Data and AI struggles

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MLOps

Running OpenAI locally hits memory and speed limits

13 posts from 13 people12d activeSteady, +2 this week

Posts per day

Posts per day13 posts, Sep 7 to Nov 9

The posts behind it

GitHub issuesggml-org/llama.cpp · kristhianmanue1Nov 4

server: /v1/realtime audio output ignores output language/voice (non-English speech gets English accent; llama-tts with --tts-lang works)

### Name and Version llama-server 0.8.0 (b11960-8642541b2), Homebrew, macOS arm64 (Apple M2). Code path also unchanged on master as of 2026-11-04 (v0.9.0). ### Operating systems Mac ### Which llama.cpp modules do you know to be affected? llama-server ### Problem description &...

1 reactions
GitHub issuesopen-webui/open-webui · Yannis100Nov 3

feat: Add MiniCPM-OCR as a content extraction engine

...`Text Recognition:`, `Table Recognition:`, `Formula Recognition:` ### Alternatives or Workarounds Run MiniCPM-OCR outside Open WebUI, then upload the extracted text as a file. This works, but it needs a separate script and does not use the Documents settings.

GitHub issueshuggingface/transformers · qgallouedecNov 2

Saving a gpt-oss loaded with `Mxfp4Config(dequantize=True)` loses the experts

### System Info - `transformers` 5.22.1, and main at 676859711989dd9178fbbe8968e5a1f86d519712 - `torch` 2.9.1, H100 - 4.56.2 saves correctly ### Who can help? @SunMarc @MekkCyber ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [ ] An...

GitHub issuesmagnitudedev/magnitude · WenjixOct 30

Concurrent chat completions trigger "target state capacity changed after availability check", which unloads the model until the ICN restarts (0.2.13)

...## How often It happened once. The same scenario ran at least twice more without failing, so it looks timing-dependent. We have not yet reproduced it outside our app. ## Possible cause (our guess) The message points at page sharing between histories. The two chat requests shared...

1 reactions
GitHub issuesvllm-project/vllm · mcmasruntotopOct 26

[Bug]: Gemma 4 + online --quantization fp8: image requests crash since v0.23.0 (FP8-cast pixel values reach quantized patch_embedder.input_proj); v0.22.0 works

...from an earlier bisect that used the same server arguments.) **Where it fails.** The failing layer is the vision tower's patch embedder (`vt.patch_embedder` → transformers `Gemma4VisionPatchEmbedder.forward` → `self.input_proj(pixel_values)`), and `input_proj` has been replaced...

3 replies
GitHub issuesggml-org/llama.cpp · chengxu199501Oct 18

server: /v1/responses reports a truncated tool call as completed and never emits function_call_arguments.done

## Summary Two deviations from the OpenAI Responses streaming contract in the `/v1/responses` endpoint: 1. **`response.function_call_arguments.done` is never emitted.** Only `response.function_call_arguments.delta` exists. The arguments are delivered, then the item is closed...

1 reactions1 replies
GitHub issuesvllm-project/vllm · srkim-businessOct 18

[Bug]: Qwen3.8-Flash-Next checkpoints with quantized q/k/v and an unquantized QSA indexer fail to load since #59533 (v0.32.0)

### Your current environment The output of python collect_env.py Collected with `python -m vllm.collect_env` inside the image where the failure happened (`vllm/vllm-openai:nightly-43b4aaea3`, 4x A100-PCIE-40GB). The code involved is unchanged in v0.32.0 and in `main` at 371745e....

GitHub issuesollama/ollama · hmjBillOct 11

openai: reasoning_effort "xhigh" is rewritten to "max", breaking Qwen3.8 chat templates (HTTP 500)

...of this rewrite issue - #18121 - another recent report of OpenAI-path effort handling ## Workaround for anyone hitting this Omit `reasoning_effort` entirely (defaults to `xhigh` in these templates), or send `low` / `medium`. A manifest that selects the built-in renderer also...

GitHub issuesmagnitudedev/magnitude · lotgoodOct 4

Qwen3.6 35B-A3B: OMP task outputSchema triggers grammar binding error (Too many items, limit 50000)

...error would be more useful than attributing the failure to `messages`. ### Temporary workaround This has been tested to return `OK`. It limits available tools and is not a complete fix. No model downgrade or persistent configuration change was needed.

2 replies
GitHub issuesvllm-project/vllm · nokio10Oct 2

[Bug]: Qwen3.8-Flash-Next AutoRound/INC checkpoint fails because PLE rejects INCConfig even though PLE is unquantized

...Model dtype: `bfloat16` - Quantization detected by vLLM: `inc` - Max model length in the failing deployment: `262144` The same checkpoint works with the dedicated Qwen3.8 preview image: ### 🐛 Describe the bug `Intel/Qwen3.8-Flash-Next-W4A16-AutoRound` fails during model...

GitHub issuesmagnitudedev/magnitude · usefulishOct 1

CPU-only x86-64 Linux (Intel N100): first inference never completes — worker spins forever in seismic X86V3 dot during lazy model load

## Summary Magnitude serves the model and reports it ready, but the **first** chat completion never returns on CPU-only Intel N100 hardware. The inference worker spins at 200-390% CPU indefinitely (one run observed for 27 minutes) and `kernels/artifacts` stays empty for the...

GitHub issuesollama/ollama · QuentinDanblonSep 18

Support Prism ternary GGUFs (PQ2_0 type 142 / PTQ1_0 type 143): import fails with unsupported tensor size overflows

...and then decodes garbage. Worth knowing for anyone who tries the "portable" pack as a workaround. ## What it would take 1. llama.cpp: kernels for types 142/143 plus the `prism.hadamard.*` activation transform, tracked in ggml-org/llama.cpp#29058 (the metadata contract, block...

9 reactions2 replies
GitHub issuesggml-org/llama.cpp · ericcurtinSep 7

RFC: image, video and audio generation from diffusion GGUFs (LTX-2)

### Prerequisites - [x] I am running the latest code. Mention the version if possible as well. - [x] I carefully followed the [README.md](https://github.com/ggml-org/llama.cpp/blob/master/README.md). - [x] I searched using keywords relevant to my issue to make sure that I am...

3 reactions6 replies

Companies and products named

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3 posts
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About this problem

Evidence

13 posts from 13 people in 6 places, about 1 a week over 59 days. Mostly on ggml-org/llama.cpp, vllm-project/vllm, magnitudedev/magnitude. Tools named alongside: NVIDIA, llama.cpp, Hugging Face, GitHub.

Frustration Frustration 1 of 3· Seen on GitHub issues

How it was grouped

Posts that state a pain and match the "local-llm" rule about OpenAI. First post Sep 7, 2026, latest Nov 4, 2026. Corroborated: 3 or more posts from 2 or more people or places. Method

The same problem elsewhere

Running Ollama locally hits memory and speed limits

47 posts from 45 people on GitHub issues, Reddit.

Running llama.cpp locally hits memory and speed limits

45 posts from 41 people on GitHub issues, Reddit.

Running LLMs locally hits memory and speed limits

22 posts from 21 people on GitHub issues, Reddit, Hacker News.

Running vLLM locally hits memory and speed limits

21 posts from 20 people on GitHub issues, Reddit.

Running Qwen locally hits memory and speed limits

18 posts from 18 people on GitHub issues, Reddit, Stack Overflow.

Running Hugging Face locally hits memory and speed limits

17 posts from 15 people on GitHub issues, Reddit.

Running NVIDIA locally hits memory and speed limits

16 posts from 16 people on GitHub issues.

Running DeepSeek locally hits memory and speed limits

8 posts from 8 people on GitHub issues, Hacker News.

Running Claude Code locally hits memory and speed limits

6 posts from 6 people on GitHub issues.

Running PyTorch locally hits memory and speed limits

5 posts from 5 people on GitHub issues, Hacker News.

Running GitHub locally hits memory and speed limits

4 posts from 4 people on Reddit, GitHub issues.

Running Perplexity locally hits memory and speed limits

3 posts from 3 people on GitHub issues.

Other OpenAI problems

Trouble with OpenAI responses

Top post: "completion_cost() raises ModelNotMappedError for groq/openai/gpt-oss-* responses, even when model=groq/... is", one of 18 posts from 16 people on GitHub issues, Community forums.

OpenAI runs out of context on real work

8 posts from 8 people on GitHub issues, Community forums.

OpenAI fails to return valid structured output

12 posts from 12 people on GitHub issues, Hacker News.

OpenAI users keep asking for help

Top post: "Multi-file uploads failing and ZIP archives not parsing / sandbox timeout (100% Limits Remaining)", one of 49 posts from 47 people on Community forums, GitHub issues, Reddit.

Trouble with OpenAI assistant

Top post: "Bedrock Converse forwards OpenAI-style content parts in user and assistant messages unconverted", one of 3 posts from 3 people on GitHub issues.

OpenAI rate limits and usage caps block work

6 posts from 6 people on GitHub issues, Community forums.

Trouble with OpenAI calls

Top post: "Unable to connect to dot calls across mobile, web and desktop", one of 7 posts from 6 people on GitHub issues, Community forums.

OpenAI upgrades break working setups

25 posts from 25 people on GitHub issues, Reddit, Community forums.

Trouble with OpenAI chat

Top post: "Chat attachments inside Projects intermittently fail to materialize into /mnt/data, while File Library and", one of 12 posts from 12 people on Community forums, GitHub issues, Reddit.

Trouble with OpenAI image

Top post: "Image generation is broken for serious work", one of 8 posts from 8 people on GitHub issues, Community forums, Reddit.

Trouble with OpenAI decisions

Top post: "OpenAI Decisions API", one of 6 posts from 4 people on GitHub issues.

Trouble with OpenAI reasoning

Top post: "glm-5.3 can enter endless reasoning and eventually abort tasks in both OpenCode and ZCode, while official", one of 5 posts from 5 people on GitHub issues.

History

Momentum went from fading to steady.

Oct 29, 2026

Momentum went from steady to fading.

Oct 25, 2026

Momentum went from fading to steady.

Oct 20, 2026

Momentum went from steady to fading.

Oct 18, 2026

Momentum went from fading to steady.

Oct 15, 2026

Momentum went from steady to fading.

Oct 11, 2026

Momentum went from rising to steady.

Oct 8, 2026

Momentum went from steady to rising.

Oct 6, 2026

Corroborated: 3 or more posts from 2 or more people or places.

Oct 4, 2026

Momentum went from fading to steady.

Oct 4, 2026

First seen with 2 posts.

Sep 25, 2026