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# Makefile for running MetaMathQA experiments.
# --- Configuration ---
PYTHON := python
RUN_SCRIPT := run.py
EXPERIMENTS_DIR := experiments
RESULTS_DIR := results
# --- Automatic Experiment and Result Discovery ---
# 1. Find all experiment directories by looking for adapter_config.json files.
# This gives us a list like: experiments/lora/llama-3.2-3B-rank32 ...
EXPERIMENT_PATHS := $(shell find $(EXPERIMENTS_DIR) \
-name "adapter_config.json" -or \
-name "training_params.json" | xargs dirname | sort -u)
# 2. Define a function to replace all occurrences of a character in a string.
# This is needed to replicate the result naming logic from run.py (e.g., "lora/foo" -> "lora-foo").
# Usage: $(call replace-all, string, char_to_replace, replacement_char)
replace-all = $(if $(findstring $(2),$(1)),$(call replace-all,$(subst $(2),$(3),$(1)),$(2),$(3)),$(1))
# 3. Define a function to convert an experiment path to its flat result file path.
# e.g., "experiments/lora/llama-3.2-3B-rank32" -> "results/lora-llama-3.2-3B-rank32.json"
exp_to_res = $(RESULTS_DIR)/$(call replace-all,$(patsubst $(EXPERIMENTS_DIR)/%,%,$(1)),/,--).json
# 4. Generate the list of all target result files we want to build.
RESULT_FILES := $(foreach exp,$(EXPERIMENT_PATHS),$(call exp_to_res,$(exp)))
# --- Main Rules ---
# The default 'all' target depends on all possible result files.
# Running `make` or `make all` will check and run any outdated or missing experiments.
all: $(RESULT_FILES)
# --- Dynamic Rule Generation ---
# This is the core logic. We dynamically generate a specific Makefile rule for each experiment found.
# This avoids a complex pattern rule and makes the logic clearer.
define EXPERIMENT_template
# Input $1: The full experiment path (e.g., experiments/lora/llama-3.2-3B-rank32)
# Define the rule:
# The target is the result file (e.g., results/lora-llama-3.2-3B-rank32.json).
# The dependencies are its config files, code changes need to be audited manually since they can
# vary in degree of importance. Note that we explicitly ignore when the script fails to run
# so that the other experiments still have a chance to run.
$(call exp_to_res,$(1)): $(wildcard $(1)/adapter_config.json) $(wildcard $(1)/training_params.json)
@echo "---"
@echo "Running experiment: $(1)"
-$(PYTHON) $(RUN_SCRIPT) -v $(1)
@echo "Finished: $$@"
@echo "---"
endef
# This command iterates through every found experiment path and evaluates the template,
# effectively stamping out a unique, explicit rule for each one.
$(foreach exp_path,$(EXPERIMENT_PATHS),$(eval $(call EXPERIMENT_template,$(exp_path))))
# --- Utility Rules ---
.PHONY: all clean list dump_rules
# The 'clean' rule removes all generated results.
clean:
@echo "Cleaning results directory..."
@([ -n "$(wildcard $(RESULTS_DIR)/*.json)" ] && rm $(RESULTS_DIR)/*.json) || exit 0
# The 'list' rule is for debugging. It shows the discovered experiments
# and the result files the Makefile expects to create for them.
list:
@echo "Discovered experiment configurations:"
@$(foreach exp,$(EXPERIMENT_PATHS),echo " - $(exp)/adapter_config.json";)
@echo "\nTarget result files:"
@$(foreach res,$(RESULT_FILES),echo " - $(res)";)
# The 'dump_rules' rule is for debugging. It dumps all dynamically defined rules.
define newline
endef
define DUMPED_RULES
$(foreach exp_path,$(EXPERIMENT_PATHS),$(call EXPERIMENT_template,$(exp_path)))
endef
dump_rules:
@echo -e "$(subst $(newline),\n,${DUMPED_RULES})"