Hand-rolled Rust HogQL parser with C++-parity AST output
Project description
hogql_parser_rs
Hand-rolled Rust HogQL parser. Pratt + recursive descent. Same JSON AST
shape as the C++ ANTLR parser so the
two can be cross-validated query-by-query. Ships as a Python extension
via maturin and is selected as the rust-json backend in
posthog/hogql/parser.py.
About 15× faster than the C++ parser on parse_expr and 50–55×
on parse_select, against the same input, on the same machine. The
numbers come from posthog/hogql/scripts/parser_bench.py; re-run
locally before and after any non-trivial change.
The C++ parser is the source of truth
When grammar, AST shape, or any visible behaviour disagrees between
the two, the C++ ANTLR parser is right and this one is wrong. The C++
parser is generated from
posthog/hogql/grammar/HogQLLexer.*.g4
HogQLParser.g4via ANTLR4. The Rust parser does not consume those grammar files; it hand-implements the same recognition behaviour.
This means any grammar change is a two-step change:
-
Update the ANTLR grammar and rebuild the C++ parser. Get the new shape working end-to-end on
cpp-json. Pin the new behaviour with regression tests (see "Tools" below). -
Bring the Rust parser to parity. Run the diagnostics, find the new divergences, fix them. This is the part an LLM agent can drive in a long-running loop.
Skipping step 1 produces a Rust parser that "works" but on a shape
the C++ parser rejects, which means Cloud's printer / planner will
reject too, because they're built on top of cpp-json's output. Get
the oracle right first, then the candidate.
What's in this crate
| Path | What it does |
|---|---|
src/lib.rs |
PyO3 entry points (parse_expr_json, parse_select_json, parse_program_json, parse_order_expr_json, parse_full_template_string_json). Each returns a JSON string; on error the JSON is an {"error": true, ...} envelope posthog/hogql/json_ast.py decodes into HogQLSyntaxError / ExposedHogQLError. |
src/lex.rs |
Lexer. Hand-rolled state machine matching the ANTLR-generated C++ lexer's tokens + mode stack (default / template-string / HogQLX-tag / HogQLX-text). When you add a new keyword to the grammar, add it here too. |
src/parse.rs |
Parser core: Parser struct, public entry points, the Pratt expression parser (parse_expr_bp), positions (pos_obj, wrap_pos, wrap_pos_to), char-offset / line-col tables, checkpoint / restore for speculative branches. |
src/parse/{expr,select,program,join,cte,hogqlx,template}.rs |
Per-rule parsing. Most grammar changes land in one of these. |
src/parse/bp.rs |
Binding-power table + build_infix / merge_and_or / merge_concat. The precedence ladder lives here; new operators usually need an entry in infix_bp and a build_infix arm. |
src/emit.rs |
AST-node builders + position helpers (with_pos is idempotent, replace_pos overrides, no_pos reserves null keys to opt out of the wrap). When you add a new AST node, add a helper here so callers don't hand-build the JSON object. |
src/error.rs |
ParseError + the JSON error envelope. |
Building locally
# One-time: install the rust toolchain via flox / rustup (the workspace
# Cargo.toml is at `rust/Cargo.toml`).
# Build + install the wheel into the venv (editable). Re-run after each
# rust source change.
uv pip install -e rust/hogql/parser
# Or via maturin directly (faster incremental):
maturin develop --release --manifest-path rust/hogql/parser/Cargo.toml
# Sanity check
python -c "import hogql_parser_rs; print(hogql_parser_rs.parse_expr_json('1 + 2'))"
maturin builds a single cp312-abi3 wheel that works on Python
3.12+. CI builds wheels for Linux x86_64/aarch64 (manylinux 2_28 +
musllinux 1_2) and macOS arm64/x86_64; see
.github/workflows/build-hogql-parser-rs.yml.
Publishing
The crate is pinned via the hogql-parser-rs==X.Y.Z line in the
repo-root pyproject.toml. Bump the
version in both:
(They must match. The PR check at
.github/workflows/build-hogql-parser-rs.yml
enforces this.)
Version is intentionally locked in step with
common/hogql_parser (the C++ parser
PyPI package) so a bump signals "both parsers move together." The
publish workflow builds wheels, pushes to PyPI via trusted publishing,
then opens a follow-up PR that updates the repo-root pin.
Adding a new grammar feature
Steps 1–4 are the one-time grammar-update process — done once, human-driven. Step 5 (running the parity loop below) is the long-running, agent-friendly part.
-
Update
HogQLLexer.*.g4andHogQLParser.g4. Runpnpm grammar:buildto regenerate the Python and C++ ANTLR artefacts:pnpm grammar:buildThat step requires the
antlr4.13.2 binary onPATH; instructions inposthog/hogql/grammar/README.md. The script rewritescommon/hogql_parser/HogQL{Lexer,Parser}.{cpp,h,interp,tokens}and the matching Python files. Both backends now recognise the new shape. -
Pick the AST emission. Decide what JSON the cpp visitor should return for the new shape. Either reuse an existing AST node or add a new one in
posthog/hogql/ast.py. The Python AST is shared between backends, so any new node has to land there first, otherwiseposthog/hogql/json_ast.py::deserialize_astwill crash on it. -
Update the cpp visitor. Add the
VISIT(YourNewRule)arm incommon/hogql_parser/parser_json.cpp. Mirror cpp's conventions: calladdPositionInfo(json, ctx)per rule unless you specifically want a position-less node (see "Position parity" below). Rebuild the cpp wheel (pip install ./common/hogql_parser). -
Pin the new behaviour with a regression test. Add a test (and a rust-rejects-it negative test if the grammar tightens) into the
parser_test_factorysuite inposthog/hogql/test/_test_parser.py. The factory runs every test againstcpp-json,rust-json, andpython; on a fresh grammar change the test passes on cpp and fails on rust. That fail is the starting state for the parity loop. -
Run the parity loop. See the next section.
The parity loop
The agent loop that brings rust to behavioural parity with cpp. Long-running; the diagnostics produce concrete diffs the agent attacks one at a time.
Before each iteration, rebuild both parser wheels from local source.
uv pip install / pip install will happily resolve to the published
PyPI wheel and ignore the working tree, so a fresh maturin develop
and a fresh pip install ./common/hogql_parser are non-negotiable —
the diagnostics test what's installed, not what's on disk.
maturin develop --release --manifest-path rust/hogql/parser/Cargo.toml
pip install --force-reinstall --no-deps ./common/hogql_parser
maturin develop writes the wheel into the active venv as editable;
--force-reinstall --no-deps for the cpp wheel sidesteps pip's
"already-satisfied" short-circuit when the in-tree version matches
the PyPI pin. Skip these and the loop will silently chase divergences
that have already been fixed in the working tree.
-
Generate a new divergence. In priority order:
- existing failing regression tests (highest signal);
- real production queries via
log_corpus_diagnostic.py/hog_corpus_diagnostic.py(the hog corpus has been at 100% for a while — usually skip); - PBT (
pbt_diagnostic.py --rule expr|select|program); - thinking hard about edge cases the grammar surface invites.
For everything other than regression tests, start with a small budget (lower
--n, less thinking time) and increase until at least one divergence surfaces. -
Reduce + pin. Shrink each divergence to its minimal form and add it as a regression test in
_test_parser.py's factory so it runs on all three backends. -
Read before fixing. Read the grammar AND the cpp visitor for the rule. 100% identical behaviour means knowing exactly what cpp does — guessing leads to fixes that resurface on a deeper PBT run.
-
Fix the rust parser. Prefer general fixes that won't break on deeper nesting; a depth-0-only special case is a smell. Print a one-paragraph report for the human operator so progress is visible while the loop runs autonomously.
-
Re-run the regression suite. Anything below the previous baseline goes back to step 1.
Generating divergences is the slow step. Run discovery in parallel in the background:
pbt_diagnostic.py --rule selectpbt_diagnostic.py --rule exprpbt_diagnostic.py --rule programlog_corpus_diagnostic.py(real query corpus)- a research subagent grepping for cpp-vs-rust visitor differences
- a research subagent brainstorming adversarial edge cases
Most of these can stream divergences as they're found. Once at least one known divergence is in hand, start fixing it while the parallel runs keep mining the long tail.
Tools for parity work
Every script below has the same --oracle / --candidate flag pair
and defaults to cpp-json vs rust-json. The diagnostics include
per-node start / end positions in the comparison by default; set
CLEAR_LOCATIONS=1 to strip positions when you want a structural-only
read.
Regression tests in posthog/hogql/test/
hogli test posthog/hogql/test/test_parser_cpp_json.py
hogli test posthog/hogql/test/test_parser_python.py
hogli test posthog/hogql/test/test_parser_rust_json.py
The behaviour suite + regression pins live in
_test_parser.py's
parser_test_factory. The three files above are thin subclasses that
spawn one runnable test entry per (backend, case) combination. When
you find a new divergence, add a reduced regression to the factory —
it picks up all three backends automatically.
Property-based testing via posthog/hogql/scripts/pbt_diagnostic.py
PYTHONPATH=. python posthog/hogql/scripts/pbt_diagnostic.py \
--n 5000 --rule program
# Per rule:
--rule expr # standalone column expressions
--rule select # SELECT / SELECT-set statements
--rule program # full Hog programs (declarations + statements + exprs)
Generates ~5 000 random grammar surface examples per rule, parses with
oracle and candidate, buckets divergences by AST shape, and prints
shrunk reproducers. Use --shrink-failures to auto-reduce each
divergence to a minimal example.
Real-query corpora via log_corpus_diagnostic.py / hog_corpus_diagnostic.py
# SELECT queries from the last 7 days of production traffic
# (redacted, AI-data-processing-approved teams only):
PYTHONPATH=. python posthog/hogql/scripts/log_corpus_diagnostic.py
# Hog programs from production (transformations, destinations, …):
PYTHONPATH=. python posthog/hogql/scripts/hog_corpus_diagnostic.py
Both auto-download via hogli metabase:query and cache locally under
posthog/hogql/scripts/.local/. Pass --skip-download to reuse the
existing dump while iterating. Failures are written one block per
divergence to a .sql / .hog file the agent can chew through.
Perf bench via posthog/hogql/scripts/parser_bench.py
CANDIDATE_BACKEND=rust-json PYTHONPATH=. \
python posthog/hogql/scripts/parser_bench.py
Runs both parsers against a fixed corpus of representative queries
(small / medium / nested / pathological) and prints an
oracle / candidate ratio per row. Re-run before and after any
non-trivial change. If parse_select mean drops noticeably (the
parse_select speedup is the headline number), find out why before
landing.
Shadow compare in TEST via cpp-with-rust-shadow
In TEST mode the default backend is cpp-with-rust-shadow: both
backends parse, ASTs are compared, mismatches raise so the failing
test points right at the offending query. In production this same
mode runs at a 1% sample and only logs. Useful when a regression
slips past the PBT but shows up in the suite.
from posthog.hogql.constants import HogQLParserBackend
parse_expr(src, backend=HogQLParserBackend.CPP_WITH_RUST_SHADOW)
Rules of thumb for the parity loop
These aren't always obvious from the diagnostics alone:
-
Prefer the generalising fix. When two implementations both pass the failing cases, pick the one that doesn't depend on the input shape. A
wrap_poscall at a single emit site beats a depth-aware conditional. A change to the binding-power table beats an ad-hoc check in the consumer. -
Position bugs hide behind structural bugs. Always run the PBT with positions on (the default);
CLEAR_LOCATIONS=1is for diagnosing structural regressions only. A 99% structural match can mask a 50% position-aware match. -
Look at the cpp visitor before guessing. Every per-node position decision in this parser has a cpp counterpart in
common/hogql_parser/parser_json.cpp. If the cpp visitor callsaddPositionInfo(json, ctx)you need a wrap on the rust side; if it doesn't, you needemit::no_pos(or the helper for that node already does it). -
Watch the perf bench. Position emission isn't free. Cache O(N) computations on
Parserrather than recomputing per emit; theis_ascii_srcfield is the canonical example. -
Don't fix one rule at a time at the expense of others. A one-line wrap in
parse/expr.rscan move three PBT rules at once. Run all three PBTs after each change, not just the one you started with.
Position parity (the non-obvious part)
The C++ visitor decides per-node whether to emit positions via
addPositionInfo(json, ctx). Some nodes are deliberately
position-less (NamedArgument, ColumnsExpr in qualified-asterisk
column slots, etc.) so the rust parser has to match that exactly.
Three position helpers in emit.rs cover the three cases:
| Helper | When to use |
|---|---|
with_pos |
Default. Adds start / end if not already set. Used by Parser::wrap_pos and wrap_pos_to. Idempotent so the outer pratt-loop wrap doesn't trample inner spans. |
replace_pos |
Override existing start / end. Used by the bare-paren grammar alts ((* REPLACE(...))) where the inner wrap captured only the inner content but cpp's grammar ctx includes the outer parens. |
no_pos |
Pre-insert start: null, end: null so the outer wrap leaves the node bare. Used for nodes cpp explicitly doesn't position (NamedArgument, ColumnExprNamedArg). |
Two more things to keep in mind:
-
Offsets are character indices, not byte indices. cpp's
getStartIndex()is char-based; rust's source slices are byte-based.Parser::pos_objconverts viabyte_to_char_indexfor non-ASCII sources, short-circuits for ASCII. If you bypasspos_obj(e.g. hand-building a position object for a node-builder you control), you have to do the conversion yourself. -
Column is character-position-in-line, not byte-position. Same reason. The ASCII fast path in
pos_objhandles this for free; the slow path counts chars between line-start and offset.
Known long-tail divergences
The PBT for expr and select exposes adversarial grammar surface
that the production corpora never see: deep nested
BETWEEN low AND high chains with embedded aliases and ternaries,
extreme WITHIN GROUP (ORDER BY …) shapes, multi-token-AND-merged
operands. These take focused per-shape investigation; the
PR description has
the current numbers.
The production corpora (log_corpus_diagnostic,
hog_corpus_diagnostic) stay above 90%, so anything the PBT surfaces
that doesn't appear there is technically grammar-parity work but not
user-visible.
Selecting from Python
from posthog.hogql.parser import parse_expr, parse_select, parse_program
ast = parse_expr("1 + event.properties.$browser", backend="rust-json")
Backends live in posthog/hogql/constants.HogQLParserBackend:
| Backend | Use case |
|---|---|
cpp-json |
Production default. ANTLR-based, oracle for everything below. |
rust-json |
This crate. ~15× / ~50× faster, behaviour identical (modulo the long tail). |
python |
Pure-Python ANTLR fallback. Slower; useful for debugging visitor changes. |
cpp-with-rust-shadow |
Production-default in TEST. Parses with cpp, shadow-parses with rust, raises on mismatch (TEST) / logs at 1% sample (prod). |
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