MP-01 100M base: prerendered compute and average tables placed through the card

.gitattributes

@@ -37,3 +37,4 @@ manprot-logo.png filter=lfs diff=lfs merge=lfs -text
 charts/average_table.png filter=lfs diff=lfs merge=lfs -text
 charts/avg_7tasks.png filter=lfs diff=lfs merge=lfs -text
 charts/benchmark_table.png filter=lfs diff=lfs merge=lfs -text
+charts/compute_table.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -50,16 +50,7 @@ Mixture of the expansion stages, by share of tokens: FineWeb-Edu 34%, Wikipedia
 
 Hours are wall-clock GPU time from the run logs. Costs in credits are not listed.
 
-| Stage | Hardware | GPU hours | Tokens |
-|---|---|---:|---:|
-| Pretraining, 75M base | local AMD Radeon RX 7600 (8 GB) | not totalled from logs | 4.0B |
-| Growth to 100M, first stage | local AMD Radeon RX 7600 | 3.94 (one segment) | 0.61B |
-| Chat fine-tune | local AMD Radeon RX 7600 | 2.78 | 0.18B |
-| Expansion, chunk 1 (steps 2,314 to 14,230) | cloud A100 40 GB | 4.00 | 3.1B new |
-| Expansion, chunk 2 (steps 14,231 to 15,000) | cloud A100 40 GB | ~0.35 | 0.2B new |
-| Cooldown, 4,000 steps | cloud H200 141 GB | 0.68 | 1.05B |
-| Benchmarks of released checkpoints | local GPU | a few minutes each | |
-| Comparison benchmarks (7 models) | cloud H200 | a few minutes each, run in parallel | |
+![Compute used for this release](charts/compute_table.png)
 
 Note: the local GPU's elapsed times are per recorded segment; long runs were restarted, so the 75M pretraining total is not reliable from the logs. The expansion continued beyond step 15,000 on the cloud and that part is not included in this checkpoint.
 
@@ -69,6 +60,7 @@ Scored by this repository's harness (`scripts/eval_checkpoint.py`, `scripts/eval
 
 ### Against other models
 
+
 ![Average benchmark score](charts/average_table.png)
 
 ![Benchmark results](charts/benchmark_table.png)