Instructions to use replicate/flashinfer-draft with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use replicate/flashinfer-draft with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("replicate/flashinfer-draft") - Notebooks
- Google Colab
- Kaggle
File size: 3,563 Bytes
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* Copyright (c) 2020-2023, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
// This file exposes a C API to manage dynamic cubin loading.
// It is meant to be included in a .so file that is loaded dynamically
// as a python module, where the following functions can be referenced.
//
// The python code is expected to call `FlashInferSetCubinCallback` when
// loading the module. This sets a callback that can be called by the
// library to load a cubin.
// The callback is expected to call `FlashInferSetCurrentCubin` with the
// cubin data and the size of the cubin.
//
// Internally the library can just rely on the `getCubin` function to encapsulate
// this back and forth.
//
// This is a C API so that we can use it with ctypes and don't rely on pybind11,
// because pybind11 support of arbitrary callback requires >=python3.11.
// Callback into the python function that will get us the requested cubin.
void (*callbackGetCubin)(const char* path, const char* sha256) = nullptr;
// Set the python callback, called by the python code using ctypes.
extern "C" void FlashInferSetCubinCallback(void (*callback)(const char* path, const char* sha256)) {
callbackGetCubin = callback;
}
// Thread-local variable that stores the current cubin.
// It is reset on every call to `getCubin()`.
thread_local std::string current_cubin;
// Called by the callback to set the current cubin.
extern "C" void FlashInferSetCurrentCubin(const char* binary, int size) {
current_cubin = std::string(binary, size);
}
// Get the cubin from the python callback.
// This is the API for the native library to use.
std::string getCubin(const std::string& name, const std::string& sha256) {
if (!callbackGetCubin) {
throw std::runtime_error("FlashInferSetCubinCallback not set");
}
callbackGetCubin(name.c_str(), sha256.c_str());
return current_cubin;
}
void (*callbackGetMetaInfo)(const char* path, const char* sha256, const char* extension) = nullptr;
// Set the python callback, called by the python code using ctypes.
extern "C" void FlashInferSetMetaInfoCallback(void (*callback)(const char* path, const char* sha256,
const char* extension)) {
callbackGetMetaInfo = callback;
}
// Thread-local variable that stores the current metainfo.
// It is reset on every call to `getMetaInfo()`.
thread_local std::string raw_metainfo;
// Called by the callback to set the current metainfo.
extern "C" void FlashInferSetCurrentMetaInfo(const char* binary, int size) {
raw_metainfo = std::string(binary, size);
}
// Get the metainfo from the python callback.
// This is the API for the native library to use.
std::string getMetaInfo(const std::string& name, const std::string& sha256,
const std::string& extension) {
if (!callbackGetMetaInfo) {
throw std::runtime_error("FlashInferSetMetaInfoCallback not set");
}
callbackGetMetaInfo(name.c_str(), sha256.c_str(), extension.c_str());
return raw_metainfo;
}
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