volta 0.3.0

A PyTorch-like Machine Learning framework.
Documentation 
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check:
	cargo check
	cargo build
	cargo test

# ===== BENCHMARKING =====
# Run all benchmarks
bench:
	cargo bench --bench tensor_ops --
	cargo bench --bench neural_networks --
	cargo bench --bench gpu_comparison --

# Run specific benchmark
bench-name name:
	cargo bench --bench {{name}} --

# Benchmark CPU only (no features)
bench-cpu:
	cargo bench --bench tensor_ops --no-default-features --
	cargo bench --bench neural_networks --no-default-features --
	cargo bench --bench gpu_comparison --no-default-features --

# Benchmark with Accelerate (macOS BLAS)
bench-accel:
	cargo bench --features accelerate --no-default-features --bench tensor_ops --
	cargo bench --features accelerate --no-default-features --bench neural_networks --
	cargo bench --features accelerate --no-default-features --bench gpu_comparison --

# Benchmark GPU comparison
bench-gpu:
	cargo bench --features gpu --bench gpu_comparison --

# Save benchmark results for comparison
bench-save:
	cargo bench --bench tensor_ops -- --save-baseline main
	cargo bench --bench neural_networks -- --save-baseline main
	cargo bench --bench gpu_comparison -- --save-baseline main

# Compare against saved baseline
bench-compare:
	cargo bench --bench tensor_ops -- --baseline main
	cargo bench --bench neural_networks -- --baseline main
	cargo bench --bench gpu_comparison -- --baseline main

bench-report:
	open './target/criterion/report/index.html'

# ===== LLM ASSISTED DEV =====

ask-gpu model:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt responses/claude-on-gpu-integration.md responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "`cat sys-prompts/gpu-sys-prompt.md`" -o reasoning_effort high > responses/gpu-recommendations.md
	nvim responses/gpu-recommendations.md

ask-codex:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt  responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/openai/gpt-5.1-codex" --system "`cat sys-prompts/sys-prompt.md`" -o reasoning_effort high > responses/recommendations.md
	@echo "Finished!"

ask-codex-mini:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt  responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/openai/gpt-5.1-codex-mini" --system "`cat sys-prompts/sys-prompt.md`" -o reasoning_effort high > responses/recommendations.md
	@echo "Finished!"


ask-readme model:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "`cat sys-prompts/readme-sys-prompt.md`" > responses/updates-to-readme.md
	@echo "Finished!"


ask-custom model prompt filename:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "{{prompt}}" > responses/{{filename}}.md
	@echo "Finished!"


ask-err-file model file:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	-rm err-recommendations.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/{{file}} tests/ err.txt tests.txt responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "`cat sys-prompts/err-sys-prompt.md`" > responses/err-recommendations.md
	@echo "Finished!"

ask-err model:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	-rm responses/err-recommendations.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "`cat sys-prompts/err-sys-prompt.md`" > responses/err-recommendations.md
	@echo "Finished!"


ask-status model:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt  responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "`cat sys-prompts/status-sys-prompt.md`" > responses/status-report.md
	@echo "Finished!"

ask model:
	@echo "Cleaning!"
	-rm err.txt tests.txt
	-rm responses/context.md
	@echo "Asking!"
	-cargo build &> err.txt
	-cargo test &> tests.txt
	files-to-prompt Cargo.toml src/ tests/ err.txt tests.txt  responses/status-report.md README.md > responses/context.md
	cat responses/context.md | llm --model "openrouter/{{model}}" --system "`cat sys-prompts/sys-prompt.md`" > responses/recommendations.md
	@echo "Finished!"