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#
# Each target is a (base, this) model pair that gets benchmarked together in
# a paired A/B run. The `type` field says which inference backend the target
# needs — 'mlx' runs on Apple Silicon via mlx_lm, 'gguf' runs on any machine
# that can serve GGUF (via Ollama or llama.cpp). Workers filter by type so
# partitioning across machines falls out of capability, not hostnames.
#
# Each target is an independent canon. Workers writing to different targets
# don't race because each target's .eval_results/ lives in a different model
# repo (and its results/<target>/ path in LEM-benchmarks is also disjoint).
#
# Editing this file is the way to change the fleet. After an edit, commit
# and push — workers pick up the new config on their next `git pull` cycle
# (handled by `lem-eval.sh maintain`).
task: mmlu_pro
defaults:
n_questions: 1 # one new question per run
rounds: 8 # full 8-PAC batch per question
samples_start: auto # derive from canon max(question_index) + 1
targets:
# Lemer — Gemma 4 E2B. Six fully paired quant slots:
# mlx Q4 / 8bit / BF16
# gguf Q4_K_M / Q8_0 / BF16
- name: lemer
type: mlx
quant: Q4
base: LetheanNetwork/lemer-mlx
this: lthn/lemer-mlx
- name: lemer
type: mlx
quant: 8bit
base: LetheanNetwork/lemer-mlx-8bit
this: lthn/lemer-mlx-8bit
- name: lemer
type: mlx
quant: BF16
base: LetheanNetwork/lemer-mlx-bf16
this: lthn/lemer-mlx-bf16
- name: lemer
type: gguf
quant: Q4_K_M
base: hf.co/LetheanNetwork/lemer:Q4_K_M
this: hf.co/lthn/lemer:Q4_K_M
- name: lemer
type: gguf
quant: Q8_0
base: hf.co/LetheanNetwork/lemer:Q8_0
this: hf.co/lthn/lemer:Q8_0
- name: lemer
type: gguf
quant: BF16
base: hf.co/LetheanNetwork/lemer:BF16
this: hf.co/lthn/lemer:BF16
# Lemma / Lemmy / Lemrd — pending the same treatment as lemer.
# (LetheanNetwork bases in matching formats, naming alignment, etc.)
- name: lemma
type: mlx
quant: Q4
base: mlx-community/gemma-4-e4b-it-4bit # TODO: LetheanNetwork/lemma-mlx
this: lthn/lemma
notes: Gemma 4 E4B — pending family rollout
- name: lemmy
type: gguf
quant: Q4_K_M
base: mlx-community/gemma-4-26b-a4b-it-4bit # TODO: LetheanNetwork/lemmy gguf
this: lthn/lemmy
notes: Gemma 4 26B A4B MoE — pending family rollout
- name: lemrd
type: gguf
quant: Q4_K_M
base: mlx-community/gemma-4-31b-it-4bit # TODO: LetheanNetwork/lemrd gguf
this: lthn/lemrd
notes: Gemma 4 31B — pending family rollout
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