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Loss curves Evo 2 40B · bladder variant effect fine-tune · cross-entropy per tokenft-07 beating ft-06
Jobs 16 this week · 3 running · 2 waitingMeasured placement
| Job | Placement | Progress | Loss | ETA | Cost | State |
|---|---|---|---|---|---|---|
| evo2-40b-bladder-ft-07 | Civo A100 | 8,420 / 12k | 0.912 | 1h 58m | £118.40 | Running |
| yolo-med-polyp-v12 | L4 ×2 | ep 61 / 100 | 1.104 | 3h 10m | £21.60 | Running |
| medgemma-27b-lora-qa-03 | Pending | 0 / 3,000 | - | 5h 30m | £0.00 | Placing |
| qwen-27b-judeai-dpo-11 | Queued | 0 / 2,400 | - | 7h 05m | £0.00 | Queued |
| evo2-7b-distill-02 | Mac M4 Max | 1,980 / 6k | 1.388 | 9h 40m | £0.00 | Running |
| desp-grader-3.1-rc2 | L4 | ep 40 / 40 | 0.214 | - | £14.90 | Done |
| evo2-40b-bladder-ft-06 | Civo A100 | 12k / 12k | 0.948 | - | £164.20 | Done |
| uni2-wsi-embed-14 | L4 | 1,840 slides | - | - | £3.17 | Done |
| fundus-triage-int8 | Jetson Orin | 1 / 1 | - | - | £0.00 | Done |
| medgemma-27b-eval-0.6.2 | L4 | 2,400 / 2,400 | - | - | £0.94 | Done |
| evo2-40b-bladder-ft-05 | Civo A100 | 7,200 / 12k | NaN | - | £98.10 | Stopped |
| whisper-lv3-clinic-04 | L4 | 4,000 / 4k | 0.402 | - | £6.30 | Done |
| qwen-27b-judeai-sft-10 | Civo A100 | 3,600 / 3.6k | 0.771 | - | £71.80 | Done |
| yolo-med-polyp-v11 | L4 ×2 | ep 100 / 100 | 1.161 | - | £34.50 | Done |
| evo2-40b-score-fgfr3 | Civo A100 | 52k variants | - | - | £2.36 | Done |
| qwen-27b-judeai-sft-09 | Civo A100 | 3,600 / 3.6k | 0.794 | - | £70.20 | Done |
GPU utilisation 6 accelerators · measured by DCGM and powermetricsA100 93% busy
Costs October to date · £2,530 of £6,000 training budget42% used
Today£128▲ £22 vs avg
GPU hours Oct997 hCivo 61%
Idle cost£411.6% of spend
| Family | GPU h | Spend | £ per eval point |
|---|---|---|---|
| Evo 2 40B / 7B | 412 | £1,421 | £3.10 |
| Qwen 27B (JudeAI) | 188 | £649 | £1.84 |
| MedGemma 27B | 96 | £214 | £0.72 |
| Vision | 301 | £246 | £0.41 |
Scheduler placementNeeds decision
Jobmedgemma-27b-lora-qa-03ModelMedGemma 27B · QLoRA 4-bitMemoryneeds 41 GB VRAM peakWork3,000 steps · 5.5 A100 hDataPRJ-0405 · 2,400 reportsBasis7 days measured GPU useRuleCivo: one A100 at a time
Candidates5 checked
| Target | Start | Est. | |
|---|---|---|---|
| A100 80GB · LON1 | frees 13:40 | £19.00 | Chosen |
| H100 · FRA1 | region out | - | Out |
| 2 × L4 24GB | 15:10 · 14.2 h | £10.20 | Slower |
| M4 Max · MLX | now · 31 h | £0 | Too slow |
| Orin 64GB | inference only | - | Out |
Measured, last 7 daysnot CPU estimates
| A100 busy | 88% |
| L4 #1 busy | 71% |
| L4 #2 busy | 58% |
| M4 Max busy | 24% |
Timeline12 Oct
| 10:05 qa-03 submitted by Dr S. Pillai |
| 10:06 H100 FRA1 refused, region out |
| 10:07 A100 busy with ft-07 until 13:40 |
| 11:30 Jude proposes A100 at 13:40 |
Next decision
PlaceCivo A100 after ft-07, 13:40Finishabout 19:10 · £19.00
Place on A1002 × L4Hold
Spend over £50 needs the budget owner
Tell Jude what you intend to do
JudeAI · Qwen 27B on Civo