ó nëhãó •SrSSKJr "SS5r\S:Xak\"S5 \"5r\R5 \"S\"\R535 \"S5 \"S 5 \"S 5 \"S 5 \"S 5 \"S 5 gg)z1 Few-Shot Learner - Learn from just 1-5 examples é)Ú defaultdictcó2•\rSrSrSrSrSrSrSrSr g) ÚFewShotLearnerécó:•[[5Ul0Ulg©N)rÚlistÚlearned_patternsÚtask_templates)Úselfs ÚE/home/james-whalen/eden-agi-project/core/autonomy/few_shot_learner.pyÚ__init__ÚFewShotLearner.__init__s€Ü +¬DÓ 1ˆÔØ ˆÕócó•[U5S:aSSS.$URU5nURURU[U5US.5 SU[U5SS.$)z"Learn a new task from few exampleséFzNeed at least 1 example©ÚsuccessÚerror)ÚpatternÚexamples_countÚexamplesT)rÚ task_typeÚ examples_usedÚpattern_learned)ÚlenÚextract_patternr Úappend)r rrrs r Úlearn_from_examplesÚ"FewShotLearner.learn_from_examples su€ä ˆx‹=˜1Ó Ø$Ð/HÑIÐ Ið×&Ñ& xÓ0ˆð ×јiÑ(×/Ñ/ØÜ! (›mØ ñ1 ô ðØ"Ü  ›]Ø#ñ  ð rcóä•U(d0$[USRS55R[USRS55RSS.n[SU55(aáUVs/sHo3SPM nnUVs/sHo3SPM nn[S[ XE555(a–[ XE5VVs/sH upgXv- PM nnn[ [ U55S:XaS US 'USUS 'U$[ XE5VVs/sHupgUS:waXv- OSPM n nn[ [ U 55S:Xa S US 'U SUS 'U$U$s snfs snfs snnfs snnf! U$=f) z(Extract underlying pattern from examplesrÚinputÚoutputÚlearned)Ú input_typeÚ output_typeÚtransformationc3óD# •UHnSU;=(a SU;v• M g7f)r"r#N©)Ú.0Úexs r Ú Ú1FewShotLearner.extract_pattern...s é€ÐCº(°Bˆw˜"‰}×/ ¨R¡Ô/º(ùs‚ c3óŒ# •UH:up[U[[45=(a [U[[45v• M< g7fr)Ú isinstanceÚintÚfloat)r*ÚiÚos r r,r-4s4é€ÐtÒ_sÑW[ÐWX”z !¤c¬5 \Ó2×R´zÀ!ÄcÌ5À\Ó7RÔRÒ_sùs‚AArÚaddÚ operationÚvalueÚmultiply)ÚtypeÚgetÚ__name__ÚallÚziprÚset) r rrr+ÚinputsÚoutputsr2r3ÚdiffsÚratioss r rÚFewShotLearner.extract_pattern!s{€æ؈Iô˜x¨™{Ÿ™¨wÓ7Ó8×AÑAÜ ¨¡ §¡°Ó 9Ó:×CÑCØ'ñ ˆô ÑC¹(ÓC× CÑ Cð Ù08Ó9²¨"˜Wœ+±Ð9Ù2:Ó;²(¨B˜hœ<±(Ð;äÑtÔ_bÐciÔ_sÓt×tÑtä/2°6Ô/CÔDÒ/C¡t q˜QœUÑ/CEÑDÜœ3˜u›:“¨!Ó+Ø/4˜  Ñ,Ø+0°©8˜ Ñ(ðˆôFIÈÔEYÔ!ZÒEY¹T¸Q¨1°«6 !¢%°qÒ"8ÑEY˜Ñ!ZÜœs 6›{Ó+¨qÓ0Ø3=˜G KÑ0Ø/5°a©y˜G GÑ,ðˆˆwˆùò#:ùÚ;ùóEùó "[øð ØàˆúsHÁ2E*Á6EÂE* EÂ0E*ÃEÃ(E*ÄE*ÄE$Ä((E*ÅE*Å*E/cóð•XR;aSSS.$URUSnUSnSU;a%USS:XaX$S-nOUSS :XaX$S-nO S nOS US 3nS UUUS[USS- S5S.$)z"Apply learned pattern to new inputFz%No pattern learned for this task typeréÿÿÿÿrr5r4r6r7Nz transformed(Ú)Trégð?)rr"r#Ú learned_fromÚ confidence)r Úmin)r rÚ new_inputÚ pattern_datarÚresults r Úapply_learned_patternÚ$FewShotLearner.apply_learned_patternDsÅ€à ×1Ñ1Ó 1à Ø@ñð ð ×,Ñ,¨YÑ7¸Ñ;ˆ ؘyÑ)ˆð ˜'Ó !Ø{Ñ# uÓ,Ø"¨WÑ%5Ñ5‘ؘÑ%¨Ó3Ø"¨WÑ%5Ñ5‘à‘ð$ I ;¨aÐ0ˆFðØØØ(Ð)9Ñ:ܘlÐ+;Ñ<¸qÑ@À#ÓFñ  ð rcóX•[S5 [S5 [S5 [S5 [S5 [S5 SSS .S S S ./nURS U5n[S USS35 [S5 URS S5n[SUS35 [SUSS35 [S5 [S5 S SS ./nURSU5 [S5 URSS5n[SUS35 [SUSSS35 [S5 g)z(Demonstrate few-shot learning capabilityzG ======================================================================u$🎯 FEW-SHOT LEARNING DEMONSTRATIONzF======================================================================u 📚 Learning from 2 examples:u Example 1: 3 → 6u Example 2: 5 → 10ér)r"r#rFé Údoublingu ✅ Pattern learned from rz examples!u 🔮 Applying to new input: 7éz Prediction: r#z Confidence: rHz.0%u 📚 Learning from 1 example:u Example: 10 → 15éÚadd_fiveu 🔮 Applying to new input: 20éz (lower with 1 example)N)ÚprintrrM)r rrLs r Údemonstrate_few_shotÚ#FewShotLearner.demonstrate_few_shotdsH€ä ˆmÔÜ Ð4Ô5Ü ˆfŒ ô Ð0Ô1Ü Ð%Ô&Ü Ð&Ô'ð 1Ñ %Ø 2Ñ &ð ˆð ×)Ñ)¨*°hÓ?ˆÜ Ð,¨V°OÑ-DÐ,EÀZÐPÔQô Ð/Ô0Ø×+Ñ+¨J¸Ó:ˆÜ   xÑ 0Ð1Ð2Ô3Ü   |Ñ 4°SÐ9Ð:Ô;ô Ð/Ô0Ü Ð%Ô&à ¨BÑ/Ð0ˆØ × Ñ  ¨XÔ6ä Ð0Ô1Ø×+Ñ+¨J¸Ó;ˆÜ   xÑ 0Ð1Ð2Ô3Ü   |Ñ 4°SÐ9Ð9PÐQÔRä ˆmÕr)r r N) r:Ú __module__Ú __qualname__Ú__firstlineno__rrrrMrXÚ__static_attributes__r)rr rrs†ò!ò ò,!òF õ@%rrÚ__main__zFEW-SHOT LEARNER TESTu 📊 Patterns learned: u 🎯 Eden can now:z - Learn from 1-5 examplesz - Extract patterns quicklyz - Apply to new situationsz - Adapt with minimal datau! ✅ FEW-SHOT LEARNER OPERATIONALN) Ú__doc__Ú collectionsrrr:rWÚlearnerrXrr r)rr Úrbsœðñõ$÷CñCðJ ˆzÓÙ Ð !Ô"áÓ€Gð × Ñ Ô"á Ð %¡c¨'×*BÑ*BÓ&CÐ%DÐ EÔFá Ð Ô!Ù Ð (Ô)Ù Ð )Ô*Ù Ð (Ô)Ù Ð (Ô)á Ð .Õ/ð!r