52.7 TFLOPS

P3 of 36 ▲28 · 395 pts · +987 this week

Gram ·dae679

last signed 5 days agoclaimedSingapore1 machineearliest result held 2026-11-03

  • 10+ signed runs
  • First to measure 21 builds
  • Best result on 36 builds
  • Machine benchmarked and signed

Points

395

307 behind P1

Signed runs

77

37 in 30 days

Builds measured

77

Best results held

36

3 pts each

Firsts

21

10 pts each

Rooms

0

Carbon per M tokens

438 g

median · 39 sensor reads · world grid average (Singapore not in the table)

Gram ·dae679 is P3 of 36 on the 50GRAMx provider standings with 395 points, from 77 signed runs on 1 machine in Singapore. Their fastest signed result is FunctionGemma 270M at 341 tokens per second. They hold the network's best result on 36 builds and were the first machine anywhere to measure 21. Every number is signed by the machine that measured it.

Fastest models on their machines

Output tokens per second, signed · higher is better

  1. FunctionGemma 270M341 tok/s4-bit by unsloth
  2. DeepSeek-OCR Base340 tok/s4-bit by sabafallah
  3. DeepSeek-OCR 2 Base335 tok/s4-bit by sabafallah
  4. Gemma 3 270M292 tok/s4-bit by unsloth
  5. MiniCPM-V 4.7 1B221 tok/s4-bit by openbmb
  6. MiniCPM5 1B208 tok/s4-bit by openbmb
  7. Gemma 4 E2B150 tok/s4-bit by google
  8. MiniCPM-V 4.6 Base131 tok/s4-bit by openbmb
  9. Sarvam-1121 tok/s4-bit by bartowski
  10. GLM-OCR Base106 tok/s4-bit by mradermacher

A million tokens here

Metered on their machine · OpenRouter price beside it where one is sold

  1. FunctionGemma 270M$0.63no API sells it
  2. DeepSeek-OCR Base$0.64no API sells it
  3. DeepSeek-OCR 2 Base$0.65no API sells it
  4. Gemma 3 270M$0.74no API sells it
  5. MiniCPM-V 4.7 1B$0.98no API sells it
  6. MiniCPM5 1B$1.04no API sells it
  7. Gemma 4 E2B$1.48no API sells it
  8. MiniCPM-V 4.6 Base$1.65no API sells it
  9. Sarvam-1$1.79no API sells it
  10. GLM-OCR Base$2.04no API sells it

What they measured, by family

Signed runs per model family

  1. whisper4
  2. gemma-43
  3. sd-turbo3
  4. glm-ocr3
  5. musicgen2
  6. depth-anything2
  7. nllb2
  8. moonshine2
  9. f5-tts2
  10. sana2

Share this standing

Gram ·dae679 is P3 on the 50GRAMx provider standings: 395 pts from 77 signed AI benchmarks
[![Gram ·dae679 is P3 on the 50GRAMx provider standings: 395 pts from 77 signed AI benchmarks](https://50gramx.com/inferences/providers/dae679/badge.svg)](https://50gramx.com/inferences/providers/dae679)

Activity

2026-07-19: 0 signed runs2026-07-20: 0 signed runs2026-07-21: 0 signed runs2026-07-22: 0 signed runs2026-07-23: 0 signed runs2026-07-24: 0 signed runs2026-07-25: 0 signed runs2026-07-26: 0 signed runs2026-07-27: 0 signed runs2026-07-28: 0 signed runs2026-07-29: 0 signed runs2026-07-30: 0 signed runs2026-07-31: 0 signed runs2026-08-01: 0 signed runs2026-08-02: 0 signed runs2026-08-03: 0 signed runs2026-08-04: 0 signed runs2026-08-05: 0 signed runs2026-08-06: 0 signed runs2026-08-07: 0 signed runs2026-08-08: 0 signed runs2026-08-09: 0 signed runs2026-08-10: 0 signed runs2026-08-11: 0 signed runs2026-08-12: 0 signed runs2026-08-13: 0 signed runs2026-08-14: 0 signed runs2026-08-15: 0 signed runs2026-08-16: 0 signed runs2026-08-17: 0 signed runs2026-08-18: 0 signed runs2026-08-19: 0 signed runs2026-08-20: 0 signed runs2026-08-21: 0 signed runs2026-08-22: 0 signed runs2026-08-23: 0 signed runs2026-08-24: 0 signed runs2026-08-25: 0 signed runs2026-08-26: 0 signed runs2026-08-27: 0 signed runs2026-08-28: 0 signed runs2026-08-29: 0 signed runs2026-08-30: 0 signed runs2026-08-31: 0 signed runs2026-09-01: 0 signed runs2026-09-02: 0 signed runs2026-09-03: 0 signed runs2026-09-04: 0 signed runs2026-09-05: 0 signed runs2026-09-06: 0 signed runs2026-09-07: 0 signed runs2026-09-08: 0 signed runs2026-09-09: 0 signed runs2026-09-10: 0 signed runs2026-09-11: 0 signed runs2026-09-12: 0 signed runs2026-09-13: 0 signed runs2026-09-14: 0 signed runs2026-09-15: 0 signed runs2026-09-16: 0 signed runs2026-09-17: 0 signed runs2026-09-18: 0 signed runs2026-09-19: 0 signed runs2026-09-20: 0 signed runs2026-09-21: 0 signed runs2026-09-22: 0 signed runs2026-09-23: 0 signed runs2026-09-24: 0 signed runs2026-09-25: 0 signed runs2026-09-26: 0 signed runs2026-09-27: 0 signed runs2026-09-28: 0 signed runs2026-09-29: 0 signed runs2026-09-30: 0 signed runs2026-10-01: 0 signed runs2026-10-02: 0 signed runs2026-10-03: 0 signed runs2026-10-04: 0 signed runs2026-10-05: 0 signed runs2026-10-06: 0 signed runs2026-10-07: 0 signed runs2026-10-08: 0 signed runs2026-10-09: 0 signed runs2026-10-10: 0 signed runs2026-10-11: 0 signed runs2026-10-12: 0 signed runs2026-10-13: 0 signed runs2026-10-14: 0 signed runs2026-10-15: 0 signed runs2026-10-16: 0 signed runs2026-10-17: 0 signed runs2026-10-18: 0 signed runs2026-10-19: 0 signed runs2026-10-20: 0 signed runs2026-10-21: 0 signed runs2026-10-22: 0 signed runs2026-10-23: 0 signed runs2026-10-24: 0 signed runs2026-10-25: 0 signed runs2026-10-26: 0 signed runs2026-10-27: 0 signed runs2026-10-28: 0 signed runs2026-10-29: 0 signed runs2026-10-30: 0 signed runs2026-10-31: 0 signed runs2026-11-01: 0 signed runs2026-11-02: 0 signed runs2026-11-03: 47 signed runs2026-11-04: 0 signed runs2026-11-05: 0 signed runs2026-11-06: 357 signed runs2026-11-07: 420 signed runs2026-11-08: 0 signed runs2026-11-09: 0 signed runs2026-11-10: 0 signed runs2026-11-11: 0 signed runs2026-11-12: 0 signed runs2026-11-13: 0 signed runs2026-11-14: 0 signed runs
824 signed runs in the last 17 weeks, one square a day

The machine

Every part as the gram benchmarked and signed it.

gram ·dae679

last seen 5 days ago · epnd a5f43c7

nvidiaNVIDIA L4

52.7 TFLOP/s fp16 · 22 GB VRAM · 34.2 W

CPU

Intel Xeon @ 2.2 GHz

6 cores / 12 threads · 38.5 MB L3 · 1701 hashes/s all cores

Memory

53 GB

2.8 GB/s · 23.6 ns latency

Disk

overlayfs

3356 MB/s read · 288 MB/s write · 812404 IOPS

Network

116.8 MiB/s download

Where

Singapore

77 signed runs36 best results100% awake439 tok/s per $/h
2026-10-14: online 0 of 24 hours2026-10-15: online 0 of 24 hours2026-10-16: online 0 of 24 hours2026-10-17: online 0 of 24 hours2026-10-18: online 0 of 24 hours2026-10-19: online 0 of 24 hours2026-10-20: online 0 of 24 hours2026-10-21: online 0 of 24 hours2026-10-22: online 0 of 24 hours2026-10-23: online 0 of 24 hours2026-10-24: online 0 of 24 hours2026-10-25: online 0 of 24 hours2026-10-26: online 0 of 24 hours2026-10-27: online 0 of 24 hours2026-10-28: online 0 of 24 hours2026-10-29: online 0 of 24 hours2026-10-30: online 0 of 24 hours2026-10-31: online 0 of 24 hours2026-11-01: online 0 of 24 hours2026-11-02: online 0 of 24 hours2026-11-03: online 6 of 24 hours2026-11-04: online 0 of 24 hours2026-11-05: online 0 of 24 hours2026-11-06: online 19 of 24 hours2026-11-07: online 6 of 24 hours2026-11-08: online 0 of 24 hours2026-11-09: online 0 of 24 hours2026-11-10: online 0 of 24 hours2026-11-11: online 0 of 24 hours2026-11-12: online 0 of 24 hours
Online 43.1% of the hours the network has a record for · last 30 days

Against every machine on the network

  • Card (fp16 TFLOP/s)beats 60%
  • Memory bandwidthbeats 52%
  • CPU, all coresbeats 70%
  • CPU, one corebeats 68%
  • Disk readbeats 46%
  • Download speedbeats 80%

Questions

What machine does Gram ·dae679 run?

Linux · NVIDIA L4 22 GB · 12 CPUs · 53 GB RAM. Every part is benchmarked and signed by the machine itself.

How many AI benchmarks has Gram ·dae679 signed?

77 signed runs across 77 builds; 37 in the last 30 days.

What is Gram ·dae679's fastest model?

FunctionGemma 270M (4-bit by unsloth) at 341 tokens per second, signed.

How are the standings scored?

1 point per signed run, 3 per build where the provider holds the network’s fastest result on that kind of machine, 10 per model they were first to measure.

Can I check these numbers myself?

Yes. Each run publishes the exact bytes the machine signed and its signature; “verify this yourself” checks it in your browser against the machine’s own key.

Every model Gram ·dae679 measured

The seasons table, narrowed to this provider’s signed runs: speed and cost on their machines, next to what OpenRouter charges, the checks each model passed, and its licence.

68 modelsclick a column to sort by it · click a model for every machine it ran on
parameterstokens/secprovedper M tokensper M tokensVerdict
Google
Text & chat · by Google19 builds
5.1B2B active3.8 GB150NVIDIAL4 23 GB·Google ColabGoogle Colab128k10 + 20 lang$1.48meterednot soldAnyoneonly on this network
openbmb
Text & chat · by openbmb1 build
≈870M0.5 GB131NVIDIAL4 23 GB·Google ColabGoogle Colab256k9 + 1 lang$1.65meterednot soldAnyoneonly on this network
openbmb
Text & chat · by openbmb1 build
≈8.3B4.7 GB11NVIDIAL4 23 GB·Google ColabGoogle Colab16k9 + 1 lang$19meterednot soldAnyoneonly on this network
Qwen
Text & chat · by Qwen7 builds · 5 variants
27B15 GBran, not timed8k9 + 14 lang—$1.8823 providersAnyonemeasured
Qwen
Text & chat · by Qwen8 builds
4B2.3 GB50NVIDIAL4 23 GB·Google ColabGoogle Colab64k8 + 5 lang$4.37meterednot soldAnyoneonly on this network
openai
Text & chat · by openai8 builds · 5 variants
20B10.8 GB24NVIDIAL4 23 GB·Google ColabGoogle Colab128k8 + 18 lang$9.35metered$0.1311 providersAnyoneAPI 72× cheaper
zai-org
Text & chat · by zai-org3 builds · 2 variants
≈28B15.7 GB41NVIDIAL4 23 GB·Google ColabGoogle Colab128k8 + 16 lang$5.67metered$0.402 providersAnyoneAPI 14× cheaper
Qwen
Text & chat · by Qwen1 build
4B2.6 GB42NVIDIAL4 23 GB·Google ColabGoogle Colab256k8 + 9 lang$5.21meterednot soldAnyoneonly on this network
baidu
Text & chat · by baidu1 build
≈4.5B2.5 GB18NVIDIAL4 23 GB·Google ColabGoogle Colab32k8 + 6 lang$12meterednot soldAnyoneonly on this network
ibm-granite
Text & chat · by ibm-granite1 build
3B2.1 GB17NVIDIAL4 23 GB·Google ColabGoogle Colab32k8 + 3 lang$13meterednot soldAnyoneonly on this network
Qwen
Text & chat · by Qwen3 builds
27B15 GB5.5NVIDIAL4 23 GB·Google ColabGoogle Colab128k8 + 9 lang$41metered$3.206 providersAnyoneAPI 13× cheaper
openbmb
Text & chat · by openbmb1 build
1B0.6 GB208NVIDIAL4 23 GB·Google ColabGoogle Colab64k7 + 1 lang$1.04meterednot soldAnyoneonly on this network
openbmb
Text & chat · by openbmb1 build
≈8.3B4.7 GB20NVIDIAL4 23 GB·Google ColabGoogle Colab8k7 + 2 lang$11meterednot soldAnyoneonly on this network
meta-llama
Text & chat · by meta-llama17 builds · 2 variants
3.2B1.9 GB97NVIDIAL4 23 GB·Google ColabGoogle Colab128k6 + 9 lang$2.23metered$0.332 providersAnyoneAPI 6.8× cheaper
openbmb
Text & chat · by openbmb2 builds
1B0.6 GB221NVIDIAL4 23 GB·Google ColabGoogle Colab256k6 + 3 lang$0.98meterednot soldAnyoneonly on this network
zai-org
Text & chat · by zai-org3 builds
≈900M0.5 GB106NVIDIAL4 23 GB·Google ColabGoogle Colab4k6 + 1 lang$2.04meterednot soldAnyoneonly on this network
google
Text & chat · by google1 build
4B2.3 GB75NVIDIAL4 23 GB·Google ColabGoogle Colab64k6 + 9 lang$2.92meterednot soldYou & your companyonly on this network
mistralai
Text & chat · by mistralai1 build
≈24B13.3 GB5.5NVIDIAL4 23 GB·Google ColabGoogle Colab40k6 + 10 lang$41meterednot soldAnyoneonly on this network
google
Text & chat · by google13 builds · 2 variants
270M0.2 GB341NVIDIAL4 23 GB·Google ColabGoogle Colab—5 + 3 lang$0.63meterednot soldAnyoneonly on this network
openbmb
Text & chat · by openbmb1 build
≈3.6B2 GB97NVIDIAL4 23 GB·Google ColabGoogle Colab—5 + 1 lang$2.25meterednot soldAnyoneonly on this network
ibm-granite
Text & chat · by ibm-granite1 build
3B2 GB18NVIDIAL4 23 GB·Google ColabGoogle Colab64k5 + 3 lang$12meterednot soldAnyoneonly on this network
mistralai
Text & chat · by mistralai1 build
3B2 GB17NVIDIAL4 23 GB·Google ColabGoogle Colab64k5 + 2 lang$13metered$0.102 providersAnyoneAPI 132× cheaper
google
Text & chat · by google7 builds
270M0.2 GB292NVIDIAL4 23 GB·Google ColabGoogle Colab32k4 + 3 lang$0.74meterednot soldAnyoneonly on this network
microsoft
Text & chat · by microsoft21 builds
≈4.1B2.3 GB79NVIDIAL4 23 GB·Google ColabGoogle Colab128k4 + 7 lang$2.74meterednot soldAnyoneonly on this network
HuggingFaceTB
Text & chat · by HuggingFaceTB1 build
3B1.8 GB78NVIDIAL4 23 GB·Google ColabGoogle Colab64k4 + 2 lang$2.80meterednot soldAnyoneonly on this network
openbmb
Text & chat · by openbmb1 build
8B4.6 GB46NVIDIAL4 23 GB·Google ColabGoogle Colab64k4 + 5 lang$4.79meterednot soldAnyoneonly on this network
krutrim-ai-labs
Text & chat · by krutrim-ai-labs1 build
12B7 GB14NVIDIAL4 23 GB·Google ColabGoogle Colab64k4 + 10 lang$15meterednot soldYou & your companyonly on this network
deepseek-ai
Text & chat · by deepseek-ai1 build
≈3.2B1.8 GB335NVIDIAL4 23 GB·Google ColabGoogle Colab—3 + 1 lang$0.65meterednot soldAnyoneonly on this network
google
Text & chat · by google1 build
4B2.3 GB78NVIDIAL4 23 GB·Google ColabGoogle Colab128k3 + 7 lang$2.81meterednot soldAnyoneonly on this network
deepseek-ai
Text & chat · by deepseek-ai1 build
≈3.2B1.8 GB340NVIDIAL4 23 GB·Google ColabGoogle Colab—2 + 1 lang$0.64meterednot soldAnyoneonly on this network
sarvamai
Text & chat · by sarvamai2 builds
2B1.4 GB121NVIDIAL4 23 GB·Google ColabGoogle Colab8k2 + 9 lang$1.79meterednot soldNot checkedonly on this network
ai4bharat
Text & chat · by ai4bharat1 build
7B3.9 GBran, not timed4k2 + 2 lang—not soldAnyoneonly on this network
sarvamai
Text & chat · by sarvamai1 build
7B3.9 GBran, not timed—1—not soldAnyoneonly on this network
Efficient-Large-Model
Image generation · by Efficient-Large-Model1 build
600M15.4 GBran, not timed—1—not soldAnyoneonly on this network
google
Embeddings (search) · by google1 build
≈300M0.2 GBran, not timed—1—not soldAnyoneonly on this network
google
Embeddings (search) · by google14 builds
300M0.2 GBran, not timed—1—not soldAnyoneonly on this network
SWivid
Text to speech · by SWivid1 build
150M0.6 GBran, not timed—1—not soldOwn machines onlyonly on this network
SWivid
Text to speech · by SWivid1 build
340M6.3 GBran, not timed—1 + 1 lang—not soldOwn machines onlyonly on this network
Text to speech · by hexgrad1 build
—0.3 GBran, not timed—1 + 1 lang—not soldNot checkedonly on this network
facebook
Text to speech · by facebook1 build
40M0.1 GBran, not timed—1—not soldOwn machines onlyonly on this network
Speech to text · by UsefulSensors1 build
—0.2 GBran, not timed—1 + 1 lang—not soldAnyoneonly on this network
Speech to text · by UsefulSensors1 build
—0.1 GBran, not timed—1 + 1 lang—not soldAnyoneonly on this network
facebook
Music & sound · by facebook1 build
1.5B11.1 GBran, not timed—1—not soldOwn machines onlyonly on this network
facebook
Music & sound · by facebook1 build
300M2.2 GBran, not timed—1—not soldOwn machines onlyonly on this network
facebook
Vision (counting, locating) · by facebook1 build
90M0.7 GBran, not timed—1—not soldAnyoneonly on this network
Efficient-Large-Model
Image generation · by Efficient-Large-Model1 build
1.6B3 GBran, not timed—1—not soldAnyoneonly on this network
stabilityai
Image generation · by stabilityai1 build
900M2.4 GBran, not timed—1—not soldNot checkedonly on this network
ununununununununununununununununununun
Other · by ununununununununununununununununununun1 build
——ran, not timed—1—not soldYou & your companyonly on this network
ununununununununununununununununununun
Other · by ununununununununununununununununununun1 build
——ran, not timed—1—not soldYou & your companyonly on this network
facebook
Speech to text · by facebook1 build
2.3B8.6 GBran, not timed—1 + 13 lang—not soldOwn machines onlyonly on this network
speechbrain
Speaker recognition · by speechbrain1 build
20M0.1 GBran, not timed—1—not soldAnyoneonly on this network
segmind
Image generation · by segmind1 build
320M1 GBran, not timed—1—not soldAnyoneonly on this network
openai
Speech to text · by openai1 build
1.5B2.9 GBran, not timed—1 + 10 lang—not soldAnyoneonly on this network
openai
Speech to text · by openai1 build
810M1.5 GBran, not timed—1 + 10 lang—not soldAnyoneonly on this network
openai
Speech to text · by openai1 build
770M2.8 GBran, not timed—1 + 4 lang—not soldAnyoneonly on this network
openai
Speech to text · by openai1 build
240M0.9 GBran, not timed—1 + 6 lang—not soldAnyoneonly on this network
coqui
Text to speech · by coqui1 build
470M1.9 GBran, not timed—1—not soldYou & your companyonly on this network
tencent
Text & chat · by tencent4 builds
1.8B0.9 GB37NVIDIAL4 23 GB·Google ColabGoogle Colab——$5.93metered$0.181 providerAnyoneAPI 34× cheaper
tencent
Text & chat · by tencent2 builds
1.8B1.1 GB46NVIDIAL4 23 GB·Google ColabGoogle Colab——$4.66meterednot soldNot checkedonly on this network
meta-models
Text & chat · by meta-models5 builds · 3 variants
30B15.6 GB6.9NVIDIAL4 23 GB·Google ColabGoogle Colab——$33metered$1.201 providerAnyoneAPI 28× cheaper
THUDM
Image generation · by THUDM2 builds
2B12.8 GBran, not timed———not soldAnyoneonly on this network
depth-anything
Vision (counting, locating) · by depth-anything1 build
100M0.4 GBran, not timed———not soldOwn machines onlyonly on this network
depth-anything
Vision (counting, locating) · by depth-anything1 build
30M0.1 GBran, not timed———not soldAnyoneonly on this network
nm-testing
Text & chat · by nm-testing1 build
720M1.3 GBran, not timed———not soldAnyoneonly on this network
google
Translation · by google1 build
3B11 GBran, not timed—0 + 10 lang—not soldAnyoneonly on this network
facebook
Translation · by facebook1 build
1.3B5.1 GBran, not timed—0 + 12 lang—not soldOwn machines onlyonly on this network
facebook
Translation · by facebook1 build
600M2.3 GBran, not timed—0 + 12 lang—not soldOwn machines onlyonly on this network
sarvamai
Translation · by sarvamai1 build
4B8 GBran, not timed—0 + 13 lang—$0.102 providersAnyonemeasured