSx0b29scz1ib2R5Wyd0b29scyddLHRva2VuaXplPVRydWUsYWRkX2dlbmVyYXRpb25fcHJvbXB0PVRydWUsKipwcm90b2NvbC5LV0FSR1MpXG4gICBpZiB0eXBlKHJlc3VsdC5nZXQoJ3Rva2VucycpKWlzIG5vdCBsaXN0IG9yIGFueSh0eXBlKGkpaXMgbm90IGludCBmb3IgaSBpbiByZXN1bHRbJ3Rva2VucyddKW9yIHJlc3VsdFsndG9rZW5zJ10hPWlkcyBvciByZXN1bHQuZ2V0KCdjb3VudCcpIT1sZW4oaWRzKTpyYWlzZSBWYWx1ZUVycm9yKCdsb2NhbF9uYXRpdmVfc2VydmVyX3Byb21wdF9JRF9qb2luJylcbiAgcmV0dXJuIHJlc3VsdFxuIHRyeTpcbiAgcmVzdWx0PXByb3RvY29sLnJ1bihjaGVja2VkX3JlcXVlc3QsbGFtYmRhIGlkczp0b2tlbml6ZXIuZGVjb2RlKGlkcyxza2lwX3NwZWNpYWxfdG9rZW5zPUZhbHNlLGNsZWFuX3VwX3Rva2VuaXphdGlvbl9zcGFjZXM9RmFsc2UpLGZvcmJpZGRlbilcbiAgcmF3PWpzb24uZHVtcHMoeyduYXRpdmVSZXBvc2l0b3J5JzpSRVBPU0lUT1JZLCduYXRpdmVSZXZpc2lvbic6UkVWSVNJT04sJ3Byb3RvY29sUmVzdWx0cyc6cmVzdWx0LCdxdWFsaWZpY2F0aW9uJzonRml4ZWQgc3ludGhldGljIHByb3RvY29sIG9ubHk7IGFjdHVhbCByZWFkZXIgcnVuLCBubyBxdWFsaXR5L3NwZWVkL2ZpdCBndWFyYW50ZWUuJ30saW5kZW50PTIsYWxsb3dfbmFuPUZhbHNlKS5lbmNvZGUoKStiJ1xcbidcbiAgd2l0aCBvcy5mZG9wZW4oZmQsJ3diJylhcyBmOmYud3JpdGUocmF3KTtmLmZsdXNoKCk7b3MuZnN5bmMoZi5maWxlbm8oKSlcbiBleGNlcHQgQmFzZUV4Y2VwdGlvbjpcbiAgdHJ5Om9zLmNsb3NlKGZkKVxuICBleGNlcHQgT1NFcnJvcjpwYXNzXG4gIHJhaXNlXG4gcHJpbnQoJ1Byb3RvY29sIGV4aXRlZCBzdWNjZXNzZnVsbHkgd2l0aCBhIHBvcHVsYXRlZCBKU09OIHJlc3VsdC4gRmlsZSBleGlzdGVuY2Ugb3IgYSByZXNlcnZlZCBlbXB0eSByZXN1bHQgYWxvbmUgbmV2ZXIgcHJvdmVzIHN1Y2Nlc3MuIEluc3BlY3QgdGhlIGZpbmFsIGV4cGxhbmF0aW9uOyBubyBxdWFsaXR5L2ZpdC9zcGVlZCBjbGFpbS4nKVxuaWYgX19uYW1lX189PSdfX21haW5fXyc6bWFpbigpXG4iLAogICJuYXRpdmUtYXNzZXQtbWFuaWZlc3QuanNvbiI6ICJ7XG4gIFwicmVwb3NpdG9yeVwiOiBcIm52aWRpYS9OVklESUEtTmVtb3Ryb24tMy1TdXBlci0xMjBCLUExMkItQkYxNlwiLFxuICBcInJldmlzaW9uXCI6IFwiMmRjOThlMmFmZTRmYWNlMGU0Y2U0MDk3MmE5MTVjNDUzNjhiZDM0YVwiLFxuICBcImFzc2V0c1wiOiBbXG4gICAge1xuICAgICAgXCJwYXRoXCI6IFwiX19pbml0X18ucHlcIixcbiAgICAgIFwiYnl0ZXNcIjogMCxcbiAgICAgIFwiZGlnZXN0XCI6IHtcbiAgICAgICAgXCJhbGdvcml0aG1cIjogXCJnaXRfYmxvYl9zaGExXCIsXG4gICAgICAgIFwidmFsdWVcIjogXCJlNjlkZTI5YmIyZDFkNjQzNGI4YjI5YWU3NzVhZDhjMmU0OGM1MzkxXCJcbiAgICAgIH0sXG4gICAgICBcImJvZHlEb3dubG9hZGVkQnlBZ2VudFwiOiBmYWxzZVxuICAgIH0sXG4gICAge1xuICAgICAgXCJwYXRoXCI6IFwiY2hhdF90ZW1wbGF0ZS5qaW5qYVwiLFxuICAgICAgXCJieXRlc1wiOiAxMDc3MSxcbiAgICAgIFwiZGlnZXN0XCI6IHtcbiAgICAgICAgXCJhbGdvcml0aG1cIjogXCJnaXRfYmxvYl9zaGExXCIsXG4gICAgICAgIFwidmFsdWVcIjogXCI3MTkzNWMzYTI1ZWRjZGRlMDdhMGI3YzRiZWMyNmY2OGJiY2U3M2E0XCJcbiAgICAgIH0sXG4gICAgICBcImJvZHlEb3dubG9hZGVkQnlBZ2VudFwiOiBmYWxzZVxuICAgIH0sXG4gICAge1xuICAgICAgXCJwYXRoXCI6IFwiY29uZmlnLmpzb25cIixcbiAgICAgIFwiYnl0ZXNcIjogMTkyNCxcbiAgICAgIFwiZGlnZXN0XCI6IHtcbiAgICAgICAgXCJhbGdvcml0aG1cIjogXCJnaXRfYmxvYl9zaGExXCIsXG4gICAgICAgIFwidmFsdWVcIjogXCIyOTcwZWM3NjA0NWU4OTJiNzkzOWMyMjE4ZTdiODhlYmExMDRjZjYzXCJcbiAgICAgIH0sXG4gICAgICBcImJvZHlEb3dubG9hZGVkQnlBZ2VudFwiOiBmYWxzZVxuICAgIH0sXG4gICAge1xuICAgICAgXCJwYXRoXCI6IFwiY29uZmlndXJhdGlvbl9uZW1vdHJvbl9oLnB5XCIsXG4gICAgICBcImJ5dGVzXCI6IDE5ODIyLFxuICAgICAgXCJkaWdlc3RcIjoge1xuICAgICAg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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

5. Write source archive part 4 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

6. Write source archive part 5 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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ICAgICBcInZhbHVlXCI6IFwiY2FmYWQ4ZWJkMTg5N2E3YzllYjg3NGI3YWYyZWJkNDg1OTI4ZjhhMzIwOWNkMmEyNjE0YTVhZGQ4NGNkNDhmM1wiXG4gICAgICB9LFxuICAgICAgXCJib2R5RG93bmxvYWRlZEJ5QWdlbnRcIjogZmFsc2VcbiAgICB9LFxuICAgIHtcbiAgICAgIFwicGF0aFwiOiBcIm1vZGVsLTAwMDMzLW9mLTAwMDUwLnNhZmV0ZW5zb3JzXCIsXG4gICAgICBcImJ5dGVzXCI6IDQ5OTY3MTQ5MzYsXG4gICAgICBcImRpZ2VzdFwiOiB7XG4gICAgICAgIFwiYWxnb3JpdGhtXCI6IFwic2hhMjU2XCIsXG4gICAgICAgIFwidmFsdWVcIjogXCI2NTQ5NmQ4NTQyMjhmNWM5ZWI5NDI3ZWI4NjAyOWM3ZmYzYjQzZmUyZGZiMDBmZjUyYWY2YjNmNWU4MjkzOTJlXCJcbiAgICAgIH0sXG4gICAgICBcImJvZHlEb3dubG9hZGVkQnlBZ2VudFwiOiBmYWxzZVxuICAgIH0sXG4gICAge1xuICAgICAgXCJwYXRoXCI6IFwibW9kZWwtMDAwMzQtb2YtMDAwNTAuc2FmZXRlbnNvcnNcIixcbiAgICAgIFwiYnl0ZXNcIjogNDk5NjcxNDk4NCxcbiAgICAgIFwiZGlnZXN0XCI6IHtcbiAgICAgICAgXCJhbGdvcml0aG1cIjogXCJzaGEyNTZcIixcbiAgICAgICAgXCJ2YWx1ZVwiOiBcImIxYzQwMjZhOWRlMjkzYTU2MTFjZTRmYzIwMzljMGI4ZDVhZWFmZTJhYTRhNTAwNTQzMDhmZDlkNzllNzk1NGZcIlxuICAgICAgfSxcbiAgICAgIFwiYm9keURvd25sb2FkZWRCeUFnZW50XCI6IGZhbHNlXG4gICAgfSxcbiAgICB7XG4gICAgICBcInBhdGhcIjogXCJtb2RlbC0wMDAzNS1vZi0wMDA1MC5zYWZldGVuc29yc1wiLFxuICAgICAgXCJieXRlc1wiOiA0OTE1MTY2NTY4LFxuICAgICAgXCJkaWdlc3RcIjoge1xuICAgICAgICBcImFsZ29yaXRobVwiOiBcInNoYTI1NlwiLFxuICAgICAgICBcInZhbHVlXCI6IFwiZjkyNmZhYThlYmI2NWIwNTJlNDhmYTNiMjZjYWEzZmZjNDNmMGVmNThhMmM0ZTIwMGYzM2MyN2U5YjcwNWQ5YVwiXG4gICAgICB9LFxuICAgICAgXCJib2R5RG93bmxvYWRlZEJ5QWdlbnRcIjogZmFsc2VcbiAgICB9LFxuICAgIHtcbiAgICAgIFwicGF0aFwiOiBcIm1vZGVsLTAwMDM2LW9mLTAwMDUwLnNhZmV0ZW5zb3JzXCIsXG4gICAgICBcImJ5dGVzXCI6IDQ5OTc2NTE0NDgsXG4g
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

7. Write source archive part 6 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

8. Write source archive part 7 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

9. Write source archive part 8 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

10. Write source archive part 9 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

11. Write source archive part 10 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

12. Write source archive part 11 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

13. Write source archive part 12 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

14. Write source archive part 13 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

15. Verify and inspect the full reader source archive

Decode the exact transparent JSON archive and exclusively extract all source/manifest files. Inspect the resulting Python and JSON before execution; no native module is imported by this extraction.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
python3 - <<'EXTRACT'
import base64,hashlib,json,os,pathlib
raw=base64.b64decode(pathlib.Path('reader-bundle.b64').read_text(),validate=False)
assert hashlib.sha256(raw).hexdigest()=='43a90c377d494450f30457eeb7229aec60d87ac78017660b1be444806e7be23a'
files=json.loads(raw)
assert set(files)=={'launch_observed_server.py', 'reader_download.py', 'reader_state.py', 'runtime-source-manifest.json', 'reader_auth.py', 'reader_host.py', 'reader_preflight.py', 'reader_protocol.py', 'native-asset-manifest.json', 'composition_contract.py', 'reader_client.py'}
for name,text in files.items():
 assert pathlib.PurePosixPath(name).name==name and type(text)is str
 fd=os.open(name,os.O_WRONLY|os.O_CREAT|os.O_EXCL,0o600)
 with os.fdopen(fd,'w')as f:f.write(text)
 print(name,hashlib.sha256(text.encode()).hexdigest())
EXTRACT
python3 -m py_compile *.py

Expected result: The complete archive digest and exact flat filename set pass; extracted source syntax passes. No file is replaced, and no native dependency, tokenizer or model has run.

16. Configure NVIDIA GPU containers

Use the archived official NVIDIA production repository and package recipe on this dedicated Docker host. This configures and restarts Docker; preserve any existing daemon configuration. A missing exact package or GPU access is a stop condition, not a reason to substitute a different runtime.

Command

set -euo pipefail
sudo apt-get update
curl --fail --silent --show-error --location https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --batch --yes --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg
curl --fail --silent --show-error --location https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list >/dev/null
sudo apt-get update
sudo apt-get install -y nvidia-container-toolkit=1.20.1-1 nvidia-container-toolkit-base=1.20.1-1 libnvidia-container-tools=1.20.1-1 libnvidia-container1=1.20.1-1
sudo nvidia-ctk runtime configure --runtime=docker
sudo systemctl restart docker

Expected result: The prescribed container packages install and Docker restarts. Actual package availability and GPU compatibility are checked by the reader; they were not measured by the author.

17. Record host observations and obtain the immutable runtime
The owned planning profile prescribes 64 logical threads, nominal 2 TiB host RAM and 1 TiB disk allocation. Guards use 1900 GiB usable RAM and 900 GiB free disk, not nominal physical totals. These are selected planning thresholds, not measured model minima. Record actual values; exact GPU usable bytes and full fit remain unknown.
Command
```
set -eu
cd "$HOME/nemotron3-super-local-h1008"
python3 reader_host.py > host-observations.json
sudo docker pull vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2
sudo docker run --rm --gpus all --user "$(id -u):$(id -g)" --entrypoint nvidia-smi vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2
sudo docker run --rm --entrypoint python3 vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2 -m pip freeze > image-package-inventory.txt
```
Expected result: Host/driver/eight-GPU checks and actual GPU-container visibility must pass. The recorded inventory is a reader observation, not an author-verified installed environment or model-capacity measurement.

Download the model

1. Download all exact native files as real flat files
Read the governing NVIDIA terms before exercising the grant. The helper makes one reader GET per missing asset at the exact publisher pin, streams and verifies full sizes and typed digests, and promotes a verified partial exclusively. All 50 shards and 11 auxiliary/code files, including tokenizer vocabulary and both MTP layers, are required. Existing mismatches are preserved and fail; no alternate checkpoint or symlink cache is substituted.
Command
```
set -eu
cd "$HOME/nemotron3-super-local-h1008"
python3 reader_download.py --model-dir "$PWD/model" --manifest "$PWD/native-asset-manifest.json"
```
Expected result: All 61 full files verify before any tokenizer/model load. A partial, wrong digest, missing term/access requirement or HTTP error stops the workflow; no bypass or automatic model substitution.

Configure

1. Preserve an existing private service key or create one privately

An existing reader-owned key is retained. Fix its mode before any read; symlink/nonregular targets fail. A new key is created only when absent under umask 077. No actual key is printed or placed in argv. This reader action is not performed by the author.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
umask 077
python3 - <<'KEYMODE'
import os,pathlib,stat
p=pathlib.Path('.api-key')
if p.is_symlink():raise ValueError('symlink_key')
if p.exists():
 s=p.stat()
 if not stat.S_ISREG(s.st_mode)or s.st_uid!=os.getuid():raise ValueError('owned_regular_key_required')
 os.chmod(p,0o600)
KEYMODE
if [ ! -e .api-key ]; then ( set -C; openssl rand -hex 32 > .api-key ); fi
python3 - <<'KEYCHECK'
import os,pathlib
p=pathlib.Path('.api-key');fd=os.open(p,os.O_RDWR);os.fchmod(fd,0o600)
with os.fdopen(fd,'r')as f:k=f.read().strip()
assert len(k)==64 and all(c in '0123456789abcdef'for c in k)
KEYCHECK
cat > .runtime-env <<'OFFLINE'
HF_HUB_OFFLINE=1
TRANSFORMERS_OFFLINE=1
HF_DATASETS_OFFLINE=1
TOKENIZERS_PARALLELISM=false
PYTHONDONTWRITEBYTECODE=1
VLLM_USE_V2_MODEL_RUNNER=0
VLLM_WORKER_MULTIPROC_METHOD=spawn
HOME=/reader
HF_HOME=/reader/.cache/huggingface
XDG_CACHE_HOME=/reader/.cache
TRITON_CACHE_DIR=/reader/.cache/triton
OFFLINE
chmod 600 .runtime-env

Expected result: The original valid key is retained or one new 0600 key is created. The environment file contains only offline/cache/runtime policy, not the key. No secret is printed.

2. Check source/package/backend preflight before full startup
Use the same reader UID/GID and private workspace mounts as the eventual server. This verifies exact vLLM source modules, source-supported package constraints, pip check, CUDA, all eight H100 SM90 devices, actual memory observations and peer accessibility. Native imports/probes happen only on the reader. Source/library or visibility failure stops the route.
Command
```
set -eu
cd "$HOME/nemotron3-super-local-h1008"
sudo docker run --rm --gpus all --user "$(id -u):$(id -g)" --network none --env-file .runtime-env -v "$PWD:/reader" -v "$PWD/model:/model:ro" -w /reader --entrypoint python3 vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2 reader_preflight.py --source-manifest /reader/runtime-source-manifest.json > reader-runtime-preflight.json
```
Expected result: After reader execution only, exact source/package checks and actual GPU/backend probes pass. This does not load the complete model or prove full capacity, speed, quality or installed ABI correctness beyond the checks.

Start the model

1. Start the complete original target and native MTP privately
Run in a foreground terminal. The normal native engine loads the full BF16 target and same-checkpoint MTP with both physical layers, TP8/PP1/DP1 and explicit Triton MoE/SSU. All eight actual initialized-state reports and embedding/head aliases must pass before HTTP. State checks observe schemas/shapes/dtypes, not value-by-value checkpoint equality. The two-hour process deadline is a bounded reader session, not an inference SLA; TERM may escalate to KILL after 30 seconds.
Command
```
set -eu
cd "$HOME/nemotron3-super-local-h1008"
timeout --signal=TERM --kill-after=30s 7200s sudo docker run --rm --name nemotron3-super-local-h1008 --gpus all --user "$(id -u):$(id -g)" --network host --shm-size 32g --env-file .runtime-env -v "$PWD:/reader" -v "$PWD/model:/model:ro" -w /reader --entrypoint python3 vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2 launch_observed_server.py
```
Expected result: Only after actual reader startup: all full native target/draft schemas and eight-rank reports pass and loopback HTTP starts. Initialization failure, state mismatch, timeout or killed process is not success; preserve private diagnostics.

Connect to your endpoint

http://127.0.0.1:8996/v1/chat/completions

Server loopback only; host networking does not make the 127.0.0.1 listener public. Run shown checks on the server. For remote use, create an existing SSH tunnel: ssh -N -L 8996:127.0.0.1:8996 USER@SERVER. Keep service port 8996 closed publicly.

Access: loopback. Existing reader-owned 0600 64-character hex Bearer key, loaded inside the reader process from /reader/.api-key; never supplied in public argv or printed. Both tokenizer and generation routes require it. No arbitrary tool executor.

Verify the setup

1. Check live authentication before native protocol generation

Run from a second server terminal. The reader middleware protects both /tokenize and chat, rejects other inference routes and bounds input. These four missing/invalid-key requests use only inert JSON and no actual key. Successful exit and expected statuses are required, not file existence.

Command

set -eu
cd "$HOME/nemotron3-super-local-h1008"
python3 - <<'AUTHCHECK'
import http.client
for path in ('/tokenize','/v1/chat/completions'):
 for invalid in (False,True):
  c=http.client.HTTPConnection('127.0.0.1',8996,timeout=10)
  try:
   headers={'Content-Type':'application/json'}
   if invalid:headers['Authorization']='Bearer '+'b'*64
   c.request('POST',path,b'{}',headers);r=c.getresponse();assert r.status==401
   data=r.read(4097);assert len(data)<=4096
  finally:c.close()
print('Both routes reject missing and invalid credentials with401; no actual key read.')
AUTHCHECK

Expected result: All four deployed missing/invalid-auth checks return 401 with bounded responses. No secret or response body is printed. This is access-boundary evidence only.

2. Run the real original tokenizer and complete native two-turn diagnostic
The reader client re-verifies all 61 files before a local-only tokenizer load, derives native marker IDs, joins complete local/server prompt IDs, preserves raw reasoning/tool history, and checks raw EOS, typed usage and complete native XML. It executes only the fixed synthetic constant result. Inspect that the final explanation says seven plus one is eight; protocol success is not calibrated task accuracy.
Command
```
set -eu
cd "$HOME/nemotron3-super-local-h1008"
sudo docker exec --user "$(id -u):$(id -g)" nemotron3-super-local-h1008 python3 /reader/reader_client.py --model-dir /model --manifest /reader/native-asset-manifest.json --workspace /reader
```
Expected result: Require successful client exit plus a populated, parseable protocol-result.json and explicit human semantic inspection. Reserved empty output or file existence never proves protocol success. Preserve complete raw outputs and record any failure without silently changing the fixture.

Performance evidence

No compatible measurement available. Documented support and estimated memory do not establish response speed.

Limits and troubleshooting

The full 247,227,650,480 serialized weight bytes are not a resident memory requirement. All 512 experts in each of 40 base and one MTP MoE blocks remain; active parameter count does not measure resident state.
No actual full native execution, fit, throughput, quality or spending was observed by the author. The immutable image is selected, not claimed to be an observed installed inventory; reader source, package, backend, load/state and protocol checks remain mandatory.
Native state observation verifies actual parameter names, positive shapes, dtypes/devices and embedding/head object aliases. It does not compare every numeric dimension or value against tensor headers/checkpoint values or turn the native tracking flag into complete value-equivalence proof.
Own native templates and parsers are used; duplicate/unfinished controls accepted or normalized by a tolerant parser are not silently counted as healthy in this fixed diagnostic. Full reasoning history is retained with documented native formatting behavior.
This original publisher checkpoint is not asserted equal to API serving bytes, separate free endpoint or MTP-v2. Broader contexts/backends/workflows and final required family scope remain open.

Source/package/backend, GPU or all-rank state preflight fails.: Stop before exposing HTTP. Preserve exact source/module/package observations and native error without replacing the model, dropping experts/MTP, weakening guards or pretending fit. Correct the actual host/runtime prerequisite or obtain a separately reviewed successor.
Native tool/final response fails closure, usage, token budget or semantic inspection.: Preserve the raw output and actual failure. A length finish, unmatched/partial role/tool/thought marker, wrong tool/argument, missing terminal EOS or unclosed reasoning is not fixed-probe success. Do not silently strip, reclassify or execute arbitrary output tools.
A download is partial/mismatched or the process deadline expires.: Preserve the exact partial/error. Never rename an unverified file or overwrite a concurrently created target. After a timeout, confirm this named container and endpoint stopped; TERM can escalate to KILL. Keep private source/results and storage/instance billing separate.

Stop the model

1. Stop only this native reader session
Send SIGTERM explicitly and allow 120 seconds. Docker may then send SIGKILL; do not describe this as guaranteed graceful shutdown. Preserve diagnostics before removing anything and verify the exact named container and loopback service have stopped.
Command
```
set -eu
sudo docker stop --signal SIGTERM --timeout 120 nemotron3-super-local-h1008
if [ "$(sudo docker inspect -f '{{.State.Running}}' nemotron3-super-local-h1008 2>/dev/null || true)" = true ]; then exit 1; fi
python3 - <<'STOPCHECK'
import socket
s=socket.socket();s.settimeout(3);code=s.connect_ex(("127.0.0.1",8996));s.close();assert code!=0
STOPCHECK
```
Expected result: The named container is stopped/removed and the loopback endpoint no longer accepts connections. A stopped process is not proof of completed generation or a billing refund.

Uninstall

1. Remove only the dedicated reader workspace after retaining needed proof
Back up desired private results, source/license records and observations first. Confirm the dedicated path. Remove only this container/image reference and workspace; do not broadly prune Docker or uninstall shared drivers/toolkit. Image layers may remain if referenced elsewhere.
Command
```
set -eu
cd "$HOME/nemotron3-super-local-h1008"
test "$PWD" = "$HOME/nemotron3-super-local-h1008"
sudo docker rm nemotron3-super-local-h1008 2>/dev/null || true
sudo docker image rm vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2
cd "$HOME"
rm -r -- "$HOME/nemotron3-super-local-h1008"
```
Expected result: Only this dedicated workspace and selected image reference are removed. Shared Docker resources/drivers remain; private keys and model files inside the removed workspace are deleted.

Sources and verification

Sources checked Oct 20, 2026. Verification source

https://huggingface.co/api/models/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16?blobs=truepublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/README.mdpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/config.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/generation_config.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/tokenizer_config.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/chat_template.jinjapublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/modeling_nemotron_h.pypublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/configuration_nemotron_h.pypublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/model.safetensors.index.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-nemotron-open-model-license/publisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/super_v3_reasoning_parser.pypublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://api.github.com/repos/vllm-project/vllm/git/ref/tags/v0.27.1runtime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://aws.amazon.com/ec2/instance-types/p5/cloud provider · retrieved Oct 17, 2026 · revision retrieved
https://hub.docker.com/v2/repositories/vllm/vllm-openai/tags/v0.27.1runtime maintainer · retrieved Oct 17, 2026
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/models/nemotron_h.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/models/nemotron_h_mtp.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
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https://docs.nvidia.com/cuda/cuda-toolkit-release-notes/index.htmlruntime maintainer · retrieved Oct 17, 2026 · revision retrieved
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https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/parser/nemotron_v3.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/reasoning/nemotron_v3_engine_reasoning_parser.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
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https://b0.p.awsstatic.com/pricing/2.0/meteredUnitMaps/ec2/USD/current/ec2-ondemand-without-sec-sel/US%20East%20(N.%20Virginia)/Linux/index.jsoncloud provider · retrieved Oct 17, 2026 · revision retrieved
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/entrypoints/openai/api_server.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/entrypoints/openai/chat_completion/protocol.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/entrypoints/serve/tokenize/protocol.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/entrypoints/serve/tokenize/serving.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/parser/qwen3.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/tool_parsers/qwen3_engine_tool_parser.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
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https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/v1/engine/async_llm.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/layers/fused_moe/layer.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/layers/fused_moe/runner/moe_runner.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/v1/worker/gpu_worker.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://aws.amazon.com/ebs/pricing/cloud provider · retrieved Oct 16, 2026 · revision region-selected-20261016
https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.htmlruntime maintainer · retrieved Oct 17, 2026 · revision retrieved
https://docs.nvidia.com/cuda/archive/13.0.3/cuda-toolkit-release-notes/index.htmlruntime maintainer · retrieved Oct 17, 2026 · revision retrieved
https://opentools.ai/llms/nemotron-3-super-nvidiaopentools · retrieved Oct 20, 2026 · revision super-original-reader-v1

Compare this configuration

Cloud serverDocumented setupSources checked Oct 20, 2026

Run full native Nemotron 3 Super reasoning and tools on an AWS eight-H100 instance

Hardware: AWS p5.48xlarge eight-H100 instance with chosen 1 TiB root volume
Runtime: Original Super full BF16 target plus native two-physical-layer MTP vLLM 0.27.1 / 6e448d0; immutable amd64 image, source-guarded modules; CUDA 13.0.3/Python 3.12 source defaults, installed inventory reader-checked · CUDA
Model format: Native HF sharded safetensors · Full native BF16 target/MTP; explicit source FP32 Mamba A and routing correction state retained · Full native BF16, including every expert and both physical MTP layers; no quantization
Workload: 8,192 token context · 1 concurrent

Based on source documentation; this setup has not been executed by OpenTools. Memory: unknown. No compatible measurement available.

Read the complete setup guide

Before you start

Use an existing authorized AWS p5.48xlarge Linux instance in us-east-1 with Ubuntu24.04 x86_64 host verified:192vCPUs,2048GiB systemRAM,eightH100 GPUs advertised80GB each,NVSwitch source topology. Choose1024GiB gp3 root allocation. Actual AMI, installed driver/GPU runtime, capacity/quota and usable bytes must be verified; no instance or budget was created by the author. Restrict SSH to your client and keep TCP8996 closed publicly.
The selected owned planning allocation is 64 logical threads, nominal 2 TiB host RAM and 1 TiB storage. The usable guards are 1900 GiB RAM and 900 GiB free disk. These are author-selected fixture thresholds, not measured native minima. Keep full target/MTP buffers, KV/recurrent state, compiler/cache and OS overhead distinct.
Review the exact NVIDIA Nemotron Open Model License and required notices/export/compliance conditions. No terms are accepted on your behalf. Free/provider endpoint byte equivalence, NVFP4 and MTP-v2 variants remain separate open scope.
Native context is documented at 262144; this complete walkthrough deliberately uses 8192 total with a 4096 output cap, one sequence and no truncation. No model/native/tokenizer execution, actual fit, speed, quality, provisioning or spend was performed by the author.

Exact model and requirements

Artifact:: NVIDIA / Original Nemotron 3 Super 120B A12B full BF16 checkpoint with native MTP · checkpoint nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16
Publisher revision:: 2dc98e2afe4face0e4ce40972a915c45368bd34a
Artifact digest:: No publisher aggregate whole-checkpoint digest; the inline hardpinned manifest contains exact per-file SHA256 or typed GitBlob SHA1 digests for all 61 selected runtime assets.
Download size:: 230.25 GiB
Memory requirement (unknown):: Unknown — No measured per-device or whole-process peak for full BF16 target/MTP/FP32 SSM at8192context.
System RAM / disk:: Unknown / Unknown
Placement:: supported sharding. Single node, TP8/PP1/DP1, expert parallel disabled. All 512 experts are tensor-sharded, not deleted or replaced; native shared embedding/head aliases retained. All native weights and both MTP layers remain GPU-resident under TP8; host file/cache/loading buffers are additional and unmeasured.
KV cache:: Attention auto/BF16 KV; separate Mamba SSM cache explicitly FP32
Workload:: 8,192 token context; Unknown; Unknown; concurrency 1; batch 1; cache cold; repetitions Unknown.
Tokenizer:: Exact original publisher tokenizer and 10,771-byte native Jinja · 2dc98e2afe4face0e4ce40972a915c45368bd34a
Sampling / reasoning:: Publisher temperature 1.0/top_p 0.95, n=1, nonstreaming. Native EOS union 2/11 retained; no custom stops, ignore-EOS or prompt truncation. Thinking enabled; force_nonempty_content false and truncate_history_thinking false. Complete raw thought closure and native XML tool structure are required in a fixed inert two-turn fixture. Preserve raw reasoning/history, with explicit parser trailing-whitespace behavior. Bounded 8192/4096 choices are not publisher full-context recommendations.
Runtime prerequisites:: Ubuntu 24.04 x86_64; NVIDIA Linux driver >=580.126.20 for the selected CUDA 13.0.3 baseline, Working Docker and NVIDIA Container Toolkit; eight H100 SM90 devices and native backend probes must pass.

Official artifact · License

chat_template.jinja · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
config.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
configuration_nemotron_h.py · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
generation_config.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
model.safetensors.index.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
modeling_nemotron_h.py · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
special_tokens_map.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
super_v3_reasoning_parser.py · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
tokenizer.json · 0.02 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
tokenizer_config.json · 0 GiB · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a

All50serialized shards total247227650480bytes; metadata tensor payload differs from serialized header overhead. Neither is complete runtime memory.
All experts, MTP, attention KV, recurrent state, activations, workspace, runtime/compiler/cache, host loading and OS overhead remain; advertised80GB perGPU is not80GiB or measured fit.

One-time setup and hardware

hardware: Unknown — Hardware is part of instance rental; separate acquisition cost not applicable/unknown.; Hardware is part of instance rental; separate acquisition cost not applicable/unknown. Tax: unknown.
setup: Unknown — Provisioning/setup/image transfer/labor costs unknown.; Provisioning/setup/image transfer/labor costs unknown. Tax: unknown.

Recurring costs

compute: $55.04 / hour; Archived exact us-east-1 Linux On-Demand p5.48xlarge whole-instance rate USD55.04/hour, publication2026-10-15T19:13:16Z. Eight nominal running hours USD440.32 compute only; idle running bills. This is not a current offer/availability or actual spend proof. Tax, storage, IP, transfer and labor separate. Region: us-east-1. SKU: p5.48xlarge Linux On-Demand. Tax: excluded. Price dated Oct 15, 2026. Price source
storage: $0.08 / GB month; Region-selected October16 AWS gp3 baseline USD0.08 per binary GB-month; chosen1024GiB root volume USD81.92 per full month, prorated independently. Baseline3000IOPS/125MBps; provisioned extra performance, snapshots and retained IPs separate. Local instance storage is ephemeral and not retained EBS. Region: us-east-1. SKU: EBS gp3 baseline. Tax: excluded. Price dated Oct 16, 2026. Price source
egress: Unknown — Actual transfer, public IPv4/IP and associated service charges unknown.; Actual transfer, public IPv4/IP and associated service charges unknown. Tax: unknown.
administration: Unknown — Maintenance time/rate unknown.; Maintenance time/rate unknown. Tax: unknown.

Install the runtime

1. Prepare a dedicated existing host and exclusive workspace
Use an existing owned eight-H100 server or the exact cloud SKU below. The selected host is Ubuntu 24.04 x86_64. Install host utilities on this dedicated machine, then create a new private workspace; repeated creation fails before overwriting evidence. No provisioning, purchase or native operation was performed by the author.
Command
```
set -eu
sudo apt-get update
sudo apt-get install -y docker.io python3 curl ca-certificates openssl gnupg2
sudo systemctl enable --now docker
umask 077
mkdir -m 700 "$HOME/nemotron3-super-aws-p5-48xlarge"
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
mkdir -m 700 model
: > reader-bundle.b64
```
Expected result: A new private workspace and model directory exist. If the workspace already exists, stop and preserve it; choose an explicitly new workspace rather than overwrite results.

2. Write source archive part 1 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

3. Write source archive part 2 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

4. Write source archive part 3 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

5. Write source archive part 4 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

6. Write source archive part 5 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

7. Write source archive part 6 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

8. Write source archive part 7 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

9. Write source archive part 8 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

10. Write source archive part 9 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
dCcpOlxuICAgcm93cz1yLmdldChyb2xlKydQYXJhbWV0ZXJzJylcbiAgIGlmIHR5cGUocm93cylpcyBub3QgbGlzdCBvciBhbnkodHlwZSh4KWlzIG5vdCBkaWN0IGZvciB4IGluIHJvd3Mpb3Ige3guZ2V0KCduYW1lJylmb3IgeCBpbiByb3dzfSE9ZXhwZWN0ZWRfbmFtZXMocm9sZSlvciBsZW4ocm93cykhPWxlbihleHBlY3RlZF9uYW1lcyhyb2xlKSk6cmFpc2UgVmFsdWVFcnJvcignZnVsbF9yZXBvcnRfc2NoZW1hJylcbiByZXR1cm4gcmVwb3J0c1xuIiwKICAicmVhZGVyX3ByZWZsaWdodC5weSI6ICJcIlwiXCJSZWFkZXItb25seSBzb3VyY2UvcGFja2FnZS9uYXRpdmUtYmFja2VuZCBwcmVmbGlnaHQ7IG5ldmVyIGF1dGhvci1leGVjdXRlZC5cIlwiXCJcbmltcG9ydCBoYXNobGliLGltcG9ydGxpYi5tZXRhZGF0YSxpbXBvcnRsaWIudXRpbCxqc29uLG9zLHBhdGhsaWIscGxhdGZvcm0scmUsc3VicHJvY2VzcyxzeXNcblNPVVJDRV9NQU5JRkVTVF9TSEE9J2E1ZDU5MWVhZjIyMmI4NTI1YmM1NTM5MTBkZjNiOGEwMDc1MjgyOWI4M2ZjMWE3ZTQzOTUxYzkxMWIwNzUzMjAnXG5FWEFDVD17J3ZsbG0nOnsnMC4yNy4xJ30sJ3RvcmNoJzp7JzIuMTMuMCcsJzIuMTMuMCtjdTEzMCd9LCd0b3JjaGF1ZGlvJzp7JzIuMTEuMCcsJzIuMTEuMCtjdTEzMCd9LCd0b3JjaHZpc2lvbic6eycwLjI4LjAnLCcwLjI4LjArY3UxMzAnfSwnZmxhc2hpbmZlci1weXRob24nOnsnMC42LjE2LnBvc3QzJ30sJ3RyaXRvbic6eyczLjcuMSd9fVxuTUlOSU1VTT17J3RyYW5zZm9ybWVycyc6KDUsNSwzKSwndG9rZW5pemVycyc6KDAsMjEsMSksJ3NhZmV0ZW5zb3JzJzooMCw2LDIpfVxuZGVmIHZlcnNpb25zX2NoZWNrZWQodmVyc2lvbnMsc3lzdGVtLG1hY2hpbmUscHl0aG9uKTpcbiBpZiBzeXN0ZW0hPSdMaW51eCdvciBtYWNoaW5lIT0neDg2XzY0J29yIHR1cGxlKHB5dGhvbls6Ml0pIT0oMywxMik6cmFpc2UgVmFsdWVFcnJvcignc2VsZWN0ZWRfTGludXhfeDg2XzY0X1B5dGhvbjMxMicpXG4gZm9yIG5hbWUsYWxsb3dlZCBpbiBFWEFDVC5pdGVtcygpOlxuICBpZiB2ZXJzaW9ucy5nZXQobmFtZSlub3QgaW4gYWxsb3dlZDpyYWlzZSBWYWx1ZUVycm9yKCdleGFjdF9wYWNrYWdlXycrbmFtZSlcbiBmb3IgbmFtZSxmbG9vciBpbiBNSU5JTVVNLml0ZW1zKCk6XG4gIG09cmUuZnVsbG1hdGNoKHInKFxcZCspXFwuKFxcZCspXFwuKFxcZCspJyx2ZXJzaW9ucy5nZXQobmFtZSwnJykpXG4gIGlmIG0gaXMgTm9uZSBvciB0dXBsZShtYXAoaW50LG0uZ3JvdXBzKCkpKTxmbG9vcjpyYWlzZSBWYWx1ZUVycm9yKCdzb3VyY2VfcGFja2FnZV9mbG9vcl8nK25hbWUpXG4gcmV0dXJuIHZlcnNpb25zXG5kZWYgc291cmNlX2NoZWNrZWQocm9vdCxtYW5pZmVzdCk6XG4gcm9vdD1wYXRobGliLlBhdGgocm9vdCkuYWJzb2x1dGUoKTtmPXBhdGhsaWIuUGF0aChtYW5pZmVzdClcbiBpZiBmLmlzX3N5bWxpbmsoKW9yIGhhc2hsaWIuc2hhMjU2KGYucmVhZF9ieXRlcygpKS5oZXhkaWdlc3QoKSE9U09VUkNFX01BTklGRVNUX1NIQTpyYWlzZSBWYWx1ZUVycm9yKCdzb3VyY2VfbWFuaWZlc3RfcGluJylcbiB4PWpzb24ubG9hZHMoZi5yZWFkX3RleHQoKSlcbiBmb3Igcm93IGluIHhbJ2ZpbGVzJ106XG4gIHA9cm9vdC9yb3dbJ3BhdGgnXVxuICBmb3IgYSBpbiBbcCwqcC5wYXJlbnRzXTpcbiAgIGlmIGEuaXNfc3ltbGluaygpOnJhaXNlIFZhbHVlRXJyb3IoJ3J1bnRpbWVfc291cmNlX3N5bWxpbmsnKVxuICBpZiBub3QgcC5pc19maWxlKClvciBoYXNobGliLnNoYTI1NihwLnJlYWRfYnl0ZXMoKSkuaGV4ZGlnZXN0KCkhPXJvd1snc2hhMjU2J106cmFpc2UgVmFsdWVFcnJvcigncnVudGltZV9zb3VyY2Vfb3JpZ2luX29yX2J5dGVzXycrcm93WydwYXRoJ10pXG4gcmV0dXJuIGxlbih4WydmaWxlcyddKVxuZGVmIG1haW4oKTpcbiBpbXBvcnQgYXJncGFyc2VcbiBhPWFyZ3BhcnNlLkFyZ3VtZW50UGFyc2VyKCk7YS5hZGRfYXJndW1lbnQoJy0tc291cmNlLW1hbmlmZXN0JyxyZXF1aXJlZD1UcnVlKTthcmdzPWEucGFyc2VfYXJncygpXG4gb3MuZW52aXJvbi51cGRhdGUoSEZfSFVCX09GRkxJTkU9JzEnLFRSQU5TRk9STUVSU19PRkZMSU5FPScxJyxIRl9EQVRBU0VUU19PRkZMSU5FPScxJyxQWVRIT05ET05UV1JJVEVCWVRFQ09ERT0nMScpXG4gdmVyc2lvbnM9e25hbWU6aW1wb3J0bGliLm1ldGFkYXRhLnZlcnNpb24obmFtZSlmb3IgbmFtZSBpbiBbKkVYQUNULCpNSU5JTVVNXX07dmVyc2lvbnNfY2hlY2tlZCh2ZXJzaW9ucyxwbGF0Zm9ybS5zeXN0ZW0oKSxwbGF0Zm9ybS5tYWNoaW5lKCksc3lzLnZlcnNpb25faW5mbylcbiBzcGVjPWltcG9ydGxpYi51dGlsLmZpbmRfc3BlYygndmxsbScpXG4gaWYgc3BlYyBpcyBOb25lIG9yIHNwZWMub3JpZ2luIGlzIE5vbmU6cmFpc2UgVmFsdWVFcnJvcigncnVudGltZV9tb2R1bGVfb3JpZ2luJylcbiBwYWNrYWdlPXBhdGhsaWIuUGF0aChzcGVjLm9yaWdpbikuYWJzb2x1dGUoKS5wYXJlbnQ7Z3VhcmRlZD1zb3VyY2VfY2hlY2tlZChwYWNrYWdlLnBhcmVudCxhcmdzLnNvdXJjZV9tYW5pZmVzdClcbiBjaGVja2VkPXN1YnByb2Nlc3MucnVuKFtzeXMuZXhlY3V0YWJsZSwnLW0nLCdwaXAnLCdjaGVjayddLGNhcHR1cmVfb3V0cHV0PVRydWUsdGV4dD1UcnVlLHRpbWVvdXQ9MTIwKVxuIGlmIGNoZWNrZWQucmV0dXJuY29kZTpyYWlzZSBWYWx1ZUVycm9yKCdpbnN0YWxsZWRfZGVwZW5kZW5jaWVzX3BpcGNoZWNrX2ZhaWxlZCcpXG4gIyBOYXRpdmUgaW1wb3J0cy9wcm9iZXMgYmVsb3cgcnVuIG9ubHkgb24gcmVhZGVyIGhhcmR3YXJlLCBhZnRlciBzb3VyY2UgYW5kXG4gIyBpbnN0YWxsZWQgcGFja2FnZSBjaGVja3MuIFRoZXkgbmV2ZXIgbG9hZCBhIG1vZGVsIG9yIGEgdG9rZW5pemVyLlxuIGltcG9ydCB0b3JjaFxuIGZyb20gdmxsbS5tb2RlbF9leGVjdXRvci5sYXllcnMubWFtYmEub3BzLm1hbWJhX3NzbSBpbXBvcnQgc2VsZWN0aXZlX3N0YXRlX3VwZGF0ZVxuIGZyb20gdmxsbS5tb2RlbF9leGVjdXRvci5sYXllcnMubWFtYmEub3BzLnNzZF9jb21iaW5lZCBpbXBvcnQgbWFtYmFfY2h1bmtfc2Nhbl9jb21iaW5lZF92YXJsZW5cbiBmcm9tIHZsbG0ubW9kZWxfZXhlY3V0b3IubGF5ZXJzLmZ1c2VkX21vZS5leHBlcnRzLnRyaXRvbl9tb2UgaW1wb3J0IFRyaXRvbkV4cGVydHNcbiBpZiBub3QgYWxsKGNhbGxhYmxlKHgpZm9yIHggaW4gKHNlbGVjdGl2ZV9zdGF0ZV91cGRhdGUsbWFtYmFfY2h1bmtfc2Nhbl9jb21iaW5lZF92YXJsZW4sVHJpdG9uRXhwZXJ0cykpOnJhaXNlIFZhbHVlRXJyb3IoJ25hdGl2ZV9Ucml0b25fc3ltYm9scycpXG4gaWYgdG9yY2gudmVyc2lvbi5jdWRhIGlzIE5vbmUgb3Igbm90IHRvcmNoLnZlcnNpb24uY3VkYS5zdGFydHN3aXRoKCcxMy4wJylvciBub3QgdG9yY2guY3VkYS5pc19hdmFpbGFibGUoKW9yIHRvcmNoLmN1ZGEuZGV2aWNlX2NvdW50KCkhPTg6cmFpc2UgVmFsdWVFcnJvcignc2VsZWN0ZWRfQ1VEQTEzX2VpZ2h0X0dQVXMnKVxuIG9ic2VydmF0aW9ucz1bXVxuIGZvciBpIGluIHJhbmdlKDgpOlxuICBwcm9wPXRvcmNoLmN1ZGEuZ2V0X2RldmljZV9wcm9wZXJ0aWVzKGkpXG4gIGlmIHRvcmNoLmN1ZGEuZ2V0X2RldmljZV9jYXBhYmlsaXR5KGkpIT0oOSwwKW9yJ0gxMDAnbm90IGluIHByb3AubmFtZTpyYWlzZSBWYWx1ZUVycm9yKCdzZWxlY3RlZF9laWdodF9IMTAwX1NNOTAnKVxuICB1dWlkPXN0cihnZXRhdHRyKHByb3AsJ3V1aWQnLCcnKSlcbiAgaWYg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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

11. Write source archive part 10 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

12. Write source archive part 11 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
bGl0eSBjbGFpbS4nfSxpbmRlbnQ9MikuZW5jb2RlKCkrYidcXG4nXG4gICB3aXRoIG9zLmZkb3BlbihyZXBvcnRfZmQsJ3diJylhcyBmOmYud3JpdGUoZGF0YSk7Zi5mbHVzaCgpO29zLmZzeW5jKGYuZmlsZW5vKCkpXG4gICByZXBvcnRfZmQ9Tm9uZVxuICAgc2h1dGRvd249YXdhaXQgYXBpLmJ1aWxkX2FuZF9zZXJ2ZShlbmdpbmUsbGlzdGVuLHNvY2ssYXJncylcbiAgaWYgc2h1dGRvd24gaXMgbm90IE5vbmU6YXdhaXQgc2h1dGRvd25cbiBmaW5hbGx5OlxuICBpZiByZXBvcnRfZmQgaXMgbm90IE5vbmU6b3MuY2xvc2UocmVwb3J0X2ZkKVxuICBpZiBzb2NrIGlzIG5vdCBOb25lOnNvY2suY2xvc2UoKVxuXG5kZWYgbWFpbigpOlxuICMgQSByZWNpcGUgbW91bnRzIHRoZSBmdWxsIHZlcmlmaWVkIG1vZGVsIHJlYWQtb25seSBhdCAvbW9kZWwgYW5kIHRoZSBleGFjdFxuICMgZmxhdCBoZWxwZXIgYnVuZGxlIGFuZCBleGlzdGluZyBrZXkgaW4gYSBwcml2YXRlIHJlYWRlci1vd25lZCAvcmVhZGVyLlxuIGZyb20gcmVhZGVyX2NsaWVudCBpbXBvcnQgdmVyaWZ5X2Fzc2V0cyxwcml2YXRlX2tleSxleGNsdXNpdmVfb3V0cHV0XG4gdmVyaWZ5X2Fzc2V0cygnL21vZGVsJywnL3JlYWRlci9uYXRpdmUtYXNzZXQtbWFuaWZlc3QuanNvbicpXG4gb3MuZW52aXJvbi51cGRhdGUoSEZfSFVCX09GRkxJTkU9JzEnLFRSQU5TRk9STUVSU19PRkZMSU5FPScxJyxIRl9EQVRBU0VUU19PRkZMSU5FPScxJyxUT0tFTklaRVJTX1BBUkFMTEVMSVNNPSdmYWxzZScsUFlUSE9ORE9OVFdSSVRFQllURUNPREU9JzEnLFZMTE1fVVNFX1YyX01PREVMX1JVTk5FUj0nMCcsVkxMTV9XT1JLRVJfTVVMVElQUk9DX01FVEhPRD0nc3Bhd24nKVxuICMgU2FtZSBwcm9jZXNzIGV4ZWN1dGVzIGVudmlyb25tZW50L3NvdXJjZSBjaGVja3MgYmVmb3JlIG5hdGl2ZSBlbmdpbmUgbG9hZC5cbiBpbXBvcnQgcmVhZGVyX3ByZWZsaWdodFxuIG9sZGFyZ3Y9c3lzLmFyZ3Y7c3lzLmFyZ3Y9W29sZGFyZ3ZbMF0sJy0tc291cmNlLW1hbmlmZXN0JywnL3JlYWRlci9ydW50aW1lLXNvdXJjZS1tYW5pZmVzdC5qc29uJ11cbiB0cnk6cmVhZGVyX3ByZWZsaWdodC5tYWluKClcbiBmaW5hbGx5OnN5cy5hcmd2PW9sZGFyZ3ZcbiBrZXk9cHJpdmF0ZV9rZXkoJy9yZWFkZXIvLmFwaS1rZXknKTtvcy5lbnZpcm9uWydWTExNX0FQSV9LRVknXT1rZXlcbiBmcm9tIHZsbG0uZW50cnlwb2ludHMub3BlbmFpIGltcG9ydCBhcGlfc2VydmVyIGFzIGFwaVxuIGZyb20gdmxsbS51dGlscy5hcmdwYXJzZV91dGlscyBpbXBvcnQgRmxleGlibGVBcmd1bWVudFBhcnNlclxuIGFwaS5jbGlfZW52X3NldHVwKClcbiBwYXJzZXI9YXBpLm1ha2VfYXJnX3BhcnNlcihGbGV4aWJsZUFyZ3VtZW50UGFyc2VyKGRlc2NyaXB0aW9uPSdQcml2YXRlIG9yaWdpbmFsIFN1cGVyIG5hdGl2ZSByZWFkZXInKSlcbiBwdWJsaWM9WyctLW1vZGVsJywnL21vZGVsJywnLS1zZXJ2ZWQtbW9kZWwtbmFtZScsJ25lbW90cm9uMy1zdXBlci1vcmlnaW5hbC1uYXRpdmUnLCctLWhvc3QnLCcxMjcuMC4wLjEnLCctLXBvcnQnLCc4OTk2JywnLS1kdHlwZScsJ2JmbG9hdDE2JywnLS1rdi1jYWNoZS1kdHlwZScsJ2F1dG8nLCctLXRlbnNvci1wYXJhbGxlbC1zaXplJywnOCcsJy0tcGlwZWxpbmUtcGFyYWxsZWwtc2l6ZScsJzEnLCctLWRhdGEtcGFyYWxsZWwtc2l6ZScsJzEnLCctLW1heC1tb2RlbC1sZW4nLCc4MTkyJywnLS1tYXgtbnVtLXNlcXMnLCcxJywnLS1tYXgtbnVtLWJhdGNoZWQtdG9rZW5zJywnODE5MicsJy0tZ3B1LW1lbW9yeS11dGlsaXphdGlvbicsJzAuOTAnLCctLW1hbWJhLXNzbS1jYWNoZS1kdHlwZScsJ2Zsb2F0MzInLCctLW1hbWJhLWNhY2hlLW1vZGUnLCdub25lJywnLS1tYW1iYS1iYWNrZW5kJywndHJpdG9uJywnLS1tb2UtYmFja2VuZCcsJ3RyaXRvbicsJy0tbm8tZW5hYmxlLXByZWZpeC1jYWNoaW5nJywnLS1lbmZvcmNlLWVhZ2VyJywnLS1zcGVjdWxhdGl2ZS1jb25maWcnLCd7XCJtZXRob2RcIjpcIm10cFwiLFwibnVtX3NwZWN1bGF0aXZlX3Rva2Vuc1wiOjF9JywnLS13b3JrZXItZXh0ZW5zaW9uLWNscycsJ3JlYWRlcl9zdGF0ZS5TdXBlclN0YXRlRXh0ZW5zaW9uJywnLS1jaGF0LXRlbXBsYXRlJywnL21vZGVsL2NoYXRfdGVtcGxhdGUuamluamEnLCctLXJlYXNvbmluZy1wYXJzZXInLCduZW1vdHJvbl92MycsJy0tdG9vbC1jYWxsLXBhcnNlcicsJ3F3ZW4zX2NvZGVyJywnLS1lbmFibGUtYXV0by10b29sLWNob2ljZScsJy0tZGlzYWJsZS11dmljb3JuLWFjY2Vzcy1sb2cnLCctLW1pZGRsZXdhcmUnLCdyZWFkZXJfYXV0aC5Qcml2YXRlQm91bmRhcnknXVxuIGFyZ3M9cGFyc2VyLnBhcnNlX2FyZ3MocHVibGljKTthcGkudmFsaWRhdGVfcGFyc2VkX3NlcnZlX2FyZ3MoYXJncylcbiBpZiBhcmdzLmFwaV9rZXkgb3IgYXJncy5lbmFibGVfbG9nX3JlcXVlc3RzIG9yIGFyZ3MuaG9zdCE9JzEyNy4wLjAuMSdvciBhcmdzLnBvcnQhPTg5OTY6cmFpc2UgVmFsdWVFcnJvcigncHJpdmF0ZV9wdWJsaWNfYXJndl9wb2xpY3knKVxuIGlmIGdldGF0dHIoYXJncywnZXhjbHVkZV90b29sc193aGVuX3Rvb2xfY2hvaWNlX25vbmUnLEZhbHNlKTpyYWlzZSBWYWx1ZUVycm9yKCdzYW1lX3Rvb2xzX2luX3Rva2VuaXplX2FuZF9nZW5lcmF0ZV9yZXF1aXJlZCcpXG4gZmQ9ZXhjbHVzaXZlX291dHB1dCgnL3JlYWRlci9uYXRpdmUtc3RhdGUtb2JzZXJ2YXRpb25zLmpzb24nKVxuIGRlZiBpbnRlcnJ1cHRfaW5pdChzaWdudW0sZnJhbWUpOnJhaXNlIEtleWJvYXJkSW50ZXJydXB0KCdSZWFkZXIgcmVxdWVzdGVkIGluaXRpYWxpemF0aW9uIHN0b3AnKVxuIHNpZ25hbC5zaWduYWwoc2lnbmFsLlNJR1RFUk0saW50ZXJydXB0X2luaXQpXG4gYXN5bmNpby5ydW4oc2VydmUoYXJncyxhcGksZmQpKVxuaWYgX19uYW1lX189PSdfX21haW5fXyc6bWFpbigpXG4iLAogICJyZWFkZXJfZG93bmxvYWQucHkiOiAiXCJcIlwiRnV0dXJlIHJlYWRlciBvbmx5OiBmdWxsIHBpbm5lZCBuYXRpdmU2MWFzc2V0IGRvd25sb2FkOyBuZXZlciBhZ2VudC1ydW4uXCJcIlwiXG5pbXBvcnQgYXJncGFyc2UsaGFzaGxpYixqc29uLG9zLHBhdGhsaWIsdXJsbGliLnJlcXVlc3QsdXJsbGliLnBhcnNlXG5NQU5JRkVTVF9TSEE9JzkyOTI3NzgyZmRiYTg5YmMzZjhiMzgwMTgwNTAwNjU5ZWJlZmFkY2M5ODkzODM3Mjk0MDY4MTRjOGI4ZjA3YTgnXG5SRVBPPSdudmlkaWEvTlZJRElBLU5lbW90cm9uLTMtU3VwZXItMTIwQi1BMTJCLUJGMTYnXG5QSU49JzJkYzk4ZTJhZmU0ZmFjZTBlNGNlNDA5NzJhOTE1YzQ1MzY4YmQzNGEnXG5kZWYgbm9fc3ltbGluayhwYXRoKTpcbiBmb3IgcCBpbiBbcGF0aCwqcGF0aC5wYXJlbnRzXTpcbiAgaWYgcC5pc19zeW1saW5rKCk6cmFpc2UgVmFsdWVFcnJvcignc3ltbGlua19wYXRoJylcbmRlZiBoYXNoZXIocm93KTpcbiBhbGdvPXJvd1snZGlnZXN0J11bJ2FsZ29yaXRobSddXG4gaWYgYWxnbz09J3NoYTI1Nic6cmV0dXJuIGhhc2hsaWIuc2hhMjU2KClcbiBpZiBhbGdvPT0nZ2l0X2Jsb2Jfc2hhMSc6XG4gIGg9aGFzaGxpYi5zaGExKCk7aC51cGRhdGUoYidibG9iICcrc3RyKHJvd1snYnl0ZXMnXSkuZW5jb2RlKCkrYidcXDAnKTtyZXR1cm4gaFxuIHJhaXNlIFZhbHVlRXJyb3IoJ2RpZ2VzdF9hbGdvcml0aG0nKVxuZGVmIG1hdGNoZXModGFyZ2V0LHJvdyk6XG4gbm9fc3ltbGluayh0YXJnZXQpXG4gaWYgbm90IHRhcmdldC5pc19maWxlKClvciB0YXJnZXQuc3RhdCgpLnN0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SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

13. Write source archive part 12 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

14. Write source archive part 13 of 13

This is a plain UTF-8 JSON source archive encoded as base64, not compressed or binary model data. Append every part in order; the final archive hash and each extracted source are checked before use.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
cat >> reader-bundle.b64 <<'SOURCEPART'
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
SOURCEPART

Expected result: The next exact source-text segment is appended. This alone is not runnable model or native execution proof.

15. Verify and inspect the full reader source archive

Decode the exact transparent JSON archive and exclusively extract all source/manifest files. Inspect the resulting Python and JSON before execution; no native module is imported by this extraction.

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
python3 - <<'EXTRACT'
import base64,hashlib,json,os,pathlib
raw=base64.b64decode(pathlib.Path('reader-bundle.b64').read_text(),validate=False)
assert hashlib.sha256(raw).hexdigest()=='43a90c377d494450f30457eeb7229aec60d87ac78017660b1be444806e7be23a'
files=json.loads(raw)
assert set(files)=={'launch_observed_server.py', 'reader_download.py', 'reader_state.py', 'runtime-source-manifest.json', 'reader_auth.py', 'reader_host.py', 'reader_preflight.py', 'reader_protocol.py', 'native-asset-manifest.json', 'composition_contract.py', 'reader_client.py'}
for name,text in files.items():
 assert pathlib.PurePosixPath(name).name==name and type(text)is str
 fd=os.open(name,os.O_WRONLY|os.O_CREAT|os.O_EXCL,0o600)
 with os.fdopen(fd,'w')as f:f.write(text)
 print(name,hashlib.sha256(text.encode()).hexdigest())
EXTRACT
python3 -m py_compile *.py

Expected result: The complete archive digest and exact flat filename set pass; extracted source syntax passes. No file is replaced, and no native dependency, tokenizer or model has run.

16. Configure NVIDIA GPU containers

Command

set -euo pipefail
sudo apt-get update
curl --fail --silent --show-error --location https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --batch --yes --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg
curl --fail --silent --show-error --location https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list >/dev/null
sudo apt-get update
sudo apt-get install -y nvidia-container-toolkit=1.20.1-1 nvidia-container-toolkit-base=1.20.1-1 libnvidia-container-tools=1.20.1-1 libnvidia-container1=1.20.1-1
sudo nvidia-ctk runtime configure --runtime=docker
sudo systemctl restart docker

Expected result: The prescribed container packages install and Docker restarts. Actual package availability and GPU compatibility are checked by the reader; they were not measured by the author.

17. Record host observations and obtain the immutable runtime
The owned planning profile prescribes 64 logical threads, nominal 2 TiB host RAM and 1 TiB disk allocation. Guards use 1900 GiB usable RAM and 900 GiB free disk, not nominal physical totals. These are selected planning thresholds, not measured model minima. Record actual values; exact GPU usable bytes and full fit remain unknown.
Command
```
set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
python3 reader_host.py > host-observations.json
sudo docker pull vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2
sudo docker run --rm --gpus all --user "$(id -u):$(id -g)" --entrypoint nvidia-smi vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2
sudo docker run --rm --entrypoint python3 vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2 -m pip freeze > image-package-inventory.txt
```
Expected result: Host/driver/eight-GPU checks and actual GPU-container visibility must pass. The recorded inventory is a reader observation, not an author-verified installed environment or model-capacity measurement.

Download the model

1. Download all exact native files as real flat files
Read the governing NVIDIA terms before exercising the grant. The helper makes one reader GET per missing asset at the exact publisher pin, streams and verifies full sizes and typed digests, and promotes a verified partial exclusively. All 50 shards and 11 auxiliary/code files, including tokenizer vocabulary and both MTP layers, are required. Existing mismatches are preserved and fail; no alternate checkpoint or symlink cache is substituted.
Command
```
set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
python3 reader_download.py --model-dir "$PWD/model" --manifest "$PWD/native-asset-manifest.json"
```
Expected result: All 61 full files verify before any tokenizer/model load. A partial, wrong digest, missing term/access requirement or HTTP error stops the workflow; no bypass or automatic model substitution.

Configure

1. Preserve an existing private service key or create one privately

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
umask 077
python3 - <<'KEYMODE'
import os,pathlib,stat
p=pathlib.Path('.api-key')
if p.is_symlink():raise ValueError('symlink_key')
if p.exists():
 s=p.stat()
 if not stat.S_ISREG(s.st_mode)or s.st_uid!=os.getuid():raise ValueError('owned_regular_key_required')
 os.chmod(p,0o600)
KEYMODE
if [ ! -e .api-key ]; then ( set -C; openssl rand -hex 32 > .api-key ); fi
python3 - <<'KEYCHECK'
import os,pathlib
p=pathlib.Path('.api-key');fd=os.open(p,os.O_RDWR);os.fchmod(fd,0o600)
with os.fdopen(fd,'r')as f:k=f.read().strip()
assert len(k)==64 and all(c in '0123456789abcdef'for c in k)
KEYCHECK
cat > .runtime-env <<'OFFLINE'
HF_HUB_OFFLINE=1
TRANSFORMERS_OFFLINE=1
HF_DATASETS_OFFLINE=1
TOKENIZERS_PARALLELISM=false
PYTHONDONTWRITEBYTECODE=1
VLLM_USE_V2_MODEL_RUNNER=0
VLLM_WORKER_MULTIPROC_METHOD=spawn
HOME=/reader
HF_HOME=/reader/.cache/huggingface
XDG_CACHE_HOME=/reader/.cache
TRITON_CACHE_DIR=/reader/.cache/triton
OFFLINE
chmod 600 .runtime-env

Expected result: The original valid key is retained or one new 0600 key is created. The environment file contains only offline/cache/runtime policy, not the key. No secret is printed.

2. Check source/package/backend preflight before full startup
Use the same reader UID/GID and private workspace mounts as the eventual server. This verifies exact vLLM source modules, source-supported package constraints, pip check, CUDA, all eight H100 SM90 devices, actual memory observations and peer accessibility. Native imports/probes happen only on the reader. Source/library or visibility failure stops the route.
Command
```
set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
sudo docker run --rm --gpus all --user "$(id -u):$(id -g)" --network none --env-file .runtime-env -v "$PWD:/reader" -v "$PWD/model:/model:ro" -w /reader --entrypoint python3 vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2 reader_preflight.py --source-manifest /reader/runtime-source-manifest.json > reader-runtime-preflight.json
```
Expected result: After reader execution only, exact source/package checks and actual GPU/backend probes pass. This does not load the complete model or prove full capacity, speed, quality or installed ABI correctness beyond the checks.

Start the model

1. Start the complete original target and native MTP privately
Run in a foreground terminal. The normal native engine loads the full BF16 target and same-checkpoint MTP with both physical layers, TP8/PP1/DP1 and explicit Triton MoE/SSU. All eight actual initialized-state reports and embedding/head aliases must pass before HTTP. State checks observe schemas/shapes/dtypes, not value-by-value checkpoint equality. The two-hour process deadline is a bounded reader session, not an inference SLA; TERM may escalate to KILL after 30 seconds.
Command
```
set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
timeout --signal=TERM --kill-after=30s 7200s sudo docker run --rm --name nemotron3-super-aws-p5-48xlarge --gpus all --user "$(id -u):$(id -g)" --network host --shm-size 32g --env-file .runtime-env -v "$PWD:/reader" -v "$PWD/model:/model:ro" -w /reader --entrypoint python3 vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2 launch_observed_server.py
```
Expected result: Only after actual reader startup: all full native target/draft schemas and eight-rank reports pass and loopback HTTP starts. Initialization failure, state mismatch, timeout or killed process is not success; preserve private diagnostics.

Connect to your endpoint

http://127.0.0.1:8996/v1/chat/completions

Verify the setup

1. Check live authentication before native protocol generation

Command

set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
python3 - <<'AUTHCHECK'
import http.client
for path in ('/tokenize','/v1/chat/completions'):
 for invalid in (False,True):
  c=http.client.HTTPConnection('127.0.0.1',8996,timeout=10)
  try:
   headers={'Content-Type':'application/json'}
   if invalid:headers['Authorization']='Bearer '+'b'*64
   c.request('POST',path,b'{}',headers);r=c.getresponse();assert r.status==401
   data=r.read(4097);assert len(data)<=4096
  finally:c.close()
print('Both routes reject missing and invalid credentials with401; no actual key read.')
AUTHCHECK

Expected result: All four deployed missing/invalid-auth checks return 401 with bounded responses. No secret or response body is printed. This is access-boundary evidence only.

2. Run the real original tokenizer and complete native two-turn diagnostic
The reader client re-verifies all 61 files before a local-only tokenizer load, derives native marker IDs, joins complete local/server prompt IDs, preserves raw reasoning/tool history, and checks raw EOS, typed usage and complete native XML. It executes only the fixed synthetic constant result. Inspect that the final explanation says seven plus one is eight; protocol success is not calibrated task accuracy.
Command
```
set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
sudo docker exec --user "$(id -u):$(id -g)" nemotron3-super-aws-p5-48xlarge python3 /reader/reader_client.py --model-dir /model --manifest /reader/native-asset-manifest.json --workspace /reader
```
Expected result: Require successful client exit plus a populated, parseable protocol-result.json and explicit human semantic inspection. Reserved empty output or file existence never proves protocol success. Preserve complete raw outputs and record any failure without silently changing the fixture.

Performance evidence

No compatible measurement available. Documented support and estimated memory do not establish response speed.

Limits and troubleshooting

The full 247,227,650,480 serialized weight bytes are not a resident memory requirement. All 512 experts in each of 40 base and one MTP MoE blocks remain; active parameter count does not measure resident state.
No actual full native execution, fit, throughput, quality or spending was observed by the author. The immutable image is selected, not claimed to be an observed installed inventory; reader source, package, backend, load/state and protocol checks remain mandatory.
Native state observation verifies actual parameter names, positive shapes, dtypes/devices and embedding/head object aliases. It does not compare every numeric dimension or value against tensor headers/checkpoint values or turn the native tracking flag into complete value-equivalence proof.
Own native templates and parsers are used; duplicate/unfinished controls accepted or normalized by a tolerant parser are not silently counted as healthy in this fixed diagnostic. Full reasoning history is retained with documented native formatting behavior.
This original publisher checkpoint is not asserted equal to API serving bytes, separate free endpoint or MTP-v2. Broader contexts/backends/workflows and final required family scope remain open.

Source/package/backend, GPU or all-rank state preflight fails.: Stop before exposing HTTP. Preserve exact source/module/package observations and native error without replacing the model, dropping experts/MTP, weakening guards or pretending fit. Correct the actual host/runtime prerequisite or obtain a separately reviewed successor.
Native tool/final response fails closure, usage, token budget or semantic inspection.: Preserve the raw output and actual failure. A length finish, unmatched/partial role/tool/thought marker, wrong tool/argument, missing terminal EOS or unclosed reasoning is not fixed-probe success. Do not silently strip, reclassify or execute arbitrary output tools.
A download is partial/mismatched or the process deadline expires.: Preserve the exact partial/error. Never rename an unverified file or overwrite a concurrently created target. After a timeout, confirm this named container and endpoint stopped; TERM can escalate to KILL. Keep private source/results and storage/instance billing separate.

Stop the model

1. Stop only this native reader session
Send SIGTERM explicitly and allow 120 seconds. Docker may then send SIGKILL; do not describe this as guaranteed graceful shutdown. Preserve diagnostics before removing anything and verify the exact named container and loopback service have stopped.
Command
```
set -eu
sudo docker stop --signal SIGTERM --timeout 120 nemotron3-super-aws-p5-48xlarge
if [ "$(sudo docker inspect -f '{{.State.Running}}' nemotron3-super-aws-p5-48xlarge 2>/dev/null || true)" = true ]; then exit 1; fi
python3 - <<'STOPCHECK'
import socket
s=socket.socket();s.settimeout(3);code=s.connect_ex(("127.0.0.1",8996));s.close();assert code!=0
STOPCHECK
```
Expected result: The named container is stopped/removed and the loopback endpoint no longer accepts connections. A stopped process is not proof of completed generation or a billing refund.

Uninstall

1. Remove only the dedicated reader workspace after retaining needed proof
Back up desired private results, source/license records and observations first. Confirm the dedicated path. Remove only this container/image reference and workspace; do not broadly prune Docker or uninstall shared drivers/toolkit. Image layers may remain if referenced elsewhere.
Command
```
set -eu
cd "$HOME/nemotron3-super-aws-p5-48xlarge"
test "$PWD" = "$HOME/nemotron3-super-aws-p5-48xlarge"
sudo docker rm nemotron3-super-aws-p5-48xlarge 2>/dev/null || true
sudo docker image rm vllm/vllm-openai@sha256:c2f3b1b964e47809b722b5e75b61b1e7b39a50f70388cf2bf2418f16a9f31da2
cd "$HOME"
rm -r -- "$HOME/nemotron3-super-aws-p5-48xlarge"
```
Expected result: Only this dedicated workspace and selected image reference are removed. Shared Docker resources/drivers remain; private keys and model files inside the removed workspace are deleted.

Shut down cloud resources

1. Stop or terminate this exact AWS instance and review retained charges
In EC2 us-east-1, identify this exact p5.48xlarge instance. Stop for later reuse or terminate it when finished; a stopped container alone does not end VM billing. Review root-volume Delete on termination, detached EBS, snapshots, retained public/Elastic IPs and other attached resources. Preserve needed data before deletion; local instance storage is ephemeral. Confirm final usage in Bills/Cost Explorer. No cloud lifecycle action was performed by the author.
Expected result: Actual instance transition ends running compute charges under the applicable offer; retained storage/IP/snapshots can continue billing. No final spend/refund/availability is inferred.

Sources and verification

Sources checked Oct 20, 2026. Verification source

https://huggingface.co/api/models/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16?blobs=truepublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/README.mdpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/config.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/generation_config.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/tokenizer_config.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/chat_template.jinjapublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/modeling_nemotron_h.pypublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/configuration_nemotron_h.pypublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/model.safetensors.index.jsonpublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-nemotron-open-model-license/publisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16/raw/2dc98e2afe4face0e4ce40972a915c45368bd34a/super_v3_reasoning_parser.pypublisher · retrieved Oct 17, 2026 · revision 2dc98e2afe4face0e4ce40972a915c45368bd34a
https://api.github.com/repos/vllm-project/vllm/git/ref/tags/v0.27.1runtime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://aws.amazon.com/ec2/instance-types/p5/cloud provider · retrieved Oct 17, 2026 · revision retrieved
https://hub.docker.com/v2/repositories/vllm/vllm-openai/tags/v0.27.1runtime maintainer · retrieved Oct 17, 2026
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/models/nemotron_h.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/models/nemotron_h_mtp.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
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https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/entrypoints/openai/chat_completion/protocol.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/entrypoints/serve/tokenize/protocol.pyruntime maintainer · retrieved Oct 17, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
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https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/layers/fused_moe/layer.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/model_executor/layers/fused_moe/runner/moe_runner.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://raw.githubusercontent.com/vllm-project/vllm/6e448d0ea9bf3d88d898b65449ca6dc2aec170ac/vllm/v1/worker/gpu_worker.pyruntime maintainer · retrieved Oct 20, 2026 · revision 6e448d0ea9bf3d88d898b65449ca6dc2aec170ac
https://aws.amazon.com/ebs/pricing/cloud provider · retrieved Oct 16, 2026 · revision region-selected-20261016
https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.htmlruntime maintainer · retrieved Oct 17, 2026 · revision retrieved
https://docs.nvidia.com/cuda/archive/13.0.3/cuda-toolkit-release-notes/index.htmlruntime maintainer · retrieved Oct 17, 2026 · revision retrieved
https://opentools.ai/llms/nemotron-3-super-nvidiaopentools · retrieved Oct 20, 2026 · revision super-original-reader-v1

Compare this configuration

Pricing

Token pricing for Nemotron 3 Super API usage.

Input Tokens

$0.09/M

per million tokens

Output Tokens

$0.45/M

per million tokens

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NVIDIAenterprise

The Engine of AI

2 Tools6 ModelsFounded 1993Santa Clara, California, United States

View full profile

2 Tools·6 Models

Tools by NVIDIA

Other AI tools from the same organization.

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OpenShell - Safe Runtime for Autonomous AI Agent Workflows

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Developer Tools

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AI Models by NVIDIA

AI models from the same organization.

Model	Context Window	Price (In / Out per M)	Capabilities
Nemotron 3.5 Lightning 30B A3BCurrent	1.0M	$0.10 / $0.95	textreasoningcodingtool use+5
Nemotron 3 SuperCurrent	262K	-- / --	textcode
Nemotron 3 Nano 30B A3BCurrent	256K	-- / --	textcode
Nemotron 3 Nano 30B A3BCurrent	262K	$0.05 / $0.20	textcode
EagleCurrent	--	-- / --	visionimage understandingmultimodalresearch

Nemotron 3 Super

About Nemotron 3 Super

Capabilities

Input Modalities

Output Modalities

Technical Details

Tags

Run this model yourself

Run full native Nemotron 3 Super reasoning and tools on eight owned H100 GPUs

Before you start

Exact model and requirements

One-time setup and hardware

Recurring costs

Install the runtime

1. Prepare a dedicated existing host and exclusive workspace

2. Write source archive part 1 of 13

3. Write source archive part 2 of 13

4. Write source archive part 3 of 13

5. Write source archive part 4 of 13

6. Write source archive part 5 of 13

7. Write source archive part 6 of 13

8. Write source archive part 7 of 13

9. Write source archive part 8 of 13

10. Write source archive part 9 of 13

11. Write source archive part 10 of 13

12. Write source archive part 11 of 13

13. Write source archive part 12 of 13

14. Write source archive part 13 of 13

15. Verify and inspect the full reader source archive

16. Configure NVIDIA GPU containers

17. Record host observations and obtain the immutable runtime

Download the model

1. Download all exact native files as real flat files

Configure

1. Preserve an existing private service key or create one privately

2. Check source/package/backend preflight before full startup

Start the model

1. Start the complete original target and native MTP privately

Connect to your endpoint

Verify the setup

1. Check live authentication before native protocol generation

2. Run the real original tokenizer and complete native two-turn diagnostic

Performance evidence

Limits and troubleshooting

Stop the model

1. Stop only this native reader session

Uninstall

1. Remove only the dedicated reader workspace after retaining needed proof

Sources and verification

Run full native Nemotron 3 Super reasoning and tools on an AWS eight-H100 instance

Before you start

Exact model and requirements

One-time setup and hardware

Recurring costs

Install the runtime

1. Prepare a dedicated existing host and exclusive workspace

2. Write source archive part 1 of 13

3. Write source archive part 2 of 13

4. Write source archive part 3 of 13

5. Write source archive part 4 of 13

6. Write source archive part 5 of 13

7. Write source archive part 6 of 13

8. Write source archive part 7 of 13

9. Write source archive part 8 of 13

10. Write source archive part 9 of 13

11. Write source archive part 10 of 13

12. Write source archive part 11 of 13

13. Write source archive part 12 of 13

14. Write source archive part 13 of 13

15. Verify and inspect the full reader source archive

16. Configure NVIDIA GPU containers

17. Record host observations and obtain the immutable runtime

Download the model

1. Download all exact native files as real flat files

Configure

1. Preserve an existing private service key or create one privately

2. Check source/package/backend preflight before full startup

Start the model

1. Start the complete original target and native MTP privately

Connect to your endpoint