Inference · provider standings

The people whose machines measured every model here.

Every number on these pages was signed by a gram — someone’s laptop, desktop or rented box. These are the people behind them, ranked on points from signed work: 1 per signed run, 3 per build where they hold the network’s best result, 10 per model they were first in the network to measure.

16providers · 17 machines
1online now
479signed runs
+1805points this week
  1. P1614 ptsGram ·acbe75place not signed Linux · no GPU · 4 CPUs · 31 GB RAM45 runs · 43 best · 44 firsts
  2. P2498 ptsGram ·a5be46place not signednvidia Linux · Tesla T4 15 GB · 4 CPUs · 31 GB RAM91 runs · 39 best · 29 firsts
  3. P3424 ptsGram ·e61d3bSG 190464nvidia Linux · 2× Tesla T4 15 GB each · 4 CPUs · 31 GB RAM78 runs · 12 best · 31 firsts
PosProviderMachinesas each benchmarked itselfPointsthis weekGapSigned runslast 30 daysBest heldFirstsLast signed
1▲2Gram ·acbe75offline Linux · no GPU · 4 CPUs · 31 GB RAM614+485leader4543443 days ago
2–Gram ·a5be46offlinenvidia Linux · Tesla T4 15 GB · 4 CPUs · 31 GB RAM498+330−1169139294 days ago
3▲3Gram ·e61d3bSG 190464nvidia Linux · 2× Tesla T4 15 GB each · 4 CPUs · 31 GB RAM424+362−1907812316 h ago
4▼3nitin singhclaimedapple macOS · Apple M4 · 10 CPUs · 16 GB RAM371+0−24342132912 days ago
5–Amit KhetanHyderabad, Telangana · claimedintel Windows · Intel(R) UHD Graphics 730 2 GB · 8 CPUs · 16 GB RAM+1 more machines355+284−2598427191 h ago
6▼2Kunal HindochaKhordha, Odisha · claimednvidia Windows · NVIDIA GeForce RTX 3080 Ti 12 GB · 16 CPUs · 16 GB RAM254+159−36040281315 h ago
7–Gram ·e3654fThe Dalles, Oregonintel Linux · no GPU · 4 CPUs · 31 GB RAM203+144−41140111314 h ago
8–Gram ·0548a8offlineapple macOS · Apple M1 · 8 CPUs · 8 GB RAM58+0−55693420 days ago
9–Subrata Mohapatraclaimedapple macOS · Apple M1 · 8 CPUs · 8 GB RAM58+0−55680520 days ago
10▲1Gram ·d061c9Bengaluru, Karnatakaamd Windows · AMD Radeon(TM) Vega 8 Mobile Graphics 1 GB · 8 CPUs · 7 GB RAM55+29−55917626 h ago
11▼1Gram ·9a1db0offline Windows · no GPU · 12 CPUs · 7 GB RAM46+0−56873336 days ago
12–Keshav Agarwalclaimedintel Windows · Intel(R) Iris(R) Xe Graphics 1 GB · 8 CPUs · 16 GB RAM16+6−5987305 days ago
13–Gram ·53b229offlinenvidia Windows · NVIDIA GeForce RTX 3050 Laptop GPU 4 GB · 12 CPUs · 16 GB RAM13+4−60143020 h ago
14–Gram ·12954dofflinenvidia Windows · NVIDIA GeForce GTX 1650 4 GB · 8 CPUs · 8 GB RAM9+2−6053202 days ago
15–Gram ·e78fd2offlinenvidia Linux · Tesla T4 15 GB · 4 CPUs · 31 GB RAM4+0−6101109 days ago
16–Gram ·15d9e9offline no GPU3+0−611300—

Points: 1 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 in the network to measure. ▲▼ is the change since the standings a week ago. A claimed provider shows the owner’s name and photo; an unclaimed gram shows the last six characters of its key.

Strongest cards

fp16 TFLOP/s, as each card benchmarked and signed itself

  1. Kunal Hindocha56.1 TFLOP/sNVIDIA GeForce RTX 3080 Ti
  2. Gram ·e61d3b11.5 TFLOP/sTesla T4

First to measure

Models they were the first machine anywhere to measure · 10 pts each

  1. Gram ·acbe7544
  2. Gram ·e61d3b31
  3. Gram ·a5be4629
  4. nitin singh29
  5. Amit Khetan19

Best results held

Builds where theirs is the fastest result on that kind of machine · 3 pts each

  1. Gram ·acbe7543
  2. Gram ·a5be4639
  3. Kunal Hindocha28
  4. Amit Khetan27
  5. nitin singh13

Cheapest million tokens

Lowest metered price of any result they hold, on their own machine

  1. Gram ·a5be46$0.56Qwen2.5 0.5B Instruct
  2. Gram ·acbe75$0.76FunctionGemma 270M
  3. Gram ·e61d3b$1.03Hunyuan MT 1.5 1.8B
  4. Kunal Hindocha$1.14Llama 3.2 3B
  5. Amit Khetan$1.38Gemma 3 270M

Where the machines are

From the pincode each gram signed with its benchmarks, placed at the centre of that pincode's baked region on the network's own map; then by state.

15°N20°N25°N30°N75°E80°E85°Ea baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regiona baked regionAmit Khetan · BhubaneswarAmit Khetan · Bhubaneswar: 21 signed runs — open this regionKunal Hindocha · KhordhaKunal Hindocha · Khordha: 40 signed runs — open this regionGram ·d061c9 · BengaluruGram ·d061c9 · Bengaluru: 17 signed runs — open this region
Dots sit at the centre of each machine's baked region (grey: every region the network has a map of); size is signed runs. Click one to walk the region. Not on a baked map yet: Gram ·e61d3b, Amit Khetan · Hyderabad, Gram ·e3654f · The Dalles.
SG 19046478 signed · 1 machine
city not published
Telangana63 signed · 1 machine
Hyderabad
Odisha61 signed · 2 machines
Bhubaneswar · Khordha
Oregon40 signed · 1 machine
The Dalles
Karnataka17 signed · 1 machine
Bengaluru
259 signed measurements from 6 machines across 5 states. Placement is what each node signed into its own proof snapshot — not a geolocation, and not a coordinate anyone here looked up.

Machines on the network

Every gram that signed a result, by what does the work

  1. nvidia GPU6
  2. apple silicon4
  3. other CPU only3
  4. intel GPU2
  5. intel CPU only1
  6. amd GPU1