# 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# Running `make` or `make all` will check and run any outdated or missing experiments.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 --- | |
# 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})" | |