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Update TensorRT-LLM Release branch (NVIDIA#745)
* Update TensorRT-LLM --------- Co-authored-by: Shixiaowei02 <[email protected]>
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| # Change Log | ||
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| ## Versions 0.6.0 / 0.6.1 | ||
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| * Models | ||
| * ChatGLM3 | ||
| * InternLM (contributed by @wangruohui) | ||
| * Mistral 7B (developed in collaboration with Mistral.AI) | ||
| * MQA/GQA support to MPT (and GPT) models (contributed by @bheilbrun) | ||
| * Qwen (contributed by @Tlntin and @zhaohb) | ||
| * Replit Code V-1.5 3B (external contribution) | ||
| * T5, mT5, Flan-T5 (Python runtime only) | ||
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| * Features | ||
| * Add runtime statistics related to active requests and KV cache | ||
| utilization from the batch manager (see | ||
| the [batch manager](docs/source/batch_manager.md) documentation) | ||
| * Add `sequence_length` tensor to support proper lengths in beam-search | ||
| (when beam-width > 1 - see | ||
| [tensorrt_llm/batch_manager/GptManager.h](cpp/include/tensorrt_llm/batch_manager/GptManager.h)) | ||
| * BF16 support for encoder-decoder models (Python runtime - see | ||
| [examples/enc_dec](examples/enc_dec/README.md)) | ||
| * Improvements to memory utilization (CPU and GPU - including memory | ||
| leaks) | ||
| * Improved error reporting and memory consumption | ||
| * Improved support for stop and bad words | ||
| * INT8 SmoothQuant and INT8 KV Cache support for the Baichuan models (see | ||
| [examples/baichuan](examples/baichuan/README.md)) | ||
| * INT4 AWQ Tensor Parallelism support and INT8 KV cache + AWQ/weight-only | ||
| support for the GPT-J model (see [examples/gptj](examples/gptj/README.md)) | ||
| * INT4 AWQ support for the Falcon models | ||
| (see [examples/falcon](examples/falcon/README.md)) | ||
| * LoRA support (functional preview only - limited to the Python runtime, | ||
| only QKV support and not optimized in terms of runtime performance) for | ||
| the GPT model (see the | ||
| [Run LoRA with the Nemo checkpoint](examples/gpt/README.md#Run-LoRA-with-the-Nemo-checkpoint) | ||
| in the GPT example) | ||
| * Multi-GPU support for encoder-decoder models (Python runtime - see | ||
| [examples/enc_dec](examples/enc_dec/README.md)) | ||
| * New heuristic for launching the Multi-block Masked MHA kernel (similar | ||
| to FlashDecoding - see | ||
| [decoderMaskedMultiheadAttentionLaunch.h](cpp/tensorrt_llm/kernels/decoderMaskedMultiheadAttention/decoderMaskedMultiheadAttentionLaunch.h)) | ||
| * Prompt-Tuning support for GPT and LLaMA models (see the | ||
| [Prompt-tuning](examples/gpt/README.md#Prompt-tuning) Section in the GPT example) | ||
| * Performance optimizations in various CUDA kernels | ||
| * Possibility to exclude input tokens from the output (see `excludeInputInOutput` in | ||
| [`GptManager`](cpp/include/tensorrt_llm/batch_manager/GptManager.h)) | ||
| * Python binding for the C++ runtime (GptSession - see [`pybind`](cpp/tensorrt_llm/pybind)) | ||
| * Support for different micro batch sizes for context and generation | ||
| phases with pipeline parallelism (see `GptSession::Config::ctxMicroBatchSize` and | ||
| `GptSession::Config::genMicroBatchSize` in | ||
| [tensorrt_llm/runtime/gptSession.h](cpp/include/tensorrt_llm/runtime/gptSession.h)) | ||
| * Support for "remove input padding" for encoder-decoder models (see | ||
| [examples/enc_dec](examples/enc_dec/README.md)) | ||
| * Support for context and generation logits (see `mComputeContextLogits` and | ||
| `mComputeGenerationLogits` in | ||
| [tensorrt_llm/runtime/gptModelConfig.h](cpp/include/tensorrt_llm/runtime/gptModelConfig.h)) | ||
| * Support for `logProbs` and `cumLogProbs` (see `"output_log_probs"` and | ||
| `"cum_log_probs"` in [`GptManager`](cpp/include/tensorrt_llm/batch_manager/GptManager.h)) | ||
| * Update to CUTLASS 3.x | ||
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| * Bug fixes | ||
| * Fix for ChatGLM2 #93 and #138 | ||
| * Fix tensor names error "RuntimeError: Tensor names | ||
| (`host_max_kv_cache_length`) in engine are not the same as expected in | ||
| the main branch" #369 | ||
| * Fix weights split issue in BLOOM when `world_size = 2` ("array split | ||
| does not result in an equal division") #374 | ||
| * Fix SmoothQuant multi-GPU failure with tensor parallelism is 2 #267 | ||
| * Fix a crash in GenerationSession if stream keyword argument is not None | ||
| #202 | ||
| * Fix a typo when calling PyNVML API [BUG] code bug #410 | ||
| * Fix bugs related to the improper management of the `end_id` for various | ||
| models [C++ and Python] | ||
| * Fix memory leaks [C++ code and Python models] | ||
| * Fix the std::alloc error when running the gptManagerBenchmark -- issue | ||
| gptManagerBenchmark std::bad_alloc error #66 | ||
| * Fix a bug in pipeline parallelism when beam-width > 1 | ||
| * Fix a bug with Llama GPTQ due to improper support of GQA | ||
| * Fix issue #88 | ||
| * Fix an issue with the Huggingface Transformers version #16 | ||
| * Fix link jump in windows readme.md #30 - by @yuanlehome | ||
| * Fix typo in batchScheduler.h #56 - by @eltociear | ||
| * Fix typo #58 - by @RichardScottOZ | ||
| * Fix Multi-block MMHA: Difference between `max_batch_size` in the engine | ||
| builder and `max_num_sequences` in TrtGptModelOptionalParams? #65 | ||
| * Fix the log message to be more accurate on KV cache #224 | ||
| * Fix Windows release wheel installation: Failed to install the release | ||
| wheel for Windows using pip #261 | ||
| * Fix missing torch dependencies: [BUG] The batch_manage.a choice error | ||
| in --cpp-only when torch's cxx_abi version is different with gcc #151 | ||
| * Fix linking error during compiling google-test & benchmarks #277 | ||
| * Fix logits dtype for Baichuan and ChatGLM: segmentation fault caused by | ||
| the lack of bfloat16 #335 | ||
| * Minor bug fixes | ||
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| ## Version 0.5.0 | ||
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| * TensorRT-LLM v0.5.0 is the first public release. |
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| 516ff2db1e17536e92150b0c05200589 libtensorrt_llm_batch_manager_static.a | ||
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| ffe001b0bf9ee66b3e3696423d6d09a2 libtensorrt_llm_batch_manager_static.a | ||
| 3657ea3400959a64be77c12d8598dd72 libtensorrt_llm_batch_manager_static.pre_cxx11.a | ||
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| 0403e89a23fd77aed43cac0ecd8136cf libtensorrt_llm_batch_manager_static.a | ||
| 9fa2a1c18860eaf226a6ce61a8e3ed5d libtensorrt_llm_batch_manager_static.pre_cxx11.a | ||
| bb69bf376c5f955c327e867049639d78 libtensorrt_llm_batch_manager_static.a | ||
| 14b107676c74ce17bfc8ce950b36a984 libtensorrt_llm_batch_manager_static.pre_cxx11.a |
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