diff --git a/.github/workflows/e2e-gptj.yml b/.github/workflows/e2e-gptj.yml new file mode 100644 index 00000000..4369bf12 --- /dev/null +++ b/.github/workflows/e2e-gptj.yml @@ -0,0 +1,196 @@ +name: GPTJ End-to-End Tests + +on: + workflow_dispatch: + schedule: + - cron: "0 9 * * 1" + push: + branches: [main] + paths: + - "benchmarks/gptj/**" + - "utils/**" + - "tools/**" + - "runner/**" + + pull_request: + branches: [main] + paths: + - "benchmarks/gptj/**" + - "utils/**" + - "tools/**" + - "runner/**" + +env: + GOOS: linux + GO111MODULE: on + PORT: 50051 + PLATFORMS: linux/amd64,linux/arm64 + +jobs: + build-and-push: + name: Build and push all images + runs-on: ubuntu-20.04 + strategy: + fail-fast: false + matrix: + service: + [ + gptj-python + ] + steps: + - name: Check out code into the Go module directory + uses: actions/checkout@v4 + with: + lfs: "true" + + - uses: actions/setup-go@v4 + with: + go-version: '1.21' + + - name: Login to Docker Hub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKER_HUB_USERNAME }} + password: ${{ secrets.DOCKER_HUB_ACCESS_TOKEN }} + + - name: Set up QEMU + uses: docker/setup-qemu-action@v3 + + - name: Set up Docker Buildx + id: buildx + uses: docker/setup-buildx-action@v3 + + - name: Build and push + env: + GOPRIVATE_KEY: ${{ secrets.XDT_REPO_ACCESS_KEY }} + uses: docker/build-push-action@v5 + with: + push: true + file: benchmarks/gptj/Dockerfile + platforms: ${{ env.PLATFORMS }} + target: ${{ matrix.target }} + tags: vhiveease/${{ matrix.service }}:latest + build-args: SERVICE=${{ matrix.service }} + context: . + + + + test-compose: + name: Test Docker Compose + needs: build-and-push + env: + YAML_DIR: benchmarks/gptj/yamls/docker-compose/ + runs-on: ubuntu-20.04 + strategy: + fail-fast: false + matrix: + service: + [ + gptj-python, + ] + + steps: + - name: Check out code into the Go module directory + uses: actions/checkout@v4 + with: + lfs: "true" + + - name: start docker-compose benchmark + run: | + docker-compose -f ${{ env.YAML_DIR }}/dc-${{ matrix.service }}.yaml pull + docker-compose -f ${{ env.YAML_DIR }}/dc-${{ matrix.service }}.yaml up &> log_file & + sleep 60s + cat log_file + + - name: invoke the chain + run: | + ./tools/bin/grpcurl -plaintext -d '{"regenerate": "false"}' localhost:50051 gptj.GptJBenchmark.GetBenchmark + + - name: invoke the relay + working-directory: tools/test-client + run: | + go build ./test-client.go + ./test-client --addr localhost:50000 --name "Example text for CI" + + - name: show docker-compose log + run: cat log_file + + test-knative: + name: Test Knative Deployment + needs: build-and-push + env: + KIND_VERSION: v0.14.0 + K8S_VERSION: v1.23 + YAML_DIR: benchmarks/gptj/yamls/knative/ + + runs-on: ubuntu-20.04 + strategy: + fail-fast: false + matrix: + include: + - service: gptj-python + file: kn-gptj-python.yaml + steps: + - uses: actions/checkout@v4 + with: + lfs: "true" + - name: Checkout LFS objects + run: git lfs checkout + + - uses: actions/setup-go@v4 + with: + go-version: '1.21' + + ## Setup a Knative cluster to test the service + - name: Create k8s Kind Cluster + run: bash ./runner/scripts/01-kind.sh + + - name: Install Serving + run: bash ./runner/scripts/02-serving.sh + + - name: Install Kourier + run: bash ./runner/scripts/02-kourier.sh + + - name: Setup domain + run: | + INGRESS_HOST="127.0.0.1" + KNATIVE_DOMAIN=$INGRESS_HOST.sslip.io + kubectl patch configmap -n knative-serving config-domain -p "{\"data\": {\"$KNATIVE_DOMAIN\": \"\"}}" + + - name: Deploy knative + run: | + kubectl apply -f ${{ env.YAML_DIR }}/${{ matrix.file }} + + - name: Check if service is ready + run: | + kubectl wait --for=condition=Ready -f ${{ env.YAML_DIR }}/${{ matrix.file }} --timeout 900s + kubectl get service + kubectl get -f ${{ env.YAML_DIR }}/${{ matrix.file }} + + - name: Test invoking once + working-directory: tools/test-client + run: | + set -x + go build ./test-client.go + + NODEPORT=80 + url=$(kubectl get kservice ${{ matrix.service }} | awk '$2 ~ /http/ {sub(/http\:\/\//,""); print $2}') + + ./test-client --addr $url:$NODEPORT --name "Example text for CI" + + + - name: Print logs + if: ${{ always() }} + run: | + set -x + + pod_list=$(kubectl get pods -n default -o jsonpath="{.items[*].name}") + for pod in $pod_list + do + kubectl logs $pod + done + + - name: Down + if: ${{ always() }} + run: | + kubectl delete -f ${{ env.YAML_DIR }}/${{ matrix.file }} --namespace default --wait \ No newline at end of file diff --git a/benchmarks/gptj/.dockerignore b/benchmarks/gptj/.dockerignore new file mode 100644 index 00000000..3717d8b5 --- /dev/null +++ b/benchmarks/gptj/.dockerignore @@ -0,0 +1 @@ +**venv/ \ No newline at end of file diff --git a/benchmarks/gptj/Dockerfile b/benchmarks/gptj/Dockerfile new file mode 100644 index 00000000..542f197a --- /dev/null +++ b/benchmarks/gptj/Dockerfile @@ -0,0 +1,38 @@ +# Use an official Python runtime as the base image +FROM python:3.10-slim + +RUN apt-get update && apt-get install -y pbzip2 pv bzip2 libcurl4 curl python3.10 git build-essential + +WORKDIR /workspace + +# Install third_party library +RUN mkdir /tmp/third_party \ + && cd /tmp/third_party \ + && git clone https://github.com/pybind/pybind11.git \ + && mv pybind11 pybind \ + && cd /tmp/third_party/pybind \ + && git reset --hard 25abf7efba + +# Install LoadGen +RUN cd /tmp/ \ + && git clone https://github.com/lrq619/loadgen.git \ + && cd /tmp/loadgen \ + && python3 setup.py install \ + && cd /tmp \ + && rm -rf /tmp/loadgen \ + && rm -rf /tmp/third_party + +COPY benchmarks/gptj/python /workspace/python + +RUN cd /tmp/ \ + && git clone https://github.com/vhive-serverless/vSwarm-proto.git \ + && cd /tmp/vSwarm-proto \ + && git checkout feature/gptj \ + && mv /tmp/vSwarm-proto/proto/gptj/* /workspace/python + +RUN pip install pip==23.3 +RUN cd /workspace/python && pip3 install -r /workspace/python/requirements.txt + +EXPOSE 50051 + +ENTRYPOINT [ "python3", "python/server.py", "--dataset-path=python/data/cnn_eval.json", "--mlperf_conf=python/config/mlperf.conf", "--user_conf=python/config/user.conf"] diff --git a/benchmarks/gptj/README.md b/benchmarks/gptj/README.md new file mode 100644 index 00000000..6fc23a45 --- /dev/null +++ b/benchmarks/gptj/README.md @@ -0,0 +1,22 @@ +# Gptj Benchmark + +The `Gptj` benchmark is a large-language model that does inference tasks. + +The function currently is only implemented in one runtime, namely Python. + + +## Running this benchmark locally (using docker) + +The detailed and general description how to run benchmarks local you can find [here](../../docs/running_locally.md). The following steps show it on the `gptj-python` function. + +### Invoke once +1. Start the function with docker-compose + ```bash + docker-compose -f ./yamls/docker-compose/dc-gptj-python.yaml up + ``` +2. In a new terminal, invoke the interface function with grpcurl. + ```bash + ./tools/bin/grpcurl -plaintext -d '{"regenerate": "false"}' localhost:50051 gptj.GptJBenchmark.GetBenchmark + ``` + This will outputs the min, max and mean inference time of 1 inference, this may take around a few seconds. + Since inference of the gpt-j model may take awhile, we cache the latency info into a text file. If you want to regenerate the text file by doing another inference, change "false" to "true" diff --git a/benchmarks/gptj/python/backend.py b/benchmarks/gptj/python/backend.py new file mode 100644 index 00000000..2e69c893 --- /dev/null +++ b/benchmarks/gptj/python/backend.py @@ -0,0 +1,201 @@ +import os +import array +import torch +from transformers import AutoModelForCausalLM, AutoTokenizer +import mlperf_loadgen as lg +from dataset import Dataset + + +gen_kwargs = { + "early_stopping": True, + "max_new_tokens": 128, + "min_new_tokens": 30, + "num_beams": int(os.environ.get("GPTJ_BEAM_SIZE", "4")), # only beam_size 4 is allowed for official submission +} + + +class SUT_base(): + def __init__(self, model_path, dtype, dataset_path, max_examples, use_gpu=False): + # TODO : Pass model file name to init instead of args + print(model_path) + print("Loading PyTorch model...") + self.model_name = "EleutherAI/gpt-j-6b" + self.dataset_path = dataset_path + self.model_path = model_path + self.use_gpu = use_gpu + # dtype + if dtype == 'bfloat16': + self.amp_enabled = True + self.amp_dtype = torch.bfloat16 + print("BF16 autocast") + elif dtype == 'float16': + self.amp_enabled = True + self.amp_dtype = torch.float16 + else: + self.amp_enabled = False + self.amp_dtype = torch.float32 + + self.model = AutoModelForCausalLM.from_pretrained( + self.model_path, + device_map="auto" if not self.use_gpu else None, + low_cpu_mem_usage=True if not self.use_gpu else False, + torch_dtype=self.amp_dtype, + # cache_dir=".", + offload_folder="offload", + ) + + # Cast the model to GPU if the flag is set. + if self.use_gpu: + print(f"Casting models to GPU...") + assert torch.cuda.is_available(), "torch gpu is not available, exiting..." + self.device = torch.device("cuda:0") + self.model.to(self.device) + + self.model.eval() + self.model = self.model.to(memory_format=torch.channels_last) + + self.tokenizer = AutoTokenizer.from_pretrained( + self.model_name, + model_max_length=1919, + padding_side="left", + use_fast=False,) + self.tokenizer.pad_token = self.tokenizer.eos_token + + self.data_object = Dataset( + self.dataset_path, total_count_override=max_examples) + self.qsl = lg.ConstructQSL(self.data_object.count, self.data_object.perf_count, + self.data_object.LoadSamplesToRam, self.data_object.UnloadSamplesFromRam) + + self.sut = lg.ConstructSUT(self.issue_queries, self.flush_queries) + + def issue_queries(self, query_samples): + print("Number of Samples in query_samples : ", len(query_samples)) + + total_samples_done = 0 + list_prompts_tokens = [] + list_prompts_attn_masks = [] + + for i in range(len(query_samples)): + index = query_samples[i].index + input_ids_tensor = self.data_object.source_encoded_input_ids[index] + input_masks_tensor = self.data_object.source_encoded_attn_masks[index] + + # Cast to GPU + if self.use_gpu: + input_ids_tensor = input_ids_tensor.to(self.device) + input_masks_tensor = input_masks_tensor.to(self.device) + + pred_output_batch = self.inference_call( + input_ids_tensor, input_masks_tensor).cpu().numpy() + + response_array = array.array("B", pred_output_batch[0].tobytes()) + bi = response_array.buffer_info() + response = [lg.QuerySampleResponse( + query_samples[i].id, bi[0], bi[1])] + lg.QuerySamplesComplete(response) + if i % 5 == 0: + print("Completed : ", i) + + def inference_call(self, input_ids_tensor, input_masks_tensor): + ''' Common for all scenarios ''' + torch_device_type = 'cuda' if self.use_gpu else 'cpu' + + with torch.inference_mode(), torch.autocast(device_type=torch_device_type, enabled=self.amp_enabled, dtype=self.amp_dtype if self.amp_enabled else None): + input_batch = dict() + input_batch['input_ids'] = input_ids_tensor + input_batch['attention_mask'] = input_masks_tensor + + output_batch = self.model.generate( + **input_batch, **gen_kwargs, pad_token_id=self.tokenizer.eos_token_id) + + input_batch_lengths = [x.shape[0] + for x in input_batch["input_ids"]] + + output_batch_lengths = [x.shape[0] for x in output_batch] + + output_batch_truncated = [] + for data, source_len in zip(output_batch, input_batch_lengths): + output_batch_truncated.append(data[source_len:]) + + output_batch_truncated = torch.stack(output_batch_truncated) + + return output_batch_truncated + + def flush_queries(self): + pass + + def __del__(self): + print("Finished destroying SUT.") + + +class SUT_Offline(SUT_base): + def __init__(self, model_path, dtype, dataset_path, max_examples, use_gpu): + SUT_base.__init__(self, model_path, dtype, dataset_path, max_examples, use_gpu) + '''IssueQuery and inference methods implemented in Base class''' + + +class SUT_Server(SUT_base): + def __init__(self, model_path, dtype, dataset_path, max_examples, use_gpu): + + SUT_base.__init__(self, model_path, dtype, dataset_path, max_examples, use_gpu) + self.total_samples_done = 0 + self.sut = lg.ConstructSUT(self.issue_queries, self.flush_queries) + print("SUT Server") + + def issue_queries(self, query_samples): + + index = query_samples[0].index + input_ids_tensor = self.data_object.source_encoded_input_ids[index] + input_masks_tensor = self.data_object.source_encoded_attn_masks[index] + + if self.use_gpu: + input_ids_tensor = input_ids_tensor.to(self.device) + input_masks_tensor = input_masks_tensor.to(self.device) + + pred_output_batch = self.inference_call( + input_ids_tensor, input_masks_tensor).cpu().numpy() + + response_array = array.array("B", pred_output_batch.tobytes()) + bi = response_array.buffer_info() + responses = [lg.QuerySampleResponse(query_samples[0].id, bi[0], bi[1])] + lg.QuerySamplesComplete(responses) + self.total_samples_done += 1 + if self.total_samples_done % 5 == 0: + print("Completed : ", self.total_samples_done) + + +class SUT_SingleStream(SUT_base): + def __init__(self, model_path, dtype, dataset_path, max_examples, use_gpu): + SUT_base.__init__(self, model_path, dtype, dataset_path, max_examples, use_gpu) + self.sut = lg.ConstructSUT(self.issue_queries, self.flush_queries) + self.total_samples_done = 0 + + def issue_queries(self, query_samples): + + index = query_samples[0].index + input_ids_tensor = self.data_object.source_encoded_input_ids[index] + input_masks_tensor = self.data_object.source_encoded_attn_masks[index] + + if self.use_gpu: + input_ids_tensor = input_ids_tensor.to(self.device) + input_masks_tensor = input_masks_tensor.to(self.device) + + pred_output_batch = self.inference_call( + input_ids_tensor, input_masks_tensor).cpu().numpy() + + response_array = array.array("B", pred_output_batch.tobytes()) + bi = response_array.buffer_info() + responses = [lg.QuerySampleResponse(query_samples[0].id, bi[0], bi[1])] + lg.QuerySamplesComplete(responses) + self.total_samples_done += 1 + if self.total_samples_done % 5 == 0: + print("Completed : ", self.total_samples_done) + + +def get_SUT(model_path, scenario, dtype, dataset_path, max_examples, use_gpu=False): + if scenario == "Offline": + return SUT_Offline(model_path, dtype, dataset_path, max_examples, use_gpu) + elif scenario == "Server": + return SUT_Server(model_path, dtype, dataset_path, max_examples, use_gpu) + elif scenario == "SingleStream": + return SUT_SingleStream(model_path, dtype, dataset_path, max_examples, use_gpu) \ No newline at end of file diff --git a/benchmarks/gptj/python/client.py b/benchmarks/gptj/python/client.py new file mode 100644 index 00000000..0cb9b02b --- /dev/null +++ b/benchmarks/gptj/python/client.py @@ -0,0 +1,16 @@ +import os +import sys +import grpc + +from gptj_pb2_grpc import GptJBenchmarkStub +from gptj_pb2 import GptJBenchmarkRequest + +def run(): + with grpc.insecure_channel('localhost:50051') as channel: + stub = GptJBenchmarkStub(channel) + print("hello client") + response = stub.GetBenchmark(GptJBenchmarkRequest(regenerate=False)) + print(response) + +if __name__ == '__main__': + run() \ No newline at end of file diff --git a/benchmarks/gptj/python/config/mlperf.conf b/benchmarks/gptj/python/config/mlperf.conf new file mode 100644 index 00000000..4cb4af41 --- /dev/null +++ b/benchmarks/gptj/python/config/mlperf.conf @@ -0,0 +1,69 @@ +# The format of this config file is 'key = value'. +# The key has the format 'model.scenario.key'. Value is mostly int64_t. +# Model maybe '*' as wildcard. In that case the value applies to all models. +# All times are in milli seconds + +# Set performance_sample_count for each model. +# User can optionally set this to higher values in user.conf. +resnet50.*.performance_sample_count_override = 1024 +ssd-mobilenet.*.performance_sample_count_override = 256 +retinanet.*.performance_sample_count_override = 64 +bert.*.performance_sample_count_override = 10833 +dlrm.*.performance_sample_count_override = 204800 +dlrm-v2.*.performance_sample_count_override = 204800 +rnnt.*.performance_sample_count_override = 2513 +# set to 0 to let entire sample set to be performance sample +3d-unet.*.performance_sample_count_override = 0 + +# Set seeds. The seeds will be distributed two weeks before the submission. +*.*.qsl_rng_seed = 148687905518835231 +*.*.sample_index_rng_seed = 520418551913322573 +*.*.schedule_rng_seed = 811580660758947900 +# Set seeds for TEST_05. The seeds will be distributed two weeks before the submission. +*.*.test05_qsl_rng_seed = 793197339507417767 +*.*.test05_sample_index_rng_seed = 255610748586851044 +*.*.test05_schedule_rng_seed = 352213341366340113 + + +*.SingleStream.target_latency_percentile = 90 +*.SingleStream.min_duration = 600000 +#*.SingleStream.min_query_count = 1024 + +*.MultiStream.target_latency_percentile = 99 +*.MultiStream.samples_per_query = 8 +*.MultiStream.min_duration = 600000 +#*.MultiStream.min_query_count = 270336 +*.MultiStream.min_query_count = 662 +retinanet.MultiStream.target_latency = 528 + +# 3D-UNet uses equal issue mode +3d-unet.*.sample_concatenate_permutation = 1 + +# GPT-J uses equal issue mode for Single-Stream +gptj.SingleStream.sample_concatenate_permutation = 1 + +*.Server.target_latency = 10 +*.Server.target_latency_percentile = 99 +*.Server.target_duration = 0 +*.Server.min_duration = 600000 +#*.Server.min_query_count = 270336 +resnet50.Server.target_latency = 15 +retinanet.Server.target_latency = 100 +bert.Server.target_latency = 130 +dlrm.Server.target_latency = 60 +dlrm-v2.Server.target_latency = 60 +rnnt.Server.target_latency = 1000 +gptj.Server.target_latency = 20000 + +*.Offline.target_latency_percentile = 90 +*.Offline.min_duration = 600000 +# In Offline scenario, we always have one query. But LoadGen maps this to +# min_sample_count internally in Offline scenario, so set this to 24576 since +# the rule requires that Offline scenario run for at least 24576 samples. +*.Offline.min_query_count = 1 + +# These fields should be defined and overridden by user.conf. +*.SingleStream.target_latency = 10 +*.MultiStream.target_latency = 80 +*.Server.target_qps = 1.0 +*.Offline.target_qps = 1.0 \ No newline at end of file diff --git a/benchmarks/gptj/python/config/user.conf b/benchmarks/gptj/python/config/user.conf new file mode 100644 index 00000000..f14fc590 --- /dev/null +++ b/benchmarks/gptj/python/config/user.conf @@ -0,0 +1,6 @@ +# Please set these fields depending on the performance of your system to +# override default LoadGen settings. +*.SingleStream.target_latency = 10 +*.MultiStream.target_latency = 80 +*.Server.target_qps = 1.0 +*.Offline.target_qps = 32.0 \ No newline at end of file diff --git a/benchmarks/gptj/python/data/cnn_eval.json b/benchmarks/gptj/python/data/cnn_eval.json new file mode 100644 index 00000000..13415e32 --- /dev/null +++ b/benchmarks/gptj/python/data/cnn_eval.json @@ -0,0 +1,12 @@ +[ + { + "input": "(CNN)Share, and your gift will be multiplied. That may sound like an esoteric adage, but when Zully Broussard selflessly decided to give one of her kidneys to a stranger, her generosity paired up with big data. It resulted in six patients receiving transplants. That surprised and wowed her. \"I thought I was going to help this one person who I don't know, but the fact that so many people can have a life extension, that's pretty big,\" Broussard told CNN affiliate KGO. She may feel guided in her generosity by a higher power. \"Thanks for all the support and prayers,\" a comment on a Facebook page in her name read. \"I know this entire journey is much bigger than all of us. I also know I'm just the messenger.\" CNN cannot verify the authenticity of the page. But the power that multiplied Broussard's gift was data processing of genetic profiles from donor-recipient pairs. It works on a simple swapping principle but takes it to a much higher level, according to California Pacific Medical Center in San Francisco. So high, that it is taking five surgeons, a covey of physician assistants, nurses and anesthesiologists, and more than 40 support staff to perform surgeries on 12 people. They are extracting six kidneys from donors and implanting them into six recipients. \"The ages of the donors and recipients range from 26 to 70 and include three parent and child pairs, one sibling pair and one brother and sister-in-law pair,\" the medical center said in a statement. The chain of surgeries is to be wrapped up Friday. In late March, the medical center is planning to hold a reception for all 12 patients. Here's how the super swap works, according to California Pacific Medical Center. Say, your brother needs a kidney to save his life, or at least get off of dialysis, and you're willing to give him one of yours. But then it turns out that your kidney is not a match for him, and it's certain his body would reject it. Your brother can then get on a years-long waiting list for a kidney coming from an organ donor who died. Maybe that will work out -- or not, and time could run out for him. Alternatively, you and your brother could look for another recipient-living donor couple like yourselves -- say, two more siblings, where the donor's kidney isn't suited for his sister, the recipient. But maybe your kidney is a match for his sister, and his kidney is a match for your brother. So, you'd do a swap. That's called a paired donation. It's a bit of a surgical square dance, where four people cross over partners temporarily and everybody goes home smiling. But instead of a square dance, Broussard's generous move set off a chain reaction, like dominoes falling. Her kidney, which was removed Thursday, went to a recipient, who was paired with a donor. That donor's kidney went to the next recipient, who was also paired with a donor, and so on. On Friday, the last donor will give a kidney to someone who has been biding time on one of those deceased donor lists to complete the chain. Such long-chain transplanting is rare. It's been done before, California Pacific Medical Center said in a statement, but matching up the people in the chain has been laborious and taken a long time. That changed when a computer programmer named David Jacobs received a kidney transplant. He had been waiting on a deceased donor list, when a live donor came along -- someone nice enough to give away a kidney to a stranger. Jacobs paid it forward with his programming skills, creating MatchGrid, a program that genetically matches up donor pairs or chains quickly. \"When we did a five-way swap a few years ago, which was one of the largest, it took about three to four months. We did this in about three weeks,\" Jacobs said. But this chain wouldn't have worked so quickly without Broussard's generosity -- or may not have worked at all. \"The significance of the altruistic donor is that it opens up possibilities for pairing compatible donors and recipients,\" said Dr. Steven Katznelson. \"Where there had been only three or four options, with the inclusion of the altruistic donor, we had 140 options to consider for matching donors and recipients.\" And that's divine, Broussard's friend Shirley Williams wrote in a comment her on Broussard's Facebook page. \"You are a true angel my friend.\"", + "instruction": "Summarize the following news article:", + "output": "Zully Broussard decided to give a kidney to a stranger .\nA new computer program helped her donation spur transplants for six kidney patients ." + }, + { + "input": "(CNN)On the 6th of April 1996, San Jose Clash and DC United strode out in front of 31,683 expectant fans at the Spartan Stadium in San Jose, California. The historic occasion was the first ever Major League Soccer match -- a brave new dawn for the world's favorite sport in a land its charms had yet to conquer. Summarizing the action for ESPN, commentator Ty Keough eagerly described the momentous \"birth of a new era for American soccer.\" Looking back at footage from that balmy evening now it's hard not to feel a certain nostalgia. Baggy shirts, questionable hairstyles and strange rule adaptations to make games more exciting were all part of the formative MLS experience. Countdown clocks were employed to provide drama at the end of each half. Even more bizarrely, tied games were settled by shootouts that saw attacking players run with the ball from 35-yards out before attempting to beat the opposing goalkeeper. As the MLS prepares to mark the beginning of its 20th season, it's hard to comprehend just how much the league has progressed in the intervening period. Long gone is the desire to tamper with the rules of the game for a start. Attendances are higher than ever before while the number of teams involved has doubled from 10 in the 1996 campaign to 20 in 2015. A further four are set to be added by 2020. On top of this, the new season is the first of a new domestic TV and media rights deal with FOX, ESPN and Univision worth $700 million over eight years. This figure may pale beside the $5.1 billion recently paid by UK broadcasters for the English Premier League, the richest football league in the world, but it represents a tripling in value of the previous MLS deal. According to Phil Rawlins, co-primary owner and president of the new MLS franchise, Orlando City Soccer Club, \"the industry and the game itself has moved on dramatically\" in the U.S.. He believes what would equal 50 years growth in most other industries has been experienced in the first two decades of the MLS. Rawlins' club is a prime example of this rapid transformation. He describes players being pushed out of changing facilities because of a schedule clash with a yoga class not so long ago. This weekend 60,000 fans are expected to witness Orlando City's opening weekend fixture against New York City, another new club making their MLS bow. World Cup winners Kaka and David Villa will turn out for Orlando and New York City respectively. \"We're just on the crest of the wave at the moment,\" Rawlins said of football's American progress. \"Can it be the number two, number three sport in this country? Yes, I think it can. And it can be in a short space of time.\" These positive assertions are backed by the huge interest U.S. fans showed in last year's World Cup in Brazil. Team USA's group stage clash with Portugal attracted 25 million viewers, according to figures from TV ratings firm, Nielsen. That's considerably more than the 15 million baseball's 2013 World Series averaged on FOX or the similar audience that tuned into the 2014 NBA finals on ABC. Anyone who saw 20,000 pumped-up young fans pack out Chicago's Grant Park to cheer on their country via big screens, meanwhile, would find it hard to argue against soccer in the U.S. now being anything other than a big deal. Reaching this promising stage, however, has been anything but a smooth ride. The MLS was reported to have lost as much as $250 million in its first five years while average attendances initially dwindled after the inaugural season. Three teams -- Miami Fusion, Tampa Bay Mutiny (both in 2001) and Chivas USA (2014) -- were disbanded along the way due to a mixture of lack of fan interest and ownership troubles. A report by Forbes at the end of 2013, meanwhile, claimed that only 10 out of 19 MLS teams were profitable. And as recently as this week, MLS players looked like they could be going on strike over wages and the right of players to become free agents when their contracts end. Then there's the way the league develops, attracts and trades players. A salary cap restricts the amount teams can spend on playing squads. Each side, however, has a number of spaces that can be allocated to \"off budget\" signings which are not included within the cap. This includes promising Generation Adidas players who enter the MLS through the draft systems before completing their college education. Homegrown players from club's development academies are also exempt as are a maximum of three designated players (DPs), usually stellar international names whose wages and transfer fees will be covered by club owners or sponsors. One of the main criticisms of the MLS and its complex player acquisition rulebook is that while it does entice prominent stars of the game like David Beckham, Freddie Ljungberg and Thierry Henry to appear in the MLS, it only does so when their careers are on a downward trajectory. Why would an exceptional player want to move to a league that can only attract a handful of top talents at any one time, after all? And herein lies one of the leagues biggest challenges in attracting and keeping the talented players fans want to see. Although the likes of the salary cap encourages fiscal probity, it means MLS teams are restricted by rules clubs in other markets are not. Head coach of Sporting Kansas, Peter Vermes, highlighted these difficulties in comments carried by the Kansas City Star newspaper last year. \"We're in a place where at times you can't compete with foreign clubs because of the kind of dynamics they have in regards to finances. We have a salary cap. They don't,\" Vermes said. According to Paulo Teixeira, a football agent who has worked to bring in and sell players from the league in recent years, current philosophies with regards player-trading may be have to be tweaked to help the MLS grow yet further. He describes the importance of placing an emphasis on attracting younger players with European passports. Such talented individuals will have a sell-on value that can be recouped by the league and their clubs if they move on from the MLS to the biggest and wealthiest leagues across the Atlantic. Theoretically, at least, this money can then be reinvested in the league, player development and attracting yet more promising players to the MLS. This in turn will raise the standard further. An early example of this strategy can perhaps be found in the transfer of Oriol Rossell, a Spanish midfielder who moved from Sporting Kansas to Sporting Lisbon last year in a deal brokered by Teixeira. Rossell arrived on a free transfer aged 20 after being released by FC Barcelona in 2012. He excelled at Kansas, winning the MLS Cup before being sold to the Portuguese giants at a profit in June 2014. Teixeira is quick to make clear such plans would need good scouting systems to truly flourish. It could also be achieved by signing DPs closer to the peak stage of their career, he added. This last point is something that appears be happening already. \"Before they used to have a lot of big names who could no longer run in Europe,\" Teixeira said. \"(But) Villa is not an old guy, (Frank) Lampard is still going strong\" and both could still offer something to teams in Europe, he said by way of example of New York City's first DP signings. Nevertheless, he continued, the signing of more young players with big potential \"is probably something we'll see more of.\" Whether Teixeira is correct will become apparent in the months and years ahead. Either way, that brave new MLS dawn that broke over San Jose back in 1996 has turned into a bright morning. CNN's Don Riddell contributed to this story.", + "instruction": "Summarize the following news article:", + "output": "The 20th MLS season begins this weekend .\nLeague has changed dramatically since its inception in 1996 .\nSome question whether rules regarding salary caps and transfers need to change ." + } +] \ No newline at end of file diff --git a/benchmarks/gptj/python/dataset.py b/benchmarks/gptj/python/dataset.py new file mode 100644 index 00000000..defd2e0d --- /dev/null +++ b/benchmarks/gptj/python/dataset.py @@ -0,0 +1,73 @@ +from transformers import AutoModelForCausalLM, AutoTokenizer +import utils + +PROMPT_DICT = { + "prompt_input": ( + "Below is an instruction that describes a task, paired with an input that provides further context. " + "Write a response that appropriately completes the request.\n\n" + "### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:" + ), + "prompt_no_input": ( + "Below is an instruction that describes a task. " + "Write a response that appropriately completes the request.\n\n" + "### Instruction:\n{instruction}\n\n### Response:" + ), +} + + +class Dataset(): + def __init__(self, dataset_path, batch_size=1, pad_val=1, pad_max=196, total_count_override=None, perf_count_override=None): + print("Constructing QSL") + + self.dataset = "cnn_dailymail" + self.model_name = "EleutherAI/gpt-j-6b" + self.dataset_path = dataset_path + self.batch_size = batch_size + self.pad_val = pad_val + self.pad_max = pad_max + + self.tokenizer = AutoTokenizer.from_pretrained( + self.model_name, + model_max_length=2048, + padding_side="left", + use_fast=False,) + self.tokenizer.pad_token = self.tokenizer.eos_token + + self.list_data_dict = utils.jload(self.dataset_path) + + prompt_input, prompt_no_input = PROMPT_DICT["prompt_input"], PROMPT_DICT["prompt_no_input"] + self.sources = [prompt_input.format_map( + example) for example in self.list_data_dict] + self.targets = [ + f"{example['output']}" for example in self.list_data_dict] + + self.source_encoded_input_ids, self.source_encoded_attn_masks = self.encode_samples() + + self.count = total_count_override or len(self.sources) + self.perf_count = perf_count_override or self.count + + def encode_samples(self): + print("Encoding Samples") + + total_samples = len(self.sources) + + source_encoded_input_ids = [] + source_encoded_attn_masks = [] + + for i in range(total_samples): + source_encoded = self.tokenizer(self.sources[i], return_tensors="pt", + padding=True, truncation=True, + max_length=1919) + source_encoded_input_ids.append(source_encoded.input_ids) + source_encoded_attn_masks.append(source_encoded.attention_mask) + + return source_encoded_input_ids, source_encoded_attn_masks + + def LoadSamplesToRam(self, sample_list): + pass + + def UnloadSamplesFromRam(self, sample_list): + pass + + def __del__(self): + print("Finished destroying QSL.") \ No newline at end of file diff --git a/benchmarks/gptj/python/generated/version_generated.cc b/benchmarks/gptj/python/generated/version_generated.cc new file mode 100644 index 00000000..25cb7f5b --- /dev/null +++ b/benchmarks/gptj/python/generated/version_generated.cc @@ -0,0 +1,41 @@ +// DO NOT EDIT: Autogenerated by version_generator.py. + +#include + +namespace mlperf { + +const std::string& LoadgenVersion() { + static const std::string str = "3.0"; + return str; +} + +const std::string& LoadgenBuildDateLocal() { + static const std::string str = "2023-10-16T02:53:05.812262"; + return str; +} + +const std::string& LoadgenBuildDateUtc() { + static const std::string str = "2023-10-16T08:53:05.812279"; + return str; +} + +const std::string& LoadgenGitRevision() { + static const std::string str = "NA"; + return str; +} + +const std::string& LoadgenGitCommitDate() { + static const std::string str = "NA"; + return str; +} + +const std::string& LoadgenGitStatus() { + static const std::string str = "NA"; + return str; +} + +const std::string& LoadgenGitLog() { + static const std::string str = "NA"; + return str; +} + diff --git a/benchmarks/gptj/python/main_process.py b/benchmarks/gptj/python/main_process.py new file mode 100644 index 00000000..810d5b3e --- /dev/null +++ b/benchmarks/gptj/python/main_process.py @@ -0,0 +1,91 @@ +import os +from backend import get_SUT +import argparse +import mlperf_loadgen as lg + +def get_args(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--backend", choices=["pytorch"], default="pytorch", help="Backend") + parser.add_argument("--scenario", choices=["SingleStream", "Offline", + "Server"], default="Offline", help="Scenario") + parser.add_argument("--model-path", default="EleutherAI/gpt-j-6b", help="") + parser.add_argument( + "--dataset-path", default="./data/cnn_eval.json", help="") + parser.add_argument("--accuracy", action="store_true", + help="enable accuracy pass") + parser.add_argument("--dtype", default="float32", help="data type of the model, choose from float16, bfloat16 and float32") + parser.add_argument("--quantized", action="store_true", + help="use quantized model (only valid for onnxruntime backend)") + parser.add_argument("--profile", action="store_true", + help="enable profiling (only valid for onnxruntime backend)") + parser.add_argument("--gpu", action="store_true", + help="use GPU instead of CPU for the inference") + parser.add_argument("--audit_conf", default="audit.conf", + help="audit config for LoadGen settings during compliance runs") + parser.add_argument( + "--mlperf_conf", default="mlperf.conf", help="mlperf rules config") + parser.add_argument("--user_conf", default="user.conf", + help="user config for user LoadGen settings such as target QPS") + parser.add_argument("--max_examples", type=int, default=1, + help="Maximum number of examples to consider (not limited by default)") + parser.add_argument("-a", "--addr", dest="addr", default="0.0.0.0", help="IP address") + parser.add_argument("-p", "--port", dest="port", default="50051", help="serve port") + args = parser.parse_args() + return args + +scenario_map = { + "SingleStream": lg.TestScenario.SingleStream, + "Offline": lg.TestScenario.Offline, + "Server": lg.TestScenario.Server, + "MultiStream": lg.TestScenario.MultiStream +} + + +def do_gpt_inference(): + args = get_args() + print(args) + + sut = get_SUT( + model_path=args.model_path, + scenario=args.scenario, + dtype=args.dtype, + dataset_path=args.dataset_path, + max_examples=args.max_examples, + use_gpu=args.gpu, + ) + + settings = lg.TestSettings() + settings.scenario = scenario_map[args.scenario] + # Need to update the conf + settings.FromConfig(args.mlperf_conf, "gptj", args.scenario) + settings.FromConfig(args.user_conf, "gptj", args.scenario) + + if args.accuracy: + settings.mode = lg.TestMode.AccuracyOnly + else: + settings.mode = lg.TestMode.PerformanceOnly + log_path = os.environ.get("LOG_PATH") + if not log_path: + log_path = "build/logs" + if not os.path.exists(log_path): + os.makedirs(log_path) + log_output_settings = lg.LogOutputSettings() + log_output_settings.outdir = log_path + log_output_settings.copy_summary_to_stdout = True + log_settings = lg.LogSettings() + log_settings.log_output = log_output_settings + log_settings.enable_trace = True + + lg.StartTestWithLogSettings(sut.sut, sut.qsl, settings, log_settings, args.audit_conf) + print("Test Done!") + + print("Destroying SUT...") + lg.DestroySUT(sut.sut) + + print("Destroying QSL...") + lg.DestroyQSL(sut.qsl) + + +if __name__ == '__main__': + do_gpt_inference() \ No newline at end of file diff --git a/benchmarks/gptj/python/requirements.txt b/benchmarks/gptj/python/requirements.txt new file mode 100644 index 00000000..7c60782d --- /dev/null +++ b/benchmarks/gptj/python/requirements.txt @@ -0,0 +1,8 @@ +torch==2.1.0 +datasets==2.4.0 +grpcio==1.59.0 +google==3.0.0 +protobuf==4.24.4 +transformers==4.34.0 +accelerate==0.23.0 +grpcio-reflection==1.59.0 \ No newline at end of file diff --git a/benchmarks/gptj/python/server.py b/benchmarks/gptj/python/server.py new file mode 100644 index 00000000..4c692174 --- /dev/null +++ b/benchmarks/gptj/python/server.py @@ -0,0 +1,123 @@ +# MIT License + +# Copyright (c) 2022 EASE lab + +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: + +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. + +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + +from concurrent import futures +import os +import sys +from backend import get_SUT +import grpc +import logging +import argparse +import mlperf_loadgen as lg +import re + +from gptj_pb2_grpc import GptJBenchmarkServicer, add_GptJBenchmarkServicer_to_server +from grpc_reflection.v1alpha import reflection +import gptj_pb2 +from gptj_pb2 import GptJBenchmarkReply +from main_process import do_gpt_inference, get_args + + +print("python version: %s" % sys.version) +print("Server has PID: %d" % os.getpid()) +GRPC_PORT_ADDRESS = os.getenv("GRPC_PORT") + + +def parse_summary_file(summary_file): + keys = ["Min latency (ns)", "Max latency (ns)", "Mean latency (ns)"] + res_dic = {} + with open(summary_file) as f: + try: + text = f.read() + for key in keys: + val = extract_text_between_strings(text,key,"\n") + + res_dic[key] = int(val.split(': ')[-1]) + except Exception as e: + print(e) + return None + return res_dic + + +def extract_text_between_strings(text, str1, str2): + try: + pattern = re.escape(str1) + r'(.*?)' + re.escape(str2) + match = re.search(pattern, text, re.DOTALL) + if match: + extracted_text = match.group(1) + return extracted_text + else: + raise Exception('Pattern not found in the text for start: %s'%(str1)) + except IOError: + raise Exception('Failed to read the file') + +def read_summary_file(): + summary_file = "./python/build/logs/mlperf_log_summary.txt" + invalid = { + "Min latency (ns)": -1, + "Max latency (ns)": -1, + "Mean latency (ns)": -1, + } + if not os.path.isfile(summary_file): + return invalid + if os.stat(summary_file).st_size == 0: + return invalid + latency_dict = parse_summary_file(summary_file) + if latency_dict == None: + return invalid + + return latency_dict + + +class GptJBenchmarkServicer(GptJBenchmarkServicer): + def GetBenchmark(self, request, context): + if (request.regenerate == "true"): + do_gpt_inference() + + logging.info("Read gpt-j summary file...") + latency_dict = read_summary_file() + logging.info("Read gpt-j summary file done") + logging.info(latency_dict) + return GptJBenchmarkReply( + latency_info = f"Min latency (ns): {latency_dict['Min latency (ns)']} | Max latency (ns): {latency_dict['Max latency (ns)']} | Mean latency (ns): {latency_dict['Mean latency (ns)']}" + ) + +def serve(): + args = get_args() + server = grpc.server(futures.ThreadPoolExecutor(max_workers=3)) + add_GptJBenchmarkServicer_to_server(GptJBenchmarkServicer(), server) + + SERVICE_NAMES = ( + gptj_pb2.DESCRIPTOR.services_by_name['GptJBenchmark'].full_name, + reflection.SERVICE_NAME, + ) + reflection.enable_server_reflection(SERVICE_NAMES, server) + + address = (args.addr + ":" + args.port) + server.add_insecure_port(address) + logging.info("Start server: listen on : " + address) + server.start() + server.wait_for_termination() + +if __name__ == '__main__': + logging.basicConfig(level=logging.INFO) + serve() \ No newline at end of file diff --git a/benchmarks/gptj/python/utils.py b/benchmarks/gptj/python/utils.py new file mode 100644 index 00000000..90f354af --- /dev/null +++ b/benchmarks/gptj/python/utils.py @@ -0,0 +1,15 @@ +import json +import os +import io + +def _make_r_io_base(f, mode: str): + if not isinstance(f, io.IOBase): + f = open(f, mode=mode) + return f + +def jload(f, mode="r"): + """Load a .json file into a dictionary.""" + f = _make_r_io_base(f, mode) + jdict = json.load(f) + f.close() + return jdict \ No newline at end of file diff --git a/benchmarks/gptj/yamls/docker-compose/dc-gptj-python.yaml b/benchmarks/gptj/yamls/docker-compose/dc-gptj-python.yaml new file mode 100644 index 00000000..70b606de --- /dev/null +++ b/benchmarks/gptj/yamls/docker-compose/dc-gptj-python.yaml @@ -0,0 +1,27 @@ +services: + gptj-python: + image: vhiveease/gptj-python:latest + container_name: gptj-python + working_dir: /workspace + entrypoint: + - python3 + - python/server.py + - --addr=0.0.0.0 + - --port=50051 + - --dataset-path=python/data/cnn_eval.json + - --mlperf_conf=python/config/mlperf.conf + - --user_conf=python/config/user.conf + ports: + - 50051:50051 + + relay: + image: vhiveease/relay:latest + entrypoint: + - /app/server + - --addr=0.0.0.0:50000 + - --function-endpoint-url=gptj-python + - --function-endpoint-port=50051 + - --function-name=gptj-python + ports: + - published: 50000 + target: 50000 \ No newline at end of file diff --git a/benchmarks/gptj/yamls/knative/kn-gptj-python.yaml b/benchmarks/gptj/yamls/knative/kn-gptj-python.yaml new file mode 100644 index 00000000..a2606f36 --- /dev/null +++ b/benchmarks/gptj/yamls/knative/kn-gptj-python.yaml @@ -0,0 +1,47 @@ +# MIT License +# +# Copyright (c) 2021 David Schall and EASE lab +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + +apiVersion: serving.knative.dev/v1 +kind: Service +metadata: + name: gptj-python + namespace: default +spec: + template: + spec: + containers: + - image: docker.io/vhiveease/relay:latest + ports: + - name: h2c + containerPort: 50000 + args: + - --addr=0.0.0.0:50000 + - --function-endpoint-url=0.0.0.0 + - --function-endpoint-port=50051 + - --function-name=gptj-python + - image: docker.io/vhiveease/gptj-python:latest + args: + - --addr=0.0.0.0 + - --port=50051 + - --dataset-path=python/data/cnn_eval.json + - --mlperf_conf=python/config/mlperf.conf + - --user_conf=python/config/user.conf \ No newline at end of file diff --git a/tools/relay/go.mod b/tools/relay/go.mod index df02da9d..dc73869d 100644 --- a/tools/relay/go.mod +++ b/tools/relay/go.mod @@ -6,25 +6,25 @@ replace github.com/vhive-serverless/vSwarm/utils/tracing/go => ../../utils/traci require ( github.com/sirupsen/logrus v1.9.3 - github.com/vhive-serverless/vSwarm-proto v0.4.2 - github.com/vhive-serverless/vSwarm/utils/tracing/go v0.0.0-20221008101717-930188b36b99 - google.golang.org/grpc v1.57.1 + github.com/vhive-serverless/vSwarm-proto v0.4.3-0.20231030051952-95c2986277cc + github.com/vhive-serverless/vSwarm/utils/tracing/go v0.0.0-20230802102142-dbfda39fc27c + google.golang.org/grpc v1.59.0 ) require ( - github.com/containerd/containerd v1.6.12 // indirect - github.com/go-logr/logr v1.2.3 // indirect + github.com/go-logr/logr v1.3.0 // indirect github.com/go-logr/stdr v1.2.2 // indirect github.com/golang/protobuf v1.5.3 // indirect - github.com/openzipkin/zipkin-go v0.4.0 // indirect - go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.33.0 // indirect - go.opentelemetry.io/otel v1.11.1 // indirect - go.opentelemetry.io/otel/exporters/zipkin v1.8.0 // indirect - go.opentelemetry.io/otel/sdk v1.8.0 // indirect - go.opentelemetry.io/otel/trace v1.11.1 // indirect - golang.org/x/net v0.9.0 // indirect - golang.org/x/sys v0.7.0 // indirect - golang.org/x/text v0.9.0 // indirect - google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19 // indirect - google.golang.org/protobuf v1.30.0 // indirect + github.com/openzipkin/zipkin-go v0.4.2 // indirect + go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.45.0 // indirect + go.opentelemetry.io/otel v1.19.0 // indirect + go.opentelemetry.io/otel/exporters/zipkin v1.19.0 // indirect + go.opentelemetry.io/otel/metric v1.19.0 // indirect + go.opentelemetry.io/otel/sdk v1.19.0 // indirect + go.opentelemetry.io/otel/trace v1.19.0 // indirect + golang.org/x/net v0.17.0 // indirect + golang.org/x/sys v0.13.0 // indirect + golang.org/x/text v0.13.0 // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20231030173426-d783a09b4405 // indirect + google.golang.org/protobuf v1.31.0 // indirect ) diff --git a/tools/relay/go.sum b/tools/relay/go.sum index ee41eb2e..caa62b95 100644 --- a/tools/relay/go.sum +++ b/tools/relay/go.sum @@ -1,2477 +1,70 @@ -bazil.org/fuse v0.0.0-20160811212531-371fbbdaa898/go.mod h1:Xbm+BRKSBEpa4q4hTSxohYNQpsxXPbPry4JJWOB3LB8= -bazil.org/fuse v0.0.0-20200407214033-5883e5a4b512/go.mod h1:FbcW6z/2VytnFDhZfumh8Ss8zxHE6qpMP5sHTRe0EaM= -cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= -cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU= -cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= -cloud.google.com/go v0.44.3/go.mod 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