# Large Language Model Training Efficiency on Llama 1.7B 3.2 Source: [Large Language Model Training Efficiency on Llama 1.7B 3.2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:03.655Z Evaluation of the training efficiency for the Llama 1.7B 3.2 model, specifically measuring reductions in energy consumption under iso-time constraints and time reduction under iso-energy constraints. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Large Language Model Training Efficiency | | Dataset (including any stated split) | Llama 1.7B 3.2 | | Metric | Energy Reduction (Iso-Time) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Energy Reduction (Iso-Time)](): Higher is better; unit: PERCENT. - [Time Reduction (Iso-Energy)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Energy Reduction (Iso-Time) | Result date | Report paper | | --- | --- | --- | --- | | Kareus | 28.3 | Not recorded | 6978467ca2b28e761d87c477 | | Kareus | 26.8 | Not recorded | 6978467ca2b28e761d87c477 | | Kareus | 23.1 | Not recorded | 6978467ca2b28e761d87c477 | | Nanobatching + Perseus | 20.4 | Not recorded | 6978467ca2b28e761d87c477 | | Kareus | 20.1 | Not recorded | 6978467ca2b28e761d87c477 | | Nanobatching + Perseus | 20 | Not recorded | 6978467ca2b28e761d87c477 | | Nanobatching + Perseus | 16.8 | Not recorded | 6978467ca2b28e761d87c477 | | Kareus | 15 | Not recorded | 6978467ca2b28e761d87c477 | | Nanobatching + Perseus | 8.9 | Not recorded | 6978467ca2b28e761d87c477 | | Kareus | 0 | Not recorded | 6978467ca2b28e761d87c477 | | Nanobatching + Perseus | -0.7 | Not recorded | 6978467ca2b28e761d87c477 | ### Kareus Energy Reduction (Iso-Time): 28.3. Result ID: 69991afb5698665ec4818d53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parallelism Strategy":"TP8","Number of Microbatches":16,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Kareus Energy Reduction (Iso-Time): 26.8. Result ID: 69991afb5698665ec4818d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parallelism Strategy":"TP8","Number of Microbatches":8,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Kareus Energy Reduction (Iso-Time): 23.1. Result ID: 69991afb5698665ec4818d51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parallelism Strategy":"TP8","Number of Microbatches":8,"Sequence Length":"8K"}. This record does not assert independent reproduction. ### Nanobatching + Perseus Energy Reduction (Iso-Time): 20.4. Result ID: 69991afb5698665ec4818d52. [Reporting paper]() Recorded evaluation configuration: {"Parallelism Strategy":"TP8","Number of Microbatches":16,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Kareus Energy Reduction (Iso-Time): 20.1. Result ID: 69991afb5698665ec4818d58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parallelism Strategy":"CP2TP4","Number of Microbatches":16,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Nanobatching + Perseus Energy Reduction (Iso-Time): 20. Result ID: 69991afb5698665ec4818d50. [Reporting paper]() Recorded evaluation configuration: {"Parallelism Strategy":"TP8","Number of Microbatches":8,"Sequence Length":"8K"}. This record does not assert independent reproduction. ### Nanobatching + Perseus Energy Reduction (Iso-Time): 16.8. Result ID: 69991afb5698665ec4818d4e. [Reporting paper]() Recorded evaluation configuration: {"Parallelism Strategy":"TP8","Number of Microbatches":8,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Kareus Energy Reduction (Iso-Time): 15. Result ID: 69991afb5698665ec4818d56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parallelism Strategy":"CP2TP4","Number of Microbatches":8,"Sequence Length":"8K"}. This record does not assert independent reproduction. ### Nanobatching + Perseus Energy Reduction (Iso-Time): 8.9. Result ID: 69991afb5698665ec4818d57. [Reporting paper]() Recorded evaluation configuration: {"Parallelism Strategy":"CP2TP4","Number of Microbatches":16,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Kareus Energy Reduction (Iso-Time): 0. Result ID: 69991afb5698665ec4818d54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parallelism Strategy":"CP2TP4","Number of Microbatches":8,"Sequence Length":"4K"}. This record does not assert independent reproduction. ### Nanobatching + Perseus Energy Reduction (Iso-Time): -0.7. Result ID: 69991afb5698665ec4818d55. [Reporting paper]() Recorded evaluation configuration: {"Parallelism Strategy":"CP2TP4","Number of Microbatches":8,"Sequence Length":"8K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.