diff --git a/.github/workflows/static.yml b/.github/workflows/static.yml new file mode 100644 index 0000000..059326d --- /dev/null +++ b/.github/workflows/static.yml @@ -0,0 +1,43 @@ +# Simple workflow for deploying static content to GitHub Pages +name: Deploy static content to Pages + +on: + # Runs on pushes targeting the default branch + push: + branches: ["main"] + + # Allows you to run this workflow manually from the Actions tab + workflow_dispatch: + +# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages +permissions: + contents: read + pages: write + id-token: write + +# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued. +# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete. +concurrency: + group: "pages" + cancel-in-progress: false + +jobs: + # Single deploy job since we're just deploying + deploy: + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + runs-on: ubuntu-latest + steps: + - name: Checkout + uses: actions/checkout@v4 + - name: Setup Pages + uses: actions/configure-pages@v4 + - name: Upload artifact + uses: actions/upload-pages-artifact@v3 + with: + # Upload entire repository + path: './model-directory' + - name: Deploy to GitHub Pages + id: deployment + uses: actions/deploy-pages@v4 diff --git a/README.md b/README.md index 935e048..a4e1b84 100644 --- a/README.md +++ b/README.md @@ -6,17 +6,21 @@ All the practical details and utilities that go into working with real models! I ## Table of Contents - [The Cookbook](#the-cookbook) - * [Calculations](#calculations) - * [Benchmarks](#benchmarks) + * [Utilities](#utilites) + + [Calculations](#calculations) + + [Benchmarks](#benchmarks) * [Reading List](#reading-list) + [Basics](#basics) + [How to do LLM Calculations](#how-to-do-llm-calculations) + [Distributed Deep Learning](#distributed-deep-learning) + [Best Practices](#best-practices) + + [Data/Model Directories](#data-and-model-directories) * [Minimal Repositories for Educational Purposes](#minimal-repositories-for-educational-purposes) * [Contributing](#contributing) -## Calculations +## Utilities + +### Calculations For training/inference calculations (e.g. FLOPs, memory overhead, and parameter count) - **[calc](./calc/)** @@ -27,7 +31,7 @@ Useful external calculators include [Transformer Training and Inference VRAM Estimator](https://vram.asmirnov.xyz/) by Alexander Smirnov. A user-friendly tool to estimate VRAM overhead. -## Benchmarks +### Benchmarks For benchmarks (e.g. communication) - **[benchmarks](./benchmarks/)** @@ -58,12 +62,25 @@ For benchmarks (e.g. communication) [Efficient Training on Multiple GPUs](https://huggingface.co/docs/transformers/main/en/perf_train_gpu_many) by Hugging Face. Contains a detailed walk-through of model, tensor, and data parallelism along with the ZeRO optimizer. +Papers +- [Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM](https://arxiv.org/abs/2104.04473) +- [Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis](https://arxiv.org/abs/1802.09941) +- [ZeRO: Memory Optimizations Toward Training Trillion Parameter Models](https://arxiv.org/abs/1910.02054) +- [PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel](https://arxiv.org/abs/2304.11277) +- [PyTorch Distributed: Experiences on Accelerating Data Parallel Training](https://arxiv.org/abs/2006.15704) + ### Best Practices [ML-Engineering Repository](https://github.com/stas00/ml-engineering). Containing community notes and practical details of everything deep learning training led by Stas Bekman [Common HParam Settings](https://docs.google.com/spreadsheets/d/14vbBbuRMEHoqeuMHkTfw3uiZVmyXNuoSp8s-aHvfvZk/edit?usp=sharing) by Stella Biderman. Records common settings for model training hyperparameters and her current recommendations for training new models. +### Data and Model Directories + +[Directory of LLMs](https://docs.google.com/spreadsheets/d/1gc6yse74XCwBx028HV_cvdxwXkmXejVjkO-Mz2uwE0k/edit?usp=sharing) by Stella Biderman. Records details of trained LLMs including license, architecture type, and dataset. + +[Data Provenance Explorer](https://dataprovenance.org/) A tool for tracing and filtering on data provenance for the most popular open source finetuning data collections. + ## Minimal Repositories for Educational Purposes Large language models are frequently trained using very complex codebases due to the need to optimize things to work at scale and support a wide variety of configurable options. This can make them less useful pedagogical tools, so some people have developed striped-down so-called "Minimal Implementations" that are sufficient for smaller scale work and more pedagogically useful. diff --git a/model-directory/index.html b/model-directory/index.html new file mode 100644 index 0000000..8ffc96f --- /dev/null +++ b/model-directory/index.html @@ -0,0 +1,1878 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
ModelDateParametersOrganizatonOrganization TypeAuthor LocationLanguageModel AccessibilityData AccessibilityArchitectureSources
GPT-2February 14, 20191.5BOpenAICompanyUSAEnglishOpen (MIT)Externally ReplicatedDecoder-only
Megatron-BERTSeptember 17, 20193.9BNVIDIACompanyUSAEnglishClosedClosedEncoder-onlyMegatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Megatron-LMSeptember 17, 20198.3BNVIDIACompanyUSAEnglishClosedClosedDecoder-onlyMegatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
T5October 23, 201911.0BGoogleCompanyUSAEnglishOpen (Apache 2.0)Open (C4)Encoder-Decoder
MeenaJanuary 27, 20202.6BGoogleCompanyUSAEnglishClosedClosedEncoder-Decoder (Evolved)
Turing NLGFebruary 13, 202017.2BMicrosoftCompanyUSAEnglishClosedClosedDecoder-onlyTuring-NLG: A 17-billion-parameter language model by Microsoft
GPT-3May 28, 2020175.0BOpenAICompanyUSAEnglishAPIClosedDecoder-only
DeBERTaJune 5, 20201.5BMicrosoftCompanyUSAEnglishOpen (MIT)Closed + OWT + BCEncoder-onlyDeBERTa: Decoding-enhanced BERT with Disentangled Attention
mT5October 22, 202013.0BGoogleCompanyUSAMultilingualOpen (Apache 2.0)Open (mC4)Encoder-DecodermT5: A massively multilingual pre-trained text-to-text transformer
AlphaFold2November 30, 202093.0MDeepMindCompanyUSAProtein StructureOpen (Apache 2.0)OpenCustom
CPMDecember 1, 20202.6BTsinghua UniversityNon-profitChinaChineseNon-CommercialClosedDecoder-onlyCPM: A Large-scale Generative Chinese Pre-trained Language Model
AraGPT2December 31, 20201.5BAmerican University of BeirutNon-profitLebanonArabicOpen (Custom)Partially Released (OSCAR)Decoder-onlyAraGPT2: Pre-Trained Transformer for Arabic Language Generation, Checkpoint
Switch-CJanuary 11, 20211.5TGoogleCompanyUSAEnglishOpen (Apache 2.0)Open (C4)Encoder-Decoder MoESwitch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
Wu Dao 1.0March 20, 20212.6BBAAICompanyChinaChinese, EnglishAPIClosedDecoder-only MoE
GPT-NeoMarch 22, 20212.7BEleutherAINon-profitGermany, Canada, USAEnglishOpen (MIT)Open (Pile)Decoder-only
PanGu-αApril 26, 2021200.0BHuaweiCompanyChinaChineseClosedClosedDecoder-onlyPanGu-$α$: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation
ByT5May 28, 202113.0BGoogleCompanyUSAMultilingualOpen (Apache 2.0)Open (C4)Encoder-DecoderByT5: Towards a token-free future with pre-trained byte-to-byte models
Wu Dao 2.0June 1, 20211.8TBAAICompanyChinaChinese, EnglishAPIClosed + PileDecoder-only MoEChinese AI lab challenges Google, OpenAI with a model of 1.75 trillion parameters - PingWest
GPT-JJune 8, 20216.0BEleutherAINon-profitAustralia, USAEnglishOpen (Apache 2.0)Open (Pile)Decoder-only
CPM-2.1June 20, 202111.0BTsinghua UniversityNon-profitChinaChineseNon-CommercialClosedDecoder-only
CodexAugust 10, 2021UndisclosedOpenAICompanyUSAEnglishAPIClosedDecoder-only
Jurassic-1August 11, 2021178.0BAI21 LabsCompanyIsraelEnglishAPIOpen (Pile)Decoder-onlyWhite paper, data discovered via adversarial attacks and confirmed via personal communication
Wu Dao-GLM-XXLAugust 24, 202110.0BBAAICompanyChinaChineseClosedClosedEncoder-Decoder (Autoregressive)
Wu Dao-GLM-XXLAugust 24, 202110.0BBAAICompanyChinaEnglishClosedClosedEncoder-Decoder (Autoregressive)
CodeT5September 2, 202116.0BSalesforceCompanyUSACode, EnglishOpen (BSD 3-Clause)ClosedEncoder-DecoderarXiv
HyperCLOVASeptember 10, 2021204.0BNAVERCompanyKoreaKoreanClosedClosedDecoder-onlyarXiv
NTT DialogSeptember 17, 20211.6BNTTCompanyJapanEnglish, ChineseNon-CommercialClosedEncoder-Decoder
Plato-XLSeptember 20, 202111.0BBaiduCompanyChinaChinese, EnglishOpen (Apache 2.0)ClosedDecoder-only PrefixLM
Zidong TaichuSeptember 27, 2021100.0BChinese Academy of SciencesNon-profitChinaClosedClosedUndisclosedhttps://www.lwxsd.com/pcen/info_view.php?tab=mynews&VID=39572
Yuan 1.0October 10, 2021245.0BInspur AI ResearchCompanyChinaChineseLimited AccessPartially ReleasedDecoder-onlyarXiv
Megatron-TuringOctober 11, 2021530.0BMicrosoft, NVIDIACompanyUSAEnglishClosedClosed + PileDecoder-only
PAGnolOctober 16, 20211.5BLightOnCompanyFranceFrenchAPIClosed + OSCARDecoder-onlyPAGnol: An Extra-Large French Generative Model
Anthropic LMDecember 1, 202152.0BAnthropicCompanyUSAEnglishClosedClosedDecoder-only
ERNIE 3.0December 8, 2021260.0BBaiduCompanyChinaChinese, EnglishClosedClosedEncoder-Decoder w/ KGs
GopherDecember 8, 2021280.0BDeepMindCompanyUSAEnglishClosedClosed + C4Decoder-only
GLaMDecember 13, 20211.2TGoogleCompanyUSAEnglishClosedClosedDecoder-only MoEGLaM: Efficient Scaling of Language Models with Mixture-of-Experts
ExaoneDecember 14, 2021300.0BLGCompanyKoreaEnglish, KoreanChatBotClosedUndisclosed
XGLMDecember 20, 20217.5BMetaCompanyUSA, UK, GermanyMultilingualClosedClosedDecoder-onlyhttps://arxiv.org/abs/2112.10668
FairSeq DenseDecember 20, 202113.0BMetaCompanyUSA, UK, GermanyEnglishOpen (Ambiguous)ClosedDecoder-only
LaMDAJanuary 20, 2022137.0BGoogleCompanyUSAEnglishClosedClosed + C4Decoder-onlyLaMDA: Language Models for Dialog Applications
GPT-NeoX-20BFebruary 2, 202220.0BEleutherAINon-profitMultinationalEnglishOpen (Apache 2.0)Open (Pile)Decoder-only
GPT-SW3February 15, 20223.5BAI SwedenNon-profitSwedenSwedishLimited AccessClosed + Pile + OSCSAR + mC4Decoder-onlyGPT-SW3: An Autoregressive Language Model for the Nordic Languages
PolyCoderFebruary 26, 20222.7BCarnegie Mellon UniversityNon-profitUSACodeReleased (Unlicensed)Partially ReleasedDecoder-onlyNinedayWang/PolyCoder-2.7B · Hugging Face
CodeGenMarch 25, 202216.1BSalesforceCompanyUSACode, EnglishOpen (BSD 3-Clause)Closed + PileDecoder-onlyarXiv , https://huggingface.co/Salesforce/codegen-16B-multi
ChinchillaMarch 29, 202270.0BDeepMindCompanyUSAEnglishClosedClosed + C4Decoder-onlyTraining Compute-Optimal Large Language Models
PaLMApril 4, 2022540.0BGoogleCompanyUSAEnglishClosedClosedDecoder-onlyPaLM: Scaling Language Modeling with Pathways
NOORApril 11, 202213.0BTechnology Innovation Institute, LightOnMultilateral colaborationUAE, FranceArabicClosedClosedDecoder-onlyhttps://aclanthology.org/2022.bigscience-1.8.pdf
InCoder-6BApril 12, 20226.0BMetaCompanyUSACodeNon-CommercialClosedDecoder-only (Autoregressive Span Corruption)
Lyra-frApril 12, 202210.0BLightOnCompanyFranceFrenchAPIClosedDecoder-only
OPTMay 2, 2022175.0BMetaCompanyUSAEnglishNon-CommercialClosed + PileDecoder-onlyOPT: Open Pre-trained Transformer Language Models
UL2May 10, 202220.0BGoogleCompanyUSAEnglishOpen (Apache 2.0)Open (C4)Encoder-Decoder
YaLMMay 23, 2022100.0BYandexCompanyRussiaRussian, EnglishOpen (Apache 2.0)Closed + PileDecoder-only
BLOOMMay 26, 2022176.0BBigScienceMultilateral colaborationMultinationalMultilingualCommercial UseLimited Access + S2ORC + OSCARDecoder-only
NeMo MegatronSeptember 14, 202220.0BNVIDIACompanyUSAEnglishOpen (CC-BY-4.0)Open (Pile)Decoder-only
GLM-130BOctober 5, 2022130.0BTsinghua UniversityNon-profitChinaEnglishNon-CommercialClosed + PileDecoder-only (Autoregressive Span Corruption)
GenSLMsOctober 11, 202225.0BArgone National LabNon-profitUSAGenomicsOpen (MIT)Partially ReleasedCustomGenSLMs: Genome-scale language models reveal SARS-CoV-2 evolutionary dynamics | bioRxiv
GalacticaNovember 16, 2022120.0BMetaCompanyUSAEnglishNon-CommercialClosed + S2ORCDecoder-only
GPT-3.5November 19, 2022UndisclosedOpenAICompanyUSAMultilingualAPIClosedUndisclosed
OpenFoldNovember 24, 202293.0MMultilateral ColaborationMultilateral colaborationUSAProtein StructureOpen (Apache 2.0)OpenCustom
PythiaDecember 10, 202212.0BEleutherAINon-profitMultinationalEnglishOpen (Apache 2.0)Open (Pile)Decoder-only
Pythia-dedupedDecember 10, 202212.0BEleutherAINon-profitMultinationalEnglishOpen (Apache 2.0)Open (Pile)Decoder-only
BioMedGPTDecember 15, 20222.7BStanford CRFMNon-ProfitUSAEnglish (Medical Texts)Commercial UseOpen (Pile)Decoder-only
PalmyraJanuary 5, 202320.0BWriterCompanyUSAEnglishOpen (Apache 2.0)ClosedDecoder-only
SantaCoderJanuary 9, 20231.1BBigCode ProjectCompanyMultinationalCodeCommercial UseOpen (Stack)Decoder-only (Autoregressive Span Corruption)
MusicLMJanuary 26, 20231.4BGoogleCompanyUSAMusicClosedPartially Released (FMA)Customhttps://arxiv.org/abs/2301.11325
Anthropic 175B LMFebruary 15, 2023175.0BAnthropicCompanyUSAClosedClosedUndisclosed
GPT-3-FinnishFebruary 16, 202313.0BUniversity of TurkuNon-profitFinlandFinnishOpen (Apache 2.0)Reproducible + ROOTSDecoder-only
LLaMAFebruary 24, 202365.0BMetaCompanyUSAEnglishNon-CommercialExternally ReplicatedDecoder-only
GPT-SW3 40BMarch 1, 202340.0BAI Sweden, RISENon-profitSwedenNordic Languages and EnglishLimited AccessClosed + Pile + mC4 + OSCARDecoder-only
Jurassic-2March 9, 2023UndisclosedAI21CompanyIsraelMultilingual (7)APIClosedUndisclosed
ChatGLMMarch 13, 20236.0BTsinghua UniversityNon-profitChinaEnglish, ChineseCommercial UseClosedDecoder-only (Autoregressive Span Corruption)
Claude-1March 14, 2023UndisclosedAnthropicCompanyUSAMultilingualChatBotClosedUndisclosed
GPT-4March 14, 2023UndisclosedOpenAICompanyUSAMultilingualChatBotClosedUndisclosed
ESM-2March 16, 202315.0BMetaCompanyUSAProteinOpen (MIT)OpenEncoder-only
CerebrasGPTMarch 28, 202313.0BCerebrasCompanyUSA, CanadaEnglishOpen (Apache 2.0)Open (Pile)Decoder-only
BloombergGPTMarch 30, 202350.6BBloombergCompanyUSAEnglishClosedClosed + Pile + C4Decoder-onlyBloombergGPT: A Large Language Model for Finance
RedPajamas-INCITEApril 17, 20237.0BTogetherAICompanyUSAEnglishOpen (Apache 2.0)Open (RP)Decoder-only
StableLMApril 19, 20237.0BStability AICompanyUSAEnglishOpen (CC-BY-SA-4.0)Closed + PileDecoder-only
CodeGen2May 3, 202316.0BSalesforceCompanyUSACodeOpen (Apache 2.0)Open (Stack)Decoder-only (Autoregressive Span Corruption)
MPT-7BMay 5, 20236.7BMosaicMLCompanyUSAEnglishOpen (Apache 2.0)Open (C4, RP, S2ORC, Stack, Pile)Decoder-only
StarCoderMay 9, 202315.0BBigCode ProjectCompanyMultinationalCodeCommercial UseOpen (Stack)Decoder-only (Autoregressive Span Corruption)
PaLM-2May 10, 2023UndisclosedGoogleCompanyUSAMultilingualChatBotClosedDecoder-only
CodeT5+May 13, 202316.0BSalesforceCompanyUSACode, EnglishOpen (BSD 3-Clause)ClosedEncoder-Decoder
OpenCALMMay 15, 20237.0BCyberAgentCompanyJapanJapaneseOpen (CC BY-SA 4.0)ClosedDecoder-only
RWKV v4May 22, 202313.0BEleutherAI and GenAI CommonsNon-profitMultinationalEnglishOpen (Apache 2.0)Open (Pile)RNN
Falcon-40BMay 25, 202340.0BTechnology Innovation Institute, LightOnMultilateral colaborationUAE, FranceEnglishOpen (Apache 2.0)Partially ReleasedDecoder-only
StellarXMay 27, 20234.0BArkane IndustriesCompanyUndisclosedCC-BY-NC-SA-4.0Open (RP)Decoder-onlyDampish/StellarX-4B-V0.2
Polyglot-KoJune 4, 202312.8BEleutherAINon-profitKoreaKoreanOpen (Apache 2.0)ClosedDecoder-only
PULI-GPTrioJune 8, 20237.7BHungarian Research Centre for LinguisticsNon-profitHungaryEnglish, Hungarian, ChineseCC-BY-NCClosedDecoder-onlyNYTK/PULI-GPTrio
Baichuan-1 7BJune 15, 20237.0BBaichuan AICompanyChinaChinese, EnglishCommercial UseClosedDecoder-onlybaichuan-inc/Baichuan-7B
Zidong Taichu 2.0June 16, 2023100.0BChinese Academy of SciencesNon-profitChinaClosedClosedUndisclosed
Phi-1June 20, 20231.3BMicrosoftCompanyUSAEnglishNon-CommercialClosedDecoder-only
MPT-30BJune 22, 202330.0BMosaicMLCompanyUSAEnglishOpen (Apache 2.0)Open (C4, RP, S2ORC, Stack, Pile)Decoder-only
Inflection-1June 23, 2023UndisclosedInflectionCompanyUSAChatBotClosedDecoder-only
ChatGLM2June 25, 20236.0BTsinghua UniversityNon-profitChinaEnglish, ChineseCommercial UseClosedDecoder-only (Autoregressive Span Corruption)
OpenLLaMAJune 30, 202313.0BUC BerkeleyNon-profitUSAEnglishOpen (Apache 2.0)Open (RP)Decoder-only
Codegen2.5July 6, 20237.0BSalesforceCompanyUSACodeOpen (Apache 2.0)Open (Stack)Decoder-only (Autoregressive Span Corruption)CodeGen2.5: Small, but mighty
Baichuan-1 13BJuly 10, 202313.0BBaichuan AICompanyChinaChinese, EnglishCommercial UseClosedDecoder-onlyhttps://huggingface.co/baichuan-inc/Baichuan-13B
Claude-2July 11, 2023UndisclosedAnthropicCompanyUSAMultilingualChatBotClosedUndisclosed
LLaMA 2July 18, 202370.0BMetaCompanyUSAEnglishCommercial UseClosedDecoder-only
ExaoneJuly 19, 2023UndisclosedLGCompanyKoreaEnglish, KoreanChatBotClosedUndisclosed
BTLM-3B-8k-base July 24, 20233.0BCerebrasCompanyUSA, Canada, UAEEnglishOpen (Apache 2.0)Open (RP)Decoder-only
bilingual-gpt-neox-4bJuly 30, 20233.8BRinnaCompanyJapanJapaneseOpen (MIT)Open (Pile + mC4 + RP)Decoder-only
JiangAugust 1, 202330.0BKDFCompanyChinaChineseOpen (Apache 2.0)ClosedDecoder-only
Baichuan-1 53BAugust 8, 202353.0BBaichuan AICompanyChinaChinese, EnglishCommercial UseClosedDecoder-only百川智能发布旗下第三代大模型产品Baichuan-53B
StableLM JapaneseAugust 10, 20237.0BStability AICompanyUSA, JapanJapaneseOpen (Apache 2.0)Open (Composite)Decoder-only
DeciCoderAugust 16, 20231.0BDeciCompanyIsraelCodeOpen (Apache 2.0)Open (StarCoder)Decoder-onlyDeci/DeciCoder-1b · Hugging Face
Dou BaoAugust 18, 2023UndisclosedByteDanceCompanyChinaAPIClosedUndisclosed
JaisAugust 30, 202313.0BTechnology Innovation Institute, LightOnMultilateral colaborationUSA, Canada, UAEArabicOpen (Apache 2.0)Closed + Pile + mC4Decoder-only
Falcon-180BSeptember 6, 2023180.0BTechnology Innovation Institute, LightOnMultilateral colaborationUAE, FranceEnglishCommercial UsePartially ReleasedDecoder-only
Persimmon-8BSeptember 7, 20238.0BAdept AICompanyUSAEnglishOpen (Apache 2.0)ClosedDecoder-onlyReleasing Persimmon-8B
XGenSeptember 7, 20237.0BSalesforceCompanyUSAEnglish, CodeOpen (Apache 2.0)Closed + RP + StackDecoder-onlySalesforce/xgen-7b-8k-base · Hugging Face
Phi-1.5September 11, 20231.3BMicrosoftCompanyUSAEnglishNon-CommercialClosedDecoder-only
FLM-101BSeptember 17, 2023101.0BMultilateral, lead by BAAIMultilateral colaborationChinaChinese, EnglishOpen (Apache 2.0)ClosedDecoder-onlyFLM-101B: An Open LLM and How to Train It with $100K Budget
Baichuan-2September 19, 202313.0BBaichuan AICompanyChinaEnglish, ChineseCommercial UseClosedDecoder-onlyBaichuan 2: Open Large-scale Language Models
InternLMSeptember 20, 202320.0BShanghai AI LaboratoryNon-profitChinaChinese, EnglishCommercial UseClosedDecoder-onlyhttps://huggingface.co/internlm/internlm-20b
Unnamed ModelSeptember 26, 20233.6BLine CorporationCompanyJapanJapaneseOpen (Apache 2.0)ClosedDecoder-only
Mistral-7B-v0.1September 27, 20237.0BMistral AICompanyFranceEnglishOpen (Apache 2.0)ClosedDecoder-onlyhttps://mistral.ai/news/announcing-mistral-7b/ , https://arxiv.org/abs/2310.06825
RWKV v4 WorldOctober 10, 20237.0BEleutherAI and GenAI CommonsNon-profitMultinationalMultilingualOpen (Apache 2.0)Open (incl. Pile)RNN
CodeFuseOctober 10, 202313.0BAnt GroupCompanyChinaChinese, English, CodeOpen (Custom)ClosedDecoder-only
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