date
timestamp[s]date
2026-08-22 00:00:00
2026-08-31 00:00:00
engine
stringclasses
6 values
model
stringclasses
4 values
quant
stringclasses
6 values
tp_size
int64
0
2
moe_backend
stringclasses
3 values
attention_backend
stringclasses
3 values
extra_flags
stringclasses
4 values
ram_mts
int64
2k
3.6k
category
stringclasses
4 values
metric
stringclasses
5 values
target
stringclasses
9 values
value
unknown
value_max
float64
9.47
106
⌀
unit
stringclasses
5 values
notes
stringlengths
0
99
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-FP8
fp8
1
offload
hybrid_linear
2,000
serving
decode_tok_s
93.9
null
tok/s
warm; 399 tokens; single RTX 3090
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-FP8
fp8
1
offload
hybrid_linear
2,000
serving
ttft_s
4.03
null
s
warm
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-FP8
fp8
1
offload
hybrid_linear
2,000
serving
decode_tok_s
90.5
null
tok/s
cold; includes FlashInfer JIT
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-FP8
fp8
1
offload
hybrid_linear
2,000
serving
ttft_s
79.4
null
s
cold; JIT compile dominated
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
1
hybrid
hybrid_linear
2,000
serving
decode_tok_s
61
null
tok/s
warm; 399 tokens
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
1
hybrid
hybrid_linear
2,000
serving
ttft_s
2.2800000000000002
null
s
warm
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
1
hybrid
hybrid_linear
2,000
serving
decode_tok_s
56.4
null
tok/s
cold
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-FP8
fp8
1
offload
hybrid_linear
3,600
serving
decode_tok_s
86
106
tok/s
range across batches; flat vs 2000 MT/s — PCIe-bound, no fp8 CPU path
2026-08-22T00:00:00
v0.1.2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
1
hybrid
hybrid_linear
3,600
serving
decode_tok_s
76
80.9
tok/s
+29-31% vs 2000 MT/s — CPU executor benefits from RAM bandwidth
2026-08-27T00:00:00
PR#104 3c8b281 + f1ff8e2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
serving
decode_tok_s
2.2
null
tok/s
pre-affinity-fix; both CPU executors pinned to same cores 0..16
2026-08-27T00:00:00
PR#104 3c8b281 + f1ff8e2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7 --moe-cpu-threads 8
3,600
serving
decode_tok_s
8.62
9.47
tok/s
workaround: cap threads per rank; 4.3x over broken
2026-08-27T00:00:00
PR#104 3c8b281 + f1ff8e2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
offload
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
serving
decode_tok_s
3.1
null
tok/s
clean rerun; 219 tokens in 70.3s; earlier contaminated measurement (stale server on GPUs) discarded
2026-08-27T00:00:00
PR#104 3c8b281 + f1ff8e2
nvidia/Qwen3.6-35B-A3B-FP8
fp8
2
offload
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
load_test
load_status
"oom_at_load"
null
62 GB RAM insufficient for ~35 GB pinned expert banks + runtime
2026-08-26T00:00:00
PR#104 3c8b281
Qwen3.6-35B-A3B-BF16
bf16
2
offload
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
load_test
load_status
"oom_at_load"
null
67 GB model vs 62 GB RAM; crashed at expert load (60/62 GB used)
2026-08-28T00:00:00
PR#104 + f1ff8e2 (lm_head fix)
nvidia/Qwen3.6-35B-A3B-FP8
fp8
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
load_test
load_status
"pass"
null
lm_head vocab-sharding fix verified; passes previous crash point
2026-08-28T00:00:00
PR#104 + f1ff8e2 (lm_head fix)
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
load_test
load_status
"pass"
null
lm_head vocab-sharding fix verified; passes previous crash point
2026-08-31T00:00:00
PR#104 + c23ec78 (core-partition fix)
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
serving
decode_tok_s
32.7
null
tok/s
client wall; 219 tokens in 6.7s; disjoint pins rank0 0..14 / rank1 1..15
2026-08-31T00:00:00
PR#104 + c23ec78 (core-partition fix)
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
serving
decode_tok_s
59.26
null
tok/s
engine-instantaneous per-batch gen throughput
2026-08-27T00:00:00
PR#104 + f1ff8e2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
1
hybrid
triton
3,600
capacity
kv_usable_tokens
262144
null
tokens
baseline
2026-08-27T00:00:00
PR#104 + f1ff8e2
nvidia/Qwen3.6-35B-A3B-NVFP4
nvfp4
2
hybrid
triton
--tensor-parallel-size 2 --attention-backend triton --expert-load serial --disable-pynccl --memory-ratio 0.7
3,600
capacity
kv_usable_tokens
524288
null
tokens
2.4x KV claim confirmed at TP=2
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_stream_read
54.1
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
3,600
bandwidth
bandwidth_gbs
cpu_stream_read
80.8
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
pcie_h2d
8.6
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
3,600
bandwidth
bandwidth_gbs
pcie_h2d
8.5
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_nvfp4
28.1
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
3,600
bandwidth
bandwidth_gbs
cpu_moe_nvfp4
46.7
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_bf16
41.5
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
3,600
bandwidth
bandwidth_gbs
cpu_moe_bf16
71.3
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_ds_fp4
33.4
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
3,600
bandwidth
bandwidth_gbs
cpu_moe_ds_fp4
49.2
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_mxfp4
21.2
null
GB/s
2026-08-22T00:00:00
v0.1.2
0
ft bench bw
3,600
bandwidth
bandwidth_gbs
cpu_moe_mxfp4
35.2
null
GB/s
2026-08-22T00:00:00
v0.1.2
bf16
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_effective
50.5
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
bf16
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
pcie_gather
6.6
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
nvfp4
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_effective
48.6
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
nvfp4
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
pcie_gather
6.9
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
fp8
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
pcie_gather
8
null
GB/s
auto-picked backend: offload
2026-08-22T00:00:00
v0.1.2
mxfp4
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_effective
28.8
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
mxfp4
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
pcie_gather
6
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
ds_fp4
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
cpu_moe_effective
47.7
null
GB/s
auto-picked backend: hybrid
2026-08-22T00:00:00
v0.1.2
ds_fp4
0
ft bench bw
2,000
bandwidth
bandwidth_gbs
pcie_gather
6.4
null
GB/s
auto-picked backend: hybrid