From ec3e1f9d1aeac861dcfee6fc8940195cc8ba2403 Mon Sep 17 00:00:00 2001 From: Davide Polato Date: Mon, 24 Aug 2026 17:20:00 +0200 Subject: [PATCH] Refresh the EcoLogits coefficients from the API Regenerated with EcoLogitsCoefficientsGenerator against api.ecologits.ai: brings the OpenAI models up to gpt-5.5 and refreshes the estimates of the models already listed. Fixes #240 --- src/main/resources/ecologits/coefficients.csv | 377 +++++++++--------- 1 file changed, 180 insertions(+), 197 deletions(-) diff --git a/src/main/resources/ecologits/coefficients.csv b/src/main/resources/ecologits/coefficients.csv index 2c4b8243..1176810e 100644 --- a/src/main/resources/ecologits/coefficients.csv +++ b/src/main/resources/ecologits/coefficients.csv @@ -1,60 +1,57 @@ # Per-1k-output-token impact coefficients sourced from the EcoLogits public API. # Regenerated by com.digitalpebble.spruce.modules.ecologits.EcoLogitsCoefficientsGenerator # source_api_version=v1beta -# generated_at=2026-04-30T09:42:09.776966922Z +# generated_at=2026-08-22T08:03:20.587788516Z provider,model_name,energy_kwh,gwp_embodied_kgco2eq,adpe_embodied_kgsbeq -anthropic,claude-3-haiku-20240307,1.840338e-03,3.647679e-05,2.043145e-09 -anthropic,claude-haiku-4-5,1.600459e-04,4.868397e-06,2.726895e-10 -anthropic,claude-haiku-4-5-20251001,1.600459e-04,4.868397e-06,2.726895e-10 -anthropic,claude-opus-4-0,2.986775e-02,4.351042e-04,2.437113e-08 -anthropic,claude-opus-4-1,3.039930e-02,5.516709e-04,3.090029e-08 -anthropic,claude-opus-4-1-20250805,3.039930e-02,5.516709e-04,3.090029e-08 -anthropic,claude-opus-4-20250514,2.986775e-02,4.351042e-04,2.437113e-08 -anthropic,claude-opus-4-5,6.367195e-03,1.610183e-04,9.018985e-09 -anthropic,claude-opus-4-5-20251101,6.367195e-03,1.610183e-04,9.018985e-09 -anthropic,claude-opus-4-6,6.406501e-03,1.696379e-04,9.501790e-09 -anthropic,claude-sonnet-4-0,2.398765e-03,6.327736e-05,3.544303e-09 -anthropic,claude-sonnet-4-20250514,2.398765e-03,6.327736e-05,3.544303e-09 -anthropic,claude-sonnet-4-5,2.459438e-03,7.658275e-05,4.289567e-09 -anthropic,claude-sonnet-4-5-20250929,2.459438e-03,7.658275e-05,4.289567e-09 -anthropic,claude-sonnet-4-6,2.419805e-03,6.789126e-05,3.802737e-09 -cohere,c4ai-aya-expanse-32b,9.534182e-05,7.137051e-06,3.997618e-10 -cohere,c4ai-aya-expanse-8b,8.027837e-05,7.137051e-06,3.997618e-10 -cohere,c4ai-aya-vision-32b,9.583834e-05,7.137051e-06,3.997618e-10 -cohere,c4ai-aya-vision-8b,8.065077e-05,7.137051e-06,3.997618e-10 -cohere,command-a-03-2025,5.767514e-04,2.854821e-05,1.599047e-09 -cohere,command-a-reasoning-08-2025,5.767514e-04,2.854821e-05,1.599047e-09 -cohere,command-a-translate-08-2025,5.767514e-04,2.854821e-05,1.599047e-09 -cohere,command-a-vision-07-2025,5.792340e-04,2.854821e-05,1.599047e-09 -cohere,command-r,7.657314e-05,2.832309e-06,1.586438e-10 -cohere,command-r-08-2024,7.828177e-05,3.224198e-06,1.805943e-10 -cohere,command-r-plus-08-2024,5.256383e-04,2.081092e-05,1.165665e-09 -cohere,command-r7b-12-2024,6.150969e-05,2.832309e-06,1.586438e-10 -cohere,command-r7b-arabic-02-2025,8.027837e-05,7.137051e-06,3.997618e-10 -google_genai,gemini-2.0-flash,2.183033e-03,3.792788e-05,2.124423e-09 -google_genai,gemini-2.0-flash-001,2.183033e-03,3.792788e-05,2.124423e-09 -google_genai,gemini-2.0-flash-lite,7.187780e-05,2.367515e-06,1.326097e-10 -google_genai,gemini-2.0-flash-lite-001,7.286269e-05,2.593409e-06,1.452625e-10 -google_genai,gemini-2.5-flash,2.195788e-03,4.085334e-05,2.288285e-09 -google_genai,gemini-2.5-flash-image,2.186790e-03,3.878977e-05,2.172699e-09 -google_genai,gemini-2.5-flash-lite,7.187780e-05,2.367515e-06,1.326097e-10 -google_genai,gemini-2.5-pro,2.728778e-02,1.438224e-04,8.055805e-09 -google_genai,gemini-3-flash-preview,3.896970e-03,4.838665e-05,2.710242e-09 -google_genai,gemini-3-pro-image-preview,1.914989e-02,4.638845e-04,2.598318e-08 -google_genai,gemini-3-pro-preview,1.817516e-02,2.403227e-04,1.346100e-08 -google_genai,gemini-3.1-flash-image-preview,1.847244e-02,3.085067e-04,1.728013e-08 -google_genai,gemini-3.1-flash-lite-preview,4.825034e-04,1.034819e-05,5.796245e-10 -google_genai,gemini-3.1-pro-preview,1.820904e-02,2.480937e-04,1.389627e-08 +anthropic,claude-haiku-4-5,1.597178e-04,4.796451e-06,2.686597e-10 +anthropic,claude-haiku-4-5-20251001,1.597178e-04,4.796451e-06,2.686597e-10 +anthropic,claude-opus-4-0,3.096563e-02,6.758654e-04,3.785669e-08 +anthropic,claude-opus-4-1,3.189195e-02,8.790065e-04,4.923507e-08 +anthropic,claude-opus-4-1-20250805,3.189195e-02,8.790065e-04,4.923507e-08 +anthropic,claude-opus-4-20250514,3.096563e-02,6.758654e-04,3.785669e-08 +anthropic,claude-opus-4-5,6.269749e-03,1.396486e-04,7.822020e-09 +anthropic,claude-opus-4-5-20251101,6.269749e-03,1.396486e-04,7.822020e-09 +anthropic,claude-opus-4-6,6.326856e-03,1.521720e-04,8.523486e-09 +anthropic,claude-opus-4-7,6.175807e-03,1.190471e-04,6.668088e-09 +anthropic,claude-opus-4-8,6.081147e-03,9.828843e-05,5.505349e-09 +anthropic,claude-sonnet-4-0,2.415319e-03,6.690749e-05,3.747634e-09 +anthropic,claude-sonnet-4-20250514,2.415319e-03,6.690749e-05,3.747634e-09 +anthropic,claude-sonnet-4-5,2.494803e-03,8.433828e-05,4.723971e-09 +anthropic,claude-sonnet-4-5-20250929,2.494803e-03,8.433828e-05,4.723971e-09 +anthropic,claude-sonnet-4-6,2.415581e-03,6.696508e-05,3.750860e-09 +cohere,c4ai-aya-expanse-32b,9.112189e-05,6.169179e-06,3.455491e-10 +cohere,c4ai-aya-vision-32b,9.161842e-05,6.169179e-06,3.455491e-10 +cohere,command-a-03-2025,5.598717e-04,2.467671e-05,1.382196e-09 +cohere,command-a-plus-05-2026,1.651029e-03,4.935343e-05,2.764393e-09 +cohere,command-a-reasoning-08-2025,5.598717e-04,2.467671e-05,1.382196e-09 +cohere,command-a-translate-08-2025,5.598717e-04,2.467671e-05,1.382196e-09 +cohere,command-a-vision-07-2025,5.623543e-04,2.467671e-05,1.382196e-09 +cohere,command-r-08-2024,7.935160e-05,3.469571e-06,1.943382e-10 +cohere,command-r-plus-08-2024,5.178498e-04,1.902457e-05,1.065607e-09 +cohere,command-r7b-12-2024,6.223360e-05,2.998343e-06,1.679437e-10 +cohere,command-r7b-arabic-02-2025,7.605844e-05,6.169179e-06,3.455491e-10 +google_genai,gemini-2.0-flash,2.205918e-03,4.317676e-05,2.418424e-09 +google_genai,gemini-2.0-flash-001,2.205918e-03,4.317676e-05,2.418424e-09 +google_genai,gemini-2.0-flash-lite,6.893634e-05,1.692869e-06,9.482130e-11 +google_genai,gemini-2.0-flash-lite-001,6.893634e-05,1.692869e-06,9.482130e-11 +google_genai,gemini-2.5-flash,2.205918e-03,4.317676e-05,2.418424e-09 +google_genai,gemini-2.5-flash-image,2.171052e-03,3.518007e-05,1.970512e-09 +google_genai,gemini-2.5-flash-lite,6.893634e-05,1.692869e-06,9.482130e-11 +google_genai,gemini-2.5-pro,2.727114e-02,1.400074e-04,7.842121e-09 +google_genai,gemini-3-flash-preview,3.853726e-03,3.846823e-05,2.154689e-09 +google_genai,gemini-3-pro-image-preview,1.896200e-02,4.207911e-04,2.356942e-08 +google_genai,gemini-3-pro-preview,1.794570e-02,1.876941e-04,1.051315e-08 +google_genai,gemini-3.1-flash-image-preview,1.828870e-02,2.663640e-04,1.491962e-08 +google_genai,gemini-3.1-flash-lite,4.661838e-04,6.605151e-06,3.699689e-10 +google_genai,gemini-3.1-flash-lite-preview,4.734373e-04,8.268803e-06,4.631537e-10 +google_genai,gemini-3.1-pro-preview,1.794570e-02,1.876941e-04,1.051315e-08 google_genai,gemini-3.1-pro-preview-customtools,1.712736e-02,1.041667e-09,5.834602e-14 -google_genai,gemini-flash-latest,2.198139e-03,4.139275e-05,2.318498e-09 -google_genai,gemini-flash-lite-latest,6.727126e-05,1.310970e-06,7.343030e-11 -google_genai,gemini-pro-latest,2.738260e-02,1.655710e-04,9.273991e-09 -google_genai,gemma-3-12b-it,5.174905e-05,1.627604e-11,9.116565e-16 -google_genai,gemma-3-1b-it,4.479765e-05,1.627604e-11,9.116565e-16 -google_genai,gemma-3-27b-it,6.118310e-05,1.627604e-11,9.116565e-16 -google_genai,gemma-3-4b-it,4.684583e-05,1.627604e-11,9.116565e-16 -google_genai,gemma-3n-e2b-it,4.755338e-05,1.627604e-11,9.116565e-16 -google_genai,gemma-3n-e4b-it,4.904918e-05,1.627604e-11,9.116565e-16 +google_genai,gemini-3.5-flash,6.415983e-03,5.404671e-05,3.027274e-09 +google_genai,gemini-flash-latest,2.161875e-03,3.307521e-05,1.852615e-09 +google_genai,gemini-flash-lite-latest,6.891929e-05,1.688960e-06,9.460230e-11 +google_genai,gemini-pro-latest,2.666071e-02,1.041667e-09,5.834602e-14 +google_genai,gemma-4-26b-a4b-it,5.846091e-05,2.706732e-06,1.516100e-10 +google_genai,gemma-4-31b-it,6.341748e-05,1.627604e-11,9.116565e-16 huggingface_hub,CohereForAI/aya-23-35B,1.378202e-04,3.255208e-11,1.823313e-15 huggingface_hub,CohereForAI/aya-23-8B,5.141598e-05,1.627604e-11,9.116565e-16 huggingface_hub,CohereForAI/c4ai-command-r-plus,4.543593e-04,6.510417e-11,3.646626e-15 @@ -231,148 +228,134 @@ huggingface_hub,mistralai/Mixtral-8x7B-Instruct-v0.1,1.091545e-04,3.255208e-11,1 huggingface_hub,mistralai/Mixtral-8x7B-v0.1,1.091545e-04,3.255208e-11,1.823313e-15 huggingface_hub,openai/gpt-oss-120b,1.980561e-04,6.510417e-11,3.646626e-15 huggingface_hub,openai/gpt-oss-20b,4.854033e-05,1.627604e-11,9.116565e-16 -mistralai,codestral-2405,7.573372e-05,3.029354e-06,1.696807e-10 -mistralai,codestral-2411-rc5,7.573372e-05,3.029354e-06,1.696807e-10 -mistralai,codestral-2412,7.440537e-05,2.743073e-06,1.536455e-10 -mistralai,codestral-2501,7.573372e-05,3.029354e-06,1.696807e-10 -mistralai,codestral-2508,7.573372e-05,3.029354e-06,1.696807e-10 -mistralai,codestral-latest,7.573372e-05,3.029354e-06,1.696807e-10 -mistralai,devstral-2512,5.692274e-04,1.097229e-05,6.145820e-10 -mistralai,devstral-latest,5.692274e-04,1.097229e-05,6.145820e-10 -mistralai,devstral-medium-2507,5.686293e-04,1.369047e-05,7.668328e-10 -mistralai,devstral-medium-latest,5.685011e-04,1.366285e-05,7.652858e-10 -mistralai,devstral-small-2507,6.931646e-05,1.447031e-06,8.105133e-11 -mistralai,devstral-small-latest,6.931646e-05,1.447031e-06,8.105133e-11 -mistralai,labs-devstral-small-2512,6.958067e-05,1.447031e-06,8.105133e-11 -mistralai,labs-mistral-small-creative,7.948337e-05,3.638175e-06,2.037821e-10 -mistralai,magistral-medium-2509,5.738942e-04,1.482515e-05,8.303889e-10 -mistralai,magistral-medium-latest,5.685011e-04,1.366285e-05,7.652858e-10 -mistralai,magistral-small-2509,6.973577e-05,1.537398e-06,8.611298e-11 -mistralai,magistral-small-latest,6.931646e-05,1.447031e-06,8.105133e-11 -mistralai,ministral-14b-2512,6.703779e-05,2.322530e-06,1.300900e-10 -mistralai,ministral-14b-latest,6.711093e-05,2.338294e-06,1.309730e-10 -mistralai,ministral-3b-2512,6.096354e-05,2.533760e-06,1.419214e-10 -mistralai,ministral-3b-latest,6.096354e-05,2.533760e-06,1.419214e-10 -mistralai,ministral-8b-2512,6.111671e-05,1.897709e-06,1.062948e-10 -mistralai,ministral-8b-latest,6.111671e-05,1.897709e-06,1.062948e-10 -mistralai,mistral-large-2411,5.922990e-04,1.708347e-05,9.568821e-10 -mistralai,mistral-large-2512,5.944886e-04,1.755536e-05,9.833137e-10 -mistralai,mistral-large-latest,5.992460e-04,1.858066e-05,1.040743e-09 -mistralai,mistral-large-pixtral-2411,5.922990e-04,1.708347e-05,9.568821e-10 -mistralai,mistral-medium,5.738686e-04,1.481963e-05,8.300796e-10 -mistralai,mistral-medium-2505,5.738942e-04,1.482515e-05,8.303889e-10 -mistralai,mistral-medium-2508,5.738942e-04,1.482515e-05,8.303889e-10 -mistralai,mistral-medium-latest,5.738942e-04,1.482515e-05,8.303889e-10 -mistralai,mistral-small-2506,7.133485e-05,1.882029e-06,1.054165e-10 -mistralai,mistral-small-2603,2.441230e-04,7.528115e-06,4.216661e-10 -mistralai,mistral-small-latest,2.377266e-04,6.149590e-06,3.444519e-10 -mistralai,mistral-tiny-2407,5.896929e-05,1.537398e-06,8.611298e-11 -mistralai,mistral-tiny-latest,5.896929e-05,1.537398e-06,8.611298e-11 -mistralai,open-mistral-7b,5.896929e-05,1.537398e-06,8.611298e-11 -mistralai,open-mistral-nemo,6.280592e-05,1.666725e-06,9.335689e-11 -mistralai,open-mistral-nemo-2407,6.281339e-05,1.668335e-06,9.344706e-11 -mistralai,pixtral-12b,7.030210e-05,3.310754e-06,1.854425e-10 -mistralai,pixtral-12b-2409,7.030210e-05,3.310754e-06,1.854425e-10 -mistralai,pixtral-12b-latest,7.030210e-05,3.310754e-06,1.854425e-10 -mistralai,pixtral-large-2411,5.744793e-04,1.324301e-05,7.417701e-10 -mistralai,pixtral-large-latest,5.992460e-04,1.858066e-05,1.040743e-09 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