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Qwen3.8-27B: Chisel replay on one DGX Spark

A pinned single-Spark NVFP4/DFlash2 recipe with separate speed cohorts, task-level BF16 comparisons and negative non-inferiority flags.

Read the original source Publisher / project JSON ↗Markdown ↗
Source checked 2026-10-18 · Not independently reproduced by Run AI Here.

THE SOURCE IN CONTEXT

The recipe is a concrete deployment candidate, but speed and quality use different request shapes and thinking modes. The source custom quality bar passes while its non-inferiority flags are false; preserve both and leave the executed local image digest unknown.

What is pinned and what remains unknown?

The recipe names unsloth Qwen3.8-27B NVFP4, ten DFlash2 draft tokens, bf16 GDN state and chisel-passes 0.1.0. The measured target revision is only a short prefix. A recipe base-image digest is available, but the main tests used a local build and the saved server.image is empty; the executed image digest remains unknown.

Source: yuanlin2004 · pinned document

Which speed cohort is being quoted?

The mixed-prompt test reports median decode latency and TTFT with thinking on and medium effort, one request at a time, up to 256 output tokens and two fresh-start sessions. Local llama-benchy results instead use 16K retained context, 128 output tokens and prefix cache on; its two-user throughput is aggregate, not per user.

Source: yuanlin2004 · pinned document

How should the quality gate be read?

Quality tests use thinking off and compare four tasks against a separately recorded BF16 reference. The custom bar passes, but all four non_inferior flags and the overall all_non_inferior flag are false. Preserve both gates, the raw scores, sample counts, paired differences and intervals. These results do not establish equivalence or general quality preservation.

Source: yuanlin2004 · pinned document

How were the intervals computed?

The comparison code uses matched per-question differences and a normal approximation: mean difference plus or minus 1.96 sample standard errors. It is not a bootstrap interval. The non-inferiority flag requires the lower bound above a loss of one point, while the author custom bar uses score recovery, a clearly-worse check and answer-length limits.

Source: yuanlin2004 · pinned document

What should an operator verify next?

The configured 262144 context cap and four-sequence capacity are launch settings. They do not establish simultaneous near-limit fit. Verify the exact quantized artifact, drafter, plugin and image, then use representative requests and correctness tasks. Do not transfer candidate-specific image, clock or plugin settings to the BF16 reference when they were not reported.

Source: yuanlin2004 · pinned document

Reported figures and their conditions

Selected facts reported by the original author. Each row has its own configuration and measurement boundary. Run AI Here has not reproduced these tests.

Attributed source results; no cross-source ranking
Configuration / workloadMetricReported valueEvidence
Chisel replay mixed-prompt median decode latencydecode latency15.35 ms/tokensource-reported median over two fresh-start sessionsOriginal row ↗
Chisel replay mixed-prompt median TTFTttft241 mssource-reported median on the same prompt cohortOriginal row ↗
Local llama-benchy 16K C1generation throughput30.0 tokens/ssource-reported summary; separate from mixed-prompt median latencyOriginal row ↗
Local llama-benchy 16K C2generation throughput58.0 tokens/ssource-reported summary; separate from mixed-prompt median latencyOriginal row ↗
gsm8k BF16 referencetask score90.06823351023503 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
gsm8k NVFP4 replaytask score89.46171341925702 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
ifeval BF16 referencetask score80.96118299445472 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
ifeval NVFP4 replaytask score81.88539741219964 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
humaneval_chat BF16 referencetask score95.1219512195122 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
humaneval_chat NVFP4 replaytask score94.51219512195121 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
longbench_narrativeqa BF16 referencetask score34.83234254995091 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
longbench_narrativeqa NVFP4 replaytask score35.235443073646884 score pointssource paired-comparison raw score; retain task-specific definitionOriginal row ↗
Chisel replay mixed-prompt median decode latency · decode latency · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
thinkingTrue
reasoning_effortmedium
greedyTrue
temperature0
top_pNot specified
concurrency1
input_tokensNot specified
max_output_tokens256
output_tokensNot specified
prompt_count25
prompt_mix{"chat": 9, "code": 9, "JSON_schema": 6, "long_story": 1}
repeats_per_session3
fresh_start_sessions2
measurement_denominator(last streamed token time - first) / (output tokens - 1); median latency, not whole-request served rate
Chisel replay mixed-prompt median TTFT · ttft · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
thinkingTrue
reasoning_effortmedium
greedyTrue
temperature0
top_pNot specified
concurrency1
input_tokensNot specified
max_output_tokens256
output_tokensNot specified
prompt_count25
prompt_mix{"chat": 9, "code": 9, "JSON_schema": 6, "long_story": 1}
repeats_per_session3
fresh_start_sessions2
measurement_denominatorrequest start to first streamed token
Local llama-benchy 16K C1 · generation throughput · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
benchmarkllama-benchy 0.4.0, local execution of spark-arena-v2 shape; not arena scores
concurrency1
input_tokens2048
retained_context_tokens16384
output_tokens128
prefix_cacheTrue
repeats_per_session5
fresh_start_sessions2
thinkingNot specified
measurement_denominatorsource local llama-benchy generation throughput; total across users for C2
Local llama-benchy 16K C2 · generation throughput · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
benchmarkllama-benchy 0.4.0, local execution of spark-arena-v2 shape; not arena scores
concurrency2
input_tokens2048
retained_context_tokens16384
output_tokens128
prefix_cacheTrue
repeats_per_session5
fresh_start_sessions2
thinkingNot specified
measurement_denominatorsource local llama-benchy generation throughput; total across users for C2
gsm8k BF16 reference · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactQwen/Qwen3.8-27B
model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reported_model_revision_prefixNot specified
systemNot specified
node_countNot specified
driverNot specified
GPU_clock_cap_MHzNot specified
engineNot specified
executed_engine_versionNot specified
runtime_execution_revisionNot specified
recipe_base_image_digestNot specified
executed_local_image_digestNot specified
executed_image_boundaryReference model and bf16 KV are reported; candidate-specific image, plugin and clock settings are not imputed to this arm.
pluginNot specified
draft_modelNot specified
draft_weight_sha256Not specified
draft_tokensNot specified
GDN_state_dtypeNot specified
KV_dtypeNot specified
configured_context_limit_tokensNot specified
configured_max_requestsNot specified
GPU_memory_utilizationNot specified
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armBF16 reference
taskgsm8k
n1319
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definition5-shot accuracy
paired_difference_normal_CI95_points[-1.8137451343135735, 0.6007049523575464]
non_inferiorFalse
author_custom_bar_passedTrue
gsm8k NVFP4 replay · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armNVFP4 replay
taskgsm8k
n1319
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definition5-shot accuracy
paired_difference_normal_CI95_points[-1.8137451343135735, 0.6007049523575464]
non_inferiorFalse
author_custom_bar_passedTrue
ifeval BF16 reference · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactQwen/Qwen3.8-27B
model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reported_model_revision_prefixNot specified
systemNot specified
node_countNot specified
driverNot specified
GPU_clock_cap_MHzNot specified
engineNot specified
executed_engine_versionNot specified
runtime_execution_revisionNot specified
recipe_base_image_digestNot specified
executed_local_image_digestNot specified
executed_image_boundaryReference model and bf16 KV are reported; candidate-specific image, plugin and clock settings are not imputed to this arm.
pluginNot specified
draft_modelNot specified
draft_weight_sha256Not specified
draft_tokensNot specified
GDN_state_dtypeNot specified
KV_dtypeNot specified
configured_context_limit_tokensNot specified
configured_max_requestsNot specified
GPU_memory_utilizationNot specified
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armBF16 reference
taskifeval
n541
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definitionprompt-level strict
paired_difference_normal_CI95_points[-1.560611007417151, 3.409039842906985]
non_inferiorFalse
author_custom_bar_passedTrue
ifeval NVFP4 replay · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armNVFP4 replay
taskifeval
n541
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definitionprompt-level strict
paired_difference_normal_CI95_points[-1.560611007417151, 3.409039842906985]
non_inferiorFalse
author_custom_bar_passedTrue
humaneval_chat BF16 reference · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactQwen/Qwen3.8-27B
model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reported_model_revision_prefixNot specified
systemNot specified
node_countNot specified
driverNot specified
GPU_clock_cap_MHzNot specified
engineNot specified
executed_engine_versionNot specified
runtime_execution_revisionNot specified
recipe_base_image_digestNot specified
executed_local_image_digestNot specified
executed_image_boundaryReference model and bf16 KV are reported; candidate-specific image, plugin and clock settings are not imputed to this arm.
pluginNot specified
draft_modelNot specified
draft_weight_sha256Not specified
draft_tokensNot specified
GDN_state_dtypeNot specified
KV_dtypeNot specified
configured_context_limit_tokensNot specified
configured_max_requestsNot specified
GPU_memory_utilizationNot specified
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armBF16 reference
taskhumaneval_chat
n164
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definitionchat pass@1
paired_difference_normal_CI95_points[-2.6839968720184646, 1.4644846768965132]
non_inferiorFalse
author_custom_bar_passedTrue
humaneval_chat NVFP4 replay · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armNVFP4 replay
taskhumaneval_chat
n164
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definitionchat pass@1
paired_difference_normal_CI95_points[-2.6839968720184646, 1.4644846768965132]
non_inferiorFalse
author_custom_bar_passedTrue
longbench_narrativeqa BF16 reference · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactQwen/Qwen3.8-27B
model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reported_model_revision_prefixNot specified
systemNot specified
node_countNot specified
driverNot specified
GPU_clock_cap_MHzNot specified
engineNot specified
executed_engine_versionNot specified
runtime_execution_revisionNot specified
recipe_base_image_digestNot specified
executed_local_image_digestNot specified
executed_image_boundaryReference model and bf16 KV are reported; candidate-specific image, plugin and clock settings are not imputed to this arm.
pluginNot specified
draft_modelNot specified
draft_weight_sha256Not specified
draft_tokensNot specified
GDN_state_dtypeNot specified
KV_dtypeNot specified
configured_context_limit_tokensNot specified
configured_max_requestsNot specified
GPU_memory_utilizationNot specified
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armBF16 reference
tasklongbench_narrativeqa
n200
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definitionF1, full stories
paired_difference_normal_CI95_points[-1.6421295670363527, 2.4483306144283086]
non_inferiorFalse
author_custom_bar_passedTrue
longbench_narrativeqa NVFP4 replay · task score · conditions
Conditions for this result only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_datereference cohort 2026-10-09; candidate cohort filed 2026-10-15; compare file retains earlier original paths
quality_armNVFP4 replay
tasklongbench_narrativeqa
n200
thinkingFalse
greedyTrue
concurrencyNot specified
input_tokensNot specified
output_tokensNot specified
benchmarklm-evaluation-harness 0.4.13; chat template; full task
reference_modelQwen/Qwen3.8-27B
reference_model_revision1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0
reference_weight_precisionbfloat16
reference_KV_dtypebfloat16
metric_definitionF1, full stories
paired_difference_normal_CI95_points[-1.6421295670363527, 2.4483306144283086]
non_inferiorFalse
author_custom_bar_passedTrue

Local Spark Qwen draft, source-audited and edited by Run AI Here with Codex; no independent model execution.

Key reading notes

Source identity and full condition receipt

Source identity

Attribution and exact source identity
Original publisheryuanlin2004
Reference typePerformance report
Model IDunsloth/Qwen3.8-27B-NVFP4
Default recipe artifactunsloth/Qwen3.8-27B-NVFP4
Runtime topics["vLLM"]
Source revision84feafddff1e834bd16b849c827eed11676e5934
Source commit date — not experiment date2026-10-17T23:01:04Z
Source checked2026-10-18
Declared licenseApache-2.0

Reported conditions

Unknown fields remain unspecified; context limits and measured input lengths are different
system1 x DGX Spark GB10; 128 GB unified memory; 2000 MHz cap in candidate timing cohort
node_count1
parallelismTP1
kv_dtypeNot specified
context_limit_tokensNot specified
experiment_date2026-10-15 source cohort; BF16 reference filed 2026-10-09
model_revisionNot specified
weight_hashNot specified
runtime_execution_revisionNot specified
input_tokensNot specified
output_tokensNot specified
concurrencyNot specified
cache_stateNot specified
quantizationNot specified
speculative_decodingNot specified
temperatureNot specified
top_pNot specified

Chisel replay mixed-prompt median decode latency

Conditions of this profile only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
thinkingTrue
reasoning_effortmedium
greedyTrue
temperature0
top_pNot specified
concurrency1
input_tokensNot specified
max_output_tokens256
output_tokensNot specified
prompt_count25
prompt_mix{"chat": 9, "code": 9, "JSON_schema": 6, "long_story": 1}
repeats_per_session3
fresh_start_sessions2
measurement_denominator(last streamed token time - first) / (output tokens - 1); median latency, not whole-request served rate
Original experiment section

Chisel replay mixed-prompt median TTFT

Conditions of this profile only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
thinkingTrue
reasoning_effortmedium
greedyTrue
temperature0
top_pNot specified
concurrency1
input_tokensNot specified
max_output_tokens256
output_tokensNot specified
prompt_count25
prompt_mix{"chat": 9, "code": 9, "JSON_schema": 6, "long_story": 1}
repeats_per_session3
fresh_start_sessions2
measurement_denominatorrequest start to first streamed token
Original experiment section

Local llama-benchy 16K C1

Conditions of this profile only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
benchmarkllama-benchy 0.4.0, local execution of spark-arena-v2 shape; not arena scores
concurrency1
input_tokens2048
retained_context_tokens16384
output_tokens128
prefix_cacheTrue
repeats_per_session5
fresh_start_sessions2
thinkingNot specified
measurement_denominatorsource local llama-benchy generation throughput; total across users for C2
Original experiment section

Local llama-benchy 16K C2

Conditions of this profile only
modelQwen3.8-27B
model_artifactunsloth/Qwen3.8-27B-NVFP4
model_revisionNot specified
reported_model_revision_prefixf0b7c9e7
system1 x DGX Spark GB10 sm_121; 128 GB unified memory
node_count1
driver580.178.04
GPU_clock_cap_MHz2000
enginevLLM
executed_engine_version0.31.1rc1.dev380
runtime_execution_revisionNot specified
recipe_base_image_digestsha256:b77010699ec42ab88b3409f4dd101f2288dfd8895e2778e5bb737e03a20953f0
executed_local_image_digestNot specified
executed_image_boundarybenchmark and quality used a local build with the same plugin code preinstalled; saved server.image is []; do not substitute the recipe base digest as the executed image digest
pluginchisel-passes 0.1.0
draft_modelyuanlin2004/Qwen3.8-27B-Chisel-DFlash2-NVFP4-drafter
draft_weight_sha2568d464c9f597c41a2e8917c585454239be14f254592f114675fd9d5d5dbc92f4c
draft_tokens10
GDN_state_dtypebfloat16
KV_dtypeNot specified
configured_context_limit_tokens262144
configured_max_requests4
GPU_memory_utilization0.6
experiment_date2026-10-15 source cohort; some recorded sessions cross UTC midnight
benchmarkllama-benchy 0.4.0, local execution of spark-arena-v2 shape; not arena scores
concurrency2
input_tokens2048
retained_context_tokens16384
output_tokens128
prefix_cacheTrue
repeats_per_session5
fresh_start_sessions2
thinkingNot specified
measurement_denominatorsource local llama-benchy generation throughput; total across users for C2
Original experiment section

Limits

The complete original tables and raw evidence remain in the linked reports. Selected attributed figures retain their own conditions. Results from different models, weights, runtimes, workloads or cohorts must be read separately.

License scope

Repository metadata only; model conversion, base weights, plugin and engine terms retain their own scope.

This index publishes original explanations, limited attributed factual selections and source pointers. It does not distribute model weights or source repositories. Third-party material retains its own terms.

Related references — check the checkpoint