mirror of
https://github.com/BerriAI/litellm.git
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perf(rust): use pythonize for bridge serialization (#38764)
* perf(rust): use pythonize for bridge serialization * perf(rust): benchmark serialization payload sizes * refactor(rust): remove mutable benchmark state
This commit is contained in:
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7 changed files with 547 additions and 32 deletions
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|
||||
checksum = "29790946404f91d9c5d06f9874efddea1dc06c5efe94541a7d6863108e3a5e4b"
|
||||
dependencies = [
|
||||
"same-file",
|
||||
"winapi-util",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "want"
|
||||
version = "0.3.1"
|
||||
|
|
@ -2475,6 +2784,37 @@ dependencies = [
|
|||
"rustls-pki-types",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "winapi"
|
||||
version = "0.3.9"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "5c839a674fcd7a98952e593242ea400abe93992746761e38641405d28b00f419"
|
||||
dependencies = [
|
||||
"winapi-i686-pc-windows-gnu",
|
||||
"winapi-x86_64-pc-windows-gnu",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "winapi-i686-pc-windows-gnu"
|
||||
version = "0.4.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
|
||||
|
||||
[[package]]
|
||||
name = "winapi-util"
|
||||
version = "0.1.11"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
|
||||
dependencies = [
|
||||
"windows-sys 0.61.2",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "winapi-x86_64-pc-windows-gnu"
|
||||
version = "0.4.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
|
||||
|
||||
[[package]]
|
||||
name = "windows-link"
|
||||
version = "0.2.1"
|
||||
|
|
|
|||
|
|
@ -18,6 +18,7 @@ litellm-ai-gateway = { path = "crates/ai-gateway", default-features = false }
|
|||
axum = "0.7"
|
||||
pyo3 = "0.29.0"
|
||||
pyo3-async-runtimes = { version = "0.29.0", features = ["tokio-runtime"] }
|
||||
pythonize = "0.29.0"
|
||||
rand = "0.8"
|
||||
reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls", "http2", "stream"] }
|
||||
serde = { version = "1.0", features = ["derive"] }
|
||||
|
|
|
|||
|
|
@ -9,10 +9,23 @@ repository.workspace = true
|
|||
name = "_native"
|
||||
crate-type = ["cdylib"]
|
||||
|
||||
[features]
|
||||
default = ["extension-module"]
|
||||
extension-module = ["pyo3/extension-module"]
|
||||
|
||||
[dependencies]
|
||||
litellm-core = { workspace = true, features = ["bedrock-auth"] }
|
||||
litellm-ai-gateway = { workspace = true, default-features = false }
|
||||
pyo3 = { workspace = true, features = ["extension-module"] }
|
||||
pyo3.workspace = true
|
||||
pyo3-async-runtimes.workspace = true
|
||||
pythonize.workspace = true
|
||||
serde.workspace = true
|
||||
serde_json.workspace = true
|
||||
tokio.workspace = true
|
||||
|
||||
[dev-dependencies]
|
||||
criterion = "0.8.2"
|
||||
|
||||
[[bench]]
|
||||
name = "serialization"
|
||||
harness = false
|
||||
|
|
|
|||
103
litellm-rust/crates/python-bridge/benches/serialization.rs
Normal file
103
litellm-rust/crates/python-bridge/benches/serialization.rs
Normal file
|
|
@ -0,0 +1,103 @@
|
|||
use std::hint::black_box;
|
||||
use std::time::Duration;
|
||||
|
||||
use criterion::{BenchmarkId, Criterion, criterion_group, criterion_main};
|
||||
use pyo3::prelude::*;
|
||||
use pyo3::types::PyDict;
|
||||
use serde_json::{Value, json};
|
||||
|
||||
const PAYLOAD_SIZES: &[(&str, usize)] = &[
|
||||
("1_KiB", 1024),
|
||||
("64_KiB", 64 * 1024),
|
||||
("1_MiB", 1024 * 1024),
|
||||
("4_MiB", 4 * 1024 * 1024),
|
||||
("16_MiB", 16 * 1024 * 1024),
|
||||
];
|
||||
|
||||
fn former_json_roundtrip_from_py(py: Python<'_>, value: &Bound<'_, PyAny>) -> Value {
|
||||
let json = py.import("json").expect("Python json module should import");
|
||||
let encoded: String = json
|
||||
.call_method1("dumps", (value,))
|
||||
.expect("payload should serialize")
|
||||
.extract()
|
||||
.expect("json.dumps should return a string");
|
||||
serde_json::from_str(&encoded).expect("serialized JSON should parse")
|
||||
}
|
||||
|
||||
fn pythonize_from_py(value: &Bound<'_, PyAny>) -> Value {
|
||||
pythonize::depythonize(value).expect("payload should depythonize")
|
||||
}
|
||||
|
||||
fn former_json_roundtrip_to_py(py: Python<'_>, value: &Value) -> Py<PyAny> {
|
||||
let json = py.import("json").expect("Python json module should import");
|
||||
let encoded = serde_json::to_string(value).expect("response should serialize");
|
||||
json.call_method1("loads", (encoded,))
|
||||
.expect("serialized response should parse in Python")
|
||||
.unbind()
|
||||
}
|
||||
|
||||
fn pythonize_to_py(py: Python<'_>, value: &Value) -> Py<PyAny> {
|
||||
pythonize::pythonize(py, value)
|
||||
.expect("response should pythonize")
|
||||
.unbind()
|
||||
}
|
||||
|
||||
fn serialization(c: &mut Criterion) {
|
||||
Python::initialize();
|
||||
Python::attach(|py| {
|
||||
for &(label, payload_bytes) in PAYLOAD_SIZES {
|
||||
let data_uri = format!("data:image/png;base64,{}", "A".repeat(payload_bytes));
|
||||
let document = PyDict::new(py);
|
||||
document
|
||||
.set_item("type", "image_url")
|
||||
.expect("document type should be set");
|
||||
document
|
||||
.set_item("image_url", &data_uri)
|
||||
.expect("document URL should be set");
|
||||
let response = json!({
|
||||
"pages": [{
|
||||
"index": 0,
|
||||
"markdown": "OCR text",
|
||||
"images": [{"image_base64": data_uri}],
|
||||
}],
|
||||
"model": "mistral-ocr-latest",
|
||||
"document_annotation": null,
|
||||
"usage_info": {"pages_processed": 1},
|
||||
"object": "ocr",
|
||||
});
|
||||
|
||||
c.bench_with_input(
|
||||
BenchmarkId::new("python_to_rust_json", label),
|
||||
&document,
|
||||
|b, document| {
|
||||
b.iter(|| former_json_roundtrip_from_py(py, black_box(document.as_any())))
|
||||
},
|
||||
);
|
||||
c.bench_with_input(
|
||||
BenchmarkId::new("python_to_rust_pythonize", label),
|
||||
&document,
|
||||
|b, document| b.iter(|| pythonize_from_py(black_box(document.as_any()))),
|
||||
);
|
||||
c.bench_with_input(
|
||||
BenchmarkId::new("rust_to_python_json", label),
|
||||
&response,
|
||||
|b, response| b.iter(|| former_json_roundtrip_to_py(py, black_box(response))),
|
||||
);
|
||||
c.bench_with_input(
|
||||
BenchmarkId::new("rust_to_python_pythonize", label),
|
||||
&response,
|
||||
|b, response| b.iter(|| pythonize_to_py(py, black_box(response))),
|
||||
);
|
||||
}
|
||||
});
|
||||
}
|
||||
|
||||
criterion_group! {
|
||||
name = benches;
|
||||
config = Criterion::default()
|
||||
.sample_size(20)
|
||||
.warm_up_time(Duration::from_secs(1))
|
||||
.measurement_time(Duration::from_secs(4));
|
||||
targets = serialization
|
||||
}
|
||||
criterion_main!(benches);
|
||||
|
|
@ -19,6 +19,9 @@ use pyo3::types::{PyAny, PyDict};
|
|||
use serde_json::{Map, Value};
|
||||
|
||||
mod gil;
|
||||
mod marshal;
|
||||
|
||||
use marshal::{from_py, to_py};
|
||||
|
||||
pyo3::create_exception!(
|
||||
_native,
|
||||
|
|
@ -41,35 +44,18 @@ type MarshaledOcrInputs = (
|
|||
Option<Duration>,
|
||||
);
|
||||
|
||||
fn py_to_json(py: Python<'_>, value: &Bound<'_, PyAny>) -> PyResult<Value> {
|
||||
let json = py.import("json")?;
|
||||
let encoded: String = json.call_method1("dumps", (value,))?.extract()?;
|
||||
serde_json::from_str(&encoded).map_err(|err| PyValueError::new_err(err.to_string()))
|
||||
}
|
||||
|
||||
fn json_to_py(py: Python<'_>, value: Value) -> PyResult<Py<PyAny>> {
|
||||
let json = py.import("json")?;
|
||||
let encoded =
|
||||
serde_json::to_string(&value).map_err(|err| PyValueError::new_err(err.to_string()))?;
|
||||
Ok(json.call_method1("loads", (encoded,))?.unbind())
|
||||
}
|
||||
|
||||
fn messages_response_to_py(
|
||||
py: Python<'_>,
|
||||
response: AnthropicMessagesResponse,
|
||||
) -> PyResult<Py<PyAny>> {
|
||||
let value =
|
||||
serde_json::to_value(response).map_err(|err| PyValueError::new_err(err.to_string()))?;
|
||||
json_to_py(py, value)
|
||||
to_py(py, &response)
|
||||
}
|
||||
|
||||
fn chat_completions_response_to_py(
|
||||
py: Python<'_>,
|
||||
response: ChatCompletionsResponse,
|
||||
) -> PyResult<Py<PyAny>> {
|
||||
let value =
|
||||
serde_json::to_value(response).map_err(|err| PyValueError::new_err(err.to_string()))?;
|
||||
json_to_py(py, value)
|
||||
to_py(py, &response)
|
||||
}
|
||||
|
||||
fn core_error_to_pyerr(err: CoreError) -> PyErr {
|
||||
|
|
@ -116,7 +102,7 @@ fn optional_object_to_map(
|
|||
value: Option<Py<PyAny>>,
|
||||
) -> PyResult<Map<String, Value>> {
|
||||
match value {
|
||||
Some(value) => match py_to_json(py, value.bind(py))? {
|
||||
Some(value) => match from_py(value.bind(py))? {
|
||||
Value::Object(map) => Ok(map),
|
||||
_ => Err(PyValueError::new_err(format!("{name} must be a dict"))),
|
||||
},
|
||||
|
|
@ -139,7 +125,7 @@ fn marshal_headers(
|
|||
headers: Option<Py<PyAny>>,
|
||||
) -> PyResult<HashMap<String, String>> {
|
||||
let value = match headers {
|
||||
Some(headers) => py_to_json(py, headers.bind(py))?,
|
||||
Some(headers) => from_py(headers.bind(py))?,
|
||||
None => Value::Object(Map::new()),
|
||||
};
|
||||
let Value::Object(headers) = value else {
|
||||
|
|
@ -211,7 +197,7 @@ fn marshal_inputs(
|
|||
optional_params: Option<Py<PyAny>>,
|
||||
timeout_seconds: Option<f64>,
|
||||
) -> PyResult<MarshaledOcrInputs> {
|
||||
let document = py_to_json(py, document.bind(py))?;
|
||||
let document = from_py(document.bind(py))?;
|
||||
let extra_headers = match extra_headers {
|
||||
Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
|
||||
None => None,
|
||||
|
|
@ -262,7 +248,7 @@ fn ocr(
|
|||
});
|
||||
|
||||
match result {
|
||||
Ok(value) => json_to_py(py, value),
|
||||
Ok(value) => to_py(py, &value),
|
||||
Err(err) => Err(core_error_to_pyerr(err)),
|
||||
}
|
||||
}
|
||||
|
|
@ -307,7 +293,7 @@ fn aocr(
|
|||
.await
|
||||
.map_err(core_error_to_pyerr)?;
|
||||
|
||||
Python::attach(|py| json_to_py(py, value))
|
||||
Python::attach(|py| to_py(py, &value))
|
||||
})
|
||||
}
|
||||
|
||||
|
|
@ -325,7 +311,7 @@ fn transcription(
|
|||
optional_params: Option<Py<PyAny>>,
|
||||
timeout_seconds: Option<f64>,
|
||||
) -> PyResult<Py<PyAny>> {
|
||||
let audio = py_to_json(py, audio.bind(py))?;
|
||||
let audio = from_py(audio.bind(py))?;
|
||||
let extra_headers = match extra_headers {
|
||||
Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
|
||||
None => None,
|
||||
|
|
@ -351,7 +337,7 @@ fn transcription(
|
|||
))
|
||||
});
|
||||
match result {
|
||||
Ok(value) => json_to_py(py, value),
|
||||
Ok(value) => to_py(py, &value),
|
||||
Err(err) => Err(core_error_to_pyerr(err)),
|
||||
}
|
||||
}
|
||||
|
|
@ -370,7 +356,7 @@ fn atranscription(
|
|||
optional_params: Option<Py<PyAny>>,
|
||||
timeout_seconds: Option<f64>,
|
||||
) -> PyResult<Bound<'_, PyAny>> {
|
||||
let audio = py_to_json(py, audio.bind(py))?;
|
||||
let audio = from_py(audio.bind(py))?;
|
||||
let extra_headers = match extra_headers {
|
||||
Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
|
||||
None => None,
|
||||
|
|
@ -394,7 +380,7 @@ fn atranscription(
|
|||
})
|
||||
.await
|
||||
.map_err(core_error_to_pyerr)?;
|
||||
Python::attach(|py| json_to_py(py, value))
|
||||
Python::attach(|py| to_py(py, &value))
|
||||
})
|
||||
}
|
||||
|
||||
|
|
@ -406,7 +392,7 @@ fn marshal_messages_inputs(
|
|||
extra_headers: Option<Py<PyAny>>,
|
||||
timeout_seconds: Option<f64>,
|
||||
) -> PyResult<MarshaledMessagesInputs> {
|
||||
let body = py_to_json(py, body.bind(py))?;
|
||||
let body: Value = from_py(body.bind(py))?;
|
||||
if !body.is_object() {
|
||||
return Err(PyValueError::new_err("body must be a dict"));
|
||||
}
|
||||
|
|
@ -498,7 +484,7 @@ fn marshal_chat_completions_inputs(
|
|||
extra_headers: Option<Py<PyAny>>,
|
||||
timeout_seconds: Option<f64>,
|
||||
) -> PyResult<MarshaledChatCompletionsInputs> {
|
||||
let messages = py_to_json(py, messages.bind(py))?;
|
||||
let messages: Value = from_py(messages.bind(py))?;
|
||||
if !messages.is_array() {
|
||||
return Err(PyValueError::new_err("messages must be a list"));
|
||||
}
|
||||
|
|
@ -527,7 +513,7 @@ fn chat_completions_decline(
|
|||
optional_params: Option<Py<PyAny>>,
|
||||
custom_llm_provider: Option<String>,
|
||||
) -> PyResult<Option<String>> {
|
||||
let messages = py_to_json(py, messages.bind(py))?;
|
||||
let messages = from_py(messages.bind(py))?;
|
||||
let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
|
||||
Ok(chat_completions_decline_reason(
|
||||
&model,
|
||||
|
|
|
|||
20
litellm-rust/crates/python-bridge/src/marshal.rs
Normal file
20
litellm-rust/crates/python-bridge/src/marshal.rs
Normal file
|
|
@ -0,0 +1,20 @@
|
|||
use pyo3::exceptions::PyValueError;
|
||||
use pyo3::prelude::*;
|
||||
use serde::Serialize;
|
||||
use serde::de::DeserializeOwned;
|
||||
|
||||
pub fn from_py<T>(value: &Bound<'_, PyAny>) -> PyResult<T>
|
||||
where
|
||||
T: DeserializeOwned,
|
||||
{
|
||||
pythonize::depythonize(value).map_err(|error| PyValueError::new_err(error.to_string()))
|
||||
}
|
||||
|
||||
pub fn to_py<T>(py: Python<'_>, value: &T) -> PyResult<Py<PyAny>>
|
||||
where
|
||||
T: Serialize + ?Sized,
|
||||
{
|
||||
pythonize::pythonize(py, value)
|
||||
.map(Bound::unbind)
|
||||
.map_err(|error| PyValueError::new_err(error.to_string()))
|
||||
}
|
||||
52
litellm-rust/crates/python-bridge/tests/marshal_boundary.rs
Normal file
52
litellm-rust/crates/python-bridge/tests/marshal_boundary.rs
Normal file
|
|
@ -0,0 +1,52 @@
|
|||
use std::fs;
|
||||
use std::path::{Path, PathBuf};
|
||||
|
||||
const DISALLOWED_OUTSIDE_MARSHAL: &[&str] = &[
|
||||
"py.import(\"json\")",
|
||||
"pythonize::",
|
||||
"serde_json::to_string",
|
||||
"serde_json::from_str",
|
||||
];
|
||||
|
||||
fn source_root() -> PathBuf {
|
||||
Path::new(env!("CARGO_MANIFEST_DIR")).join("src")
|
||||
}
|
||||
|
||||
fn rust_sources(directory: &Path) -> Vec<PathBuf> {
|
||||
fs::read_dir(directory)
|
||||
.expect("bridge source directory should be readable")
|
||||
.map(|entry| {
|
||||
entry
|
||||
.expect("bridge source entry should be readable")
|
||||
.path()
|
||||
})
|
||||
.flat_map(|path| {
|
||||
if path.is_dir() {
|
||||
rust_sources(&path)
|
||||
} else if path.extension().is_some_and(|extension| extension == "rs") {
|
||||
vec![path]
|
||||
} else {
|
||||
Vec::new()
|
||||
}
|
||||
})
|
||||
.collect()
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn serialization_is_centralized_in_marshal_module() {
|
||||
let root = source_root();
|
||||
|
||||
for path in rust_sources(&root) {
|
||||
if path == root.join("marshal.rs") {
|
||||
continue;
|
||||
}
|
||||
let source = fs::read_to_string(&path).expect("bridge source should be readable");
|
||||
for disallowed in DISALLOWED_OUTSIDE_MARSHAL {
|
||||
assert!(
|
||||
!source.contains(disallowed),
|
||||
"{} bypasses the typed marshal module with `{disallowed}`",
|
||||
path.display()
|
||||
);
|
||||
}
|
||||
}
|
||||
}
|
||||
Loading…
Add table
Reference in a new issue