Observed on 27 September 2026. This concerns othexmr's RiNGSiDE NVFP4 TP4 recipe. This is a single observed functional failure, not a RigMark failure, crash, proven kernel bug, or established failure rate. The cause is unresolved; temperature zero does not establish bitwise determinism for this runtime.
Practical fixes that actually work, drawn from the same NVIDIA forum threads, Reddit reports, GitHub issues, and dual-Spark recipes people are using right now.
Add these two environment variables to every vLLM launch (or docker-compose / start script):
UCX_MEM_MMAP_HOOK_MODE=none
UCX_RCACHE_MAX_UNRELEASED=1024Rebuilt llama.cpp:
llama.cpp/build/bin/llama-server \
-hf unsloth/GLM-4.7-Flash-GGUF:UD-Q4_K_XL \
--jinja --threads -1 --ctx-size 96768 \
--temp 1.0 --top-p 0.95 --min-p 0.01 --fit on \
--flash-attn offThis final prompt ended up having to be so specific, even giving the implementation detail as the model was so dumb.
Prompt:
We're buying licenses from slicervm.com for their microVM product.
Find out the pricing for 2x home edition licenses and 5x commercial ones the page
is https://slicervm.com/pricing
| config: | |
| host_groups: | |
| - name: coral | |
| userdata_file: ./userdata.sh | |
| storage: image | |
| storage_size: 25G | |
| count: 1 | |
| vcpu: 2 | |
| ram_gb: 4 | |
| network: |
| # Example from https://docs.slicervm.com/getting-started/walkthrough/ | |
| # Then under the hostgroup instead of userdata: | |
| # userdata_file: ./userdata.sh | |
| # Then add a DNAT rule from the host to the microVM via iptables (ask ChatGPT for this!) | |
| # Or simply add a static route on your router via your Slicer host to the microVM - easy to do | |
| # in most router admin interfaces, then also set the default DNS to the VM IP there too. |
| package main | |
| import ( | |
| "context" | |
| "flag" | |
| "fmt" | |
| "os" | |
| "reflect" | |
| "time" |
From my blog post: The Internet is my computer
Run hosted VSCode on Equinix Metal's huge: AMD Epyc instances with 64GB RAM and 24 Cores, coupled with a bonded 2 x 10 Gbps uplink to the Internet.
- Provision your Ubuntu 20.04 LTS server using the dashboard and add your SSH key
- Once you have the public IP, log in over SSH
The version of containerd that OpenFaaS will download during the
installation doesn't support cgroup v2, so we need to configure
systemd to avoid using the Unified cgroup Hierarchy, and reboot the
system: