LM/Qwen 3.8 27B: Difference between revisions

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== vLLM ==
== vLLM ==


=== Tested Models for B70 ===
=== Best-Fit Models for B70 ===


{| class="wikitable sortable" style="text-align:center;"
The B70 delivers the best performance with W4A8 quantized models.
! Model ID
 
! B70 loadable
The underlying rationale can be referenced from TechPowerUp’s spec data, and the listed models show solid performance.
! B70x1 tg128
 
! B70x2 tg128
{| class="wikitable" style="text-align:center;"
|-
! rowspan="2" | Model
| align="left" | Launch80/Qwen3.8-27B-GPTQ-Int4-baked-v2
! rowspan="2" | Last-Modified
| ✅
! rowspan="2" | W
| 68.68 t/s
! rowspan="2" | A
| 86.86 t/s
! colspan="2" | TP2 / C1
|-
! colspan="2" | TP2 / C2
| align="left" | johannrplaster/Qwen3.8-27B-Uncensored-int4-AutoRound
! colspan="2" | TP2 / C4
| ✅
! colspan="2" | TP2 / C8
| 43.21 t/s
! colspan="2" | Single
| 78.66 t/s
|-
|-
| align="left" | greglechin/Swift-1.5-Qwen3.8-27B-Uncensored-GPTQ-Int4-sym-G128-MTP-BF16
! PP 512 || TG 128 || PP 512 || TG 128 || PP 512 || TG 128 || PP 512 || TG 128 || PP 512 || TG 128
| ✅
| 47.17 t/s
| 76.21 t/s
|-
|-
| align="left" | [https://github.com/MikeCaldera/intel-arc-pro-b70-qwen38-vllm/blob/main/docs/B70-QUALITY-DEPLOYMENT.md mikeinnyc/Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16]
| style="font-size:10pt; text-align:left;" | cyankiwi/Swift-1.5-Qwen3.8-27B-AWQ-BF16-INT4
| ✅
| 2026-10-19 || 4 || 16
| 47.55 t/s
| 1737 || 65 || 2087 || 97 || 2121 || 139 || 2664 || 240
| 75.57 t/s
| ||
|-
|-
| align="left" | bjonor/Swift-1.5-Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16
| style="font-size:10pt; text-align:left;" | cyankiwi/Swift-1.5-Qwen3.8-27B-AWQ-INT4
| ✅
| 2026-10-19 || 4 || 16
| 50.56 t/s
| 1908 || 79 || 2062 || 115 || 2196 || 158 || 2632 || 269
| 75.42 t/s
| ||
|-
|-
| align="left" | [https://huggingface.co/SergiioB/Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16 SergiioB/Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16]
| style="font-size:10pt; text-align:left;" | Launch80/Swift-1.5-Qwen3.8-27B-Uncensored-Int4-baked
| ✅
| 2026-10-13 || 4 || 16
| 39.87 t/s
| 1899 || 102 || 2084 || 165 || 2595 || 241 || 2758 || 307
| 74.91 t/s
| ||
|-
|-
| align="left" | cyankiwi/Qwen3.8-27B-AWQ-INT4
| style="font-size:10pt; text-align:left;" | davetha/Huihui-Qwen3.8-27B-abliterated-AutoRound-Int4-baked-embed-int8
| ✅
| 2026-10-09 || 4 || 16
| 37.71 t/s
| 2026 || 118 || 2411 || 164 || 2801 || 266 || 2785 || 319
| 74.01 t/s
| ||
|-
|-
| align="left" | kernelogic/Qwen3.8-27B-Uncensored-GPTQ-Int4-sym-G128-MTP-BF16
| style="font-size:10pt; text-align:left;" | 🔥 Wrapzii/Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8 🔥
| ✅
| 2026-10-01 || 4 || 16
| 49.29 t/s
| 2335 || 110 || 2429 || 190 || 2822 || 286 || 2928 || 506
| 72.63 t/s
| ||
|-
| align="left" | derikn/Qwen3.8-27B-AWQ-INT4
| ✅
| 52.82 t/s
| 68.32 t/s
|-
| align="left" | ukisai/Swift-1.5-Qwen3.8-27b-INT4
| ✅
| 45.9 t/s
| 64.99 t/s
|-
| align="left" | cyankiwi/Swift-Qwen3.8-27B-AWQ-BF16-INT4
| ⚠️
| OOM
| 60.75 t/s
|-
| align="left" | cyankiwi/Qwen3.8-27B-AWQ-BF16-INT4
| ⚠️
| OOM
| 58.97 t/s
|-
| align="left" | ukisai/Swift-1.5-Qwen3.8-27b-W4A16-AutoRound
| ✅
| 18.06 t/s
| 🗑️
|-
| align="left" | Frozenlock/Qwen3.8-27B-int4-AutoRound
| ✅
| 17.50 t/s
| 🗑️
|-
| align="left" | CySpiegel/Qwen3.8-27B-Int4-AutoRound
| ✅
| 17.44 t/s
| 🗑️
|-
| align="left" | MKRWW/Qwen3.8-27B-int4-AutoRound
| ✅
| 14.66 t/s
| 🗑️
|-
| align="left" | devan-carlin/Qwen3.8-27B-int4-AutoRound
| ✅
| 10.87 t/s
| 🗑️
|-
| align="left" | HaberstrohSystems/Qwen3.8-27B-int4-g128-sym-autoround
| ✅
| 10.47 t/s
| 🗑️
|}
|}


=== Wishlist Models ===
=== Available Requests ===


* bernhardbrieger/Qwen3.8-27B-GPTQ-Int4
<pre>
* Twu31/Qwen3.8-27B-AWQ-INT4-MTP-LowLatency
/openapi.json, Methods: GET, HEAD
* intel-ai/Qwen3.8-27B-MXFP8-CT-AutoRound
/docs, Methods: GET, HEAD
* derikn/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU-AWQ-INT4
/docs/oauth2-redirect, Methods: GET, HEAD
* rwmacy/qwen3.8-27b-mtp-head-v8-b70
/redoc, Methods: GET, HEAD
* arcitech-psp/Tiel-Coder-35B-A3B-W4A16-GPTQ-XPU-MTP
/load, Methods: GET
/version, Methods: GET
/health, Methods: GET
/metrics, Methods: GET
/tokenize, Methods: POST
/detokenize, Methods: POST
/v1/models, Methods: GET
/ping, Methods: GET
/ping, Methods: POST
/invocations, Methods: POST
/v1/chat/completions, Methods: POST
/v1/chat/completions/batch, Methods: POST
/v1/responses, Methods: POST
/v1/responses/{response_id}, Methods: GET
/v1/responses/{response_id}/cancel, Methods: POST
/v1/completions, Methods: POST
/v1/messages, Methods: POST
/v1/messages/count_tokens, Methods: POST
/generative_scoring, Methods: POST
/scale_elastic_ep, Methods: POST
/is_scaling_elastic_ep, Methods: POST
</pre>


=== hf operations ===
=== hf operations ===
Line 113: Line 80:
<syntaxhighlight lang="bash">
<syntaxhighlight lang="bash">
# search latest vllm models
# search latest vllm models
hf models ls --search "Qwen3.8 27B int4" --apps vllm --expand "downloads,likes,lastModified" --sort last_modified --no-truncate --no-gated --limit 25
hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
hf models ls --search "Qwen3.8 27B autoround" --apps vllm --expand "downloads,likes,lastModified" --sort last_modified --no-truncate --no-gated --limit 25
  --expand "downloads,likes,lastModified" \
  --limit 25 --search "Qwen3.8 27B int4"


# SergiioB
hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
hf models ls --tree -R -h SergiioB/Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16
  --expand "downloads,likes,lastModified" \
hf download SergiioB/Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16
  --limit 25 --search "Qwen3.8 27B int8 int4"
tree -h ~/.cache/huggingface/hub/models--SergiioB--Qwen3.8-27B-GPTQ-Int4-sym-G128-MTP-BF16
</syntaxhighlight>


=== Trouble Shooting ===
hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
  --expand "downloads,likes,lastModified" \
  --limit 25 --search "Qwen3.8 27B autoround"


<pre>
hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
vllm-xpu-qwen38   | (EngineCore pid=82) XMX int8 is not supported on B70 with oneAPI < 2026. Falling back to fp16.
  --expand "downloads,likes,lastModified" \
</pre>
   --limit 25 --search "Qwen3.8 27B w4a8"


=== TP Issue ===
# list / download / tree
 
hf models ls --tree -R -h Wrapzii/Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8
<pre>
hf download Wrapzii/Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8
vllm-xpu-qwen38  | (EngineCore pid=91) INFO 09-24 16:10:50 [multiproc_executor.py:153] DP group leader: node_rank=0, node_rank_within_dp=0, master_addr=127.0.0.1, mq_connect_ip=192.168.25.99 (local), world_size=2, local_world_size=2
tree -h ~/.cache/huggingface/hub/models--Wrapzii--Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8
vllm-xpu-qwen38  | [ERROR] `min_frames` is part of Qwen3VLVideoProcessorInitKwargs, but not documented. Make sure to add it to the docstring of the function in /opt/venv/lib/python3.12/site-packages/transformers/models/qwen3_vl/video_processing_qwen3_vl.py.
</syntaxhighlight>
vllm-xpu-qwen38  | [ERROR] `max_frames` is part of Qwen3VLVideoProcessorInitKwargs, but not documented. Make sure to add it to the docstring of the function in /opt/venv/lib/python3.12/site-packages/transformers/models/qwen3_vl/video_processing_qwen3_vl.py.
vllm-xpu-qwen38  | (Worker pid=139) INFO 09-24 16:10:57 [parallel_state.py:1775] world_size=2 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_7f41ab22b776493eb4322bb3b16ba3d2 backend=xccl
vllm-xpu-qwen38  | [ERROR] `min_frames` is part of Qwen3VLVideoProcessorInitKwargs, but not documented. Make sure to add it to the docstring of the function in /opt/venv/lib/python3.12/site-packages/transformers/models/qwen3_vl/video_processing_qwen3_vl.py.
vllm-xpu-qwen38  | [ERROR] `max_frames` is part of Qwen3VLVideoProcessorInitKwargs, but not documented. Make sure to add it to the docstring of the function in /opt/venv/lib/python3.12/site-packages/transformers/models/qwen3_vl/video_processing_qwen3_vl.py.
vllm-xpu-qwen38  | (Worker pid=140) INFO 09-24 16:10:57 [parallel_state.py:1775] world_size=2 rank=1 local_rank=1 distributed_init_method=file:///tmp/vllm_dist_7f41ab22b776493eb4322bb3b16ba3d2 backend=xccl
vllm-xpu-qwen38  | (Worker pid=139) INFO 09-24 16:10:57 [parallel_state.py:2119] rank 0 in world size 2 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, EP rank N/A, EPLB rank N/A
vllm-xpu-qwen38  | 2026:09:24-16:10:57:  140 |CCL_WARN| value of CCL_ATL_TRANSPORT changed to be ofi (default:mpi)
vllm-xpu-qwen38  | 2026:09:24-16:10:57:  139 |CCL_WARN| value of CCL_ATL_TRANSPORT changed to be ofi (default:mpi)
vllm-xpu-qwen38  | 2026:09:24-16:10:57:  140 |CCL_WARN| could not get local_idx/count from environment variables, trying to get them from ATL
vllm-xpu-qwen38  | 2026:09:24-16:10:57:  139 |CCL_WARN| could not get local_idx/count from environment variables, trying to get them from ATL
</pre>


== llama.cpp ==
== llama.cpp ==
Line 151: Line 108:


=== Running ===
=== Running ===
The five options are important, especially <code>--chat-template-kwargs '{"reasoning_effort":"..."}'</code>.
The option <code>reasoning_effort</code> can be set to <code>xhigh</code>, <code>medium</code>, and <code>low</code>, but <code>xhigh</code> causes significant performance degradation.
* <code>--temp 1.0</code>
* <code>--top-p 0.95</code>
* <code>--top-k 20</code>
* <code>--min-p 0.0</code>
* <code>--chat-template-kwargs '{"reasoning_effort":"low"}'</code>


<syntaxhighlight lang="bash">
<syntaxhighlight lang="bash">
Line 175: Line 122:


=== Benchmark for me ===
=== Benchmark for me ===
{| class="wikitable"
! model || size || params || backend || ngl || type_k || type_v || fa || test || t/s
|-
! qwen35 27B Q5_K - Medium
| 19.43 GiB || | 27.32 B || | SYCL || 99 || q8_0 || q8_0 || 1 || pp512 || 951.05 ± 7.72
|-
! qwen35 27B Q5_K - Medium
| 19.43 GiB || 27.32 B || SYCL || 99 || q8_0 || q8_0 || 1 || tg128 || 22.17 ± 0.06
|}


<syntaxhighlight lang="bash">
<syntaxhighlight lang="bash">
# control group
# control group
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q8_0
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q8_0
| model                          |      size |    params | backend    | ngl | type_k | type_v |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | -----: | -----: | --: | --------------: | -------------------: |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  99 |  q8_0 |  q8_0 |  1 |          pp512 |        951.05 ± 7.72 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  99 |  q8_0 |  q8_0 |  1 |          tg128 |        22.17 ± 0.06 |


# Test -ctv q4_0
# Test -ctv q4_0
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q4_0
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q4_0
# Test -ub 2048
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q8_0 -ub 2048
# Test OpenVINO
GGML_OPENVINO_DEVICE=GPU GGML_OPENVINO_STATEFUL_EXECUTION=1 ./llama.cpp/openvino/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 0
</syntaxhighlight>
</syntaxhighlight>


=== Benchmark for community ===
=== hf operations ===
 
<syntaxhighlight lang="markdown">
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q6_K -fa 0,1
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 0,1
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_M -fa 0,1
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_S -fa 0,1
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q4_K_XL -fa 0,1
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q4_K_XL -fa 1 -ctk q8_0 -ctv q8_0
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:Q4_0 -fa 0,1
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:Q4_0 -fa 1 -ctk q8_0 -ctv q8_0
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-IQ4_XS -fa 0,1
 
./llama.cpp/sycl-nodnn/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 0,1
./llama.cpp/sycl-nodnn/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:Q4_0 -fa 0,1
./llama.cpp/sycl-nodnn/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-IQ4_XS -fa 0,1
 
./llama.cpp/sycl-f32/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 0,1
./llama.cpp/sycl-f32/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:Q4_0 -fa 0,1
./llama.cpp/sycl-f32/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-IQ4_XS -fa 0,1
</syntaxhighlight>
 
<pre>
## unsloth/Qwen3.8-27B-GGUF:UD-Q6_K
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q6_K                |  20.46 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        979.33 ± 4.64 |
| qwen35 27B Q6_K                |  20.46 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        21.25 ± 0.05 |
| qwen35 27B Q6_K                |  20.46 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        793.28 ± 1.67 |
| qwen35 27B Q6_K                |  20.46 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        21.15 ± 0.02 |
 
build: 9723942ad (10711)
 
## F16 unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        970.49 ± 3.90 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        22.30 ± 0.01 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        840.86 ± 4.11 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        22.22 ± 0.01 |
 
build: 9723942ad (10711)
 
## F16 unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_M
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q5_K - Medium      |  18.40 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |      858.88 ± 22.25 |
| qwen35 27B Q5_K - Medium      |  18.40 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        22.22 ± 0.03 |
| qwen35 27B Q5_K - Medium      |  18.40 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        815.38 ± 6.21 |
| qwen35 27B Q5_K - Medium      |  18.40 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        22.25 ± 0.05 |
 
build: 9723942ad (10711)
 
## F16 unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_S
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q5_K - Small        |  17.37 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        914.77 ± 2.72 |
| qwen35 27B Q5_K - Small        |  17.37 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        22.40 ± 0.02 |
| qwen35 27B Q5_K - Small        |  17.37 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        845.78 ± 1.73 |
| qwen35 27B Q5_K - Small        |  17.37 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        22.33 ± 0.02 |
 
build: 9723942ad (10711)
 
## F16 unsloth/Qwen3.8-27B-GGUF:UD-Q4_K_XL
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q4_K - Medium      |  16.34 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        811.78 ± 1.40 |
| qwen35 27B Q4_K - Medium      |  16.34 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        21.39 ± 0.02 |
| qwen35 27B Q4_K - Medium      |  16.34 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        784.04 ± 1.72 |
| qwen35 27B Q4_K - Medium      |  16.34 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        21.33 ± 0.02 |
 
build: 9723942ad (10711)
 
## F16 unsloth/Qwen3.8-27B-GGUF:Q4_0
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        813.56 ± 1.92 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        27.48 ± 0.02 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        355.72 ± 0.43 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        27.37 ± 0.03 |
 
build: 9723942ad (10711)
 
## F16 unsloth/Qwen3.8-27B-GGUF:UD-IQ4_XS
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        583.02 ± 0.61 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        16.40 ± 0.03 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        586.82 ± 0.83 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        16.34 ± 0.03 |
 
build: 9723942ad (10711)
 
## F16 without DNN unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        948.86 ± 4.32 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        22.31 ± 0.03 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        791.62 ± 1.74 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        22.17 ± 0.02 |
 
build: 9723942ad (10711)
 
## F16 without DNN unsloth/Qwen3.8-27B-GGUF:Q4_0
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        792.89 ± 2.42 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        27.53 ± 0.02 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        353.01 ± 1.91 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        27.36 ± 0.01 |
 
build: 9723942ad (10711)
 
## F16 without DNN unsloth/Qwen3.8-27B-GGUF:UD-IQ4_XS
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        571.95 ± 0.63 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        16.43 ± 0.04 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        560.78 ± 0.38 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        16.40 ± 0.01 |
 
build: 9723942ad (10711)
 
## F32 unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        311.00 ± 0.43 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        22.26 ± 0.03 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        304.89 ± 0.13 |
| qwen35 27B Q5_K - Medium      |  19.43 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        22.17 ± 0.02 |
 
build: 9723942ad (10711)
 
## F32 unsloth/Qwen3.8-27B-GGUF:Q4_0
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        239.50 ± 2.02 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        27.07 ± 0.04 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        270.79 ± 0.47 |
| qwen35 27B Q4_0                |  14.94 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        27.05 ± 0.05 |
 
build: 9723942ad (10711)
 
## F32 unsloth/Qwen3.8-27B-GGUF:UD-IQ4_XS
 
| model                          |      size |    params | backend    | ngl |  fa |            test |                  t/s |
| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  0 |          pp512 |        274.41 ± 0.40 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  0 |          tg128 |        16.51 ± 0.06 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  1 |          pp512 |        273.20 ± 0.13 |
| qwen35 27B IQ4_XS - 4.25 bpw  |  13.26 GiB |    27.32 B | SYCL      |  -1 |  1 |          tg128 |        16.42 ± 0.01 |
 
build: 9723942ad (10711)
</pre>
 
== Experiment ==


<syntaxhighlight lang="bash">
<syntaxhighlight lang="bash">
# search
# search
hf models ls --search "Qwen3.8-27B" --apps llama.cpp --expand "downloads,likes,lastModified" --sort downloads --no-truncate --limit 10
hf models ls --apps llama.cpp --sort downloads --no-truncate \
  --expand "downloads,likes,lastModified" \
  --limit 10 --search "Qwen3.8-27B"


# unsloth
# list remote tree
hf models ls --tree -R -h unsloth/Qwen3.8-27B-GGUF
hf models ls --tree -R -h unsloth/Qwen3.8-27B-GGUF


hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-IQ4_XS*"
# download quantization
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q4_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q4_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q5_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q5_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q6_K.gguf"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q6_K_M*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q6_K_L*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q6_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q6_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q8_K_L*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*Q4_0*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*Q4_0*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*Q8_0*"
hf download unsloth/Qwen3.8-27B-GGUF --include "mmproj-BF16*"
hf download unsloth/Qwen3.8-27B-GGUF --include "mmproj-BF16*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*mtp-Qwen3.8-27B-Q4_0.gguf"
hf download unsloth/Qwen3.8-27B-GGUF --include "*mtp-Qwen3.8-27B-Q4_0.gguf"


# list local tree
find ~/.cache/huggingface/hub -name "*Qwen3.8-27B-UD-Q8_K_L.gguf"
find ~/.cache/huggingface/hub -name "*Qwen3.8-27B-UD-Q8_K_L.gguf"
find ~/.cache/huggingface/hub -name "*Qwen3.8-27B-UD-Q8_K_L.gguf" -exec sh -c 'rm -f "$1" "$(readlink -f "$1")"' _ {} \;
find ~/.cache/huggingface/hub -name "*Qwen3.8-27B-UD-Q8_K_L.gguf" -exec sh -c 'rm -f "$1" "$(readlink -f "$1")"' _ {} \;
tree -h ~/.cache/huggingface/hub/models--unsloth--Qwen3.8-27B-GGUF
tree -h ~/.cache/huggingface/hub/models--unsloth--Qwen3.8-27B-GGUF
</syntaxhighlight>
</syntaxhighlight>
== Accuracy ==
https://unsloth.ai/docs/~gitbook/image?url=https%3A%2F%2F3215535692-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FxhOjnexMCB3dmuQFQ2Zq%252Fuploads%252Fl9piThTmmUsePst5w3F2%252Fimage.png%3Falt%3Dmedia%26token%3D821e88e2-ad4e-40bf-adf2-e13837228e82&width=768&dpr=3&quality=100&sign=dd5f7cb5&sv=2

Latest revision as of 08:30, 27 October 2026

vLLM

Best-Fit Models for B70

The B70 delivers the best performance with W4A8 quantized models.

The underlying rationale can be referenced from TechPowerUp’s spec data, and the listed models show solid performance.

Model Last-Modified W A TP2 / C1 TP2 / C2 TP2 / C4 TP2 / C8 Single
PP 512 TG 128 PP 512 TG 128 PP 512 TG 128 PP 512 TG 128 PP 512 TG 128
cyankiwi/Swift-1.5-Qwen3.8-27B-AWQ-BF16-INT4 2026-10-19 4 16 1737 65 2087 97 2121 139 2664 240
cyankiwi/Swift-1.5-Qwen3.8-27B-AWQ-INT4 2026-10-19 4 16 1908 79 2062 115 2196 158 2632 269
Launch80/Swift-1.5-Qwen3.8-27B-Uncensored-Int4-baked 2026-10-13 4 16 1899 102 2084 165 2595 241 2758 307
davetha/Huihui-Qwen3.8-27B-abliterated-AutoRound-Int4-baked-embed-int8 2026-10-09 4 16 2026 118 2411 164 2801 266 2785 319
🔥 Wrapzii/Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8 🔥 2026-10-01 4 16 2335 110 2429 190 2822 286 2928 506

Available Requests

/openapi.json, Methods: GET, HEAD
/docs, Methods: GET, HEAD
/docs/oauth2-redirect, Methods: GET, HEAD
/redoc, Methods: GET, HEAD
/load, Methods: GET
/version, Methods: GET
/health, Methods: GET
/metrics, Methods: GET
/tokenize, Methods: POST
/detokenize, Methods: POST
/v1/models, Methods: GET
/ping, Methods: GET
/ping, Methods: POST
/invocations, Methods: POST
/v1/chat/completions, Methods: POST
/v1/chat/completions/batch, Methods: POST
/v1/responses, Methods: POST
/v1/responses/{response_id}, Methods: GET
/v1/responses/{response_id}/cancel, Methods: POST
/v1/completions, Methods: POST
/v1/messages, Methods: POST
/v1/messages/count_tokens, Methods: POST
/generative_scoring, Methods: POST
/scale_elastic_ep, Methods: POST
/is_scaling_elastic_ep, Methods: POST

hf operations

# search latest vllm models
hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
  --expand "downloads,likes,lastModified" \
  --limit 25 --search "Qwen3.8 27B int4"

hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
  --expand "downloads,likes,lastModified" \
  --limit 25 --search "Qwen3.8 27B int8 int4"

hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
  --expand "downloads,likes,lastModified" \
  --limit 25 --search "Qwen3.8 27B autoround"

hf models ls --apps vllm --sort last_modified --no-truncate --no-gated \
  --expand "downloads,likes,lastModified" \
  --limit 25 --search "Qwen3.8 27B w4a8" 

# list / download / tree
hf models ls --tree -R -h Wrapzii/Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8
hf download Wrapzii/Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8
tree -h ~/.cache/huggingface/hub/models--Wrapzii--Swift-1.5-Qwen3.8-27b-GPTQ-Int4-baked-v1-embed-int8

llama.cpp

Running

# works
llama-server -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL
  --spec-type draft-mtp --spec-draft-n-max 2 --spec-draft-p-min 0.7 -ngld 99
  -fa 1 -c 128000 -ctk f16 -ctv f16
  --temp 1.0 --top-p 0.95 --top-k 20 --min-p 0.0
  --chat-template-kwargs '{"reasoning_effort":"low"}'
  -b 2048 -ub 1024
  -ngl 99 -np 1 -t 6
  --load-mode mlock --jinja --reasoning-preserve

Benchmark for me

model size params backend ngl type_k type_v fa test t/s
qwen35 27B Q5_K - Medium 19.43 GiB 27.32 B SYCL 99 q8_0 q8_0 1 pp512 951.05 ± 7.72
qwen35 27B Q5_K - Medium 19.43 GiB 27.32 B SYCL 99 q8_0 q8_0 1 tg128 22.17 ± 0.06 
# control group
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q8_0

# Test -ctv q4_0
./llama.cpp/sycl/bin/llama-bench -hf unsloth/Qwen3.8-27B-GGUF:UD-Q5_K_XL -fa 1 -ctk q8_0 -ctv q4_0

hf operations

# search
hf models ls --apps llama.cpp --sort downloads --no-truncate \
  --expand "downloads,likes,lastModified" \
  --limit 10 --search "Qwen3.8-27B"

# list remote tree
hf models ls --tree -R -h unsloth/Qwen3.8-27B-GGUF

# download quantization
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q4_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q5_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*UD-Q6_K_XL*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*Q4_0*"
hf download unsloth/Qwen3.8-27B-GGUF --include "mmproj-BF16*"
hf download unsloth/Qwen3.8-27B-GGUF --include "*mtp-Qwen3.8-27B-Q4_0.gguf"

# list local tree
find ~/.cache/huggingface/hub -name "*Qwen3.8-27B-UD-Q8_K_L.gguf"
find ~/.cache/huggingface/hub -name "*Qwen3.8-27B-UD-Q8_K_L.gguf" -exec sh -c 'rm -f "$1" "$(readlink -f "$1")"' _ {} \;
tree -h ~/.cache/huggingface/hub/models--unsloth--Qwen3.8-27B-GGUF
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