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I use the latest tensorrtllm_backend and TensorRT-LLM of main branch to get docker images.
https://github.com/triton-inference-server/tensorrtllm_backend/tree/main#option-3-build-via-docker
And I use the following command for building engines with codeLlama-7b:
python build.py --model_dir /tensorrtllm_backend/tensorrtllm_backend/CodeLlama-7b-hf/ \
--dtype float16 \
--parallel_build \
--remove_input_padding \
--use_gpt_attention_plugin float16 \
--paged_kv_cache \
--use_inflight_batching \
--enable_context_fmha \
--use_gemm_plugin float16 \
--output_dir /tensorrtllm_backend/tensorrtllm_backend/trt_llama_7b_fp16_kv_cache_inflight_batching_stop/4-gpu/ \
--max_batch_size 32 \
--world_size 4 \
--tp_size 4
I get the following files:
total 13947636
drwxr-xr-x 2 root root 4096 Nov 14 04:56 ./
drwxr-xr-x 3 root root 4096 Nov 14 04:44 ../
-rw-r--r-- 1 root root 1367 Nov 14 04:56 config.json
-rw-r--r-- 1 root root 3570524252 Nov 14 04:56 llama_float16_tp4_rank0.engine
-rw-r--r-- 1 root root 3570525148 Nov 14 04:56 llama_float16_tp4_rank1.engine
-rw-r--r-- 1 root root 3570524252 Nov 14 04:56 llama_float16_tp4_rank2.engine
-rw-r--r-- 1 root root 3570524252 Nov 14 04:56 llama_float16_tp4_rank3.engine
-rw-r--r-- 1 root root 234917 Nov 14 04:56 model.cache
But, when I call the endpoint, I get error:
curl -X POST localhost:8000/v2/models/ensemble/generate -d '{"text_input": "What is machine learning?", "max_tokens": 20, "bad_words": "", "stop_words": ""}'
{"error":"in ensemble 'ensemble', Encountered error for requestId 1725769993: Encountered an error in forward function: [TensorRT-LLM][ERROR] Assertion failed: newSize <= getCapacity() (/app/tensorrt_llm/cpp/tensorrt_llm/runtime/bufferView.h:85)\n1 0x7f290fb62cee /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x15cee) [0x7f290fb62cee]\n2 0x7f290fc25eed /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0xd8eed) [0x7f290fc25eed]\n3 0x7f290fc4dde3 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x100de3) [0x7f290fc4dde3]\n4 0x7f290fbb076c /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x6376c) [0x7f290fbb076c]\n5 0x7f290fbb18f3 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x648f3) [0x7f290fbb18f3]\n6 0x7f290fbb433d /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x6733d) [0x7f290fbb433d]\n7 0x7f290fba4141 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x57141) [0x7f290fba4141]\n8 0x7f290fba62b2 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x592b2) [0x7f290fba62b2]\n9 0x7f29e6064253 /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xdc253) [0x7f29e6064253]\n10 0x7f29e5df4ac3 /usr/lib/x86_64-linux-gnu/libc.so.6(+0x94ac3) [0x7f29e5df4ac3]\n11 0x7f29e5e85bf4 clone + 68"}
I1114 05:16:39.741605 7246 grpc_server.cc:2513] Started GRPCInferenceService at 0.0.0.0:8001
I1114 05:16:39.741814 7246 http_server.cc:4497] Started HTTPService at 0.0.0.0:8000
I1114 05:16:39.782831 7246 http_server.cc:270] Started Metrics Service at 0.0.0.0:8002
[TensorRT-LLM][ERROR] Encountered an error in forward function: [TensorRT-LLM][ERROR] Assertion failed: newSize <= getCapacity() (/app/tensorrt_llm/cpp/tensorrt_llm/runtime/bufferView.h:85)
1 0x7f290fb62cee /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x15cee) [0x7f290fb62cee]
2 0x7f290fc25eed /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0xd8eed) [0x7f290fc25eed]
3 0x7f290fc4dde3 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x100de3) [0x7f290fc4dde3]
4 0x7f290fbb076c /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x6376c) [0x7f290fbb076c]
5 0x7f290fbb18f3 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x648f3) [0x7f290fbb18f3]
6 0x7f290fbb433d /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x6733d) [0x7f290fbb433d]
7 0x7f290fba4141 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x57141) [0x7f290fba4141]
8 0x7f290fba62b2 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x592b2) [0x7f290fba62b2]
9 0x7f29e6064253 /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xdc253) [0x7f29e6064253]
10 0x7f29e5df4ac3 /usr/lib/x86_64-linux-gnu/libc.so.6(+0x94ac3) [0x7f29e5df4ac3]
11 0x7f29e5e85bf4 clone + 68
[TensorRT-LLM][ERROR] Encountered error for requestId 1725769993: Encountered an error in forward function: [TensorRT-LLM][ERROR] Assertion failed: newSize <= getCapacity() (/app/tensorrt_llm/cpp/tensorrt_llm/runtime/bufferView.h:85)
1 0x7f290fb62cee /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x15cee) [0x7f290fb62cee]
2 0x7f290fc25eed /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0xd8eed) [0x7f290fc25eed]
3 0x7f290fc4dde3 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x100de3) [0x7f290fc4dde3]
4 0x7f290fbb076c /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x6376c) [0x7f290fbb076c]
5 0x7f290fbb18f3 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x648f3) [0x7f290fbb18f3]
6 0x7f290fbb433d /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x6733d) [0x7f290fbb433d]
7 0x7f290fba4141 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x57141) [0x7f290fba4141]
8 0x7f290fba62b2 /opt/tritonserver/backends/tensorrtllm/libtriton_tensorrtllm.so(+0x592b2) [0x7f290fba62b2]
9 0x7f29e6064253 /usr/lib/x86_64-linux-gnu/libstdc++.so.6(+0xdc253) [0x7f29e6064253]
10 0x7f29e5df4ac3 /usr/lib/x86_64-linux-gnu/libc.so.6(+0x94ac3) [0x7f29e5df4ac3]
11 0x7f29e5e85bf4 clone + 68
How to resolve it?
Thanks.
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byshiue commentedon Nov 21, 2023
Can you try latest main branch again? The commit is 37ed967.
activezhao commentedon Nov 21, 2023
@byshiue OK, I will try it, thanks.
chenwenjun-github commentedon Nov 30, 2023
@activezhao is it work? I meet same problem 0.0
chenwenjun-github commentedon Nov 30, 2023
@byshiue I try this, modify all_models/inflight_batcher_llm/preprocessing/1/model.py manully, but it doesn't work, my model is codellama with finetune
byshiue commentedon Nov 30, 2023
Can you explain what change do you make and what error do you encounter?
chenwenjun-github commentedon Nov 30, 2023
@byshiue I review above commit, I think the modify of 'all_models/inflight_batcher_llm/preprocessing/1/model.py' is useful for me, I replace this py file instead of my 'preprocessing/1/model.py'' file, but occur same error, the error like this:

activezhao commentedon Dec 1, 2023
Hi @chenwenjun-github You can refer to my compilation steps
triton-inference-server/tensorrtllm_backend#128 (comment)
byshiue commentedon Dec 5, 2023
Here is also a new document https://github.com/triton-inference-server/tensorrtllm_backend/blob/main/docs/llama.md, which provides end to end steps. Please try following these steps first on latest main branch.
kisseternity commentedon Dec 12, 2023
Same question, is there any feasible solution? It's hard to debug as the source code may be in the .so file.
kisseternity commentedon Dec 13, 2023
Well, use the latest code in main branch and following the instructions in https://github.com/triton-inference-server/tensorrtllm_backend/blob/main/docs/llama.md solves the problem, thanks.
nv-guomingz commentedon Nov 18, 2024
please feel free to reopen this ticket if needed.
[None][test] Remove closed-bug waive entries for release/1.3