build1 publisher
White Circle publishes the harness behind Halo's 2.3x TRL throughput claim
Halo adds expert and tensor parallelism to Hugging Face models and still saves SafeTensors that from_pretrained can load. Its best number, 9,009 tokens per second per GPU against TRL's 3,885, came from synthetic fixed-length sequences.
Publishers:runtimewire.com
Reality
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