From eefe9199f80b94f1fb5a4e2b5a9f1943b42c4201 Mon Sep 17 00:00:00 2001 From: Harsha Vardhan Simhadri Date: Fri, 24 Sep 2021 02:07:09 -0700 Subject: [PATCH 1/8] Added support for uploading and downloading an index to Azure blob storage. Tested with diskann-t2 algorithm. --- benchmark/algorithms/base.py | 19 ++++ benchmark/algorithms/diskann-t2.py | 49 ++++++----- benchmark/algorithms/faiss_t1.py | 3 + benchmark/algorithms/faiss_t3.py | 3 + benchmark/datasets.py | 18 +++- benchmark/main.py | 27 +++++- benchmark/runner.py | 135 +++++++++++++++++++++-------- 7 files changed, 194 insertions(+), 60 deletions(-) diff --git a/benchmark/algorithms/base.py b/benchmark/algorithms/base.py index 5b747c9b..6f864689 100644 --- a/benchmark/algorithms/base.py +++ b/benchmark/algorithms/base.py @@ -5,6 +5,13 @@ class BaseANN(object): def done(self): pass + def track(self): + """ + return "T1" if submitting an entry for track 1 + return "T2" if submitting an entry for track 2 + return "T3" if submitting an entry for track 3 + """ + def fit(self, dataset): """ Build the index for the data points given in dataset name. @@ -22,6 +29,18 @@ def load_index(self, dataset): """ pass + def index_files_to_store(self, dataset): + """ + Specify a triplet with the local directory path of index files, + the common prefix name of index component(s) and a list of + index components that need to be uploaded to (after build) + or downloaded from (for search) cloud storage. + + For local directory path under docker environment, please use + a directory under + data/indices/track(T1 or T2)/algo.__str__()/DATASETS[dataset]().short_name() + """ + def query(self, X, k): """Carry out a batch query for k-NN of query set X.""" pass diff --git a/benchmark/algorithms/diskann-t2.py b/benchmark/algorithms/diskann-t2.py index 0f8ce9ee..552da092 100755 --- a/benchmark/algorithms/diskann-t2.py +++ b/benchmark/algorithms/diskann-t2.py @@ -10,6 +10,7 @@ class Diskann(BaseANN): def __init__(self, metric, index_params): + self.name = "DiskANN" if (index_params.get("R")==None): print("Error: missing parameter R") return @@ -37,6 +38,9 @@ def __init__(self, metric, index_params): self.cache_mechanism = 0 print(self.PQ) + def track(self): + return "T2" + def index_name(self): if self.PQ == 0: return f"R{self.R}_L{self.L}_B{self.B}_M{self.M}" @@ -110,6 +114,27 @@ def fit(self, dataset): print(f"Loading index and caching {num_nodes_to_cache} nodes..") self.index.load_index(self.index_path, diskannpy.omp_get_max_threads(), num_nodes_to_cache, self.cache_mechanism) + def get_index_components(self, dataset): + index_components = [ + '_pq_pivots.bin', '_pq_pivots.bin_centroid.bin', '_pq_pivots.bin_chunk_offsets.bin', + '_pq_pivots.bin_rearrangement_perm.bin', '_sample_data.bin', '_sample_ids.bin', + '_pq_compressed.bin', '_disk.index' + ] + ds = DATASETS[dataset]() + if ds.distance() == "ip": + index_components = index_components + [ + '_disk.index_centroids.bin', '_disk.index_max_base_norm.bin', '_disk.index_medoids.bin' + ] + if self.PQ > 0: + index_components = index_components + [ + '_disk.index_pq_pivots.bin', '_disk.index_pq_pivots.bin_centroid.bin', + '_disk.index_pq_pivots.bin_chunk_offsets.bin', '_disk.index_pq_pivots.bin_rearrangement_perm.bin' + ] + return index_components + + def index_files_to_store(self, dataset): + return [self.create_index_dir(DATASETS[dataset]()), self.index_name(), self.get_index_components(dataset)] + def load_index(self, dataset): """ Load the index for dataset. Returns False if index @@ -142,27 +167,13 @@ def load_index(self, dataset): return False index_path = os.path.join(index_dir, self.index_name()) - index_components = [ - 'pq_pivots.bin', 'pq_pivots.bin_centroid.bin', 'pq_pivots.bin_chunk_offsets.bin', - 'pq_pivots.bin_rearrangement_perm.bin', 'sample_data.bin', 'sample_ids.bin', - 'pq_compressed.bin', 'disk.index' - ] - if ds.distance() == "ip": - index_components = index_components + [ - 'disk.index_centroids.bin', 'disk.index_max_base_norm.bin', 'disk.index_medoids.bin' - ] - if self.PQ > 0: - index_components = index_components + [ - 'disk.index_pq_pivots.bin', 'disk.index_pq_pivots.bin_centroid.bin', - 'disk.index_pq_pivots.bin_chunk_offsets.bin', 'disk.index_pq_pivots.bin_rearrangement_perm.bin' - ] - + index_components = self.get_index_components(dataset) for component in index_components: - index_file = index_path + '_' + component + index_file = index_path + component if not (os.path.exists(index_file)): if 'url' in self._index_params: - index_file_source = self._index_params['url'] + '/' + self.index_name() + '_' + component + index_file_source = self._index_params['url'] + '/' + self.index_name() + component print(f"Downloading index in background. This can take a while.") download_accelerated(index_file_source, index_file, quiet=True) else: @@ -208,7 +219,3 @@ def set_query_arguments(self, query_args): self.Ls = self._query_args.get("Ls") self.BW = self._query_args.get("BW") self.threads = self._query_args.get("T") - - - def __str__(self): - return "DiskANN" diff --git a/benchmark/algorithms/faiss_t1.py b/benchmark/algorithms/faiss_t1.py index 3d98249b..75684c42 100644 --- a/benchmark/algorithms/faiss_t1.py +++ b/benchmark/algorithms/faiss_t1.py @@ -84,6 +84,9 @@ def __init__(self, metric, index_params): if 'query_bs' in index_params: self._query_bs = index_params['query_bs'] + def track(self): + return "T1" + def index_name(self, name): return f"data/{name}.{self.indexkey}.faissindex" diff --git a/benchmark/algorithms/faiss_t3.py b/benchmark/algorithms/faiss_t3.py index 59ef4104..5f2fe8eb 100644 --- a/benchmark/algorithms/faiss_t3.py +++ b/benchmark/algorithms/faiss_t3.py @@ -305,6 +305,9 @@ class FaissT3(BaseANN): def __init__(self, metric, index_params): self._index_params = index_params self._metric = metric + + def track(self): + return "T3" def index_name(self, name): return f"data/{name}.{self._index_params['indexkey']}.faissindex" diff --git a/benchmark/datasets.py b/benchmark/datasets.py index 092f7329..9d79f8a8 100644 --- a/benchmark/datasets.py +++ b/benchmark/datasets.py @@ -52,11 +52,14 @@ def download(src, dst=None, max_size=None): )) -def download_accelerated(src, dst, quiet=False): +def download_accelerated(src, dst, quiet=False, sas_string=""): """ dowload using an accelerator. Make sure the executable is in the path """ print('downloading %s -> %s...' % (src, dst)) if "windows.net" in src: - cmd = f"azcopy copy {src} {dst}" + if sas_string == "": + cmd = f"azcopy copy {src} {dst}" + else: + cmd = f"azcopy copy '{src}?{sas_string}' '{dst}'" else: cmd = f"axel --alternate -n 10 {src} -o {dst}" if quiet: @@ -66,6 +69,17 @@ def download_accelerated(src, dst, quiet=False): ret = os.system(cmd) assert ret == 0 +def upload_accelerated(local_dir, blob_prefix, component, sas_string, quiet=False): + """ Upload index component to Azure blob using SAS string""" + src = os.path.join(local_dir, component) + dst = blob_prefix + '/' + component + '?' + sas_string + print('Uploading %s -> %s...' % (src, dst)) + + cmd = f"azcopy copy '{src}' '{dst}'" + print("running", cmd) + ret = os.system(cmd) + assert ret == 0 + def bvecs_mmap(fname): x = numpy.memmap(fname, dtype='uint8', mode='r') diff --git a/benchmark/main.py b/benchmark/main.py index 13aa403d..da71110e 100644 --- a/benchmark/main.py +++ b/benchmark/main.py @@ -43,13 +43,17 @@ def run_worker(args, queue): if args.nodocker: run_no_docker(definition, args.dataset, args.count, - args.runs, args.timeout, args.rebuild, cpu_limit, mem_limit, - args.t3, args.power_capture) + args.runs, args.timeout, args.rebuild, cpu_limit, mem_limit, + args.t3, args.power_capture, + args.upload_index, args.download_index, + args.blob_prefix, args.sas_string) else: run_docker(definition, args.dataset, args.count, args.runs, args.timeout, args.rebuild, cpu_limit, mem_limit, - args.t3, args.power_capture ) + args.t3, args.power_capture, + args.upload_index, args.download_index, + args.blob_prefix, args.sas_string) def main(): @@ -124,7 +128,24 @@ def main(): '--nodocker', help='Override default of invoking algorithm in docker container.', action='store_true') + parser.add_argument( + '--upload-index', + help='Upload index to Azure blob storage and avoid local queries.', + action='store_true') + parser.add_argument( + '--download-index', + help='Download index uploaded to Azure blob storage and run local queries.', + action='store_true') + parser.add_argument( + '--blob-prefix', + help='Azure blob prefix to upload indices to and download indices from.' + ) + parser.add_argument( + '--sas-string', + help='SAS string to authenticate to Azure blob storage.' + ) + args = parser.parse_args() if args.timeout == -1: args.timeout = None diff --git a/benchmark/runner.py b/benchmark/runner.py index 4d139b3f..2bccc0f9 100644 --- a/benchmark/runner.py +++ b/benchmark/runner.py @@ -13,7 +13,8 @@ from benchmark.algorithms.definitions import (Definition, instantiate_algorithm) -from benchmark.datasets import DATASETS + +from benchmark.datasets import DATASETS, upload_accelerated, download_accelerated from benchmark.results import store_results from benchmark.sensors.power_capture import power_capture @@ -52,7 +53,10 @@ def run_individual_query(algo, X, distance, count, run_count, search_type): attrs[k] = additional[k] return (attrs, results) -def run(definition, dataset, count, run_count, rebuild): +def run(definition, dataset, count, run_count, rebuild, + upload_index=False, download_index=False, + blob_prefix="", sas_string=""): + algo = instantiate_algorithm(definition) assert not definition.query_argument_groups \ or hasattr(algo, "set_query_arguments"), """\ @@ -60,6 +64,8 @@ def run(definition, dataset, count, run_count, rebuild): algorithm instantiated from it does not implement the set_query_arguments \ function""" % (definition.module, definition.constructor, definition.arguments) + assert not upload_index or not download_index + ds = DATASETS[dataset]() #X_train = numpy.array(D['train']) X = ds.get_queries() @@ -67,11 +73,23 @@ def run(definition, dataset, count, run_count, rebuild): search_type = ds.search_type() print(f"Running {definition.algorithm} on {dataset}") print(fr"Got {len(X)} queries") - + try: # Try loading the index from the file memory_usage_before = algo.get_memory_usage() - if rebuild or not algo.load_index(dataset): + if download_index: + local_dir, index_prefix, components = algo.index_files_to_store(dataset) + remote_location = blob_prefix + '/' + algo.track() + '/' + algo.__str__() + '/' + DATASETS[dataset]().short_name() + '/' + for component in components: + download_accelerated(remote_location + index_prefix + component, + local_dir + '/' + index_prefix + component, + False, sas_string) + print("Index files downloaded.") + if algo.load_index(dataset): + print("Index loaded.") + else: + print("Index load failed.") + elif rebuild or not algo.load_index(dataset): # Build the index if it is not available t0 = time.time() algo.fit(dataset) @@ -80,34 +98,44 @@ def run(definition, dataset, count, run_count, rebuild): else: print("Loaded existing index") + index_size = algo.get_memory_usage() - memory_usage_before - print('Index size: ', index_size) - - query_argument_groups = definition.query_argument_groups - # Make sure that algorithms with no query argument groups still get run - # once by providing them with a single, empty, harmless group - if not query_argument_groups: - query_argument_groups = [[]] - - for pos, query_arguments in enumerate(query_argument_groups, 1): - print("Running query argument group %d of %d..." % - (pos, len(query_argument_groups))) - if query_arguments: - algo.set_query_arguments(*query_arguments) - descriptor, results = run_individual_query( - algo, X, distance, count, run_count, search_type) - # A bit unclear how to set this correctly if we usually load from file - #descriptor["build_time"] = build_time - descriptor["index_size"] = index_size - descriptor["algo"] = definition.algorithm - descriptor["dataset"] = dataset - - if power_capture.enabled(): - power_stats = power_capture.run(algo, X, distance, count, - run_count, search_type, descriptor) - - store_results(dataset, count, definition, - query_arguments, descriptor, results, search_type) + print('Index memory footprint: ', index_size) + + if upload_index: + print("Starting index upload...") + local_dir, index_prefix, components = algo.index_files_to_store(dataset) + remote_location = blob_prefix + '/' + algo.track() + '/' + algo.__str__() + '/' + DATASETS[dataset]().short_name() + for component in components: + upload_accelerated(local_dir, remote_location, + index_prefix + component, sas_string) + else: + print("Starting query") + query_argument_groups = definition.query_argument_groups + # Make sure that algorithms with no query argument groups still get run + # once by providing them with a single, empty, harmless group + if not query_argument_groups: + query_argument_groups = [[]] + + for pos, query_arguments in enumerate(query_argument_groups, 1): + print("Running query argument group %d of %d..." % + (pos, len(query_argument_groups))) + if query_arguments: + algo.set_query_arguments(*query_arguments) + descriptor, results = run_individual_query( + algo, X, distance, count, run_count, search_type) + # A bit unclear how to set this correctly if we usually load from file + #descriptor["build_time"] = build_time + descriptor["index_size"] = index_size + descriptor["algo"] = definition.algorithm + descriptor["dataset"] = dataset + + if power_capture.enabled(): + power_stats = power_capture.run(algo, X, distance, count, + run_count, search_type, descriptor) + + store_results(dataset, count, definition, + query_arguments, descriptor, results, search_type) finally: algo.done() @@ -163,6 +191,22 @@ def run_from_cmdline(args=None): help='Power capture parameters for the T3 competition. ' 'Format is "ip:port:capture_time_in_seconds (ie, 127.0.0.1:3000:10).', default="") + parser.add_argument( + '--upload-index', + help='Upload index to cloud storage.', + action='store_true') + parser.add_argument( + '--download-index', + help='Download index from cloud storage.', + action='store_true') + parser.add_argument( + '--blob-prefix', + help='Azure blob prefix to upload index to or download index from.') + parser.add_argument( + '--sas-string', + help='SAS string to authenticate to Azure blob storage.') + + args = parser.parse_args(args) algo_args = json.loads(args.build) print(algo_args) @@ -181,11 +225,14 @@ def run_from_cmdline(args=None): query_argument_groups=query_args, disabled=False ) - run(definition, args.dataset, args.count, args.runs, args.rebuild) + run(definition, args.dataset, args.count, args.runs, args.rebuild, + args.upload_index, args.download_index, args.blob_prefix, args.sas_string) def run_docker(definition, dataset, count, runs, timeout, rebuild, - cpu_limit, mem_limit=None, t3=None, power_capture=None): + cpu_limit, mem_limit=None, t3=None, power_capture=None, + upload_index=False, download_index=False, + blob_prefix="", sas_string=""): cmd = ['--dataset', dataset, '--algorithm', definition.algorithm, '--module', definition.module, @@ -196,6 +243,15 @@ def run_docker(definition, dataset, count, runs, timeout, rebuild, cmd += ["--power-capture", power_capture ] if rebuild: cmd.append("--rebuild") + if upload_index: + cmd.append("--upload-index") + cmd += ["--blob-prefix", blob_prefix] + cmd += ["--sas-string", sas_string] + if download_index: + cmd.append("--download-index") + cmd += ["--blob-prefix", blob_prefix] + cmd += ["--sas-string", sas_string] + cmd.append(json.dumps(definition.arguments)) cmd += [json.dumps(qag) for qag in definition.query_argument_groups] @@ -254,7 +310,9 @@ def stream_logs(): def run_no_docker(definition, dataset, count, runs, timeout, rebuild, - cpu_limit, mem_limit=None, t3=False, power_capture=None): + cpu_limit, mem_limit=None, t3=False, power_capture=None, + upload_index=False, download_index=False, + blob_prefix="", sas_string=""): cmd = ['--dataset', dataset, '--algorithm', definition.algorithm, '--module', definition.module, @@ -265,6 +323,15 @@ def run_no_docker(definition, dataset, count, runs, timeout, rebuild, cmd += ["--power-capture", power_capture ] if rebuild: cmd.append("--rebuild") + if upload_index: + cmd.append("--upload-index") + cmd += ["--blob-prefix", blob_prefix] + cmd += ["--sas-string", sas_string] + if download_index: + cmd.append("--download-index") + cmd += ["--blob-prefix", blob_prefix] + cmd += ["--sas-string", sas_string] + cmd.append(json.dumps(definition.arguments)) cmd += [json.dumps(qag) for qag in definition.query_argument_groups] run_from_cmdline(cmd) From a591df0390cf37c2da21ab939718e4f9eff568df Mon Sep 17 00:00:00 2001 From: Martin Aumueller Date: Mon, 27 Sep 2021 08:46:17 +0200 Subject: [PATCH 2/8] pass -> NotImplementedError --- benchmark/algorithms/base.py | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/benchmark/algorithms/base.py b/benchmark/algorithms/base.py index 6f864689..a4789f0b 100644 --- a/benchmark/algorithms/base.py +++ b/benchmark/algorithms/base.py @@ -3,6 +3,10 @@ class BaseANN(object): def done(self): + """ + This is called after results have been processed. + Use it for cleaning up if necessary. + """ pass def track(self): @@ -11,13 +15,14 @@ def track(self): return "T2" if submitting an entry for track 2 return "T3" if submitting an entry for track 3 """ + raise NotImplementedError() def fit(self, dataset): """ Build the index for the data points given in dataset name. Assumes that after fitting index is loaded in memory. """ - pass + raise NotImplementedError() def load_index(self, dataset): """ @@ -27,7 +32,7 @@ def load_index(self, dataset): Checking the index usually involves the dataset name and the index build paramters passed during construction. """ - pass + raise NotImplementedError() def index_files_to_store(self, dataset): """ @@ -38,19 +43,20 @@ def index_files_to_store(self, dataset): For local directory path under docker environment, please use a directory under - data/indices/track(T1 or T2)/algo.__str__()/DATASETS[dataset]().short_name() + data/indices/track(T1 or T2)/algo.__str__()/DATASETS[dataset]().short_name() """ + raise NotImplementedError() def query(self, X, k): """Carry out a batch query for k-NN of query set X.""" - pass + raise NotImplementedError() def range_query(self, X, radius): """ Carry out a batch query for range search with radius. """ - pass + raise NotImplementedError() def get_results(self): """ From f3c383ea82529762b7ca2437a536f3e75b9e5c7d Mon Sep 17 00:00:00 2001 From: Harsha Vardhan Simhadri Date: Sun, 26 Sep 2021 18:41:49 -0700 Subject: [PATCH 3/8] T1/T2 guidelines --- t1_t2/README.md | 223 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 223 insertions(+) create mode 100644 t1_t2/README.md diff --git a/t1_t2/README.md b/t1_t2/README.md new file mode 100644 index 00000000..fcb191c3 --- /dev/null +++ b/t1_t2/README.md @@ -0,0 +1,223 @@ +# T1 and T2 Tracks + +## Table Of Contents + +- [Introduction](#introduction) +- [For Participants](#for_participants) + - [Getting Started](#getting_started) + - [Starting Your Development](#starting_your_development) + - [Developing Your Dockerfile](#developing_your_dockerfile) + - [Developing Your Algorithm](#developing_your_algorithm) + - [Measuring your Algorithm](#measuring_your_algorithm) + - [How To Get Help](#how_to_get_help) + - [Leaderboard](#leaderboard) +- [For Evaluators](#for_organizers) + +## Introduction + +The T1 and T2 tracks evaluate algorithms on standardized Azure CPU servers. + +**Track 1**: In-memory indices with [FAISS](https://github.com/facebookresearch/faiss) as the baseline. Search would use Azure [Standard_F32s_v2 VMs](https://docs.microsoft.com/en-us/azure/virtual-machines/fsv2-series) with 32 vCPUs and 64GB RAM. + +**Track 2:** Out-of-core indices with [DiskANN](https://github.com/Microsoft/diskann) as the baseline. In addition to the limited DRAM in T1, index can use an SSD for search. Search would use Azure [Standard_L8s_v2 VMs](https://docs.microsoft.com/en-us/azure/virtual-machines/lsv2-series) with 8 vCPUS, 64GB RAM and a local SSD Index constrained to 1TB. + +Index construction for both tracks would use Azure [Standard_F64s_v2 VM](https://docs.microsoft.com/en-us/azure/virtual-machines/fsv2-series) with 64vCPUs, 128GB RAM and an additional 4TB of SSD to be used for storing the data, index and other intermediate data. There is a **time limit for 4 days per dataset** for index build. + +Queries will be supplied in one shot and the algorithm can execute the queries in any order. + +We will release plots for recall vs QPS separately for tracks T1 and T2. +Additionally, we will release leaderboards for T1 and T2. The metric for the leaderboard in each track will be the sum of improvements in recall over the baseline at the target QPS over all datasets. **The target recall +for T1 is 10000 QPS and for T2 is 1500 QPS.** + +Participants must submit their algorithm via a pull request and (optionally) index file(s) upload (one per participating dataset). + + +## For_Participants + +### Requirements + +You will need the following installed on your machine: +* Python ( we tested with Anaconda using an environment created for Python version 3.8 ) and Docker. +* Note that we tested everything on Ubuntu Linux 18.04 but other environments should be possible. + +### Getting_Started + +This section will present a small tutorial about how to use this framework and several of the key scripts you will use throughout the development of your algorithm and eventual submission. + +First, clone this repository and cd into the project directory: +``` +git clone +``` +Install the python package requirements: +``` +pip install -r requirements_py38.txt +``` +Create a small, sample dataset. For example, to create a dataset with 10000 20-dimensional random floating point vectors, run: +``` +python create_dataset.py --dataset random-xs +``` +To create a smaller slice of the competition datasets (e.g. 10M slice of deep-1B), run: +``` +python create_dataset.py --dataset deep-10M +``` +To see a complete list of datasets, run the following: +``` +python create_dataset.py --help +``` + +Build the docker container for the T1 or T2 baselines: +``` +#for T1 +python install.py --algorithm faiss +#for T2 +python install.py --algorithm diskann +``` +Run a benchmark evaluation using the algorithm's definition file: +``` +python run.py --algorithm faiss_t1 --dataset random-xs +python run.py --algorithm diskann-t2 --dataset random-xs +``` + +For the competition dataset (e.g. deep-1B), running the following command downloads a prebuilt index and runs te queries locally. +``` +python run.py --algorithm faiss_t1 --dataset deep-1B +python run.py --algorithm diskann-t2 --dataset deep-1B +``` + +Now plot QPS vs recall: +``` +python plot.py --algorithm faiss_t1 --dataset random-xs +python plot.py --algorithm diskann-t2 --dataset random-xs +``` +This will place a plot into the *results/* directory. + +### Starting_Your_Development + +First, please create a short name for your team without spaces or special characters. Henceforth in these instructions, this will be referenced as [your_team_name]. + +Create a custom branch off main in this repository: +``` +# For t1 +git checkout -b t1/[your_team_name] +# For t2 +git checkout -b t2/[your_team_name] +``` + + +### Developing_Your_Dockerfile + +This framework evaluates algorithms in Docker containers by default. Your algorithm's Dockerfile should live in *install/Docker.[your_team_name]*. Your Docker file should contain everything needed to install and run your algorithm on a system with the same hardware. + +Please consult the Dockerfiles [here](../install/Dockerfile.faiss) and [here](../install/Dockerfile.diskann) for examples. + +To build your Docker container, run: +``` +python install.py --install [your_team_name] +``` + +### Developing_Your_Algorithm + +Develop and add your algorithm's python class to the [benchmark/algorithms](../benchmark/algorithms) directory. +* You will need to subclass from the [BaseANN class](../benchmark/algorithms/base.py) and implement the functions of that parent class. +* You should consult the examples already in the directory. + + +When you are ready to test on the competition datasets, use the create_dataset.py script as follows: +``` +python create_dataset.py --dataset [sift-1B|bigann-1B|text2image-1B|msturing-1B|msspacev-1B|ssnpp-1B] +``` +To benchmark your algorithm, first create an algorithm configuration yaml in your teams directory called *algos.yaml.* This file contains the index build parameters and query parameters that will get passed to your algorithm at run-time. Please look at [algos.yaml](../algos.yaml). + +If your machine is capable of both building and searching an index, you can benchmark your algorithm using the run.py script: +``` +python run.py --algorithm diskann-t2 --dataset deep-1B +``` +This will write the results to the toplevel [results](../results) directory. + +To build the index and upload it to Azure cloud storage without querying it: +``` +python run.py --algorithm diskann-t2 --dataset deep-1B --upload-index --blob-prefix --sas-string +``` +To download the index from cloud storage and query it on another machine: +``` +python run.py --algorithm diskann-t2 --dataset deep-1B --download-index --blob-prefix --sas-string +``` + +### Measuring_Your_Algorithm + + +Now you can analyze the results by running (sudo might be required): +``` +python plot.py --algorithm [your_team_name] --dataset deep-1B +``` +This will place a plot of the algorithms performance into the toplevel [results](../results) directory. + +The plot.py script supports other benchmarks. To see a complete list, run: +``` +python plot.py --help +``` + +Here are all the baseline recall@10 vs throughput plots for the (knn search type) datasets: +* [msturing-1B]() +* [bigann-1B]() +* [text2image-1B]() +* [deep-1B]() +* [msspacev-1B]() + +To get a table overview over the best recall/ap achieved over a certain QPS threshold, run `python3 eval/show_operating_points.py --algorithm $ALGO --threshold $THRESHOLD res.csv`, where `res.csv` is the file produced by running `data_export.py` above. + +For the track1 baseline, the output `python3 eval/show_operating_points.py --algorithm faiss-t1 --threshold 10000 res.csv` led to + +``` + recall/ap +algorithm dataset +faiss-t1 bigann-1B 0.634510 + deep-1B 0.650280 + msspacev-1B 0.728861 + msturing-1B 0.703611 + ssnpp-1B 0.753780 + text2image-1B 0.069275 +``` + +For the track2 baseline, the output `python3 eval/show_operating_points.py --algorithm diskann-t1 --threshold 10000 res.csv` led to + +``` + recall/ap +algorithm dataset +diskann-t2 bigann-1B 0.94913 + deep-1B 0.93706 + msspacev-1B 0.90095 + msturing-1B 0.93564 + ssnpp-1B NaN + text2image-1B 0.48854 +``` + +### Submitting_Your_Algorithm + +A submission is composed of the following. +* For each dataset you are participating in, add to [algos.yaml](../algos.yaml) + * 1 index build configuration + * 10 search configuration + * Optionally an URL to download any prebuilt indices. This would help us evaluate faster, although we would build your index to verify the time limit. +* Your algorithm's python class ( placed in the [benchmark/algorithms/](../benchmark/algorithms) directory.) + +If you are unable to host the index on your own Azure blob storage, please let us know and we can arrange to have it copied to organizer's account. + +We will run early PRs on organizer's machines to the extent possible and provide any feedback necessary. + +### How_To_Get_Help + +There are several ways to get help as you develop your algorithm using this framework: +* You can submit an issue at this github repository. +* Send an email to the competition's T1/T2 organizer, harsha.v.simhadri@gmail.com +* Send en email to the competition's googlegroup, big-ann-organizers@googlegroups.com + +### Leaderboard + +This leaderboard is based on the standard recall@10 vs throughput benchmark that has become a standard benchmark when evaluating and comparing approximate nearest neighbor algorithms. We have run FAISS and DiskANN as baselines for T1 and T2 respectively, and for each dataset chosen the best recall amongst configurations providing at least **10K QPS for T1 and 1500 QPS for T2**. The recall of the baselines at this QPS threshold is listed [above](#measuring_your_algorithm). + +Algorithms will be ranked on how much their recall surpasses the baselines at these QPS thresholds. We will add up the recall improvements of each algorithm on all data sets it competes on. Participants are required to commit to at least 3 datasets, and ideally more. Algorithms that work on more datasets are at an advantage as they can benefit from additional scores. Any recall regression compared to the baseline on the datasets committed to will be subtracted from the final score. + + +## For_Evaluators + From aa38d64628688ff60f6e5042fe6d323fc8c8b775 Mon Sep 17 00:00:00 2001 From: Harsha Vardhan Simhadri Date: Mon, 27 Sep 2021 10:30:41 -0700 Subject: [PATCH 4/8] added plots --- t1_t2/README.md | 21 ++++++++---- t1_t2/results/T1/bigann-1B.png | Bin 0 -> 37188 bytes t1_t2/results/T1/deep-1B.png | Bin 0 -> 36759 bytes t1_t2/results/T1/msspacev-1B.png | Bin 0 -> 37388 bytes t1_t2/results/T1/msturing-1B.png | Bin 0 -> 38009 bytes t1_t2/results/T1/ssnpp-1B.png | Bin 0 -> 43886 bytes t1_t2/results/T1/text2image-1B.png | Bin 0 -> 32217 bytes t1_t2/results/T2/bigann-1B.png | Bin 0 -> 37884 bytes t1_t2/results/T2/deep-1B.png | Bin 0 -> 37934 bytes t1_t2/results/T2/msspacev-1B.png | Bin 0 -> 36862 bytes t1_t2/results/T2/msturing-1B.png | Bin 0 -> 37402 bytes t1_t2/results/T2/res.csv | 51 +++++++++++++++++++++++++++++ t1_t2/results/T2/text2image-1B.png | Bin 0 -> 41673 bytes 13 files changed, 66 insertions(+), 6 deletions(-) create mode 100644 t1_t2/results/T1/bigann-1B.png create mode 100644 t1_t2/results/T1/deep-1B.png create mode 100644 t1_t2/results/T1/msspacev-1B.png create mode 100644 t1_t2/results/T1/msturing-1B.png create mode 100644 t1_t2/results/T1/ssnpp-1B.png create mode 100644 t1_t2/results/T1/text2image-1B.png create mode 100644 t1_t2/results/T2/bigann-1B.png create mode 100644 t1_t2/results/T2/deep-1B.png create mode 100644 t1_t2/results/T2/msspacev-1B.png create mode 100644 t1_t2/results/T2/msturing-1B.png create mode 100644 t1_t2/results/T2/res.csv create mode 100644 t1_t2/results/T2/text2image-1B.png diff --git a/t1_t2/README.md b/t1_t2/README.md index fcb191c3..a532f982 100644 --- a/t1_t2/README.md +++ b/t1_t2/README.md @@ -157,12 +157,21 @@ The plot.py script supports other benchmarks. To see a complete list, run: python plot.py --help ``` -Here are all the baseline recall@10 vs throughput plots for the (knn search type) datasets: -* [msturing-1B]() -* [bigann-1B]() -* [text2image-1B]() -* [deep-1B]() -* [msspacev-1B]() +Here are all the FAISS baseline recall@10 (AP for SSNPP) vs throughput plots for T1: +* [msturing-1B](results/T1/msturing-1B.png) +* [bigann-1B](results/T1/bigann-1B.png) +* [text2image-1B](results/T1/text2image-1B.png) +* [deep-1B](results/T1/deep-1B.png) +* [msspacev-1B](results/T1/msspacev-1B.png) +* [ssnpp-1B](results/T1/ssnpp-1B.png) + +Here are all the DiskANN baseline recall@10 (AP for SSNPP) vs throughput plots for T2: +* [msturing-1B](results/T2/msturing-1B.png) +* [bigann-1B](results/T2/bigann-1B.png) +* [text2image-1B](results/T2/text2image-1B.png) +* [deep-1B](results/T2/deep-1B.png) +* [msspacev-1B](results/T2/msspacev-1B.png) +* [ssnpp-1B](results/T2/ssnpp-1B.png) To get a table overview over the best recall/ap achieved over a certain 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+diskann-t2,DiskANN,bigann-1B,10,1692.271479416587,0.0,1000000.0,60384120.0,35682.28900295449,inf,0.9426500000000001 +diskann-t2,DiskANN,bigann-1B,10,1979.5720516956515,0.0,1000000.0,60384120.0,30503.623219107627,inf,0.9246700000000001 +diskann-t2,DiskANN,bigann-1B,10,1498.447251013022,0.0,1000000.0,60384120.0,40297.79490681267,inf,0.9549200000000001 +diskann-t2,DiskANN,bigann-1B,10,1395.0126358562839,0.0,1000000.0,60384120.0,43285.71544653797,inf,0.9599399999999999 +diskann-t2,DiskANN,bigann-1B,10,1449.7409112948683,0.0,1000000.0,60384120.0,41651.66308652115,inf,0.95691 +diskann-t2,DiskANN,bigann-1B,10,1173.2852848995394,0.0,1000000.0,60384120.0,51465.84618179226,inf,0.9699899999999999 +diskann-t2,DiskANN,bigann-1B,10,1310.0846908052526,0.0,1000000.0,60384120.0,46091.76828322792,inf,0.96411 +diskann-t2,DiskANN,bigann-1B,10,1594.14800808084,0.0,1000000.0,60384120.0,37878.615846150395,inf,0.94913 +diskann-t2,DiskANN,bigann-1B,10,981.8258342866466,0.0,1000000.0,60384120.0,61501.86508778572,inf,0.97882 +diskann-t2,DiskANN,bigann-1B,10,2303.0911898705594,0.0,1000000.0,60384120.0,26218.727363285067,inf,0.89605 +diskann-t2,DiskANN,deep-1B,10,1660.8887581780666,0.0,1000000.0,60630840.0,36505.05772976017,inf,0.9279400000000001 +diskann-t2,DiskANN,deep-1B,10,1990.253305673633,0.0,1000000.0,60630840.0,30463.88106838417,inf,0.90432 +diskann-t2,DiskANN,deep-1B,10,2307.308080428008,0.0,1000000.0,60630840.0,26277.73920366669,inf,0.8766400000000001 +diskann-t2,DiskANN,deep-1B,10,1021.5658500041819,0.0,1000000.0,60630840.0,59350.88765912819,inf,0.96555 +diskann-t2,DiskANN,deep-1B,10,1525.294026026525,0.0,1000000.0,60630840.0,39750.26386089421,inf,0.93706 +diskann-t2,DiskANN,deep-1B,10,1551.8613031064206,0.0,1000000.0,60630840.0,39069.75441596031,inf,0.93448 +diskann-t2,DiskANN,deep-1B,10,1725.2463398347454,0.0,1000000.0,60630840.0,35143.29438067818,inf,0.92354 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@@ python create_dataset.py --dataset [sift-1B|bigann-1B|text2image-1B|msturing-1B| ``` To benchmark your algorithm, first create an algorithm configuration yaml in your teams directory called *algos.yaml.* This file contains the index build parameters and query parameters that will get passed to your algorithm at run-time. Please look at [algos.yaml](../algos.yaml). -If your machine is capable of both building and searching an index, you can benchmark your algorithm using the run.py script: +If your machine is capable of both building and searching an index, you can benchmark your algorithm using the run.py script. ``` python run.py --algorithm diskann-t2 --dataset deep-1B ``` @@ -146,7 +146,7 @@ python run.py --algorithm diskann-t2 --dataset deep-1B --download-index --blob-p ### Measuring_Your_Algorithm -Now you can analyze the results by running (sudo might be required): +Now you can analyze the results using plot.py. Sudo might be required here. To avoid sudo, run `sudo chmod -R 777 results/` before invoking these scripts. ``` python plot.py --algorithm [your_team_name] --dataset deep-1B ``` @@ -173,9 +173,13 @@ Here are all the DiskANN baseline recall@10 (AP for SSNPP) vs throughput plots f * [msspacev-1B](results/T2/msspacev-1B.png) * [ssnpp-1B](results/T2/ssnpp-1B.png) -To get a table overview over the best recall/ap achieved over a certain QPS threshold, run `python3 eval/show_operating_points.py --algorithm $ALGO --threshold $THRESHOLD res.csv`, where `res.csv` is the file produced by running `data_export.py` above. +To get a table overview over the best recall/ap achieved over a certain QPS threshold, run +``` +python3 data_export.py --output res.csv +python3 eval/show_operating_points.py --algorithm $ALGO --threshold $THRESHOLD res.csv +``` -For the track1 baseline, the output `python3 eval/show_operating_points.py --algorithm faiss-t1 --threshold 10000 res.csv` led to +For the track1 baseline, the output, this led to ``` recall/ap @@ -188,7 +192,7 @@ faiss-t1 bigann-1B 0.634510 text2image-1B 0.069275 ``` -For the track2 baseline, the output `python3 eval/show_operating_points.py --algorithm diskann-t1 --threshold 10000 res.csv` led to +For the track2 baseline, this led to ``` recall/ap @@ -203,14 +207,13 @@ diskann-t2 bigann-1B 0.94913 ### Submitting_Your_Algorithm -A submission is composed of the following. +A submission is composed of a pull request to this repo with the following. +* Your algorithm's python class, inheriting from `BaseANN`, placed in the [benchmark/algorithms/](../benchmark/algorithms) directory. +* A Dockerfile in `install/` describing how to retrieve, compile and set up requirements for your algorithm. * For each dataset you are participating in, add to [algos.yaml](../algos.yaml) * 1 index build configuration * 10 search configuration - * Optionally an URL to download any prebuilt indices. This would help us evaluate faster, although we would build your index to verify the time limit. -* Your algorithm's python class ( placed in the [benchmark/algorithms/](../benchmark/algorithms) directory.) - -If you are unable to host the index on your own Azure blob storage, please let us know and we can arrange to have it copied to organizer's account. +* An URL to download any prebuilt indices placed in `algos.yaml`. **This is optional, but strongly encourages.** This would help us evaluate faster, although we would build your index to verify the time limit. Please see `faiss_t1.py` and `diskann-t2.py` for examples. If you are unable to host the index on your own Azure blob storage, please let us know and we can arrange to have it copied to organizer's account. We will run early PRs on organizer's machines to the extent possible and provide any feedback necessary. From 72860bd7661ddbccacd1cf2d48c00f58d8668971 Mon Sep 17 00:00:00 2001 From: Harsha Vardhan Simhadri Date: Mon, 27 Sep 2021 10:45:10 -0700 Subject: [PATCH 6/8] move content from main readme to T1 T2 readme --- README.md | 28 +++------------------------- 1 file changed, 3 insertions(+), 25 deletions(-) diff --git a/README.md b/README.md index f7cfb0c2..4a3dbcfc 100644 --- a/README.md +++ b/README.md @@ -43,26 +43,6 @@ and `ALGO` is the name of the algorithm. (Use `python run.py --list-algorithms`) The parameters used by the implementation to build and query the index can be found in `algos.yaml`. - -## Evaluating the Results -Run `sudo python plot.py --dataset ...` or `sudo python data_export.py --output res.csv` to plot results or dump all of them to csv for further post-processing. -To avoid sudo, run `sudo chmod -R 777 results/` before invoking these scripts. - -To get a table overview over the best recall/ap achieved over a certain threshold, run `python3 eval/show_operating_points.py --algorithm $ALGO --threshold $THRESHOLD res.csv`, where `res.csv` is the file produced by running `data_export.py` above. - -For the track1 baseline, the output `python3 eval/show_operating_points.py --algorithm faiss-t1 --threshold 10000 res.csv` led to - -``` - recall/ap -algorithm dataset -faiss-t1 bigann-1B 0.634510 - deep-1B 0.650280 - msspacev-1B 0.728861 - msturing-1B 0.703611 - ssnpp-1B 0.753780 - text2image-1B 0.069275 -``` - ## Running the track 1 baseline After running the installation, we can evaluate the baseline as follows. @@ -83,10 +63,8 @@ python data_export.py --output res.csv python3.8 eval/show_operating_points.py --algorithm faiss-t1 --threshold 10000 ``` -## Including your algorithm -1. Add your algorithm into `benchmark/algorithms` by providing a small Python wrapper inheriting from `BaseANN` defined in `benchmark/algorithms/base.py`. See `benchmark/algorithm/faiss_t1.py` for an example. -2. Add a Dockerfile in `install/` -3. Edit `algos.yaml with the parameter choices you would like to test. -4. (Add an option to download pre-built indexes as seen in `faiss_t1.py`.) +## Including your algorithm and Evaluating the Results +See [Track T1/T2](t1_t2/README.md) for more details on evaluation for Tracks T1 and T2. +See [Track T3](t3/README.md) for more details on evaluation for Track T3. \ No newline at end of file From 57f1ec99a77030f2d366a06e13f245f45be895e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Martin=20Aum=C3=BCller?= Date: Tue, 28 Sep 2021 13:10:11 +0200 Subject: [PATCH 7/8] Update README.md --- t1_t2/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/t1_t2/README.md b/t1_t2/README.md index 96f6e5bb..1a3c97f6 100644 --- a/t1_t2/README.md +++ b/t1_t2/README.md @@ -68,7 +68,7 @@ python create_dataset.py --help Build the docker container for the T1 or T2 baselines: ``` #for T1 -python install.py --algorithm faiss +python install.py --algorithm faissconda #for T2 python install.py --algorithm diskann ``` @@ -78,7 +78,7 @@ python run.py --algorithm faiss_t1 --dataset random-xs python run.py --algorithm diskann-t2 --dataset random-xs ``` -For the competition dataset (e.g. deep-1B), running the following command downloads a prebuilt index and runs te queries locally. +For the competition dataset (e.g. deep-1B), running the following command downloads a prebuilt index and runs the queries locally. ``` python run.py --algorithm faiss_t1 --dataset deep-1B python run.py --algorithm diskann-t2 --dataset deep-1B @@ -108,7 +108,7 @@ git checkout -b t2/[your_team_name] This framework evaluates algorithms in Docker containers by default. Your algorithm's Dockerfile should live in *install/Docker.[your_team_name]*. Your Docker file should contain everything needed to install and run your algorithm on a system with the same hardware. -Please consult the Dockerfiles [here](../install/Dockerfile.faiss) and [here](../install/Dockerfile.diskann) for examples. +Please consult the Dockerfiles [here](../install/Dockerfile.faissconda) and [here](../install/Dockerfile.diskann) for examples. To build your Docker container, run: ``` From 2dda69f51d23062063fe58b635e038e35b38e073 Mon Sep 17 00:00:00 2001 From: Dmitry Kan Date: Tue, 28 Sep 2021 10:34:10 +0300 Subject: [PATCH 8/8] upgraded to latest psutil --- requirements_py38.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements_py38.txt b/requirements_py38.txt index a4035bc1..21e5e867 100644 --- a/requirements_py38.txt +++ b/requirements_py38.txt @@ -4,7 +4,7 @@ h5py==2.10.0 matplotlib==3.3.4 numpy==1.19.5 pyyaml==5.3.1 -psutil==5.6.6 +psutil==5.8.0 scipy==1.5.4 scikit-learn jinja2==2.11.3