[ROCm][P/D][MORI][BugFix] Add transfer_id for moriio_connector so moriio_connector to restore P/D functionality by rasmith · Pull Request #34907 · vllm-project/vllm

rasmith · 2026-02-19T19:12:38Z

Purpose

This PR introduced random suffixes to completion ids to better differentiate services in logs. That PR was able to update the other KV connector implementations, but the modifications for those KV connectors could not be applied to the MORI KV connector.

The result is that the MORI KV connector hangs indefinitely, because it is waiting for a completion id that will never arrive.

This PR was opened to fix the problem, but the author has ceased working on it. It seems that this was done in favor of this PR. However, the second PR attempts to modify the scheduler which is undesirable.

The first PR introduced a transaction id, which seems the most natural solution, and maintains some consistency with the other KV connector solutions. However, one of the issues with getting the MORI KV connector to work is that the decode worker needs to receive the completion id and furthermore needs to avoid any race conditions when associating a transaction id with a completion id.

This PR stashes the transfer_id_to_request_id relationship in the MoRIIOConnectorMetadata, which the scheduler will store in the SchedulerOutput. The MoRIIOConnectorMetadata stored in the SchedulerOutput will then be received by start_load_kv in the MoRIIOConnectorWorker, which finally allows both the scheduler and worker processes to maintain the same relationship of transfer id and completion id pairings.

Test Plan

I tested 1P1D on a single machine and with two machines to check that functionality had been restored. I used the following justfile:

# Setting this allows creating a symlink to Justfile from another dir
set working-directory := "/vllm-upstream"

# Needed for the proxy server
vllm-directory := "/vllm-upstream"

TP_SIZE := "1"
PREFILL_GPUS := "3"
DECODE_GPUS := "4"

MEMORY_UTIL := "0.99"

ISL := "1024"
OSL := "5"
RATIO := "0"
PORT := "10001"
CONCURRENCY := "1"
PROMPTS := "1"

DEFAULT_READ_MODE := "0"
PROXY_IP := "10.7.79.60"

port PORT: 
  @python port_allocator.py {{PORT}}


mori_serve_prefill READ_MODE=DEFAULT_READ_MODE:
  CUDA_VISIBLE_DEVICES={{PREFILL_GPUS}} \
  VLLM_MORIIO_CONNECTOR_READ_MODE={{READ_MODE}} \
  VLLM_USE_V1=1 \
  VLLM_ROCM_USE_AITER=1 \
  vllm serve {{MODEL}}        \
   -tp {{TP_SIZE}}  \
   --port 20005     \
   --no-enable-prefix-caching \
   --max-num-batched-tokens 4096         \
   --distributed-executor-backend mp         \
   --gpu_memory_utilization 0.85         \
   --max-model-len 8200         \
   --enforce-eager \
   --trust-remote-code \
   --compilation-config='{"cudagraph_capture_sizes": [1, 256]}' \
   --kv-transfer-config '{"kv_connector":"MoRIIOConnector","kv_role":"kv_producer","kv_connector_extra_config":{"proxy_ip":"{{PROXY_IP}}","http_port":"20005","proxy_ping_port":"36367"}}' 


mori_serve_decode READ_MODE=DEFAULT_READ_MODE:
  CUDA_VISIBLE_DEVICES={{DECODE_GPUS}} \
  VLLM_MORIIO_CONNECTOR_READ_MODE={{READ_MODE}} \
  VLLM_USE_V1=1 \
  VLLM_ROCM_USE_AITER=1 \
  vllm serve {{MODEL}} \
     -tp {{TP_SIZE}}  \
     --port 40005     \
     --no-enable-prefix-caching \
     --max-num-batched-tokens 4096         \
     --distributed-executor-backend mp         \
     --gpu_memory_utilization 0.85         \
     --max-model-len 8200         \
     --enforce-eager \
     --trust-remote-code \
     --compilation-config='{"cudagraph_capture_sizes": [1, 256]}' \
     --kv-transfer-config '{"kv_connector":"MoRIIOConnector","kv_role":"kv_consumer","kv_connector_extra_config":{"proxy_ip":"{{PROXY_IP}}","http_port":"40005","proxy_ping_port":"36367"}}' 

mori_serve_prefill_solo READ_MODE=DEFAULT_READ_MODE:
  CUDA_VISIBLE_DEVICES={{PREFILL_GPUS}} \
  VLLM_MORIIO_CONNECTOR_READ_MODE={{READ_MODE}} \
  VLLM_USE_V1=1 \
  VLLM_ROCM_USE_AITER=1 \
  vllm serve {{MODEL}}        \
   -tp {{TP_SIZE}}  \
   --port 20005     \
   --no-enable-prefix-caching \
   --max-num-batched-tokens 4096         \
   --distributed-executor-backend mp         \
   --gpu_memory_utilization 0.85         \
   --max-model-len 8200         \
   --enforce-eager \
   --trust-remote-code \
   --compilation-config='{"cudagraph_capture_sizes": [1, 256]}' \
   --kv-transfer-config '{"kv_connector":"MoRIIOConnector","kv_role":"kv_producer","kv_connector_extra_config":{"proxy_ip":"{{PROXY_IP}}","http_port":"20005","proxy_ping_port":"36367", "handshake_port":"6301","notify_port":"61005"}}' 

mori_serve_decode_solo READ_MODE=DEFAULT_READ_MODE:
  CUDA_VISIBLE_DEVICES={{DECODE_GPUS}} \
  VLLM_MORIIO_CONNECTOR_READ_MODE={{READ_MODE}} \
  VLLM_USE_V1=1 \
  VLLM_ROCM_USE_AITER=1 \
  vllm serve {{MODEL}} \
     -tp {{TP_SIZE}}  \
     --port 40005     \
     --no-enable-prefix-caching \
     --max-num-batched-tokens 4096         \
     --distributed-executor-backend mp         \
     --gpu_memory_utilization 0.85         \
     --max-model-len 8200         \
     --enforce-eager \
     --trust-remote-code \
     --compilation-config='{"cudagraph_capture_sizes": [1, 256]}' \
     --kv-transfer-config '{"kv_connector":"MoRIIOConnector","kv_role":"kv_consumer","kv_connector_extra_config":{"proxy_ip":"{{PROXY_IP}}","http_port":"40005","proxy_ping_port":"36367","handshake_port":"8301","notify_port":"62005"}}' 

mori_proxy:
  python examples/online_serving/disaggregated_serving/moriio_toy_proxy_server.py

send_request:
  curl -X POST http://localhost:10001/v1/completions \
    -H "Content-Type: application/json" \
    -d '{ \
      "model": "{{MODEL}}", \
      "prompt": "Give me a recipe for tomato soup", \
      "max_tokens": 150, \
      "temperature": 0.7 \
    }'

Essential Elements of an Effective PR Description Checklist

[ X] The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
[ X] The test plan, such as providing test command.
[ X] The test results, such as pasting the results comparison before and after, or e2e results
(Optional) The necessary documentation update, such as updating supported_models.md and examples for a new model.
(Optional) Release notes update. If your change is user facing, please update the release notes draft in the Google Doc.

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

mergify · 2026-02-19T19:13:15Z

Documentation preview: https://vllm--34907.org.readthedocs.build/en/34907/

gemini-code-assist

Code Review

The pull request introduces a transfer_id to the MORI KV connector to maintain consistent request-to-transfer mappings across scheduler and worker processes, addressing issues caused by random suffixes in completion IDs. While the architectural change is appropriate, the current implementation contains several critical issues, including NameErrors in log messages and exception handlers, and potential runtime crashes due to missing keys in mapping dictionaries, particularly for aborted requests or when operating in non-WRITE modes.

vllm/distributed/kv_transfer/kv_connector/v1/moriio/moriio_connector.py

vllm/distributed/kv_transfer/kv_connector/v1/moriio/moriio_engine.py

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

mergify · 2026-02-19T19:19:44Z

Hi @rasmith, the pre-commit checks have failed. Please run:

uv pip install pre-commit
pre-commit install
pre-commit run --all-files

Then, commit the changes and push to your branch.

For future commits, pre-commit will run automatically on changed files before each commit.

Tip

Is mypy or markdownlint failing?

mypy and markdownlint are run differently in CI. If the failure is related to either of these checks, please use the following commands to run them locally:

# For mypy (substitute "3.10" with the failing version if needed)
pre-commit run --hook-stage manual mypy-3.10
# For markdownlint
pre-commit run --hook-stage manual markdownlint

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

inkcherry · 2026-02-24T09:44:34Z

vllm/distributed/kv_transfer/kv_connector/v1/moriio/moriio_connector.py

        # Reqs to send and their expiration time
        self._reqs_need_send: dict[ReqId, float] = {}
        self.paths: dict[str, zmq.Socket] = {}
+        self.transfer_id_to_request_id: dict[TransferId, ReqId] = {}


Thanks @rasmith a lot! Would it be better to define two mapping functions here?

Depending on the function name, this could save some horizontal space, but what other benefit could be had?

For versatility and maintainability, if it's only used within the class, I think using a dictionary is also fine.

Not sure what you meant actually, but I added a map and unmap functions for request-id-transfer-id pairs. If you mean to swap the dictionaries for functions, its also possible to implement a class with __get_item__ and use that instead. It should be pretty easy, so if the time arises it shouldn't be too hard, but for the time being I don't see a need for it.

rasmith · 2026-02-25T07:34:47Z

@orozery @NickLucche @ApostaC Please take a look?

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

…th_moriio

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

inkcherry · 2026-03-04T03:02:46Z

hi， @rasmith , thank you. I noticed that the author of #32630 mentioned that it affects the write mode, but the current tests mainly focus on read testing. I also noticed this PR: #34415. I'm wondering whether the current write mode can still function correctly？

hongxiayang · 2026-03-10T15:05:21Z

@rasmith
Note:
This needs the following environment variable:

export VLLM_DISABLE_REQUEST_ID_RANDOMIZATION=1

hongxiayang · 2026-03-10T15:39:55Z

@vllmellm Let's help to verify this along with the environment variable to help land this PR.

rasmith · 2026-03-10T16:19:26Z

@rasmith Note: This needs the following environment variable:
export VLLM_DISABLE_REQUEST_ID_RANDOMIZATION=1

It doesn't need randomization to be disabled.

tjtanaa · 2026-03-13T07:00:50Z

@rasmith please try to fix the doc CI error.

junkang1991 · 2026-03-13T07:07:33Z

Verified both RDMA write and read modes on Qwen/Qwen3-235B-A22B-FP8, disaggregated 1P+1D (TP=4 each), single MI300X node (8 GPUs).

Benchmark config: --random-input-len 2000 --random-output-len 1000 --num-prompts 100 --request-rate 8

Both modes complete successfully without needing to set VLLM_DISABLE_REQUEST_ID_RANDOMIZATION:

Case	Transfer mode	Request ID randomization	Mean TTFT (ms)	Mean ITL (ms)
1	RDMA Write	disabled	749.97	32.84
2	RDMA Read	disabled	776.91	32.66
3	RDMA Write	enabled	741.34	32.74
4	RDMA Read	enabled	752.20	32.85

AndreasKaratzas · 2026-03-13T16:44:51Z

Added the ready label for tests to start.

rasmith · 2026-03-13T18:41:56Z

@inkcherry Please take another look?

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

rasmith · 2026-03-13T18:59:05Z

@rasmith please try to fix the doc CI error.

Fixed

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

@C64

…roxy Replace NixlConnector with MoRIIOConnector for KV cache transfer and replace the Rust-based vllm-router with a MoRI-IO-aware Python proxy that handles both HTTP routing and ZMQ-based RDMA endpoint discovery. The key architectural change is that the proxy enriches each request's kv_transfer_params with remote RDMA endpoint info (handshake_port, notify_port, host, port) before dispatching, enabling concurrent prefill+decode in WRITE mode — something vllm-router could not do because it only understands HTTP, not the MoRI-IO registration protocol. Changes: - Add moriio_proxy.py: MoRI-IO-aware proxy with ZMQ service discovery, request enrichment, and /health endpoint (adapted from vLLM upstream moriio_toy_proxy_server.py) - server.sh: switch --kv-transfer-config from NixlConnector to MoRIIOConnector with kv_connector_extra_config (proxy_ip, proxy_ping_port, http_port); launch proxy before prefill on NODE_RANK=0; set VLLM_DISABLE_REQUEST_ID_RANDOMIZATION=1 as workaround for v0.17.1 completion-ID mismatch (upstream fix: vllm-project/vllm#34907) - setup_deps.sh: replace vllm-router/Rust install with lightweight Python deps (quart, aiohttp, msgpack, pyzmq) for the proxy Benchmark (Job 2853 vs 2818 NixlConnector baseline, ISL/OSL=1024): TTFT median: -37% to -55% across C8–C64 (e.g. 384→241ms @C64) TTFT p99: -63% at C64 (6622→2469ms) Throughput: +8% at C64 (2634→2844 tok/s) TPOT: unchanged (~22ms @C64)

junkang1991 · 2026-03-16T03:03:49Z

Issue: lm_eval fails against the disaggregated proxy

Issue 1 — endpoint mismatch (400 error)

When running lm-evaluation-harness against the proxy at /v1/chat/completions, requests fail with:

ValueError: Either prompt or prompt_embeds must be provided and non-empty.

The proxy's registered request_address points to /v1/completions. When lm_eval sends to /v1/chat/completions with messages, the proxy forwards it verbatim to /v1/completions which expects prompt instead.

Issue 2 — wrong content-type

The proxy response carries Content-Type: text/html, which lm_eval's async client rejects.

Attempted quick fix

Rewrite the forwarded URL to match the incoming request path:

def rewrite_url(registered_url, path):
    return re.sub(r'/v1/(chat/)?completions$', path, registered_url)

Forward the content-type from the decode response:

response.headers['Content-Type'] = decode_response.headers.get('Content-Type', 'application/json')

GSM8K (5-shot, 50 samples, RDMA write mode):

lm_eval --model local-chat-completions \
    --model_args model=Qwen/Qwen3-235B-A22B-FP8,base_url=http://localhost:10001/v1/chat/completions,tokenizer=Qwen/Qwen3-235B-A22B-FP8,num_concurrent=1 \
    --tasks gsm8k --num_fewshot 5 --apply_chat_template --batch_size 1 \
    --gen_kwargs '{"max_tokens": 4096}'

Filter	exact_match
flexible-extract	0.88
strict-match	0.76

AndreasKaratzas · 2026-03-16T03:16:06Z

Rewrite the forwarded URL to match the incoming request path:

@junkang1991 This just disables chat completion if I am correct.

Is the issue you describe a problem with this PR?

tjtanaa · 2026-03-16T03:16:15Z

Issue: lm_eval fails against the disaggregated proxy

Issue 1 — endpoint mismatch (400 error)

When running lm-evaluation-harness against the proxy at /v1/chat/completions, requests fail with:
ValueError: Either prompt or prompt_embeds must be provided and non-empty.
The proxy's registered request_address points to /v1/completions. When lm_eval sends to /v1/chat/completions with messages, the proxy forwards it verbatim to /v1/completions which expects prompt instead.

Issue 2 — wrong content-type

The proxy response carries Content-Type: text/html, which lm_eval's async client rejects.

Attempted quick fix

Rewrite the forwarded URL to match the incoming request path:
def rewrite_url(registered_url, path):
    return re.sub(r'/v1/(chat/)?completions$', path, registered_url)
Forward the content-type from the decode response:
response.headers['Content-Type'] = decode_response.headers.get('Content-Type', 'application/json')
GSM8K (5-shot, 50 samples, RDMA write mode):
lm_eval --model local-chat-completions \
    --model_args model=Qwen/Qwen3-235B-A22B-FP8,base_url=http://localhost:10001/v1/chat/completions,tokenizer=Qwen/Qwen3-235B-A22B-FP8,num_concurrent=1 \
    --tasks gsm8k --num_fewshot 5 --apply_chat_template --batch_size 1 \
    --gen_kwargs '{"max_tokens": 4096}'
Filter exact_match
flexible-extract 0.88
strict-match 0.76

@rasmith @inkcherry can you guys help to take a look at this problem?
In the bugfix PR, please include lm-eval score and make sure to test against different endpoint e.g. v1/completions , v1/chat/completions.

AndreasKaratzas · 2026-03-16T03:18:52Z

Is this some kind of test group that fails?

tjtanaa · 2026-03-16T09:39:31Z

@AndreasKaratzas it seems in this PR, The NIXL tests are not triggered automatically. I have just manually triggered one of the tests and I will come back and check the status again, to know if it captures the failure.

inkcherry · 2026-03-16T13:13:58Z

Thanks @junkang1991, @tjtanaa for your efforts. @knitcapcat-amd let's refine the proxy example based on the feedback to ensure better compatibility across more scenarios. Contributions from @rasmith are also very welcome.

AndreasKaratzas · 2026-03-16T16:34:23Z

@AndreasKaratzas it seems in this PR, The NIXL tests are not triggered automatically. I have just manually triggered one of the tests and I will come back and check the status again, to know if it captures the failure.

Indeed, this PR is behind the V1 others regression on ROCm too.

rasmith · 2026-03-16T18:26:10Z

Issue: lm_eval fails against the disaggregated proxy
Issue 1 — endpoint mismatch (400 error)
When running lm-evaluation-harness against the proxy at /v1/chat/completions, requests fail with:
ValueError: Either prompt or prompt_embeds must be provided and non-empty.
The proxy's registered request_address points to /v1/completions. When lm_eval sends to /v1/chat/completions with messages, the proxy forwards it verbatim to /v1/completions which expects prompt instead.
Issue 2 — wrong content-type
The proxy response carries Content-Type: text/html, which lm_eval's async client rejects.
Attempted quick fix

Rewrite the forwarded URL to match the incoming request path:
def rewrite_url(registered_url, path):
    return re.sub(r'/v1/(chat/)?completions$', path, registered_url)
Forward the content-type from the decode response:
response.headers['Content-Type'] = decode_response.headers.get('Content-Type', 'application/json')
GSM8K (5-shot, 50 samples, RDMA write mode):
lm_eval --model local-chat-completions \
    --model_args model=Qwen/Qwen3-235B-A22B-FP8,base_url=http://localhost:10001/v1/chat/completions,tokenizer=Qwen/Qwen3-235B-A22B-FP8,num_concurrent=1 \
    --tasks gsm8k --num_fewshot 5 --apply_chat_template --batch_size 1 \
    --gen_kwargs '{"max_tokens": 4096}'
Filter exact_match
flexible-extract 0.88
strict-match 0.76
@rasmith @inkcherry can you guys help to take a look at this problem? In the bugfix PR, please include lm-eval score and make sure to test against different endpoint e.g. v1/completions , v1/chat/completions.

@tjtanaa @inkcherry I'll look into it

…iio_connector to restore P/D functionality (vllm-project#34907) Signed-off-by: Randall Smith <Randall.Smith@amd.com>

rasmith added 3 commits February 19, 2026 18:55

works now

145f830

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remove debugging

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pre-commit

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rasmith requested review from ApostaC, NickLucche and orozery as code owners February 19, 2026 19:12

mergify bot added documentation Improvements or additions to documentation rocm Related to AMD ROCm bug Something isn't working kv-connector labels Feb 19, 2026

github-project-automation bot added this to AMD Feb 19, 2026

github-project-automation bot moved this to Todo in AMD Feb 19, 2026

gemini-code-assist bot reviewed Feb 19, 2026

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a little cleanup

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Signed-off-by: Randall Smith <Randall.Smith@amd.com>

rasmith added 3 commits February 19, 2026 22:51

check that ids in maps and update logger messages

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Signed-off-by: Randall Smith <Randall.Smith@amd.com>

remove unused function

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Merge branch 'main' into ransmith_moriio

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Merge branch 'main' into ransmith_moriio

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rasmith added 3 commits February 26, 2026 21:44

remove print statement

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Signed-off-by: Randall Smith <Randall.Smith@amd.com>

Merge branch 'ransmith_moriio' of github.com:rasmith/vllm into ransmi…

0d4d80b

…th_moriio

remove blank line

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Signed-off-by: Randall Smith <Randall.Smith@amd.com>

hongxiayang moved this from Todo to In Progress in AMD Mar 10, 2026

rasmith added 4 commits March 12, 2026 17:19

Merge branch 'main' into ransmith_moriio

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Merge branch 'main' into ransmith_moriio

75e20df

Merge branch 'main' into ransmith_moriio

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Merge branch 'main' into ransmith_moriio

e8e80f9

Merge branch 'main' into ransmith_moriio

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AndreasKaratzas added the ready ONLY add when PR is ready to merge/full CI is needed label Mar 13, 2026

fix readthedocs error

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Signed-off-by: Randall Smith <Randall.Smith@amd.com>

request_id -> transfer_id

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Signed-off-by: Randall Smith <Randall.Smith@amd.com>

DarkLight1337 approved these changes Mar 16, 2026

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DarkLight1337 merged commit 0024f39 into vllm-project:main Mar 16, 2026
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AndreasKaratzas mentioned this pull request Mar 16, 2026

[CI Failure]: mi325_1: V1 Test others #31631

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fxdawnn pushed a commit to fxdawnn/vllm that referenced this pull request Mar 19, 2026

[ROCm][P/D][MORI][BugFix] Add transfer_id for moriio_connector so mor…

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…iio_connector to restore P/D functionality (vllm-project#34907) Signed-off-by: Randall Smith <Randall.Smith@amd.com>

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