From e00815fb79ef7e05a2cd932ea383b70b05f1ca07 Mon Sep 17 00:00:00 2001 From: bxdd Date: Mon, 24 Apr 2023 17:08:50 +0800 Subject: [PATCH 1/8] [DOC] Update quick doc --- docs/start/quick.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/start/quick.rst b/docs/start/quick.rst index b1c01f9..1a8f658 100644 --- a/docs/start/quick.rst +++ b/docs/start/quick.rst @@ -25,7 +25,7 @@ Learnware is currently hosted on `PyPI `__. You can easily in .. code-block:: - conda install -c pytorch fais + conda install -c pytorch faiss pip install learnware @@ -153,7 +153,7 @@ For example, the following code is designed to work with Reduced Set Kernel Embe user_spec = specification.rkme.RKMEStatSpecification() user_spec.load(os.path.join(unzip_path, "rkme.json")) user_info = BaseUserInfo( - id="user", semantic_spec=user_semantic, stat_info={"RKMEStatSpecification": user_spec} + semantic_spec=user_semantic, stat_info={"RKMEStatSpecification": user_spec} ) (sorted_score_list, single_learnware_list, mixture_score, mixture_learnware_list) = easy_market.search_learnware(user_info) From d177b929e39cc7bb54a2469a7cca8d1ad6d64c39 Mon Sep 17 00:00:00 2001 From: Gene Date: Mon, 24 Apr 2023 19:01:55 +0800 Subject: [PATCH 2/8] [FIX] Modify details in reuse --- learnware/learnware/reuse.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/learnware/learnware/reuse.py b/learnware/learnware/reuse.py index 7c289cc..6ada88b 100644 --- a/learnware/learnware/reuse.py +++ b/learnware/learnware/reuse.py @@ -163,7 +163,7 @@ class JobSelectorReuser(BaseReuser): Parameters ---------- user_data : np.ndarray - User's labeld raw data. + Raw user data. task_rkme_list : List[RKMEStatSpecification] The list of learwares' rkmes whose mixture approximates the user's rkme task_rkme_matrix : np.ndarray @@ -272,7 +272,7 @@ class AveragingReuser(BaseReuser): Parameters ---------- learnware_list : List[Learnware] - The learnware list, which should have RKME Specification for each learnweare + The learnware list """ super(AveragingReuser, self).__init__(learnware_list) self.mode = mode @@ -283,7 +283,7 @@ class AveragingReuser(BaseReuser): Parameters ---------- user_data : np.ndarray - User's labeled raw data. + Raw user data. Returns ------- From 100592ba420061152d49a9e4d7701be8eb042ede Mon Sep 17 00:00:00 2001 From: chenzx Date: Mon, 24 Apr 2023 20:39:48 +0800 Subject: [PATCH 3/8] [DOC] add experiment docs --- docs/components/get_start_examples.rst | 63 ++++++++++++++++++++++++++ 1 file changed, 63 insertions(+) create mode 100644 docs/components/get_start_examples.rst diff --git a/docs/components/get_start_examples.rst b/docs/components/get_start_examples.rst new file mode 100644 index 0000000..8f225f8 --- /dev/null +++ b/docs/components/get_start_examples.rst @@ -0,0 +1,63 @@ +.. _examples: +================================ +Experiments & Get Start Examples +================================ + +This chapter will introduce related experiments to illustrate the search and reuse performance of our learnware system. + +================ +Environment +================ +For all experiments, we used a single linux server. Details on the specifications are listed in the table below. All processors were used for training and evaluating. + +==================== ==================== =============================== +System GPU CPU +==================== ==================== =============================== +Ubuntu 20.04.4 LTS Nvidia Tesla V100S Intel(R) Xeon(R) Gold 6240R +==================== ==================== =============================== + + +================ +Experiments +================ + +Datasets +================ +We designed experiments on three publicly available datasets, namely `Prediction Future Sales (PFS) `_, +`M5 Forecasting (M5) `_ and `CIFAR 10 `_. +For the two sales forecasting data sets of PFS and M5, we divide the user data according to different stores, and train the Ridge model and LightGBM model on the corresponding data respectively. +For the CIFAR10 image classification task, we first randomly pick 6 to 10 categories, and randomly select 800 to 2000 samples from each category from the categories corresponding to the training set, constituting a total of 50 different uploaders. +For test users, we first randomly pick 3 to 6 categories, and randomly select 150 to 350 samples from each category from the corresponding categories from the test set, constituting a total of 20 different users. + +We tested the efficiency of the specification generation and the accuracy of the search and reuse model respectively. +The evaluation index on PFS and M5 data is RMSE, and the evaluation index on CIFAR10 classification task is classification accuracy + +Results +================ + +The time-consuming specification generation is shown in the table below: + +==================== ==================== ================================= +Dataset Data Dimensions Specification Generation Time (s) +==================== ==================== ================================= +PFS +M5 +CIFAR10 9000*3*32*32 7~10 +==================== ==================== ================================= + +The accuracy of search and reuse is shown in the table below: + +==================== ==================== ================================= ================================= +Dataset Top-1 Performance Job Selector Reuse Average Ensemble Reuse +==================== ==================== ================================= ================================= +PFS +M5 +CIFAR10 0.619 +/- 0.138 0.585 +/- 0.056 0.715 +/- 0.075 +==================== ==================== ================================= ================================= + +========================= +Get Start Examples +========================= +Examples for `PFS, M5` and `CIFAR10` are available at [xxx]. You can run { main.py } directly to reproduce related experiments. +The test code is mainly composed of three parts, namely data preparation (optional), specification generation and market construction, and search test. +You can load data prepared by as and skip the data preparation step. \ No newline at end of file From bc154bea9296bf4c82e41f8db899385ae2a86fc0 Mon Sep 17 00:00:00 2001 From: xiey Date: Mon, 24 Apr 2023 21:14:12 +0800 Subject: [PATCH 4/8] [DOC] modify identify helpful learnwares --- docs/workflow/Identify helpful learnwares.rst | 51 ++++++++++++++++--- 1 file changed, 45 insertions(+), 6 deletions(-) diff --git a/docs/workflow/Identify helpful learnwares.rst b/docs/workflow/Identify helpful learnwares.rst index 7a7d69d..d91b3e4 100644 --- a/docs/workflow/Identify helpful learnwares.rst +++ b/docs/workflow/Identify helpful learnwares.rst @@ -2,17 +2,51 @@ Identify Helpful Learnwares ============================================================ +When a user comes with her requirements, the market should identify helpful learnwares and recommend them to the user. +The search of helpful learnwares is based on the user information, and can be divided into two stages: semantic specification search and statistical specification search. + +User information +------------------------------- +The user should provide her requirements in ``BaseUserInfo``. The class ``BaseUserInfo`` consists of user's semantic specification ``user_semantic`` and statistical information ``stat_info``. + +The semantic specification ``user_semantic`` is stored in a ``dict``, with keywords 'Data', 'Task', 'Library', 'Scenario', 'Description' and 'Name'. An example is shown below, and you could choose their values according to the figure. For the keys of type 'Class, you should choose one ilegal value; for the keys of type 'Tag', you can choose one or more values; for the keys of type 'String', you should provide a string; the key 'Description' is used in learnwares' semantic specifications and is ignored in user semantic specification; the values of all these keys can be empty if the user have no idea of them. + +.. code-block:: python + + # An example of user_semantic + user_semantic = { + "Data": {"Values": ["Image"], "Type": "Class"}, + "Task": {"Values": ["Classification"], "Type": "Class"}, + "Library": {"Values": ["Scikit-learn"], "Type": "Tag"}, + "Scenario": {"Values": ["Education"], "Type": "Class"}, + "Description": {"Values": "", "Type": "String"}, + "Name": {"Values": "digits", "Type": "String"}, + } + +.. _semantic_specification: + +.. figure: ..\_static\img\semantic_spec.png + :alt: semantic_specification + :align: center + +引用方式 :ref:`semantic_specification` 。 + + +The user's statistical information ``stat_info`` is stored in a ``json`` file, e.g., ``stat.json``. The generation of this file is seen in `这是一个语义规约生成的链接`_. + + + Semantic Specification Search ------------------------------- To search for learnwares that fit your task purpose, -you should first provide a semantic specification ``user_semantic`` that describes the characteristics of your task. +the user should first provide a semantic specification ``user_semantic`` that describes the characteristics of your task. The Learnware Market will perform a first-stage search based on ``user_semantic``, identifying potentially helpful leranwares whose models solve tasks similar to your requirements. .. code-block:: python # construct user_info which includes semantic specification for searching learnware - user_info = BaseUserInfo(id="user", semantic_spec=semantic_spec) + user_info = BaseUserInfo(semantic_spec=semantic_spec) # search_learnware performs semantic specification search if user_info doesn't include a statistical specification _, single_learnware_list, _ = easy_market.search_learnware(user_info) @@ -24,7 +58,7 @@ In semantic specification search, we go through all learnwares in the market to - For semantic keys with type 'Class', they are matched only if they have the same value. - For semantic keys with type 'Tag', they are matched only if they have nonempty intersections. - For the user's input in the search box, it matchs with a learnware's semantic specification only if it's a substring of its 'Name' or 'Description'. All the strings are converted to the lower case before matching. -- When a key value is missing, it will not participate in the match. The user could upload no semantic specifications if he wants. +- When a key value is missing, it will not participate in the match. Statistical Specification Search --------------------------------- @@ -40,9 +74,9 @@ For example, the following code is designed to work with Reduced Kernel Mean Emb import learnware.specification as specification user_spec = specification.rkme.RKMEStatSpecification() - user_spec.load(os.path.join(unzip_path, "rkme.json")) + user_spec.load(os.path.join("rkme.json")) user_info = BaseUserInfo( - id="user", semantic_spec=user_semantic, stat_info={"RKMEStatSpecification": user_spec} + semantic_spec=user_semantic, stat_info={"RKMEStatSpecification": user_spec} ) (sorted_score_list, single_learnware_list, mixture_score, mixture_learnware_list) = easy_market.search_learnware(user_info) @@ -59,9 +93,14 @@ For example, the following code is designed to work with Reduced Kernel Mean Emb # mixture_score is the score of the mixture of learnwares print(mixture_score) +The return values of statistical specification search are ``sorted_score_list``, ``single_learnware_list``, ``mixture_score`` and ``mixture_learnware_list``. +``sorted_score_list`` and ``single_learnware_list`` are the ranking of each single learnware and the corresponding scores. We return at least 15 learnwares unless there're no enough ones. If there are more than 15 matched learnwares, the ones with scores less than 50 will be ignored. +``mixture_score`` and ``mixture_learnware_list`` are the chosen mixture learnwares and the corresponding score. At most 5 learnwares will be chosen, whose mixture may have a relatively good performance on the user's task. + + The statistical specification search is done in the following way. We first filter by the dimension of RKME specifications; only those with the same dimension with the user's will enter the subsequent stage. -The single_learnware_list is calculated using the distances between two RKMEs. The greater the distance from the user's RKME, the lower the score is. The learnwares with very low scores will not be returned, unless the number of matching leanwares is smaller than a set threshold. +The single_learnware_list is calculated using the distances between two RKMEs. The greater the distance from the user's RKME, the lower the score is. The mixture_learnware_list is calculated in a greedy way. Each time we choose a learnware to make their mixture closer to the user's RKME. Specifically, each time we go through all the left learnwares to find the one whose combination with chosen learnwares could minimize the distance between their mixture's RKME and the user's RKME. The mixture weight is calculated by minimizing the RKME distance, which is solved by quadratic programming. 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a/docs/workflow/Identify helpful learnwares.rst +++ b/docs/workflow/Identify helpful learnwares.rst @@ -23,14 +23,10 @@ The semantic specification ``user_semantic`` is stored in a ``dict``, with keywo "Name": {"Values": "digits", "Type": "String"}, } -.. _semantic_specification: -.. figure: ..\_static\img\semantic_spec.png - :alt: semantic_specification +.. image:: ../_static/img/semantic_spec.png :align: center -引用方式 :ref:`semantic_specification` 。 - The user's statistical information ``stat_info`` is stored in a ``json`` file, e.g., ``stat.json``. The generation of this file is seen in `这是一个语义规约生成的链接`_. From 97ca1923d4cbe733a0456959f8e509e2f6c1c901 Mon Sep 17 00:00:00 2001 From: chenzx Date: Mon, 24 Apr 2023 21:29:18 +0800 Subject: [PATCH 6/8] [DOC] move experiment doc --- docs/{components => start}/get_start_examples.rst | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/{components => start}/get_start_examples.rst (100%) diff --git a/docs/components/get_start_examples.rst b/docs/start/get_start_examples.rst similarity index 100% rename from docs/components/get_start_examples.rst rename to docs/start/get_start_examples.rst From 036b07754582ced377415a717ed1dd86002c4c82 Mon Sep 17 00:00:00 2001 From: bxdd Date: Mon, 24 Apr 2023 21:52:58 +0800 Subject: [PATCH 7/8] [ENH] Update Doc and Example --- .readthedocs.yaml | 21 +++++ docs/conf.py | 47 ++++++---- docs/index.rst | 4 +- .../learnware_example/README.md | 2 +- .../learnware_example/example_init.py | 4 +- examples/workflow_by_code/main.py | 86 +++++++++++-------- .../workflow_by_code/test_stat/0/__init__.py | 20 +++++ .../test_stat/0/learnware.yaml | 8 ++ .../workflow_by_code/test_stat/1/__init__.py | 20 +++++ .../test_stat/1/learnware.yaml | 8 ++ .../workflow_by_code/test_stat/2/__init__.py | 20 +++++ .../test_stat/2/learnware.yaml | 8 ++ .../workflow_by_code/test_stat/3/__init__.py | 20 +++++ .../test_stat/3/learnware.yaml | 8 ++ .../workflow_by_code/test_stat/4/__init__.py | 20 +++++ .../test_stat/4/learnware.yaml | 8 ++ learnware/learnware/base.py | 5 +- learnware/market/easy.py | 3 + 18 files changed, 255 insertions(+), 57 deletions(-) create mode 100644 .readthedocs.yaml create mode 100644 examples/workflow_by_code/test_stat/0/__init__.py create mode 100644 examples/workflow_by_code/test_stat/0/learnware.yaml create mode 100644 examples/workflow_by_code/test_stat/1/__init__.py create mode 100644 examples/workflow_by_code/test_stat/1/learnware.yaml create mode 100644 examples/workflow_by_code/test_stat/2/__init__.py create mode 100644 examples/workflow_by_code/test_stat/2/learnware.yaml create mode 100644 examples/workflow_by_code/test_stat/3/__init__.py create mode 100644 examples/workflow_by_code/test_stat/3/learnware.yaml create mode 100644 examples/workflow_by_code/test_stat/4/__init__.py create mode 100644 examples/workflow_by_code/test_stat/4/learnware.yaml diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 0000000..c6f89cd --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,21 @@ +# .readthedocs.yml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +# Required +version: 2 + +# Set the os and other tools you might need +build: + os: ubuntu-22.04 + +# Build documentation in the docs/ directory with Sphinx +sphinx: + configuration: docs/conf.py + +# Build all formats +formats: all + +# Optionally set the version of Python and requirements required to build your docs +python: + version: 3.8 diff --git a/docs/conf.py b/docs/conf.py index 39ae4f5..7d1e5e4 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -90,24 +90,39 @@ html_theme = "sphinx_rtd_theme" html_logo = "_static/img/logo/logo1.png" - -# Theme options are theme-specific and customize the look and feel of a theme -# further. For a list of options available for each theme, see the -# documentation. -# html_context = { -# "display_github": False, -# "last_updated": True, -# "commit": True, -# "github_user": "Microsoft", -# "github_repo": "QLib", -# 'github_version': 'master', -# 'conf_py_path': '/docs/', - -# } -# html_theme_options = { "logo_only": True, "collapse_navigation": False, "display_version": False, - "navigation_depth": 3, + "navigation_depth": 4, +} + + +# Custom sidebar templates, must be a dictionary that maps document names +# to template names. +# +# This is required for the alabaster theme +# refs: http://alabaster.readthedocs.io/en/latest/installation.html#sidebars +html_sidebars = { + "**": [ + "about.html", + "navigation.html", + "relations.html", # needs 'show_related': True theme option to display + "searchbox.html", + ] +} + + +# -- Options for HTMLHelp output ------------------------------------------ + +# Output file base name for HTML help builder. +htmlhelp_basename = "learnwaredoc" + + +autodoc_member_order = "bysource" +autodoc_default_flags = ["members"] +autodoc_default_options = { + "members": True, + "member-order": "bysource", + "special-members": "__init__", } diff --git a/docs/index.rst b/docs/index.rst index ad0cd70..bc8237c 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -4,10 +4,10 @@ contain the root `toctree` directive. ============================================================ -``Learnware`` Documentation +``Learnware Market`` Documentation ============================================================ -``Learnware`` is ... +``Learnware Market`` is an AI-oriented paradigm aimed at empowering users to create versatile and efficient machine learning models. By reusing small models for tasks beyond their original purposes, Learnware enables users to experiment with and develop better strategies without building models from scratch efficient and safe. .. _user_guide: diff --git a/examples/workflow_by_code/learnware_example/README.md b/examples/workflow_by_code/learnware_example/README.md index 60a551a..51aac5a 100644 --- a/examples/workflow_by_code/learnware_example/README.md +++ b/examples/workflow_by_code/learnware_example/README.md @@ -1,5 +1,5 @@ +## How to Generate Environment Yaml -## 2 Environment * create env config for conda: ```shell conda env export | grep -v "^prefix: " > environment.yml diff --git a/examples/workflow_by_code/learnware_example/example_init.py b/examples/workflow_by_code/learnware_example/example_init.py index cc42047..47d3708 100644 --- a/examples/workflow_by_code/learnware_example/example_init.py +++ b/examples/workflow_by_code/learnware_example/example_init.py @@ -6,7 +6,7 @@ from learnware.model import BaseModel class SVM(BaseModel): def __init__(self): - super(SVM, self).__init__(input_shape=(20,), output_shape=()) + super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) dir_path = os.path.dirname(os.path.abspath(__file__)) self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) @@ -14,7 +14,7 @@ class SVM(BaseModel): pass def predict(self, X: np.ndarray) -> np.ndarray: - return self.model.predict(X) + return self.model.predict_proba(X) def finetune(self, X: np.ndarray, y: np.ndarray): pass diff --git a/examples/workflow_by_code/main.py b/examples/workflow_by_code/main.py index d6a6b75..107146f 100644 --- a/examples/workflow_by_code/main.py +++ b/examples/workflow_by_code/main.py @@ -1,39 +1,30 @@ import os import fire +import copy import joblib import zipfile import numpy as np from sklearn import svm +from sklearn.datasets import load_digits +from sklearn.model_selection import train_test_split from shutil import copyfile, rmtree import learnware from learnware.market import EasyMarket, BaseUserInfo -from learnware.market import database_ops -from learnware.learnware import Learnware +from learnware.learnware import JobSelectorReuser, AveragingReuser import learnware.specification as specification from learnware.utils import get_module_by_module_path curr_root = os.path.dirname(os.path.abspath(__file__)) -semantic_specs = [ - { - "Data": {"Values": ["Tabular"], "Type": "Class"}, - "Task": {"Values": ["Classification"], "Type": "Class"}, - "Library": {"Values": ["Scikit-learn"], "Type": "Class"}, - "Scenario": {"Values": ["Business"], "Type": "Tag"}, - "Description": {"Values": "", "Type": "String"}, - "Name": {"Values": "learnware_1", "Type": "String"}, - } -] - user_semantic = { "Data": {"Values": ["Tabular"], "Type": "Class"}, "Task": { "Values": ["Classification"], "Type": "Class", }, - "Library": {"Values": ["Scikit-learn"], "Type": "Tag"}, - "Scenario": {"Values": ["Business"], "Type": "Class"}, + "Library": {"Values": ["Scikit-learn"], "Type": "Class"}, + "Scenario": {"Values": ["Education"], "Type": "Tag"}, "Description": {"Values": "", "Type": "String"}, "Name": {"Values": "", "Type": "String"}, } @@ -44,22 +35,23 @@ class LearnwareMarketWorkflow: """initialize learnware market""" learnware.init() np.random.seed(2023) - easy_market = EasyMarket(market_id="workflow_by_code", rebuild=True) + easy_market = EasyMarket(market_id="sklearn_digits", rebuild=True) return easy_market - def prepare_learnware_randomly(self, learnware_num=10): + def prepare_learnware_randomly(self, learnware_num=5): self.zip_path_list = [] + X, y = load_digits(return_X_y=True) + for i in range(learnware_num): dir_path = os.path.join(curr_root, "learnware_pool", "svm_%d" % (i)) os.makedirs(dir_path, exist_ok=True) print("Preparing Learnware: %d" % (i)) - data_X = np.random.randn(5000, 20) * i - data_y = np.random.randn(5000) - data_y = np.where(data_y > 0, 1, 0) - clf = svm.SVC(kernel="linear") + data_X, _, data_y, _ = train_test_split(X, y, test_size=0.3, shuffle=True) + clf = svm.SVC(kernel="linear", probability=True) clf.fit(data_X, data_y) + joblib.dump(clf, os.path.join(dir_path, "svm.pkl")) spec = specification.utils.generate_rkme_spec(X=data_X, gamma=0.1, cuda_idx=0) @@ -95,7 +87,7 @@ class LearnwareMarketWorkflow: print("Total Item:", len(easy_market)) for idx, zip_path in enumerate(self.zip_path_list): - semantic_spec = semantic_specs[0] + semantic_spec = copy.deepcopy(user_semantic) semantic_spec["Name"]["Values"] = "learnware_%d" % (idx) semantic_spec["Description"]["Values"] = "test_learnware_number_%d" % (idx) easy_market.add_learnware(zip_path, semantic_spec) @@ -107,7 +99,6 @@ class LearnwareMarketWorkflow: if delete: for learnware_id in curr_inds: easy_market.delete_learnware(learnware_id) - easy_market.delete_learnware(learnware_id) curr_inds = easy_market._get_ids() print("Available ids After Deleting Learnwares:", curr_inds) @@ -119,22 +110,23 @@ class LearnwareMarketWorkflow: test_folder = os.path.join(curr_root, "test_semantics") - idx, zip_path = 1, self.zip_path_list[1] - unzip_dir = os.path.join(test_folder, f"{idx}") - # unzip -o -q zip_path -d unzip_dir - if os.path.exists(unzip_dir): - rmtree(unzip_dir) - os.makedirs(unzip_dir, exist_ok=True) + if os.path.exists(test_folder): + rmtree(test_folder) + os.makedirs(test_folder, exist_ok=True) + + with zipfile.ZipFile(self.zip_path_list[0], "r") as zip_obj: + zip_obj.extractall(path=test_folder) - with zipfile.ZipFile(zip_path, "r") as zip_obj: - zip_obj.extractall(path=unzip_dir) + semantic_spec = copy.deepcopy(user_semantic) + semantic_spec["Name"]["Values"] = f"learnware_{learnware_num - 1}" + semantic_spec["Description"]["Values"] = f"test_learnware_number_{learnware_num - 1}" - user_info = BaseUserInfo(semantic_spec=user_semantic) - _, single_learnware_list, _ = easy_market.search_learnware(user_info) + user_info = BaseUserInfo(semantic_spec=semantic_spec) + _, single_learnware_list, _, _ = easy_market.search_learnware(user_info) print("User info:", user_info.get_semantic_spec()) - print(f"search result of user{idx}:") + print(f"Search result:") for learnware in single_learnware_list: print("Choose learnware:", learnware.id, learnware.get_specification().get_semantic_spec()) @@ -175,6 +167,32 @@ class LearnwareMarketWorkflow: rmtree(test_folder) # rm -r test_folder + def test_learnware_reuse(self, learnware_num=5): + easy_market = self.test_upload_delete_learnware(learnware_num, delete=False) + print("Total Item:", len(easy_market)) + + X, y = load_digits(return_X_y=True) + _, data_X, _, data_y = train_test_split(X, y, test_size=0.3, shuffle=True) + + stat_spec = specification.utils.generate_rkme_spec(X=data_X, gamma=0.1, cuda_idx=0) + user_info = BaseUserInfo(semantic_spec=user_semantic, stat_info={"RKMEStatSpecification": stat_spec}) + + _, _, _, mixture_learnware_list = easy_market.search_learnware(user_info) + + # print("Mixture Learnware:", mixture_learnware_list) + + # Based on user information, the learnware market returns a list of learnwares (learnware_list) + # Use jobselector reuser to reuse the searched learnwares to make prediction + reuse_job_selector = JobSelectorReuser(learnware_list=mixture_learnware_list) + job_selector_predict_y = reuse_job_selector.predict(user_data=data_X) + + # Use averaging ensemble reuser to reuse the searched learnwares to make prediction + reuse_ensemble = AveragingReuser(learnware_list=mixture_learnware_list) + ensemble_predict_y = reuse_ensemble.predict(user_data=data_X) + + print("Job Selector Acc:", np.sum(np.argmax(job_selector_predict_y, axis=1) == data_y) / len(data_y)) + print("Averaging Selector Acc:", np.sum(np.argmax(ensemble_predict_y, axis=1) == data_y) / len(data_y)) + if __name__ == "__main__": fire.Fire(LearnwareMarketWorkflow) diff --git a/examples/workflow_by_code/test_stat/0/__init__.py b/examples/workflow_by_code/test_stat/0/__init__.py new file mode 100644 index 0000000..47d3708 --- /dev/null +++ b/examples/workflow_by_code/test_stat/0/__init__.py @@ -0,0 +1,20 @@ +import os +import joblib +import numpy as np +from learnware.model import BaseModel + + +class SVM(BaseModel): + def __init__(self): + super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) + dir_path = os.path.dirname(os.path.abspath(__file__)) + self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) + + def fit(self, X: np.ndarray, y: np.ndarray): + pass + + def predict(self, X: np.ndarray) -> np.ndarray: + return self.model.predict_proba(X) + + def finetune(self, X: np.ndarray, y: np.ndarray): + pass diff --git a/examples/workflow_by_code/test_stat/0/learnware.yaml b/examples/workflow_by_code/test_stat/0/learnware.yaml new file mode 100644 index 0000000..254bca4 --- /dev/null +++ b/examples/workflow_by_code/test_stat/0/learnware.yaml @@ -0,0 +1,8 @@ +model: + class_name: SVM + kwargs: {} +stat_specifications: + - module_path: learnware.specification + class_name: RKMEStatSpecification + file_name: svm.json + kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/1/__init__.py b/examples/workflow_by_code/test_stat/1/__init__.py new file mode 100644 index 0000000..47d3708 --- /dev/null +++ b/examples/workflow_by_code/test_stat/1/__init__.py @@ -0,0 +1,20 @@ +import os +import joblib +import numpy as np +from learnware.model import BaseModel + + +class SVM(BaseModel): + def __init__(self): + super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) + dir_path = os.path.dirname(os.path.abspath(__file__)) + self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) + + def fit(self, X: np.ndarray, y: np.ndarray): + pass + + def predict(self, X: np.ndarray) -> np.ndarray: + return self.model.predict_proba(X) + + def finetune(self, X: np.ndarray, y: np.ndarray): + pass diff --git a/examples/workflow_by_code/test_stat/1/learnware.yaml b/examples/workflow_by_code/test_stat/1/learnware.yaml new file mode 100644 index 0000000..254bca4 --- /dev/null +++ b/examples/workflow_by_code/test_stat/1/learnware.yaml @@ -0,0 +1,8 @@ +model: + class_name: SVM + kwargs: {} +stat_specifications: + - module_path: learnware.specification + class_name: RKMEStatSpecification + file_name: svm.json + kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/2/__init__.py b/examples/workflow_by_code/test_stat/2/__init__.py new file mode 100644 index 0000000..47d3708 --- /dev/null +++ b/examples/workflow_by_code/test_stat/2/__init__.py @@ -0,0 +1,20 @@ +import os +import joblib +import numpy as np +from learnware.model import BaseModel + + +class SVM(BaseModel): + def __init__(self): + super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) + dir_path = os.path.dirname(os.path.abspath(__file__)) + self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) + + def fit(self, X: np.ndarray, y: np.ndarray): + pass + + def predict(self, X: np.ndarray) -> np.ndarray: + return self.model.predict_proba(X) + + def finetune(self, X: np.ndarray, y: np.ndarray): + pass diff --git a/examples/workflow_by_code/test_stat/2/learnware.yaml b/examples/workflow_by_code/test_stat/2/learnware.yaml new file mode 100644 index 0000000..254bca4 --- /dev/null +++ b/examples/workflow_by_code/test_stat/2/learnware.yaml @@ -0,0 +1,8 @@ +model: + class_name: SVM + kwargs: {} +stat_specifications: + - module_path: learnware.specification + class_name: RKMEStatSpecification + file_name: svm.json + kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/3/__init__.py b/examples/workflow_by_code/test_stat/3/__init__.py new file mode 100644 index 0000000..47d3708 --- /dev/null +++ b/examples/workflow_by_code/test_stat/3/__init__.py @@ -0,0 +1,20 @@ +import os +import joblib +import numpy as np +from learnware.model import BaseModel + + +class SVM(BaseModel): + def __init__(self): + super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) + dir_path = os.path.dirname(os.path.abspath(__file__)) + self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) + + def fit(self, X: np.ndarray, y: np.ndarray): + pass + + def predict(self, X: np.ndarray) -> np.ndarray: + return self.model.predict_proba(X) + + def finetune(self, X: np.ndarray, y: np.ndarray): + pass diff --git a/examples/workflow_by_code/test_stat/3/learnware.yaml b/examples/workflow_by_code/test_stat/3/learnware.yaml new file mode 100644 index 0000000..254bca4 --- /dev/null +++ b/examples/workflow_by_code/test_stat/3/learnware.yaml @@ -0,0 +1,8 @@ +model: + class_name: SVM + kwargs: {} +stat_specifications: + - module_path: learnware.specification + class_name: RKMEStatSpecification + file_name: svm.json + kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/4/__init__.py b/examples/workflow_by_code/test_stat/4/__init__.py new file mode 100644 index 0000000..47d3708 --- /dev/null +++ b/examples/workflow_by_code/test_stat/4/__init__.py @@ -0,0 +1,20 @@ +import os +import joblib +import numpy as np +from learnware.model import BaseModel + + +class SVM(BaseModel): + def __init__(self): + super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) + dir_path = os.path.dirname(os.path.abspath(__file__)) + self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) + + def fit(self, X: np.ndarray, y: np.ndarray): + pass + + def predict(self, X: np.ndarray) -> np.ndarray: + return self.model.predict_proba(X) + + def finetune(self, X: np.ndarray, y: np.ndarray): + pass diff --git a/examples/workflow_by_code/test_stat/4/learnware.yaml b/examples/workflow_by_code/test_stat/4/learnware.yaml new file mode 100644 index 0000000..254bca4 --- /dev/null +++ b/examples/workflow_by_code/test_stat/4/learnware.yaml @@ -0,0 +1,8 @@ +model: + class_name: SVM + kwargs: {} +stat_specifications: + - module_path: learnware.specification + class_name: RKMEStatSpecification + file_name: svm.json + kwargs: {} \ No newline at end of file diff --git a/learnware/learnware/base.py b/learnware/learnware/base.py index 31a21aa..87115e1 100644 --- a/learnware/learnware/base.py +++ b/learnware/learnware/base.py @@ -11,10 +11,10 @@ logger = get_module_logger("Learnware") class Learnware: - """The learnware class, which is the basic components in learnware market.""" + """The learnware class, which is the basic components in learnware market""" def __init__(self, id: str, model: Union[BaseModel, dict], specification: Specification): - """The initialization method for learnware + """The initialization method for learnware. Parameters ---------- @@ -22,6 +22,7 @@ class Learnware: The learnware id that is generated by market, and is unique model : Union[BaseModel, dict] The learnware model for prediction, can be BaseModel or dict + - If the model is BaseModel, it denotes the model instant itself - If the model is dict, it must be the following format: { diff --git a/learnware/market/easy.py b/learnware/market/easy.py index 7433f25..8c2d20a 100644 --- a/learnware/market/easy.py +++ b/learnware/market/easy.py @@ -1,4 +1,5 @@ import os +import copy from shutil import copyfile, rmtree import zipfile import torch @@ -143,6 +144,8 @@ class EasyMarket(BaseMarket): - int indicating what the flag of learnware is added. """ + semantic_spec = copy.deepcopy(semantic_spec) + if not os.path.exists(zip_path): logger.warning("Zip Path NOT Found! Fail to add learnware.") return None, self.INVALID_LEARNWARE From cd75af09bcc25d655e4617d7980a9f0deced3624 Mon Sep 17 00:00:00 2001 From: bxdd Date: Mon, 24 Apr 2023 21:54:06 +0800 Subject: [PATCH 8/8] [MNT] Del wrong files --- .../workflow_by_code/test_stat/0/__init__.py | 20 ------------------- .../test_stat/0/learnware.yaml | 8 -------- .../workflow_by_code/test_stat/1/__init__.py | 20 ------------------- .../test_stat/1/learnware.yaml | 8 -------- .../workflow_by_code/test_stat/2/__init__.py | 20 ------------------- .../test_stat/2/learnware.yaml | 8 -------- .../workflow_by_code/test_stat/3/__init__.py | 20 ------------------- .../test_stat/3/learnware.yaml | 8 -------- .../workflow_by_code/test_stat/4/__init__.py | 20 ------------------- .../test_stat/4/learnware.yaml | 8 -------- 10 files changed, 140 deletions(-) delete mode 100644 examples/workflow_by_code/test_stat/0/__init__.py delete mode 100644 examples/workflow_by_code/test_stat/0/learnware.yaml delete mode 100644 examples/workflow_by_code/test_stat/1/__init__.py delete mode 100644 examples/workflow_by_code/test_stat/1/learnware.yaml delete mode 100644 examples/workflow_by_code/test_stat/2/__init__.py delete mode 100644 examples/workflow_by_code/test_stat/2/learnware.yaml delete mode 100644 examples/workflow_by_code/test_stat/3/__init__.py delete mode 100644 examples/workflow_by_code/test_stat/3/learnware.yaml delete mode 100644 examples/workflow_by_code/test_stat/4/__init__.py delete mode 100644 examples/workflow_by_code/test_stat/4/learnware.yaml diff --git a/examples/workflow_by_code/test_stat/0/__init__.py b/examples/workflow_by_code/test_stat/0/__init__.py deleted file mode 100644 index 47d3708..0000000 --- a/examples/workflow_by_code/test_stat/0/__init__.py +++ /dev/null @@ -1,20 +0,0 @@ -import os -import joblib -import numpy as np -from learnware.model import BaseModel - - -class SVM(BaseModel): - def __init__(self): - super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) - dir_path = os.path.dirname(os.path.abspath(__file__)) - self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) - - def fit(self, X: np.ndarray, y: np.ndarray): - pass - - def predict(self, X: np.ndarray) -> np.ndarray: - return self.model.predict_proba(X) - - def finetune(self, X: np.ndarray, y: np.ndarray): - pass diff --git a/examples/workflow_by_code/test_stat/0/learnware.yaml b/examples/workflow_by_code/test_stat/0/learnware.yaml deleted file mode 100644 index 254bca4..0000000 --- a/examples/workflow_by_code/test_stat/0/learnware.yaml +++ /dev/null @@ -1,8 +0,0 @@ -model: - class_name: SVM - kwargs: {} -stat_specifications: - - module_path: learnware.specification - class_name: RKMEStatSpecification - file_name: svm.json - kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/1/__init__.py b/examples/workflow_by_code/test_stat/1/__init__.py deleted file mode 100644 index 47d3708..0000000 --- a/examples/workflow_by_code/test_stat/1/__init__.py +++ /dev/null @@ -1,20 +0,0 @@ -import os -import joblib -import numpy as np -from learnware.model import BaseModel - - -class SVM(BaseModel): - def __init__(self): - super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) - dir_path = os.path.dirname(os.path.abspath(__file__)) - self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) - - def fit(self, X: np.ndarray, y: np.ndarray): - pass - - def predict(self, X: np.ndarray) -> np.ndarray: - return self.model.predict_proba(X) - - def finetune(self, X: np.ndarray, y: np.ndarray): - pass diff --git a/examples/workflow_by_code/test_stat/1/learnware.yaml b/examples/workflow_by_code/test_stat/1/learnware.yaml deleted file mode 100644 index 254bca4..0000000 --- a/examples/workflow_by_code/test_stat/1/learnware.yaml +++ /dev/null @@ -1,8 +0,0 @@ -model: - class_name: SVM - kwargs: {} -stat_specifications: - - module_path: learnware.specification - class_name: RKMEStatSpecification - file_name: svm.json - kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/2/__init__.py b/examples/workflow_by_code/test_stat/2/__init__.py deleted file mode 100644 index 47d3708..0000000 --- a/examples/workflow_by_code/test_stat/2/__init__.py +++ /dev/null @@ -1,20 +0,0 @@ -import os -import joblib -import numpy as np -from learnware.model import BaseModel - - -class SVM(BaseModel): - def __init__(self): - super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) - dir_path = os.path.dirname(os.path.abspath(__file__)) - self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) - - def fit(self, X: np.ndarray, y: np.ndarray): - pass - - def predict(self, X: np.ndarray) -> np.ndarray: - return self.model.predict_proba(X) - - def finetune(self, X: np.ndarray, y: np.ndarray): - pass diff --git a/examples/workflow_by_code/test_stat/2/learnware.yaml b/examples/workflow_by_code/test_stat/2/learnware.yaml deleted file mode 100644 index 254bca4..0000000 --- a/examples/workflow_by_code/test_stat/2/learnware.yaml +++ /dev/null @@ -1,8 +0,0 @@ -model: - class_name: SVM - kwargs: {} -stat_specifications: - - module_path: learnware.specification - class_name: RKMEStatSpecification - file_name: svm.json - kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/3/__init__.py b/examples/workflow_by_code/test_stat/3/__init__.py deleted file mode 100644 index 47d3708..0000000 --- a/examples/workflow_by_code/test_stat/3/__init__.py +++ /dev/null @@ -1,20 +0,0 @@ -import os -import joblib -import numpy as np -from learnware.model import BaseModel - - -class SVM(BaseModel): - def __init__(self): - super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) - dir_path = os.path.dirname(os.path.abspath(__file__)) - self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) - - def fit(self, X: np.ndarray, y: np.ndarray): - pass - - def predict(self, X: np.ndarray) -> np.ndarray: - return self.model.predict_proba(X) - - def finetune(self, X: np.ndarray, y: np.ndarray): - pass diff --git a/examples/workflow_by_code/test_stat/3/learnware.yaml b/examples/workflow_by_code/test_stat/3/learnware.yaml deleted file mode 100644 index 254bca4..0000000 --- a/examples/workflow_by_code/test_stat/3/learnware.yaml +++ /dev/null @@ -1,8 +0,0 @@ -model: - class_name: SVM - kwargs: {} -stat_specifications: - - module_path: learnware.specification - class_name: RKMEStatSpecification - file_name: svm.json - kwargs: {} \ No newline at end of file diff --git a/examples/workflow_by_code/test_stat/4/__init__.py b/examples/workflow_by_code/test_stat/4/__init__.py deleted file mode 100644 index 47d3708..0000000 --- a/examples/workflow_by_code/test_stat/4/__init__.py +++ /dev/null @@ -1,20 +0,0 @@ -import os -import joblib -import numpy as np -from learnware.model import BaseModel - - -class SVM(BaseModel): - def __init__(self): - super(SVM, self).__init__(input_shape=(64,), output_shape=(10,)) - dir_path = os.path.dirname(os.path.abspath(__file__)) - self.model = joblib.load(os.path.join(dir_path, "svm.pkl")) - - def fit(self, X: np.ndarray, y: np.ndarray): - pass - - def predict(self, X: np.ndarray) -> np.ndarray: - return self.model.predict_proba(X) - - def finetune(self, X: np.ndarray, y: np.ndarray): - pass diff --git a/examples/workflow_by_code/test_stat/4/learnware.yaml b/examples/workflow_by_code/test_stat/4/learnware.yaml deleted file mode 100644 index 254bca4..0000000 --- a/examples/workflow_by_code/test_stat/4/learnware.yaml +++ /dev/null @@ -1,8 +0,0 @@ -model: - class_name: SVM - kwargs: {} -stat_specifications: - - module_path: learnware.specification - class_name: RKMEStatSpecification - file_name: svm.json - kwargs: {} \ No newline at end of file