convert-indicator
DevelopmentUse when adding a new TA-Lib indicator to ta_codegen, modifying an existing indicator's logic or metadata, or extending the generator (parser/IR/backends) for a new C construct. Triggers on "convert indicator", "add indicator", "modify indicator", "next function", or any TA-Lib function name (SMA, RSI, EMA, MA, BBANDS, etc).
How to use this skill
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Convert / Modify an Indicator via ta_codegen
ta_codegen (Rust, in ta_codegen/generator/) is the single code generator. Each
indicator is defined by two files in ta_codegen/input/<name>/:
<name>.yaml— metadata (inputs, optional params, outputs, group, flags)<name>.c— the algorithm, written as plain C (seedocs/ta_codegen_input_code.md)
From these it generates all four backends: C (in place under src/ta_func /
src/ta_abstract), Rust, Java, .NET (under ta_codegen/output/).
All ~161 indicators are already converted. Use this skill to add a brand-new indicator, modify an existing one, or extend the generator to support a new C construct. The correctness baseline is the frozen pre-cutover reference (the
reference-pre-cutovertag, served asta_ref_serve) plus ta_regtest's hardcoded expected values.
Usage
/convert-indicator BBANDS— work on a specific indicator/convert-indicator— resume in-progress work
Workflow
digraph convert {
"Pick / scope indicator" -> "Write name.yaml + name.c";
"Write name.yaml + name.c" -> "cargo run -- generate";
"cargo run -- generate" -> "Parse error?" [shape=diamond];
"Parse error?" -> "Extend parser (c_source.rs)" [label="yes"];
"Extend parser (c_source.rs)" -> "cargo run -- generate";
"Parse error?" -> "Review generated output" [label="no"];
"Review generated output" -> "New IR node needed?" [shape=diamond];
"New IR node needed?" -> "Extend IR + all 4 backends" [label="yes"];
"Extend IR + all 4 backends" -> "cargo run -- generate";
"New IR node needed?" -> "Output correct?" [label="no"];
"Output correct?" -> "ta_regtest --codegen + commit" [label="yes"];
"Output correct?" -> "Fix backend rendering" [label="no"];
"Fix backend rendering" -> "cargo run -- generate";
}
Step-by-step
1. Find / scope the indicator
ls ta_codegen/input/ # existing definitions
ls ta_codegen/input/<name>/ # the target's .yaml + .c (if it already exists)
2. Write / adjust the metadata — ta_codegen/input/<name>/<name>.yaml
Full schema in docs/ta_codegen_input_yaml.md. Example:
name: SMA
camel_case: Sma
group: Overlap Studies
hint: Simple Moving Average
flags: [overlap]
inputs:
- name: inReal
type: real
optional_inputs:
- name: optInTimePeriod
type: integer
display_name: Time Period
range: [2, 100000]
default: 30
suggested: [4, 200, 1]
outputs:
- name: outReal
type: real
flags: [line]
There is no lookback: field — lookback is a C function in the .c file (below).
Use hint: for the short description (not description:).
3. Write / adjust the logic — ta_codegen/input/<name>/<name>.c
Plain C, exactly as it would appear in src/ta_func: two functions,
int <name>_lookback(...) and
TA_RetCode <name>(int startIdx, int endIdx, const double inReal[], ..., int *outBegIdx, int *outNBElement, double outReal[]).
Full syntax and the ta_defs.h vocabulary (TA_IS_ZERO,
TA_GetUnstablePeriod(TA_FUNC_UNST_X), TA_COMPATIBILITY_*, …) are in
docs/ta_codegen_input_code.md.
Rules:
- A complete C function: full signature,
TA_RetCodereturn, pointer/array outputs (*outBegIdx = ...,outReal[outIdx] = ...),return TA_SUCCESS; - Do not write parameter validation or the guarded/unguarded split — the generator adds those
- Cross-indicator calls use the bare lowercase name (
sma(...),ema_lookback(...)); the generator routes them to the unguarded variant per language
4. Generate and iterate
cd ta_codegen/generator
cargo run --release -- generate --func=<NAME>
cargo test
If the parser panics or output is wrong, extend:
| Missing | Where |
|---|---|
| New statement type | ir.rs + parser/c_source.rs + all 4 backends |
| New expression type | ir.rs + parser/c_source.rs + all 4 backends |
| New builtin / macro | backends/builtins.rs + each backend's render |
| New type keyword | parser/c_source.rs + backends |
| New variable mapping | Expr::Var match in each backend's render_expr() |
When extending the IR you MUST update ALL 4 backends (C, Rust, Java, .NET) or Rust exhaustiveness errors will point you to each.
5. Verify across languages and commit
scripts/build.py servers
cd bin && ./ta_regtest --codegen --function=<NAME> # all langs vs the C reference
git diff the other backends' generated output to confirm an unrelated language
didn't change. SMA/MULT have byte-identical reference comparisons — if those break,
the change is wrong.
Key files
| File | Purpose |
|---|---|
ta_codegen/input/<name>/<name>.yaml | Metadata: inputs, outputs, params, flags |
ta_codegen/input/<name>/<name>.c | Algorithm (plain C) |
ta_codegen/generator/src/ir.rs | IR types (FuncDef, Statement, Expr, ParamType) |
ta_codegen/generator/src/parser/c_source.rs | C-source → IR parser |
ta_codegen/generator/src/parser/yaml.rs | YAML metadata parser |
ta_codegen/generator/src/backends/*.rs | Backends (c, rust_lang, java, dotnet) |
ta_codegen/generator/src/server_gen.rs | JSON-RPC server generation |
ta_codegen/generator/tests/validate.sh | Dev validation harness |
docs/ta_codegen_input_yaml.md | YAML schema reference |
docs/ta_codegen_input_code.md | .c logic / ta_defs.h macro reference |
Backend rendering
Each backend has the same structure:
render_statement()— Statement variants (VarDecl, Assign, While, If, Switch, …)render_expr()— Expr variants (Var, Literal, BinOp, Cast, FuncCall, …)- builtins + cross-indicator dispatch (
backends/builtins.rs+ per-backend resolution)
Cross-call dispatch per language (a bare sma(...) in the .c file):
Call in <name>.c | C | Rust | Java |
|---|---|---|---|
sma(...) | TA_SMA_Unguarded(...) | self.sma_unguarded(...) | smaUnguarded(...) |
sma_lookback(...) | TA_SMA_Lookback(...) | self.sma_lookback(...) | smaLookback(...) |
(C also emits single-precision TA_S_* variants automatically; there is no Rust _s
variant — Rust is concrete f64.)
Complexity tiers (reference order of increasing difficulty)
| Tier | Example | Features |
|---|---|---|
| Simple loop | MULT | while, assign, array access |
| Accumulator | SMA | if/else, return, cast, running sum |
| Stateful | RSI | TA_GetUnstablePeriod, TA_IS_ZERO, for-loop, complex lookback |
| Recursive | EMA | k factor, TA_COMPATIBILITY_* compat, operator precedence |
| Dispatcher | MA | switch/case, cross-call dispatch, TA_BAD_PARAM/TA_SUCCESS |
| Multi-output | BBANDS | multiple output arrays |