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convert-indicator

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Use 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).

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How to use this skill

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Source SKILL.md: https://github.com/TA-Lib/ta-lib/blob/HEAD/.claude/skills/convert-indicator/SKILL.md

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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 (see docs/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-cutover tag, served as ta_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_RetCode return, 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:

MissingWhere
New statement typeir.rs + parser/c_source.rs + all 4 backends
New expression typeir.rs + parser/c_source.rs + all 4 backends
New builtin / macrobackends/builtins.rs + each backend's render
New type keywordparser/c_source.rs + backends
New variable mappingExpr::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

FilePurpose
ta_codegen/input/<name>/<name>.yamlMetadata: inputs, outputs, params, flags
ta_codegen/input/<name>/<name>.cAlgorithm (plain C)
ta_codegen/generator/src/ir.rsIR types (FuncDef, Statement, Expr, ParamType)
ta_codegen/generator/src/parser/c_source.rsC-source → IR parser
ta_codegen/generator/src/parser/yaml.rsYAML metadata parser
ta_codegen/generator/src/backends/*.rsBackends (c, rust_lang, java, dotnet)
ta_codegen/generator/src/server_gen.rsJSON-RPC server generation
ta_codegen/generator/tests/validate.shDev validation harness
docs/ta_codegen_input_yaml.mdYAML 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>.cCRustJava
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)

TierExampleFeatures
Simple loopMULTwhile, assign, array access
AccumulatorSMAif/else, return, cast, running sum
StatefulRSITA_GetUnstablePeriod, TA_IS_ZERO, for-loop, complex lookback
RecursiveEMAk factor, TA_COMPATIBILITY_* compat, operator precedence
DispatcherMAswitch/case, cross-call dispatch, TA_BAD_PARAM/TA_SUCCESS
Multi-outputBBANDSmultiple output arrays