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* support kv cache reuse for MLA load compressed_kv and k_pe and do up-projection use 192/128 head size MLA context kernel support Blackwell and Hopper now Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * add CI test Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * fix: set k_pe head_num to 1 for kernel 2 and kernel 2V2 Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com> * resolve comments Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * use GPTJ style RoPE for MLA Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * fix rebase error and some docs Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * fix kv_lens Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * tiny fix Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * fix torch compile Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * fix: use normal device memory instead of pinned memory for unit test Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com> * fix L0 tests Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * fix torch compile after rebase Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * resolve comments Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> * resolve comments again Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> --------- Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com> Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com> Signed-off-by: zhhuang-nv <145532724+zhhuang-nv@users.noreply.github.com> Co-authored-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com> |
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| .. | ||
| l0_a10.yml | ||
| l0_a30.yml | ||
| l0_a100.yml | ||
| l0_b200.yml | ||
| l0_dgx_h100.yml | ||
| l0_dgx_h200.yml | ||
| l0_gb202.yml | ||
| l0_gb203.yml | ||
| l0_gh200.yml | ||
| l0_h100.yml | ||
| l0_l40s.yml | ||
| l0_perf.yml | ||
| l0_rtx_pro_6000.yml | ||
| l0_sanity_check.yml | ||
| README.md | ||
Description
This folder contains test definition which is consumed by trt-test-db tool based on system specifications.
Installation
Install trt-test-db using the following command:
pip3 install --extra-index-url https://urm.nvidia.com/artifactory/api/pypi/sw-tensorrt-pypi/simple --ignore-installed trt-test-db==1.8.5+bc6df7
Test Definition
Test definitions are stored in YAML files located in ${TRT_LLM_ROOT}/tests/integration/test_lists/test-db/. These files define test conditions and the tests to be executed.
Example YAML Structure
version: 0.0.1
l0_e2e:
- condition:
terms:
supports_fp8: true
ranges:
system_gpu_count:
gte: 4
lte: 4
wildcards:
gpu:
- '*h100*'
linux_distribution_name: ubuntu*
tests:
- examples/test_llama.py::test_llm_llama_v3_1_1node_multi_gpus[llama-3.1-8b-enable_fp8]
- examples/test_llama.py::test_llm_llama_v3_1_1node_multi_gpus[llama-3.1-70b-enable_fp8]
Generating Test Lists
Use trt-test-db to generate a test list based on the system configuration:
trt-test-db -d /TensorRT-LLM/src/tests/integration/test_lists/test-db \
--context l0_e2e \
--test-names \
--output /TensorRT-LLM/src/l0_e2e.txt \
--match-exact '{"chip":"ga102gl-a","compute_capability":"8.6","cpu":"x86_64","gpu":"A10","gpu_memory":"23028.0","host_mem_available_mib":"989937","host_mem_total_mib":"1031949","is_aarch64":false,"is_linux":true,"linux_distribution_name":"ubuntu","linux_version":"22.04","supports_fp8":false,"supports_int8":true,"supports_tf32":true,"sysname":"Linux","system_gpu_count":"1",...}'
This command generates a test list file (l0_e2e.txt) based on the specified context and system configuration.
Running Tests
Execute the tests using pytest with the generated test list:
pytest -v --test-list=/TensorRT-LLM/src/l0_e2e.txt --output-dir=/tmp/logs
This command runs the tests specified in the test list and outputs the results to the specified directory.
Additional Information
- The
--contextparameter in thetrt-test-dbcommand specifies which context to search in the YAML files. - The
--match-exactparameter provides system information used to filter tests based on the conditions defined in the YAML files. - Modify the YAML files to add or update test conditions and test cases as needed.
For more detailed information on
trt-test-dbandpytestusage, refer to their respective documentation.