1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
|
# frozen_string_literal: true
require 'spec_helper'
RSpec.describe API::Ml::Mlflow::ModelVersions, feature_category: :mlops do
let_it_be(:project) { create(:project) }
let_it_be(:developer) { create(:user).tap { |u| project.add_developer(u) } }
let_it_be(:another_project) { build(:project).tap { |p| p.add_developer(developer) } }
let_it_be(:name) { 'a-model-name' }
let_it_be(:version) { '0.0.1' }
let_it_be(:model) { create(:ml_models, project: project, name: name) }
let_it_be(:model_version) { create(:ml_model_versions, project: project, model: model, version: version) }
let_it_be(:tokens) do
{
write: create(:personal_access_token, scopes: %w[read_api api], user: developer),
read: create(:personal_access_token, scopes: %w[read_api], user: developer),
no_access: create(:personal_access_token, scopes: %w[read_user], user: developer),
different_user: create(:personal_access_token, scopes: %w[read_api api], user: build(:user))
}
end
let(:current_user) { developer }
let(:access_token) { tokens[:write] }
let(:headers) { { 'Authorization' => "Bearer #{access_token.token}" } }
let(:project_id) { project.id }
let(:default_params) { {} }
let(:params) { default_params }
let(:request) { get api(route), params: params, headers: headers }
let(:json_response) { Gitlab::Json.parse(api_response.body) }
subject(:api_response) do
request
response
end
describe 'GET /projects/:id/ml/mlflow/api/2.0/mlflow/model-versions/get' do
let(:route) do
"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/model-versions/get?name=#{name}&version=#{version}"
end
it 'returns the model version', :aggregate_failures do
is_expected.to have_gitlab_http_status(:ok)
expect(json_response['model_version']).not_to be_nil
expect(json_response['model_version']['name']).to eq(name)
expect(json_response['model_version']['version']).to eq(version)
end
describe 'Error States' do
context 'when has access' do
context 'and model name in incorrect' do
let(:route) do
"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/model-versions/get?name=--&version=#{version}"
end
it_behaves_like 'MLflow|Not Found - Resource Does Not Exist'
end
context 'and version in incorrect' do
let(:route) do
"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/model-versions/get?name=#{name}&version=--"
end
it_behaves_like 'MLflow|Not Found - Resource Does Not Exist'
end
context 'when user lacks read_model_registry rights' do
before do
allow(Ability).to receive(:allowed?).and_call_original
allow(Ability).to receive(:allowed?)
.with(current_user, :read_model_registry, project)
.and_return(false)
end
it "is Not Found" do
is_expected.to have_gitlab_http_status(:not_found)
end
end
end
it_behaves_like 'MLflow|an authenticated resource'
it_behaves_like 'MLflow|a read-only model registry resource'
end
end
describe 'UPDATE /projects/:id/ml/mlflow/api/2.0/mlflow/model-versions/update' do
let(:params) { { name: name, version: version, description: 'description-text' } }
let(:request) { patch api(route), params: params, headers: headers }
let(:route) do
"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/model-versions/update"
end
it 'returns the model version', :aggregate_failures do
is_expected.to have_gitlab_http_status(:ok)
expect(json_response['model_version']).not_to be_nil
expect(json_response['model_version']['name']).to eq(name)
expect(json_response['model_version']['version']).to eq(version)
end
describe 'Error States' do
context 'when has access' do
context 'and model name in incorrect' do
let(:params) { { name: 'invalid-name', version: version, description: 'description-text' } }
it 'throws error 400' do
is_expected.to have_gitlab_http_status(:bad_request)
end
end
context 'and version in incorrect' do
let(:params) { { name: name, version: 'invalid-version', description: 'description-text' } }
it 'throws error 400' do
is_expected.to have_gitlab_http_status(:bad_request)
end
end
context 'when user lacks write_model_registry rights' do
before do
allow(Ability).to receive(:allowed?).and_call_original
allow(Ability).to receive(:allowed?)
.with(current_user, :write_model_registry, project)
.and_return(false)
end
it "is Not Found" do
is_expected.to have_gitlab_http_status(:unauthorized)
end
end
end
it_behaves_like 'MLflow|an authenticated resource'
it_behaves_like 'MLflow|a read/write model registry resource'
end
end
describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/model_versions/create' do
let(:model_name) { model.name }
let(:route) do
"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/model-versions/create"
end
let(:params) { { name: model_name, description: 'description-text' } }
let(:request) { post api(route), params: params, headers: headers }
it 'returns the model', :aggregate_failures do
is_expected.to have_gitlab_http_status(:ok)
is_expected.to match_response_schema('ml/get_model_version')
end
it 'increments the version if a model version already exists' do
create(:ml_model_versions, model: model, version: '1.0.0')
is_expected.to have_gitlab_http_status(:ok)
expect(json_response["model_version"]["version"]).to eq('2.0.0')
end
describe 'Error States' do
context 'when has access' do
context 'and model does not exist' do
let(:model_name) { 'foo' }
it_behaves_like 'MLflow|Not Found - Resource Does Not Exist'
end
end
it_behaves_like 'MLflow|an authenticated resource'
it_behaves_like 'MLflow|a read/write model registry resource'
end
end
end
|