# targets.yaml — declarative fleet spec for LEM-Eval workers. # # 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// 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 — Gemma 4 E4B. Six fully paired quant slots. - name: lemma type: mlx quant: Q4 base: LetheanNetwork/lemma-mlx this: lthn/lemma-mlx - name: lemma type: mlx quant: 8bit base: LetheanNetwork/lemma-mlx-8bit this: lthn/lemma-mlx-8bit - name: lemma type: mlx quant: BF16 base: LetheanNetwork/lemma-mlx-bf16 this: lthn/lemma-mlx-bf16 - name: lemma type: gguf quant: Q4_K_M base: hf.co/LetheanNetwork/lemma:Q4_K_M this: hf.co/lthn/lemma:Q4_K_M - name: lemma type: gguf quant: Q8_0 base: hf.co/LetheanNetwork/lemma:Q8_0 this: hf.co/lthn/lemma:Q8_0 - name: lemma type: gguf quant: BF16 base: hf.co/LetheanNetwork/lemma:BF16 this: hf.co/lthn/lemma:BF16 # Lemmy — Gemma 4 26B A4B MoE. Six fully paired quant slots. - name: lemmy type: mlx quant: Q4 base: LetheanNetwork/lemmy-mlx this: lthn/lemmy-mlx - name: lemmy type: mlx quant: 8bit base: LetheanNetwork/lemmy-mlx-8bit this: lthn/lemmy-mlx-8bit - name: lemmy type: mlx quant: BF16 base: LetheanNetwork/lemmy-mlx-bf16 this: lthn/lemmy-mlx-bf16 - name: lemmy type: gguf quant: Q4_K_M base: hf.co/LetheanNetwork/lemmy:Q4_K_M this: hf.co/lthn/lemmy:Q4_K_M - name: lemmy type: gguf quant: Q8_0 base: hf.co/LetheanNetwork/lemmy:Q8_0 this: hf.co/lthn/lemmy:Q8_0 - name: lemmy type: gguf quant: BF16 base: hf.co/LetheanNetwork/lemmy:BF16 this: hf.co/lthn/lemmy:BF16 # Lemrd — Gemma 4 31B Dense. Six fully paired quant slots. - name: lemrd type: mlx quant: Q4 base: LetheanNetwork/lemrd-mlx this: lthn/lemrd-mlx - name: lemrd type: mlx quant: 8bit base: LetheanNetwork/lemrd-mlx-8bit this: lthn/lemrd-mlx-8bit - name: lemrd type: mlx quant: BF16 base: LetheanNetwork/lemrd-mlx-bf16 this: lthn/lemrd-mlx-bf16 - name: lemrd type: gguf quant: Q4_K_M base: hf.co/LetheanNetwork/lemrd:Q4_K_M this: hf.co/lthn/lemrd:Q4_K_M - name: lemrd type: gguf quant: Q8_0 base: hf.co/LetheanNetwork/lemrd:Q8_0 this: hf.co/lthn/lemrd:Q8_0 - name: lemrd type: gguf quant: BF16 base: hf.co/LetheanNetwork/lemrd:BF16 this: hf.co/lthn/lemrd:BF16