From d46f64b6569740e29e624061fd7ec502f629cc67 Mon Sep 17 00:00:00 2001 From: Cezar Sas Date: Sun, 28 Jan 2024 11:45:15 +0100 Subject: [PATCH 1/4] Updated dependence of UI submodule --- CITATION.cff | 2 +- README.md | 2 +- autofl-ui | 2 +- pyproject.toml | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/CITATION.cff b/CITATION.cff index 7f1f478..7d4693b 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -8,7 +8,7 @@ authors: given-names: "Andrea" orcid: "https://orcid.org/0000-0001-9469-6050" title: "AutoFL" -version: 0.3.1 +version: 0.4.1 doi: "10.5281/zenodo.10255368" date-released: 2023-09-01 url: "https://github.com/SasCezar/AutoFL" \ No newline at end of file diff --git a/README.md b/README.md index 541a9c3..22b4c2c 100644 --- a/README.md +++ b/README.md @@ -205,7 +205,7 @@ However, this tool is more up to date, easier to use, more configurable, and als month = dec, title = {{AutoFL}}, url = {https://github.com/SasCezar/AutoFL}, - version = {0.4.0}, + version = {0.4.1}, year = {2023}, url = {https://doi.org/10.5281/zenodo.10255368}, doi = {10.5281/zenodo.10255368} diff --git a/autofl-ui b/autofl-ui index 14a5e5f..b697f23 160000 --- a/autofl-ui +++ b/autofl-ui @@ -1 +1 @@ -Subproject commit 14a5e5f3bf4f7b0ba4a083dc5d9edc56f675f1de +Subproject commit b697f23cd1aed04cc1ac7c24aded46a9f4fb6155 diff --git a/pyproject.toml b/pyproject.toml index b0c2ac1..c5c709c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "autofl" -version = "0.4.0" +version = "0.4.1" description = "" authors = ["Cezar Sas "] readme = "README.md" From c6d3ef014f077b0405672648035edbe66191b890 Mon Sep 17 00:00:00 2001 From: Cezar Sas Date: Sun, 28 Jan 2024 12:30:26 +0100 Subject: [PATCH 2/4] Added normalization for ensemble, this made some results not probability vectors unless normalized. --- src/ensemble/avg.py | 13 +++++++----- src/ensemble/cascade.py | 9 ++++---- src/ensemble/ensemble.py | 45 ++++++++++++++++++++++++++++++---------- src/ensemble/none.py | 15 ++++++++++++++ src/ensemble/voting.py | 4 ++-- 5 files changed, 64 insertions(+), 22 deletions(-) create mode 100644 src/ensemble/none.py diff --git a/src/ensemble/avg.py b/src/ensemble/avg.py index fddad89..d0af567 100644 --- a/src/ensemble/avg.py +++ b/src/ensemble/avg.py @@ -1,5 +1,5 @@ -from typing import List, Union +from typing import List, Union, Tuple import numpy as np @@ -11,7 +11,10 @@ class AverageEnsemble(EnsembleBase): """ Ensemble method that averages the annotations. """ - def run(self, annotations: List[Annotation]): - annotations = [x.distribution for x in annotations if not x.unannotated] - mean = np.mean(annotations, axis=0) - return mean + def run(self, annotations: List[Annotation]) -> Tuple[Union[List | np.array], int]: + annotated = np.array([x.distribution for x in annotations if not x.unannotated]) + if annotated: + mean = np.mean(annotated, axis=0) + return mean, 0 + + return annotations[0], 1 diff --git a/src/ensemble/cascade.py b/src/ensemble/cascade.py index 16d9dab..1c750d5 100644 --- a/src/ensemble/cascade.py +++ b/src/ensemble/cascade.py @@ -1,4 +1,4 @@ -from typing import List, Union +from typing import List, Union, Tuple import numpy as np @@ -10,8 +10,9 @@ class CascadeEnsemble(EnsembleBase): """ Ensemble method that iterates over the annotations and picks the first annotation that is not unannotated. """ - def run(self, annotations: List[Annotation]): + def run(self, annotations: List[Annotation]) -> Tuple[Union[List | np.array], int]: for annotation in annotations: if not annotation.unannotated: - return annotation - return annotations[0] + return annotation, 0 + + return annotations[0], 1 diff --git a/src/ensemble/ensemble.py b/src/ensemble/ensemble.py index 8a545d2..97068d5 100644 --- a/src/ensemble/ensemble.py +++ b/src/ensemble/ensemble.py @@ -1,5 +1,5 @@ from abc import ABC -from typing import List, Union +from typing import List, Union, Tuple import numpy as np @@ -13,19 +13,42 @@ class EnsembleBase(ABC): probabilities for each label. The ensemble method should return a single annotation, which is a list of probabilities for each label. """ + def __init__(self): pass - def __call__(self, annotations: List[Union[np.array, Annotation]], *args, **kwargs): - return self.run(annotations) - - def run(self, annotations: List[Annotation]): + def __call__(self, annotations: List[Union[np.array, Annotation]], *args, **kwargs) \ + -> Tuple[Union[List | np.array], int]: + """ + Making the ensemble method callable allows to also define functions as ensemble methods instead of classes. This + is useful for ensemble methods that do not have any state. + :param annotations: + :param args: + :param kwargs: + :return: + """ + distributions, unannotated = self.run(annotations) + return self.normalize(distributions), unannotated + + def run(self, annotations: List[Annotation]) -> Tuple[Union[List | np.array], int]: + """ + Run the ensemble method. This method should be implemented by subclasses. + The ensemble method is called with a list of annotations, where each annotation is a list of probabilities for + each label. The ensemble method should return a single annotation, which is a list of probabilities for each + label. The ensemble method should also return a boolean indicating whether the ensemble method was able to + produce a valid annotation. If the ensemble method was not able to produce a valid annotation, the ensemble + method should return the first annotation in the list of annotations. + :param annotations: + :return: + """ pass + @staticmethod + def normalize(annotations: np.array) -> np.array: + """ + Normalize the annotations. This method is used to bring the ensemble result into probability vectors. + :param annotations: + :return: + """ + return np.array(annotations) / np.linalg.norm(annotations) -class EnsembleNone(EnsembleBase): - """ - Ensemble method that does not do anything. This is useful for single annotator experiments. - """ - def run(self, annotations: List[Annotation]): - return annotations diff --git a/src/ensemble/none.py b/src/ensemble/none.py new file mode 100644 index 0000000..77a004c --- /dev/null +++ b/src/ensemble/none.py @@ -0,0 +1,15 @@ +from typing import List, Tuple, Union + +import numpy as np + +from ensemble.ensemble import EnsembleBase +from entity.annotation import Annotation + + +class NoneEnsemble(EnsembleBase): + """ + Ensemble method that does not do anything. This is useful for single annotator experiments. + """ + + def run(self, annotations: List[Annotation]) -> Tuple[Union[List | np.array], int]: + return annotations[0], 0 diff --git a/src/ensemble/voting.py b/src/ensemble/voting.py index 04a7e9d..f7a635f 100644 --- a/src/ensemble/voting.py +++ b/src/ensemble/voting.py @@ -1,4 +1,4 @@ -from typing import List +from typing import List, Tuple, Union import numpy as np @@ -11,7 +11,7 @@ def __init__(self, k=10): super().__init__() self.k = k - def run(self, annotations: List[Annotation]): + def run(self, annotations: List[Annotation]) -> Tuple[Union[List | np.array], int]: best, n = self.extract_best(annotations) if not best: From 7456adf6de1b432c189b178444123d1a4f1f9395 Mon Sep 17 00:00:00 2001 From: Cezar Sas Date: Mon, 29 Jan 2024 08:33:56 +0100 Subject: [PATCH 3/4] Added architecture figure to the README.md --- README.md | 8 +++++++- resources/architecture/architecture.png | Bin 0 -> 35659 bytes 2 files changed, 7 insertions(+), 1 deletion(-) create mode 100644 resources/architecture/architecture.png diff --git a/README.md b/README.md index 22b4c2c..1c981a3 100644 --- a/README.md +++ b/README.md @@ -66,7 +66,7 @@ The main configuration file is [main.yaml](./config/main.yaml), which contains t - **local**: which environment to use, either local or docker. [Docker](./config/local/docker.yaml) is default. - **taxonomy**: which taxonomy to use. Currently only [gitranking](./config/taxonomy/gitranking.yaml) is supported. - **annotator**: which annotators to use. Default is [simple](./config/annotator/simple.yaml), which allows good results - without extra dependencies on models. + without extra dependencies on language models. - **version_strategy**: which version strategy to use. Default is [latest](./config/version_strategy/latest.yaml), which will only analyze the latest version of the project. - **dataloader**: which dataloader to use. Default is [postgres](./config/dataloader/postgres.yaml) which allows the API @@ -96,6 +96,12 @@ Other configuration can be defined by creating a new file in the folder of the s ## Development +The tool is composed of multiple components, their interaction is shown in the following diagram: + +![Architecture](resources/architecture/architecture.png) + + + ### Add New Languages In order to support more languages, a new language specific parser is needed. diff --git a/resources/architecture/architecture.png b/resources/architecture/architecture.png new file mode 100644 index 0000000000000000000000000000000000000000..df350bf396ded4bd382b4ae4f24710b7b4e0bd27 GIT binary patch literal 35659 zcmb@u1z45q7A;J7BV8gW2oloWDX;)ZX+()dExJQmX+Z@96qa;%cS(15Nq6`C&>gz> zKKq>izxR85e2m33Pu5i3OSw4*nG21U%{ex z6GuBOJMiBaRYm;4MZ1nCSF_s}pPanf)<4#&F=Z%!=s9z*rE<{FP}4|Q9}rAK=esW{ z@#{ky`Q^E*zZd!yHMI@Bl?v`3hWj;E^3-M&;XO>off4-anl*ECF+8-Pv~KA$PRgs3AX|*_LiJ41dHgL1%20)b@TB zHo>-xiJ!ouMR^OT(Rjyo%P*y75_3_&gO02v5# zUx?QnU00`?g`DaH?pw98WAtdewbEyWVJX5tj>6_%TqFsHI;e4-nw=ghb|3s z*GSw6JP)ZoUdl95t$2=9DM`=d`ZH3#x=tYVuOEW&terko6oWQ6cV4bB7T}#$-eUu0D$Z zDQlsTz9Y=sqq)lzOp^>zN8PvyBjQg@vLb@m3eP%MAZ&3X-6;hL$h*8D9z68ek7jyT zh;4|6N|E{RupZ9S-WA*q-XO*_CGMc=L6SnoDK+YP{zOr3rCMLp=}l*tGA>jIUi>U{ zZA#dkl9oPep!E+My%z>pv#*o`Uj4fxlSY+5RyC9EzF3RRxU{W9vtj=P`08P93|Hbk zV&1XGjq9#2~ThE-l>Ay%DOj`Esuft7=fAI|US_{6<_3%P+xC`ok4# zXomhqu0WwdJPqYSy=a4rVG)*L+T8kkx3LCZVK0qlK_9r~AXCFX4jwl!nIu-!XqlEg zzB+)9%Sv*XQ6q(c8d|5|n~E#NU9Sc2*O1QL$m;5y&u-@^vE=k(!WFA69VXuI8*eC0 zuHv>(v}@UBR~uqQw;3q!G4AN>#2!qVu#l16n5;LAkq%W~Du3vPtvM|mv5npogt6yZ zHp|%+cYmA@49m~`?Fe7g$M&+X`p>=Tk^HeY+lfwOWTl#R-bctNO;$1}?EI*jCVho^ z_>{6df+qZdhU?g=XT&P6F&x8m#ojThFDw?u`)w;s_MbAt)8y9WUvtb-S>IqH*Xz75 zj7Nw@-=N%%sSM-eG*gg6mJjF2mcf55OjaNH63p|@3QT0+*@|8;f6*;t$aP) z;qkqLZ}O2~M%PEu+XtN?Id)N8Lv`KQQ1q{9+MckAXALgTK#lvNDlU)N92wYh^N0mP zcTQSMFLZcO4W6D*Z;q*=@IKabGOYEA_)H$D@DoezY{F&e2FbfzPcQ(3PSq!R}R+k_p##H0=txkzgbdEIkpH9n7H0qaNcoMAUcMp#7|evJp4SwJ;;<>n2s4|0i~e_lI#TLqLX|<*F}m`2ss%)yjlfchwdIFGXumZcQx2y|8GZ z*=aDti#k;Xv3BmjtDktaWkk5=^R4BIu0LgAOA%J;5rkz^=Y^l)N-{e7aWpCNa*KLK zRU1oqxl`ZYQRm?)yiiww1FCUbl7PtHp?tTs$Q-oGhbkZ0D7`SWA?nMeM)vGa=zVP} zl{$x+9b4~2$twAzMxF8>259CsRVj)5Gb+Ug8NWc=!<Se@cw7CHu~|6t)t~=zubq*X`a1i!??$*sFfee<+43BnufeO@YU4v< zVps-}R;|xn6yVq6H)*(i5eW>XioB7DapxcINUolAen4Lqv7vFsJ#S(0q(%|Lvpx8x z03ORvB4kGK!Rf4bR1PHxOdeMeV-*=qzN9xyaSu#(5E8|C>svPK`H_^{D%&63=Wa7w zzOJfKYm(`4G!8~z3BB+W&4;r|rU{BTeoJ$$p=8mYKIQ$_&mE2Grx7w~na%@KEx@oK z8ji7{j}yF)0B_IK5ss(c;Y6>sf{#GW>wGkRj0qE&tuMeGs$q$H;?`5R+J)CL&c z;C-myyM2l`BWDPrGFW=9Yxf!G>H8WHMRA^!j4@|EUR2_6dxCSqjmo&pe<$Yv)hB{n;9|3AC`FEl zNe2gk`u(e|WKwo4$)Yqr1MghPGv&r7XIPRO?ml;Ekrf4x?l|ns=%N!Lhz7khs7h}Q z5%1r8NKO3NT-h@^|7opwKi{XjDD4f4;ldz)fB%17$|l>(jyt5R1~6BbE5f6>?~r2{ zk^o1H zh@o^{rDjTuC>Jl-M94!JNB0B0b5x0|#QN@4V z3X1p4x*e@8Qx$d@CcTLhN1rR4_wJ>nrJ2v)-|LsAD#-1!?(szc!I9H*3cRn^u`i0c zOG~vX4Udd9^y6?Z6SMwdi}jzmUu>1BmRade)OiUD-dr9;$HhGv&C?GL8Z3M%$LF|7 zywecowzRa=_ZpwBaTFPoRKo3KJ4LU?b?>OFOMar#!Ms^;B>S0o33zy6Bb1agd9f}0 zpkyV{EesPf#m&wAVMWdB=IW%_un7s=_ZhaWEgg3I)taR6S-WE6JU#OEMHhQ7L`%Lx zG;yc)g1JsMPc;LNpNf8TI7_2x`IV^0?wsiQL&%#F)pEMn(bou|i01uu5Ug2<>;Y^lX~<2<+3)LgajUVO#*VH*uQZw;Hv|K+dX>6s8JZ{u{Lm@ zOJE*i;EEgaocLHejNH(O(rg}qT*y78!q8T++R11dQ}dOrhawS1>%N z^w=FaJ}z@o)v@d*h42T?x^9(>o=zk<&9tvbCCtm;Rcz91>*45wwcqRJ zp3ToS%>N|l_MU=#2)ifTChuaWPFO$^y$Aoe?Gw8Rmd9=bGWq*=?+6^5-!o~q9tFZ9 zU6Gv&d0h+Wx5?n`H_md;x<_>eteNmTZ4cQ~H#0-fq(g|4et_VqM{xd&_~5@{R>$+z zz9bIYrLVhZrIwSYp&S@iG#DVCJ$16`lNmQ1b>a=4z$jMBiQ?TOz?#A^7Y5T5540`5 z2t(#XnmzVLD(zN!+_OR4J}L&DG}x^nB=}t3Lu*pTbg&@oeKwW{ty+jYh*geT3wAuH ztU;k0GJ%KpyXOO=yao2S^bw(mQUb(t3Lm+aZIgS5d0BHy%mxDhJiZgj($QC7BrQZK z>?wdr#`S1{FP=Gjl)h6IX5F5qN!EK%HAjoHaxskm-o8}D zGKdp!Ve>T;{JOH*51n^rbyiH^BM@psfm7+xMAZs^?) z$3w%To`B%J#&NLHYhpy8V!xX@%bF}_hc~yxVKzW}kEM@pXvTRk+=#e&{qWut)w0qc zEdO9A2CE0!%eBceYaR?J)mJJkKNk(!_$F^@@>QJR&%>AAM0Bt;!ZN`v)87Q<>tC3d z96XLkaM+ONc^T9C0t^2+*ERv(il=V~3@ z9%e%mCrCgGPs*KI-6hY*@60O5?)XTTm@k^o&%&=YY4&P|kY!|n4zJIlf?+l{YS%+% zPoG8evp?A-b8}mYvrQcqiI}i{aZtFNEuJTbQ!b$~(hQXJ8{O|)0hr?MIUFbX!MDg! 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The main configuration file is [main.yaml](./config/main.yaml), which contains the following options: - **local**: which environment to use, either local or docker. [Docker](./config/local/docker.yaml) is default. -- **taxonomy**: which taxonomy to use. Currently only [gitranking](./config/taxonomy/gitranking.yaml) is supported. +- **taxonomy**: which taxonomy to use. Currently only [gitranking](./config/taxonomy/gitranking.yaml) is supported, but + custom taxonomies can be added. - **annotator**: which annotators to use. Default is [simple](./config/annotator/simple.yaml), which allows good results without extra dependencies on language models. - **version_strategy**: which version strategy to use. Default is [latest](./config/version_strategy/latest.yaml), which @@ -100,8 +101,6 @@ The tool is composed of multiple components, their interaction is shown in the f ![Architecture](resources/architecture/architecture.png) - - ### Add New Languages In order to support more languages, a new language specific parser is needed. diff --git a/resources/architecture/architecture.png b/resources/architecture/architecture.png index df350bf396ded4bd382b4ae4f24710b7b4e0bd27..24267efedc6a612e752fc64377b225c4a9963970 100644 GIT binary patch literal 56370 zcmeFZ1yGfH_b)C2(xuW3D$>&32ug~ibVzqMTWLuV2}!9<3rM%Lf^>IxY?=)l*!KZF z=XgBt`~KcL|NqRLxpQZjaYp5NzTcIf^;v5@Z=NYgW1*9v-?(uD>**88=QnO3j@-C` zAdPwp_!~*NA@3VEUfp;qDW>A4yOoR*kKdMX62$rCUOe?`*b=79yClD*B#w8E1WI?G zN#4b4&3}dPSVcv&`T-If&B`X1e$C0wG$|R8UE}n{@#OT$CaC*xFR8L8iEnV;U)WZt z7xH2KQ(ooScHXBQc<#nVX6Ctso?kXr0|%56F@){%*=y9Up9 z?DvfDk;HJXe}a+Vmb>*$q_=QL4tXBN-lJYfGl`;ktjnm(eUP1~Zc_(c&`LdDTud$M zrvsgFfuR>cvwes`sTZ=9!hQ`5x^=Cpi&d4x_Z&^NG3zmV2$?lGYn4i4Aq9;_Cjk;2 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