docs: Post-Merge cleanup of the deploy documentation #1922
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WalkthroughThe changes remove or condense detailed deployment documentation throughout the project. This includes deleting step-by-step guides, example deployments, and references to specific deployment commands or scripts. The remaining documentation now points users to high-level guides and external resources, streamlining instructions and focusing on directing users to core installation and usage materials. Changes
Sequence Diagram(s)sequenceDiagram
participant User
participant Documentation
User->>Documentation: Access deployment instructions
Documentation-->>User: Directs to high-level guides and external resources
Note over Documentation: Detailed step-by-step deployment and examples are omitted
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Actionable comments posted: 1
🔭 Outside diff range comments (1)
docs/examples/llm_deployment.md (1)
95-118: Remove duplicated explanatory blockThe paragraph from lines 97-107 is repeated verbatim at 108-118, making the Note twice as long and tripping readers.
Building a vLLM docker image for ARM machines currently involves building vLLM from source, which is known to have performance issues to require extensive system RAM; see [vLLM Issue 8878](https://github.com/vllm-project/vllm/issues/8878). @@ -When vLLM has pre-built ARM wheels published, this process can be improved. - -You can tune the number of parallel build jobs for building VLLM from source -on ARM based on your available cores and system RAM with `VLLM_MAX_JOBS`. - -For example, on an ARM machine with low system resources: -`./container/build.sh --framework vllm --platform linux/arm64 --build-arg VLLM_MAX_JOBS=2` - -For example, on a GB200 which has very high CPU cores and memory resource: -`./container/build.sh --framework vllm --platform linux/arm64 --build-arg VLLM_MAX_JOBS=64` - -When vLLM has pre-built ARM wheels published, this process can be improved. +When vLLM ships pre-built ARM wheels, this process will simplify.
🧹 Nitpick comments (7)
docs/guides/dynamo_deploy/quickstart.md (3)
4-4: Prefer “can install” over “could install” for clarity“Could” reads like a hypothetical. “Can install” (or “You can install”) is the common idiom for instructions.
-You could install from [Published Artifacts](#1-installing-from-published-artifacts) or [Source](#2-installing-from-source) +You can install from [Published Artifacts](#1-installing-from-published-artifacts) or [Source](#2-installing-from-source)
139-151: Streamline the destination-selection snippet
- Capitalise “Kubernetes” for consistency.
- Consider using a list instead of free-form prose to make the two alternatives visually parallel and easier to scan.
- The current layout omits language identifiers on the second code block – stick with ```bash for both.
-Pick your deployment destination. - -If local - -```bash -export DYNAMO_CLOUD=http://localhost:8080 -``` - -If kubernetes -```bash -export DYNAMO_CLOUD=https://dynamo-cloud.nvidia.com -``` +Pick your deployment destination: + +- **Local** + ```bash + export DYNAMO_CLOUD=http://localhost:8080 + ``` + +- **Kubernetes** + ```bash + export DYNAMO_CLOUD=https://dynamo-cloud.nvidia.com + ```
161-168: Fix grammar & tighten cross-references• “Example are stored” → “Examples are stored”.
• Links already imply folder and guide; no need for extra words.-Example are stored in the [Examples Folder](../../examples/README.md) - -Follow the most basic ones in the dedicated guides below: - -[Hello World](../../examples/hello_world.md) - -[LLM](../../examples/llm_deployment.md) +Examples live in the [examples directory](../../examples/README.md). + +Quick-start guides: +- [Hello World](../../examples/hello_world.md) +- [LLM](../../examples/llm_deployment.md)docs/examples/llm_deployment.md (1)
150-152: Minor casing correction“Planner” sentence is great; just lower-case the flag to match CLI conventions (
--planner.no-operation=false) unless the binary really expects uppercase P.docs/guides/dynamo_deploy/README.md (2)
18-24: Tighten wording and fix “Prior to”Replace “Prior to” with “Before” (Wordiness). Also, sentence 20-24 is long; splitting improves readability.
-We expect users to deploy their inference graphs using CRDs or helm charts. - -Prior to deploying an inference graph the user should deploy the Dynamo Cloud Platform. -Dynamo Cloud acts as an orchestration layer between the end user and Kubernetes, handling the complexity of deploying your graphs for you. This is a one-time action, only necessary the first time you deploy a DynamoGraph. +We expect users to deploy inference graphs via CRDs or Helm charts. + +Before deploying a graph, install the Dynamo Cloud Platform. +Dynamo Cloud is an orchestration layer that hides Kubernetes complexity and only needs to be installed once for a given cluster.
26-30: Avoid heading numbers inside Markdown heading textMarkdown headings with “# 1.” & “# 2.” render oddly and hurt anchor stability. Prefer plain headings or an ordered list.
-# 1. Please follow [Installing Dynamo Cloud](./dynamo_cloud.md) for steps to install. -For details about the Dynamo Cloud Platform, see the [Dynamo Operator Guide](dynamo_operator.md) - -# 2. Follow [Examples](../../examples/README.md) to see how you can deploy your Inference Graphs. +## 1 Install Dynamo Cloud +See [Installing Dynamo Cloud](./dynamo_cloud.md). For operator details, consult the [Dynamo Operator Guide](dynamo_operator.md). + +## 2 Deploy an inference graph +Browse the [examples](../../examples/README.md) to get started.docs/guides/dynamo_deploy/dynamo_cloud.md (1)
56-66: Unclear one-time image instructionsThe block mixes “pre-built image” vs “build & push your own” but uses the same variable (
DYNAMO_IMAGE) later. Consider explicitly stating which path readers should choose and when to setDYNAMO_IMAGE.
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📒 Files selected for processing (6)
deploy/README.md(0 hunks)docs/examples/llm_deployment.md(4 hunks)docs/guides/dynamo_deploy/README.md(1 hunks)docs/guides/dynamo_deploy/dynamo_cloud.md(3 hunks)docs/guides/dynamo_deploy/manual_helm_deployment.md(0 hunks)docs/guides/dynamo_deploy/quickstart.md(3 hunks)
💤 Files with no reviewable changes (2)
- deploy/README.md
- docs/guides/dynamo_deploy/manual_helm_deployment.md
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🧠 Learnings (2)
docs/guides/dynamo_deploy/quickstart.md (1)
Learnt from: PeaBrane
PR: ai-dynamo/dynamo#1409
File: examples/router_standalone/worker.py:171-186
Timestamp: 2025-06-08T08:30:45.126Z
Learning: Example code in the `examples/` directory may intentionally use hard-coded values or simplified implementations that wouldn't be appropriate for production code, but are acceptable for demonstration and testing purposes.
docs/guides/dynamo_deploy/dynamo_cloud.md (3)
Learnt from: biswapanda
PR: ai-dynamo/dynamo#1412
File: lib/bindings/python/src/dynamo/runtime/logging.py:100-100
Timestamp: 2025-06-06T21:48:35.214Z
Learning: In the Dynamo codebase, BentoML has been completely removed from all executable code, with only documentation and attribution references remaining. The error_loggers configuration in lib/bindings/python/src/dynamo/runtime/logging.py should not include "bentoml" since those modules no longer exist.
Learnt from: julienmancuso
PR: ai-dynamo/dynamo#1365
File: deploy/cloud/operator/api/v1alpha1/dynamocomponentdeployment_types.go:171-178
Timestamp: 2025-06-04T13:09:53.416Z
Learning: The `DYN_DEPLOYMENT_CONFIG` environment variable (commonconsts.DynamoDeploymentConfigEnvVar) in the Dynamo operator will never be set via ValueFrom (secrets/config maps), only via direct Value assignment. The GetDynamoDeploymentConfig method correctly only checks env.Value for this specific environment variable.
Learnt from: julienmancuso
PR: ai-dynamo/dynamo#1474
File: deploy/cloud/operator/internal/controller/dynamocomponent_controller.go:1302-1306
Timestamp: 2025-06-11T21:18:00.425Z
Learning: In the Dynamo operator, the project’s preferred security posture is to set a Pod-level `PodSecurityContext` with `runAsUser`, `runAsGroup`, and `fsGroup` all set to `1000`, and then selectively override the user at the individual container level (e.g., `RunAsUser: 0` for Kaniko) when root is required.
🪛 LanguageTool
docs/guides/dynamo_deploy/README.md
[style] ~21-~21: ‘Prior to’ might be wordy. Consider a shorter alternative.
Context: ...ence graphs using CRDs or helm charts. Prior to deploying an inference graph the user s...
(EN_WORDINESS_PREMIUM_PRIOR_TO)
🪛 markdownlint-cli2 (0.17.2)
docs/guides/dynamo_deploy/dynamo_cloud.md
69-69: Multiple headings with the same content
(MD024, no-duplicate-heading)
🔇 Additional comments (2)
docs/examples/llm_deployment.md (2)
84-92: Title change looks goodThe new heading accurately reflects the step.
119-123: Heading tweak approvedThe revised heading clarifies intent without altering meaning.
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Signed-off-by: atchernych <atchernych@nvidia.com>
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commit d4b5414 Author: atchernych <atchernych@nvidia.com> Date: Mon Jul 21 13:10:24 2025 -0700 fix: mypy error (#2029) commit 79337c7 Author: Ryan McCormick <rmccormick@nvidia.com> Date: Mon Jul 21 12:12:16 2025 -0700 build: support custom TRTLLM build for commits not on main branch (#2021) commit 95dd942 Author: atchernych <atchernych@nvidia.com> Date: Mon Jul 21 12:09:33 2025 -0700 docs: Post-Merge cleanup of the deploy documentation (#1922) commit cb6de94 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Sun Jul 20 22:34:50 2025 +0200 chore: Install vLLM and WideEP kernels in vLLM runtime container (#2010) Signed-off-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: alec-flowers <aflowers@nvidia.com> commit fe63c17 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Fri Jul 18 17:45:08 2025 -0700 fix: Revert "feat: add vLLM v1 multi-modal example. Add llama4 Maverick ex… (#2017) commit bf1998f Author: jthomson04 <jwillthomson19@gmail.com> Date: Fri Jul 18 17:23:50 2025 -0700 fix: Don't detokenize twice in TRT-LLM examples (#1955) commit 343a481 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Fri Jul 18 16:22:43 2025 -0600 feat: http disconnects (#2014) commit e330d96 Author: Yan Ru Pei <yanrpei@gmail.com> Date: Fri Jul 18 13:40:54 2025 -0700 feat: enable / disable chunked prefill for mockers (#2015) Signed-off-by: Yan Ru Pei <yanrpei@gmail.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 353146e Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Fri Jul 18 13:33:36 2025 -0700 feat: add vLLM v1 multi-modal example. Add llama4 Maverick example (#1990) Signed-off-by: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Co-authored-by: krishung5 <krish@nvidia.com> commit 1f07dab Author: Jacky <18255193+kthui@users.noreply.github.com> Date: Fri Jul 18 13:04:20 2025 -0700 feat: Add migration to LLM requests (#1930) commit 5f17918 Author: Tanmay Verma <tanmayv@nvidia.com> Date: Fri Jul 18 12:59:34 2025 -0700 refactor: Migrate to new UX2 for python launch (#2003) commit fc12436 Author: Graham King <grahamk@nvidia.com> Date: Fri Jul 18 14:52:57 2025 -0400 feat(frontend): router-mode settings (#2001) commit dc75cf1 Author: ptarasiewiczNV <104908264+ptarasiewiczNV@users.noreply.github.com> Date: Fri Jul 18 18:47:28 2025 +0200 chore: Move NIXL repo clone to Dockerfiles (#2009) commit f6f392c Author: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> Date: Thu Jul 17 18:44:17 2025 -0700 Remove link to the fix for disagg + eagle3 for TRT-LLM example (#2006) Signed-off-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit cc90ca6 Author: atchernych <atchernych@nvidia.com> Date: Thu Jul 17 18:34:40 2025 -0700 feat: Create a convenience script to uninstall Dynamo Deploy CRDs (#1933) commit 267b422 Author: Greg Clark <grclark@nvidia.com> Date: Thu Jul 17 20:44:21 2025 -0400 chore: loosed python requirement versions (#1998) Signed-off-by: Greg Clark <grclark@nvidia.com> commit b8474e5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Thu Jul 17 16:35:05 2025 -0700 chore: update cmake and gap installation and sgl in wideep container (#1991) commit 157a3b0 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 15:38:12 2025 -0700 fix: incorrect helm upgrade command (#2000) commit 0dfca2c Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 15:33:33 2025 -0700 ci: Update trtllm gitlab triggers for new components directory and test script (#1992) commit f3fb09e Author: Kris Hung <krish@nvidia.com> Date: Thu Jul 17 14:59:59 2025 -0700 fix: Fix syntax for tokio-console (#1997) commit dacffb8 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 14:57:10 2025 -0700 fix: use non-dev golang image for operator (#1993) commit 2b29a0a Author: zaristei <zaristei@berkeley.edu> Date: Thu Jul 17 13:10:42 2025 -0700 fix: Working Arm Build Dockerfile for Vllm_v1 (#1844) commit 2430d89 Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 12:57:46 2025 -0700 test: Add trtllm kv router tests (#1988) commit 1eadc01 Author: Graham King <grahamk@nvidia.com> Date: Thu Jul 17 15:07:41 2025 -0400 feat(runtime): Support tokio-console (#1986) commit b62e633 Author: GuanLuo <41310872+GuanLuo@users.noreply.github.com> Date: Thu Jul 17 11:16:28 2025 -0700 feat: support separate chat_template.jinja file (#1853) commit 8ae3719 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Thu Jul 17 11:12:35 2025 -0700 chore: add some details to dynamo deploy quickstart and fix deploy.sh (#1978) Signed-off-by: Hongkuan Zhou <tedzhouhk@gmail.com> Co-authored-by: julienmancuso <161955438+julienmancuso@users.noreply.github.com> commit 08891ff Author: Ryan McCormick <rmccormick@nvidia.com> Date: Thu Jul 17 10:57:42 2025 -0700 fix: Update trtllm tests to use new scripts instead of dynamo serve (#1979) commit 49b7a0d Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Thu Jul 17 08:35:04 2025 -0600 feat: record + analyze logprobs (#1957) commit 6d2be14 Author: Biswa Panda <biswa.panda@gmail.com> Date: Thu Jul 17 00:17:58 2025 -0700 refactor: replace vllm with vllm_v1 container (#1953) Co-authored-by: alec-flowers <aflowers@nvidia.com> commit 4d2a31a Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Wed Jul 16 18:04:09 2025 -0700 chore: add port reservation to utils (#1980) commit 1e3e4a0 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Wed Jul 16 15:54:04 2025 -0700 fix: port race condition through deterministic ports (#1937) commit 4ad281f Author: Tanmay Verma <tanmayv@nvidia.com> Date: Wed Jul 16 14:33:51 2025 -0700 refactor: Move TRTLLM example to the component/backends (#1976) commit 57d24a1 Author: Misha Chornyi <99709299+mc-nv@users.noreply.github.com> Date: Wed Jul 16 14:10:24 2025 -0700 build: Removing shell configuration violations. It's bad practice to hardcod… (#1973) commit 182d3b5 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 16:12:40 2025 -0400 chore(bindings): Remove mistralrs / llama.cpp (#1970) commit def6eaa Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Wed Jul 16 15:50:23 2025 -0400 feat: attributions for debian deps of sglang, trtllm, vllm runtime containers (#1971) commit f31732a Author: Yan Ru Pei <yanrpei@gmail.com> Date: Wed Jul 16 11:22:15 2025 -0700 feat: integrate mocker with dynamo-run and python cli (#1927) commit aba6099 Author: Graham King <grahamk@nvidia.com> Date: Wed Jul 16 12:26:32 2025 -0400 perf(router): Remove lock from router hot path (#1963) commit b212103 Author: Hongkuan Zhou <tedzhouhk@gmail.com> Date: Wed Jul 16 08:55:33 2025 -0700 docs: add notes in docs to deprecate local connector (#1959) commit 7b325ee Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 18:52:00 2025 -0700 fix: vllm router examples (#1942) commit a50be1a Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Tue Jul 15 17:58:01 2025 -0700 feat: update CODEOWNERS (#1926) commit e260fdf Author: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Date: Tue Jul 15 18:49:21 2025 -0400 feat: add bitnami helm chart attribution (#1943) Signed-off-by: Harrison Saturley-Hall <454891+saturley-hall@users.noreply.github.com> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> commit 1c03404 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 14:26:24 2025 -0700 fix: update inference gateway deployment instructions (#1940) commit 5ca570f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:54:03 2025 -0400 chore: Rename dynamo.ingress to dynamo.frontend (#1944) commit 7b9182f Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:33:07 2025 -0400 chore: Move examples/cli to lib/bindings/examples/cli (#1952) commit 40d40dd Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 16:02:19 2025 -0400 chore(multi-modal): Rename frontend.py to web.py (#1951) commit a9e0891 Author: Ryan Olson <ryanolson@users.noreply.github.com> Date: Tue Jul 15 12:30:30 2025 -0600 feat: adding http clients and recorded response stream (#1919) commit 4128d58 Author: Biswa Panda <biswa.panda@gmail.com> Date: Tue Jul 15 10:30:47 2025 -0700 feat: allow helm upgrade using deploy script (#1936) commit 4da078b Author: Graham King <grahamk@nvidia.com> Date: Tue Jul 15 12:57:38 2025 -0400 fix: Remove OpenSSL dependency, use Rust TLS (#1945) commit fc004d4 Author: jthomson04 <jwillthomson19@gmail.com> Date: Tue Jul 15 08:45:42 2025 -0700 fix: Fix TRT-LLM container build when using a custom pip wheel (#1825) commit 3c6fc6f Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 22:35:20 2025 -0700 chore: fix typo (#1938) commit de7fe38 Author: Alec <35311602+alec-flowers@users.noreply.github.com> Date: Mon Jul 14 21:47:12 2025 -0700 feat: add vllm e2e integration tests (#1935) commit 860f3f7 Author: Keiven C <213854356+keivenchang@users.noreply.github.com> Date: Mon Jul 14 21:44:19 2025 -0700 chore: metrics endpoint variables renamed from HTTP_SERVER->SYSTEM (#1934) Co-authored-by: Keiven Chang <keivenchang@users.noreply.github.com> commit fc402a3 Author: Biswa Panda <biswa.panda@gmail.com> Date: Mon Jul 14 21:21:20 2025 -0700 feat: configurable namespace for vllm v1 example (#1909) commit df40d2c Author: ZichengMa <zichengma1225@gmail.com> Date: Mon Jul 14 21:11:29 2025 -0700 docs: fix typo and add mount-workspace to vllm doc (#1931) Signed-off-by: ZichengMa <zichengma1225@gmail.com> Co-authored-by: Alec <35311602+alec-flowers@users.noreply.github.com> commit 901715b Author: Tanmay Verma <tanmayv@nvidia.com> Date: Mon Jul 14 20:14:51 2025 -0700 refactor: Refactor the TRTLLM examples remove dynamo SDK (#1884) commit 5bf23d5 Author: hhzhang16 <54051230+hhzhang16@users.noreply.github.com> Date: Mon Jul 14 18:29:19 2025 -0700 feat: update DynamoGraphDeployments for vllm_v1 (#1890) Co-authored-by: mohammedabdulwahhab <furkhan324@berkeley.edu> commit 9e76590 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 17:29:56 2025 -0700 docs: organize sglang readme (#1910) commit ef59ac8 Author: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Date: Mon Jul 14 16:16:44 2025 -0700 docs: TRTLLM Example of Llama4+Eagle3 (Speculative Decoding) (#1828) Signed-off-by: KrishnanPrash <140860868+KrishnanPrash@users.noreply.github.com> Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com> commit 053041e Author: Jorge António <matroid@outlook.com> Date: Tue Jul 15 00:06:38 2025 +0100 fix: resolve incorrect finish reason propagation (#1857) commit 3733f58 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 19:04:22 2025 -0400 feat(backends): Python llama.cpp engine (#1925) commit 6a1350c Author: Tushar Sharma <tusharma@nvidia.com> Date: Mon Jul 14 14:56:36 2025 -0700 build: minor improvements to sglang dockerfile (#1917) commit e2a619b Author: Neelay Shah <neelays@nvidia.com> Date: Mon Jul 14 14:52:53 2025 -0700 fix: remove environment variable passing (#1911) Signed-off-by: Neelay Shah <neelays@nvidia.com> Co-authored-by: Neelay Shah <neelays@a4u8g-0057.ipp2u2.colossus.nvidia.com> commit 3d17a49 Author: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> Date: Mon Jul 14 14:41:56 2025 -0700 refactor: remove dynamo build (#1778) Signed-off-by: Schwinn Saereesitthipitak <17022745+galletas1712@users.noreply.github.com> commit 3e0cb07 Author: Anant Sharma <anants@nvidia.com> Date: Mon Jul 14 15:43:48 2025 -0400 fix: copy attributions and license to trtllm runtime container (#1916) commit fc36bf5 Author: ishandhanani <82981111+ishandhanani@users.noreply.github.com> Date: Mon Jul 14 12:31:49 2025 -0700 feat: receive kvmetrics from sglang scheduler (#1789) Co-authored-by: zixuanzhang226 <zixuanzhang@bytedance.com> commit df91fce Author: Yan Ru Pei <yanrpei@gmail.com> Date: Mon Jul 14 12:24:04 2025 -0700 feat: prefill aware routing (#1895) commit ad8ad66 Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:20:35 2025 -0400 feat: Shrink the ai-dynamo wheel by 35 MiB (#1918) Remove http and llmctl binaries. They have been unused for a while. commit 480b41d Author: Graham King <grahamk@nvidia.com> Date: Mon Jul 14 15:06:45 2025 -0400 feat: Python frontend / ingress node (#1912)
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