docs(gfql): engine-selection guide (pandas/polars/cuDF/polars-gpu) + motivating comparison#1661

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lmeyerov wants to merge 20 commits into

dev/gfql-seeded-traversal-indexfrom

docs/gfql-engine-docs

Commits on Jul 4, 2026

docs(gfql): engine-selection guide (pandas/polars/cuDF/polars-gpu) + motivating comparison

lmeyerov
and
claude
committed
docs(gfql): round-2 user-testing fixes — de-market perf tail, honest numbers, output-frame note

lmeyerov
and
claude
committed
docs(gfql): apply test-amplification §0 protocol findings (clean-room) + fixes

lmeyerov
and
claude
committed
docs(gfql): address the existing-Polars-user persona (§0 round-003) — silent-coercion warning

lmeyerov
and
claude
committed
docs(gfql): correct the CPU crossover (~10K, not ~1M) with fresh data + reproducer

lmeyerov
and
claude
committed
docs(gfql): F5 — per-engine CSR index numbers (seeded = CPU's game, all 4 engines)

lmeyerov
and
claude
committed
docs(gfql): engines page — orient the cold newcomer (where does `g` come from)

lmeyerov
and
claude
committed
docs(gfql): seeded-traversal CSR adjacency index guide (persona P0-3)

lmeyerov
and
claude
committed
docs(gfql): benchmark page — add parity statement + engine/index cross-links

lmeyerov
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claude
committed
docs(gfql): engines page — vs-external-tools table + switching cookbook (persona P1)

lmeyerov
and
claude
committed
docs(gfql): position vs GraphFrames + PuppyGraph; label pipeline-vs-lifecycle (round-2 personas E/F)

lmeyerov
and
claude
committed
docs(gfql): add 'Larger-than-memory: streaming' section + fix engines.rst doctests

lmeyerov
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claude
committed
docs(gfql): fix index_adjacency quick-start — working chain form, not unsupported Cypher

lmeyerov
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claude
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docs(gfql): mark illustrative engine-switch snippet doc-test:skip

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claude
committed
docs(gfql): review fixes — crossover consistency, forward ref, public phrasing

lmeyerov
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claude
committed
docs(changelog): align engine-docs entry with the measured numbers

lmeyerov
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claude
committed
docs(gfql): replace U+2248 with ASCII '~' — pdflatex chokes on ≈

lmeyerov
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claude
committed
docs(gfql): document Python-settable polars streaming/executor config

lmeyerov
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claude
committed
docs(gfql): document off-engine call() modality (call_mode) + honesty reconcile

lmeyerov
and
claude
committed
docs(gfql): memory note for call_mode auto bridge (G5 decision)

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claude
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docs(gfql): engine-selection guide (pandas/polars/cuDF/polars-gpu) + motivating comparison#1661

docs(gfql): engine-selection guide (pandas/polars/cuDF/polars-gpu) + motivating comparison#1661
lmeyerov wants to merge 20 commits into
dev/gfql-seeded-traversal-indexfrom
docs/gfql-engine-docs

Commits on Jul 4, 2026

docs(gfql): engine-selection guide (pandas/polars/cuDF/polars-gpu) + motivating comparison

docs(gfql): round-2 user-testing fixes — de-market perf tail, honest numbers, output-frame note

docs(gfql): apply test-amplification §0 protocol findings (clean-room) + fixes

docs(gfql): address the existing-Polars-user persona (§0 round-003) — silent-coercion warning

docs(gfql): correct the CPU crossover (~10K, not ~1M) with fresh data + reproducer

docs(gfql): F5 — per-engine CSR index numbers (seeded = CPU's game, all 4 engines)

docs(gfql): engines page — orient the cold newcomer (where does `g` come from)

docs(gfql): seeded-traversal CSR adjacency index guide (persona P0-3)

docs(gfql): benchmark page — add parity statement + engine/index cross-links

docs(gfql): engines page — vs-external-tools table + switching cookbook (persona P1)

docs(gfql): position vs GraphFrames + PuppyGraph; label pipeline-vs-lifecycle (round-2 personas E/F)

docs(gfql): add 'Larger-than-memory: streaming' section + fix engines.rst doctests

docs(gfql): fix index_adjacency quick-start — working chain form, not unsupported Cypher

docs(gfql): mark illustrative engine-switch snippet doc-test:skip

docs(gfql): review fixes — crossover consistency, forward ref, public phrasing

docs(changelog): align engine-docs entry with the measured numbers

docs(gfql): replace U+2248 with ASCII '~' — pdflatex chokes on ≈

docs(gfql): document Python-settable polars streaming/executor config

docs(gfql): document off-engine call() modality (call_mode) + honesty reconcile

docs(gfql): memory note for call_mode auto bridge (G5 decision)