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[GH-ISSUE #3505] installing binary on linux cluster (A100) and I get nonsense responses #27919
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opened 2026-04-22 05:34:32 -05:00 by GiteaMirror
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Originally created by @bozo32 on GitHub (Apr 5, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/3505
What is the issue?
installation of the binary using
./ollama-linux-amd64 serve&
./ollama-linux-amd64
when I've used sinteractive to grab a GPU (a100 w 80gb)
seems to work fine on our cluster
However, the resulting install does not respect instructions. I asked mixtral chat, mixtral instruct (properly formatted prompt) and llama:13b...all 5 K_M...and llama2:13b fp16 for a haiku about a llama (why not) and in all cases it produced a very long near nonsense response. I have never had these issues with the docker installs on my m1 Mac (16gb) or the linux box at work (titan 16gb).
I'm running interactive with a single gpu (a100 with 80gb ram) and 96gb ram...so no problems with resources.
This is what I get:
llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
llama_model_loader: - kv 0: general.architecture str = llama
llama_model_loader: - kv 1: general.name str = LLaMA v2
llama_model_loader: - kv 2: llama.context_length u32 = 4096
llama_model_loader: - kv 3: llama.embedding_length u32 = 5120
llama_model_loader: - kv 4: llama.block_count u32 = 40
llama_model_loader: - kv 5: llama.feed_forward_length u32 = 13824
llama_model_loader: - kv 6: llama.rope.dimension_count u32 = 128
llama_model_loader: - kv 7: llama.attention.head_count u32 = 40
llama_model_loader: - kv 8: llama.attention.head_count_kv u32 = 40
llama_model_loader: - kv 9: llama.attention.layer_norm_rms_epsilon f32 = 0.000010
llama_model_loader: - kv 10: general.file_type u32 = 1
llama_model_loader: - kv 11: tokenizer.ggml.model str = llama
llama_model_loader: - kv 12: tokenizer.ggml.tokens arr[str,32000] = ["", "
", "", "<0x00>", "<...llama_model_loader: - kv 13: tokenizer.ggml.scores arr[f32,32000] = [0.000000, 0.000000, 0.000000,0.0000...
llama_model_loader: - kv 14: tokenizer.ggml.token_type arr[i32,32000] = [2, 3, 3, 6, 6, 6, 6, 6, 6, 6,6, 6, ...
llama_model_loader: - kv 15: tokenizer.ggml.merges arr[str,61249] = ["▁ t", "e r", "i n", "▁ a", "e n...
llama_model_loader: - kv 16: tokenizer.ggml.bos_token_id u32 = 1
llama_model_loader: - kv 17: tokenizer.ggml.eos_token_id u32 = 2
llama_model_loader: - kv 18: tokenizer.ggml.unknown_token_id u32 = 0
llama_model_loader: - kv 19: tokenizer.ggml.add_bos_token bool = true
llama_model_loader: - kv 20: tokenizer.ggml.add_eos_token bool = false
llama_model_loader: - type f32: 81 tensors
llama_model_loader: - type f16: 282 tensors
⠸ llm_load_vocab: special tokens definition check successful ( 259/32000 ).
llm_load_print_meta: format = GGUF V3 (latest)
llm_load_print_meta: arch = llama
llm_load_print_meta: vocab type = SPM
llm_load_print_meta: n_vocab = 32000
llm_load_print_meta: n_merges = 0
llm_load_print_meta: n_ctx_train = 4096
llm_load_print_meta: n_embd = 5120
llm_load_print_meta: n_head = 40
llm_load_print_meta: n_head_kv = 40
llm_load_print_meta: n_layer = 40
llm_load_print_meta: n_rot = 128
llm_load_print_meta: n_embd_head_k = 128
llm_load_print_meta: n_embd_head_v = 128
llm_load_print_meta: n_gqa = 1
llm_load_print_meta: n_embd_k_gqa = 5120
llm_load_print_meta: n_embd_v_gqa = 5120
llm_load_print_meta: f_norm_eps = 0.0e+00
llm_load_print_meta: f_norm_rms_eps = 1.0e-05
llm_load_print_meta: f_clamp_kqv = 0.0e+00
llm_load_print_meta: f_max_alibi_bias = 0.0e+00
llm_load_print_meta: f_logit_scale = 0.0e+00
llm_load_print_meta: n_ff = 13824
llm_load_print_meta: n_expert = 0
llm_load_print_meta: n_expert_used = 0
llm_load_print_meta: causal attn = 1
llm_load_print_meta: pooling type = 0
llm_load_print_meta: rope type = 0
llm_load_print_meta: rope scaling = linear
llm_load_print_meta: freq_base_train = 10000.0
llm_load_print_meta: freq_scale_train = 1
llm_load_print_meta: n_yarn_orig_ctx = 4096
llm_load_print_meta: rope_finetuned = unknown
llm_load_print_meta: ssm_d_conv = 0
llm_load_print_meta: ssm_d_inner = 0
llm_load_print_meta: ssm_d_state = 0
llm_load_print_meta: ssm_dt_rank = 0
llm_load_print_meta: model type = 13B
llm_load_print_meta: model ftype = F16
llm_load_print_meta: model params = 13.02 B
llm_load_print_meta: model size = 24.24 GiB (16.00 BPW)
llm_load_print_meta: general.name = LLaMA v2
llm_load_print_meta: BOS token = 1 '
''llm_load_print_meta: EOS token = 2 '
llm_load_print_meta: UNK token = 0 ''
llm_load_print_meta: LF token = 13 '<0x0A>'
llm_load_tensors: ggml ctx size = 0.28 MiB
⠸ llm_load_tensors: offloading 40 repeating layers to GPU
llm_load_tensors: offloading non-repeating layers to GPU
llm_load_tensors: offloaded 41/41 layers to GPU
llm_load_tensors: CPU buffer size = 312.50 MiB
llm_load_tensors: CUDA0 buffer size = 24514.08 MiB
⠏ .
llama_new_context_with_model: n_ctx = 2048
llama_new_context_with_model: n_batch = 512
llama_new_context_with_model: n_ubatch = 512
llama_new_context_with_model: freq_base = 10000.0
llama_new_context_with_model: freq_scale = 1
llama_kv_cache_init: CUDA0 KV buffer size = 1600.00 MiB
llama_new_context_with_model: KV self size = 1600.00 MiB, K (f16): 800.00 MiB, V (f16): 800.00 MiB
llama_new_context_with_model: CUDA_Host output buffer size = 72.50 MiB
llama_new_context_with_model: CUDA0 compute buffer size = 204.00 MiB
llama_new_context_with_model: CUDA_Host compute buffer size = 14.00 MiB
llama_new_context_with_model: graph nodes = 1324
llama_new_context_with_model: graph splits = 2
{"function":"initialize","level":"INFO","line":444,"msg":"initializing slots","n_slots":1,"tid":"140259723564800","timestamp":1712329001}
{"function":"initialize","level":"INFO","line":453,"msg":"new slot","n_ctx_slot":2048,"slot_id":0,"tid":"140259723564800","timestamp":1712329001}
time=2024-04-05T16:56:41.695+02:00 level=INFO source=dyn_ext_server.go:159 msg="Starting llama main loop"
[GIN] 2024/04/05 - 16:56:41 | 200 | 3.990736993s | 127.0.0.1 | POST "/api/chat"
{"function":"update_slots","level":"INFO","line":1572,"msg":"all slots are idle and system prompt is empty, clear the KV cache","tid":"140258609698560","timestamp":1712329001}
What did you expect to see?
normal behaviour (I've had no issues on a stand alone linux box (titan 16gb) or a Mac (m1, 16bg)
Steps to reproduce
ssh into the cluster
sinteractive -p gpu --gres=gpu:1 --accel-bind=g --cpus-per-gpu=1 --mem-per-cpu=96G
get to the right directory
wget://https://github.com/ollama/ollama/releases/download/v0.1.30/ollama-linux-amd64
chmod +x ollama-linux-amd64
./ollama-linux-amd64 serve&
(this one gets right to the end and then stops...so I ^c to exit it, then)
./ollama-linux-amd64 run (insert model of choice) (and this runs fine...have to do it a few times cause pulling manifest hangs a few times with each run)
then I get the normal ollama happy /? thing
so I ask (if using the instruct)
[INST] please write a haiku about a llama[/INST]Are there any recent changes that introduced the issue?
No response
OS
Linux
Architecture
amd64
Platform
No response
Ollama version
1.3
GPU
Nvidia
GPU info
A100 80gb
CPU
Intel
Other software
nothing I can think of.
@bozo32 commented on GitHub (Apr 8, 2024):
the binary now seems to produce responses of the correct length...but it is still wrapped with extra information.
@girldeath commented on GitHub (Apr 13, 2024):
In cases where you are using a base model, "nonsense" results are expected. The model wasn't trained for question-answering but for sentence completions and therefore has no incentive to answer your question, instead of, say, generating more questions. If you are referring to the other lines outside of the model's response like
{"function":"initialize","level":"INFO","line":444,"msg":"initializing slots","n_slots":1,"tid":"140259723564800","timestamp":1712329001}orllm_load_print_meta: model size = 24.24 GiB (16.00 BPW), you should be aware that these are just ollama (the program)'s output. I don't think that there is a bug here.@pdevine commented on GitHub (May 18, 2024):
Hey @bozo32 . I just tried this out on an a100-80 on paperspace using ubuntu 22.04 and wasn't able to duplicate it. I installed using:
I used
llama3:Here's the output of
ollama ps:and nvidia-smi:
I think maybe try the install script since it will setup most things for you. I'm going to go ahead and close out the issue, but please feel free to keep commenting.