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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 2 new columns ({'section_number', 'chapter_number'})
This happened while the csv dataset builder was generating data using
hf://datasets/laredoyin/eu-ai-act/ai_act_articles.csv (at revision 929c18b695ceb074da515d73624386a1d1870bcb)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1870, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 622, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2292, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2240, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
article_number: int64
section_number: double
chapter_number: string
article_title: string
article_text: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 893
to
{'article_number': Value(dtype='string', id=None), 'article_title': Value(dtype='string', id=None), 'article_text': Value(dtype='string', id=None)}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1417, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1049, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 924, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1000, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1741, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 2 new columns ({'section_number', 'chapter_number'})
This happened while the csv dataset builder was generating data using
hf://datasets/laredoyin/eu-ai-act/ai_act_articles.csv (at revision 929c18b695ceb074da515d73624386a1d1870bcb)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
article_number string | article_title string | article_text string |
|---|---|---|
I | List of Union harmonisation legislation | Section A. List of Union harmonisation legislation based on the New Legislative Framework 1. Directive 2006/42/EC of the European Parliament and of the Council of 17 May 2006 on machinery, and amending Directive 95/16/EC (OJ L 157, 9.6.2006, p. 24); 2. Directive 2009/48/EC of the European Parliament and of the Council ... |
II | List of criminal offences referred to in Article 5(1), first subparagraph, point (h)(iii) | Criminal offences referred to in Article 5(1), first subparagraph, point (h)(iii): —terrorism, —trafficking in human beings, —sexual exploitation of children, and child pornography, —illicit trafficking in narcotic drugs or psychotropic substances, —illicit trafficking in weapons, munitions or explosives, —murder, grie... |
III | High-risk AI systems referred to in Article 6(2) | High-risk AI systems pursuant to Article 6(2) are the AI systems listed in any of the following areas: 1. Biometrics, in so far as their use is permitted under relevant Union or national law:(a)remote biometric identification systems. This shall not include AI systems intended to be used for biometric verification the ... |
IV | Technical documentation referred to in Article 11(1) | The technical documentation referred to in Article 11(1) shall contain at least the following information, as applicable to the relevant AI system: 1. A general description of the AI system including:(a) its intended purpose, the name of the provider and the version of the system reflecting its relation to previous ver... |
V | EU declaration of conformity | The EU declaration of conformity referred to in Article 47, shall contain all of the following information: 1. AI system name and type and any additional unambiguous reference allowing the identification and traceability of the AI system; 2. The name and address of the provider or, where applicable, of their authorised... |
VI | Conformity assessment procedure based on internal control 1. | The conformity assessment procedure based on internal control is the conformity assessment procedure based on points 2, 3 and 4. 2. The provider verifies that the established quality management system is in compliance with the requirements of Article 17. 3. The provider examines the information contained in the technic... |
VII | Conformity based on an assessment of the quality management system and an assessment of the technical documentation | 1. Introduction Conformity based on an assessment of the quality management system and an assessment of the technical documentation is the conformity assessment procedure based on points 2 to 5. 2. Overview The approved quality management system for the design, development and testing of AI systems pursuant to Article ... |
VIII | Information to be submitted upon the registration of high-risk AI systems in accordance with Article 49 | Section A — Information to be submitted by providers of high-risk AI systems in accordance with Article 49(1) The following information shall be provided and thereafter kept up to date with regard to high-risk AI systems to be registered in accordance with Article 49(1): 1. The name, address and contact details of the ... |
IX | Information to be submitted upon the registration of high-risk AI systems listed in Annex III in relation to testing in real world conditions in accordance with Article 60 | The following information shall be provided and thereafter kept up to date with regard to testing in real world conditions to be registered in accordance with Article 60: 1. A Union-wide unique single identification number of the testing in real world conditions; 2. The name and contact details of the provider or prosp... |
X | Union legislative acts on large-scale IT systems in the area of Freedom, Security and Justice | 1. Schengen Information System(a) Regulation (EU) 2018/1860 of the European Parliament and of the Council of 28 November 2018 on the use of the Schengen Information System for the return of illegally staying third-country nationals (OJ L 312, 7.12.2018, p. 1).(b) Regulation (EU) 2018/1861 of the European Parliament and... |
XI | Technical documentation referred to in Article 53(1), point (a) — technical documentation for providers of general-purpose AI models | Section 1 Information to be provided by all providers of general-purpose AI models The technical documentation referred to in Article 53(1), point (a) shall contain at least the following information as appropriate to the size and risk profile of the model: 1. A general description of the general-purpose AI model inclu... |
XII | Transparency information referred to in Article 53(1), point (b) — technical documentation for providers of general-purpose AI models to downstream providers that integrate the model into their AI system | The information referred to in Article 53(1), point (b) shall contain at least the following: 1. A general description of the general-purpose AI model including:(a) the tasks that the model is intended to perform and the type and nature of AI systems into which it can be integrated;(b) the acceptable use policies appli... |
1 | Subject matter | 1. The purpose of this Regulation is to improve the functioning of the internal market and promote the uptake of human-centric and trustworthy artificial intelligence (AI), while ensuring a high level of protection of health, safety, fundamental rights enshrined in the Charter, including democracy, the rule of law and ... |
2 | Scope | 1. This Regulation applies to:(a)providers placing on the market or putting into service AI systems or placing on the market general-purpose AI models in the Union, irrespective of whether those providers are established or located within the Union or in a third country;(b)deployers of AI systems that have their place ... |
3 | Definitions | For the purposes of this Regulation, the following definitions apply:(1) ‘AI system’ means a machine-based system that is designed to operate with varying levels of autonomy and that may exhibit adaptiveness after deployment, and that, for explicit or implicit objectives, infers, from the input it receives, how to gene... |
4 | AI literacy | Providers and deployers of AI systems shall take measures to ensure, to their best extent, a sufficient level of AI literacy of their staff and other persons dealing with the operation and use of AI systems on their behalf, taking into account their technical knowledge, experience, education and training and the contex... |
5 | Prohibited AI practices | 1. The following AI practices shall be prohibited:(a)the placing on the market, the putting into service or the use of an AI system that deploys subliminal techniques beyond a person’s consciousness or purposefully manipulative or deceptive techniques, with the objective, or the effect of materially distorting the beha... |
6 | Classification rules for high-risk AI systems | 1. Irrespective of whether an AI system is placed on the market or put into service independently of the products referred to in points (a) and (b), that AI system shall be considered to be high-risk where both of the following conditions are fulfilled:(a) the AI system is intended to be used as a safety component of a... |
7 | Amendments to Annex III | 1. The Commission is empowered to adopt delegated acts in accordance with Article 97 to amend Annex III by adding or modifying use-cases of high-risk AI systems where both of the following conditions are fulfilled:(a) the AI systems are intended to be used in any of the areas listed in Annex III;(b) the AI systems pose... |
8 | Compliance with the requirements | 1. High-risk AI systems shall comply with the requirements laid down in this Section, taking into account their intended purpose as well as the generally acknowledged state of the art on AI and AI-related technologies. The risk management system referred to in Article 9 shall be taken into account when ensuring complia... |
9 | Risk management system | 1. A risk management system shall be established, implemented, documented and maintained in relation to high-risk AI systems. 2. The risk management system shall be understood as a continuous iterative process planned and run throughout the entire lifecycle of a high-risk AI system, requiring regular systematic review ... |
10 | Data and data governance | 1. High-risk AI systems which make use of techniques involving the training of AI models with data shall be developed on the basis of training, validation and testing data sets that meet the quality criteria referred to in paragraphs 2 to 5 whenever such data sets are used. 2. Training, validation and testing data sets... |
11 | Technical documentation | 1. The technical documentation of a high-risk AI system shall be drawn up before that system is placed on the market or put into service and shall be kept up-to-date. The technical documentation shall be drawn up in such a way as to demonstrate that the high-risk AI system complies with the requirements set out in this... |
12 | Record-keeping | 1. High-risk AI systems shall technically allow for the automatic recording of events (logs) over the lifetime of the system. 2. In order to ensure a level of traceability of the functioning of a high-risk AI system that is appropriate to the intended purpose of the system, logging capabilities shall enable the recordi... |
13 | Transparency and provision of information to deployers | 1. High-risk AI systems shall be designed and developed in such a way as to ensure that their operation is sufficiently transparent to enable deployers to interpret a system’s output and use it appropriately. An appropriate type and degree of transparency shall be ensured with a view to achieving compliance with the re... |
14 | Human oversight | 1. High-risk AI systems shall be designed and developed in such a way, including with appropriate human-machine interface tools, that they can be effectively overseen by natural persons during the period in which they are in use. 2. Human oversight shall aim to prevent or minimise the risks to health, safety or fundame... |
15 | Accuracy, robustness and cybersecurity | 1. High-risk AI systems shall be designed and developed in such a way that they achieve an appropriate level of accuracy, robustness, and cybersecurity, and that they perform consistently in those respects throughout their lifecycle. 2. To address the technical aspects of how to measure the appropriate levels of accura... |
16 | Obligations of providers of high-risk AI systems | Providers of high-risk AI systems shall:(a) ensure that their high-risk AI systems are compliant with the requirements set out in Section 2;(b) indicate on the high-risk AI system or, where that is not possible, on its packaging or its accompanying documentation, as applicable, their name, registered trade name or reg... |
17 | Quality management system | 1. Providers of high-risk AI systems shall put a quality management system in place that ensures compliance with this Regulation. That system shall be documented in a systematic and orderly manner in the form of written policies, procedures and instructions, and shall include at least the following aspects:(a) a stra... |
18 | Documentation keeping | 1. The provider shall, for a period ending 10 years after the high-risk AI system has been placed on the market or put into service, keep at the disposal of the national competent authorities:(a) the technical documentation referred to in Article 11;(b) the documentation concerning the quality management system referr... |
19 | Automatically generated logs | 1. Providers of high-risk AI systems shall keep the logs referred to in Article 12(1), automatically generated by their high-risk AI systems, to the extent such logs are under their control. Without prejudice to applicable Union or national law, the logs shall be kept for a period appropriate to the intended purpose ... |
20 | Corrective actions and duty of information | 1. Providers of high-risk AI systems which consider or have reason to consider that a high-risk AI system that they have placed on the market or put into service is not in conformity with this Regulation shall immediately take the necessary corrective actions to bring that system into conformity, to withdraw it, to d... |
21 | Cooperation with competent authorities | 1. Providers of high-risk AI systems shall, upon a reasoned request by a competent authority, provide that authority all the information and documentation necessary to demonstrate the conformity of the high-risk AI system with the requirements set out in Section 2, in a language which can be easily understood by the ... |
22 | Authorised representatives of providers of high-risk AI systems | 1. Prior to making their high-risk AI systems available on the Union market, providers established in third countries shall, by written mandate, appoint an authorised representative which is established in the Union. 2. The provider shall enable its authorised representative to perform the tasks specified in the manda... |
23 | Obligations of importers | 1. Before placing a high-risk AI system on the market, importers shall ensure that the system is in conformity with this Regulation by verifying that:(a) the relevant conformity assessment procedure referred to in Article 43 has been carried out by the provider of the high-risk AI system;(b) the provider has drawn up... |
24 | Obligations of distributors | 1. Before making a high-risk AI system available on the market, distributors shall verify that it bears the required CE marking, that it is accompanied by a copy of the EU declaration of conformity referred to in Article 47 and instructions for use, and that the provider and the importer of that system, as applicable... |
25 | Responsibilities along the AI value chain | 1. Any distributor, importer, deployer or other third-party shall be considered to be a provider of a high-risk AI system for the purposes of this Regulation and shall be subject to the obligations of the provider under Article 16, in any of the following circumstances:(a) they put their name or trademark on a high-r... |
26 | Obligations of deployers of high-risk AI systems | 1. Deployers of high-risk AI systems shall take appropriate technical and organisational measures to ensure they use such systems in accordance with the instructions for use accompanying the systems, pursuant to paragraphs 3 and 6. 2. Deployers shall assign human oversight to natural persons who have the necessary com... |
27 | Fundamental rights impact assessment for high-risk AI systems | 1. Prior to deploying a high-risk AI system referred to in Article 6(2), with the exception of high-risk AI systems intended to be used in the area listed in point 2 of Annex III, deployers that are bodies governed by public law, or are private entities providing public services, and deployers of high-risk AI systems... |
28 | Notifying authorities | 1. Each Member State shall designate or establish at least one notifying authority responsible for setting up and carrying out the necessary procedures for the assessment, designation and notification of conformity assessment bodies and for their monitoring. Those procedures shall be developed in cooperation between ... |
29 | Application of a conformity assessment body for notification | 1. Conformity assessment bodies shall submit an application for notification to the notifying authority of the Member State in which they are established. 2. The application for notification shall be accompanied by a description of the conformity assessment activities, the conformity assessment module or modules and t... |
30 | Notification procedure | 1. Notifying authorities may notify only conformity assessment bodies which have satisfied the requirements laid down in Article 31. 2. Notifying authorities shall notify the Commission and the other Member States, using the electronic notification tool developed and managed by the Commission, of each conformity assess... |
31 | Requirements relating to notified bodies | 1. A notified body shall be established under the national law of a Member State and shall have legal personality. 2. Notified bodies shall satisfy the organisational, quality management, resources and process requirements that are necessary to fulfil their tasks, as well as suitable cybersecurity requirements. 3. The ... |
32 | Presumption of conformity with requirements relating to notified bodies | Where a conformity assessment body demonstrates its conformity with the criteria laid down in the relevant harmonised standards or parts thereof, the references of which have been published in the Official Journal of the European Union, it shall be presumed to comply with the requirements set out in Article 31 in so fa... |
33 | Subsidiaries of notified bodies and subcontracting | 1. Where a notified body subcontracts specific tasks connected with the conformity assessment or has recourse to a subsidiary, it shall ensure that the subcontractor or the subsidiary meets the requirements laid down in Article 31, and shall inform the notifying authority accordingly. 2. Notified bodies shall take full... |
34 | Operational obligations of notified bodies | 1. Notified bodies shall verify the conformity of high-risk AI systems in accordance with the conformity assessment procedures set out in Article 43. 2. Notified bodies shall avoid unnecessary burdens for providers when performing their activities, and take due account of the size of the provider, the sector in which i... |
35 | Identification numbers and lists of notified bodies | 1. The Commission shall assign a single identification number to each notified body, even where a body is notified under more than one Union act. 2. The Commission shall make publicly available the list of the bodies notified under this Regulation, including their identification numbers and the activities for which the... |
36 | Changes to notifications | 1. The notifying authority shall notify the Commission and the other Member States of any relevant changes to the notification of a notified body via the electronic notification tool referred to in Article 30(2). 2. The procedures laid down in Articles 29 and 30 shall apply to extensions of the scope of the notificatio... |
37 | Challenge to the competence of notified bodies | 1. The Commission shall, where necessary, investigate all cases where there are reasons to doubt the competence of a notified body or the continued fulfilment by a notified body of the requirements laid down in Article 31 and of its applicable responsibilities. 2. The notifying authority shall provide the Commission, o... |
38 | Coordination of notified bodies | 1. The Commission shall ensure that, with regard to high-risk AI systems, appropriate coordination and cooperation between notified bodies active in the conformity assessment procedures pursuant to this Regulation are put in place and properly operated in the form of a sectoral group of notified bodies. 2. Each notifyi... |
39 | Conformity assessment bodies of third countries | Conformity assessment bodies established under the law of a third country with which the Union has concluded an agreement may be authorised to carry out the activities of notified bodies under this Regulation, provided that they meet the requirements laid down in Article 31 or they ensure an equivalent level of complia... |
40 | Harmonised standards and standardisation deliverables | 1. High-risk AI systems or general-purpose AI models which are in conformity with harmonised standards or parts thereof the references of which have been published in the Official Journal of the European Union in accordance with Regulation (EU) No 1025/2012 shall be presumed to be in conformity with the requirements se... |
41 | Common specifications | 1. The Commission may adopt, implementing acts establishing common specifications for the requirements set out in Section 2 of this Chapter or, as applicable, for the obligations set out in Sections 2 and 3 of Chapter V where the following conditions have been fulfilled:(a)the Commission has requested, pursuant to Arti... |
42 | Presumption of conformity with certain requirements | 1. High-risk AI systems that have been trained and tested on data reflecting the specific geographical, behavioural, contextual or functional setting within which they are intended to be used shall be presumed to comply with the relevant requirements laid down in Article 10(4). 2. High-risk AI systems that have been ce... |
43 | Conformity assessment | 1. For high-risk AI systems listed in point 1 of Annex III, where, in demonstrating the compliance of a high-risk AI system with the requirements set out in Section 2, the provider has applied harmonised standards referred to in Article 40, or, where applicable, common specifications referred to in Article 41, the prov... |
44 | Certificates | 1. Certificates issued by notified bodies in accordance with Annex VII shall be drawn-up in a language which can be easily understood by the relevant authorities in the Member State in which the notified body is established. 2. Certificates shall be valid for the period they indicate, which shall not exceed five years ... |
45 | Information obligations of notified bodies | 1. Notified bodies shall inform the notifying authority of the following:(a)any Union technical documentation assessment certificates, any supplements to those certificates, and any quality management system approvals issued in accordance with the requirements of Annex VII;(b)any refusal, restriction, suspension or wit... |
46 | Derogation from conformity assessment procedure | 1. By way of derogation from Article 43 and upon a duly justified request, any market surveillance authority may authorise the placing on the market or the putting into service of specific high-risk AI systems within the territory of the Member State concerned, for exceptional reasons of public security or the protec... |
47 | EU declaration of conformity | 1. The provider shall draw up a written machine readable, physical or electronically signed EU declaration of conformity for each high-risk AI system, and keep it at the disposal of the national competent authorities for 10 years after the high-risk AI system has been placed on the market or put into service. The EU ... |
48 | CE marking | 1. The CE marking shall be subject to the general principles set out in Article 30 of Regulation (EC) No 765/2008. 2. For high-risk AI systems provided digitally, a digital CE marking shall be used, only if it can easily be accessed via the interface from which that system is accessed or via an easily accessible machi... |
49 | Registration | 1. Before placing on the market or putting into service a high-risk AI system listed in Annex III, with the exception of high-risk AI systems referred to in point 2 of Annex III, the provider or, where applicable, the authorised representative shall register themselves and their system in the EU database referred to ... |
50 | Transparency obligations for providers and deployers of certain AI systems | 1. Providers shall ensure that AI systems intended to interact directly with natural persons are designed and developed in such a way that the natural persons concerned are informed that they are interacting with an AI system, unless this is obvious from the point of view of a natural person who is reasonably well-in... |
51 | Classification of general-purpose AI models as general-purpose AI models with systemic risk | 1. A general-purpose AI model shall be classified as a general-purpose AI model with systemic risk if it meets any of the following conditions:(a)it has high impact capabilities evaluated on the basis of appropriate technical tools and methodologies, including indicators and benchmarks;(b)based on a decision of the C... |
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