
    Zjh                       d Z ddlmZ ddlZddlmc mZ ddl	Z	ddl
mZ ddlZddlmZmZmZmZ ddlmZ ddlmZ ddlmZ  ee          j        j        d	z  ZddZd                    d  ed          D                       Zd dZej         d             Z!ej"        j#        d             Z$ej"        j#        d             Z%ej"        j#        d             Z&ej"        j#        d             Z'ej"        j#        d             Z(d Z)d Z*d Z+dS )!u?   Tests for compiler/stages/eval.py — offline via FakeProvider.    )annotationsN)Path)GROUNDEDNESS_FLOORSTYLE_FLOOR_check_regressionevaluateFakeProvider)MODELS)PersonaManifestfixturesiintreturnstrc                <    d|  d}t          j        d|d          S )NzPassage zE: virtue is the only good, and reason guides us forward into clarity.ztest-src)	source_idtext)jsondumps)r   r   s     A/Users/jameslopez/projects/MentorCore/tests/compiler/test_eval.py_holdout_liner      s*    ^a^^^D:J==>>>    
c              #  4   K   | ]}t          |          V  d S )N)r   ).0r   s     r   	<genexpr>r      s*      ??M!,,??????r      tmp_pathr   tuple[PersonaManifest, Path]c                   | dz  }|dz  }|dz  }|                     d           |                                  |dz                      t                     |dz                      d           t          dd	d
dd          }||fS )Nztest-personastyleevalT)parentszholdout.jsonlhistory.jsonl zTest Personad      	generated)slugdisplay_nameborndiedvoice_policy)mkdir
write_textHOLDOUT_CONTENTr   )r   pkg_dir	style_direval_dirmanifests        r   _make_packager6      s    'G'!IHOODO!!!NN ,,_===++B///#   H Wr   c                 6    dgdgdggdz  } t          |           S )Nz0{"score": 0.85, "reasoning": "Direct citation."}z1{"score": 0.80, "reasoning": "Good voice match."}z+{"misattribution_count": 0, "examples": []}r   r	   )	responsess    r   judge_providerr9   0   s7     
<<	<=	67 	
	
I
 	"""r   c                x  K   t          |           \  }}t          |||d           d {V }d}||v }|st          j        d|fd||f          t          j        |          dt          j                    v st          j        |          rt          j        |          nddz  }dd	|iz  }t          t          j	        |                    d x}}d
}||v }|st          j        d|fd||f          t          j        |          dt          j                    v st          j        |          rt          j        |          nddz  }dd	|iz  }t          t          j	        |                    d x}}d}||v }|st          j        d|fd||f          t          j        |          dt          j                    v st          j        |          rt          j        |          nddz  }dd	|iz  }t          t          j	        |                    d x}}d}||v }|st          j        d|fd||f          t          j        |          dt          j                    v st          j        |          rt          j        |          nddz  }dd	|iz  }t          t          j	        |                    d x}}d S )N   	n_samplesgroundednessinz%(py1)s in %(py3)sresultpy1py3assert %(py5)spy5style_matchmisattributionpassed)
r6   r   
@pytest_ar_call_reprcompare	_saferepr@py_builtinslocals_should_repr_global_nameAssertionError_format_explanation)	r   r9   r5   r2   rB   @py_assert0@py_assert2@py_format4@py_format6s	            r   !test_evaluate_returns_result_dictrW   >   sQ     %h//HgHg~KKKKKKKKKF#>V##########>V#####>###########V#####V###########################"=F""""""""""=F"""""="""""""""""F"""""F"""""""""""""""""""""""""""%v%%%%%%%%%%v%%%%%%%%%%%%%%%%v%%%%%v%%%%%%%%%%%%%%%%%%%%%%%%%%%8v8v8vvr   c                $  K   t          |           \  }}t          |||d           d {V  |dz  dz                                                                                                  }t          |          }d}||k    }|st          j        d|fd||f          dt          j	                    v st          j
        t
                    rt          j        t
                    ndd	t          j	                    v st          j
        |          rt          j        |          nd	t          j        |          t          j        |          d
z  }dd|iz  }	t          t          j        |	                    d x}x}}t          j        |d                   }
|
d         }t           j        }||k    }|st          j        d|fd||f          t          j        |          dt          j	                    v st          j
        t                     rt          j        t                     ndt          j        |          dz  }dd|iz  }t          t          j        |                    d x}x}}d}||
v }|st          j        d|fd||
f          t          j        |          dt          j	                    v st          j
        |
          rt          j        |
          nddz  }dd|iz  }t          t          j        |                    d x}}d S )Nr;   r<   r#   r%      ==)z0%(py3)s
{%(py3)s = %(py0)s(%(py1)s)
} == %(py6)slenhistory)py0rD   rE   py6assert %(py8)spy8r   model)z6%(py1)s == %(py5)s
{%(py5)s = %(py3)s.fidelity_judge
}r   rD   rE   rG   zassert %(py7)spy7	timestampr?   rA   recordrC   rF   rG   )r6   r   	read_textstrip
splitlinesr\   rK   rL   rN   rO   rP   rM   rQ   rR   r   loadsr   fidelity_judge)r   r9   r5   r2   r]   rT   @py_assert5@py_assert4@py_format7@py_format9rf   rS   rV   @py_format8rU   s                  r   test_evaluate_appends_historyrq   H   sO     %h//Hg
8Wn
B
B
BBBBBBBB/1<<>>DDFFQQSSGw<<1<1<133ww<1Z
##F'?3f33?33333333333?333333?33333333333f33333f3333333333333333333333333333333333 ;&          ;&     ;           &     &                             r   c                  K   t          |           \  }}t          |||d           d {V }|d         }d}t          |z
  }||k    }|st          j        d|fd||f          t          j        |          dt          j                    v st          j        t                    rt          j        t                    ndt          j        |          dz  }	d	d
|	iz  }
t          t          j
        |
                    d x}x}x}}|d         }d}t          |z
  }||k    }|st          j        d|fd||f          t          j        |          dt          j                    v st          j        t                    rt          j        t                    ndt          j        |          dz  }	d	d
|	iz  }
t          t          j
        |
                    d x}x}x}}d S )Nr;   r<   r>   g{Gz?)>=)z%(py1)s >= (%(py3)s - %(py5)s)r   rc   r`   ra   rH   r   )r6   r   r   rK   rL   rM   rN   rO   rP   rQ   rR   r   )r   r9   r5   r2   rB   rS   rm   @py_assert6rT   rn   ro   s              r    test_evaluate_scores_above_floorru   S   s3     %h//HgHg~KKKKKKKKKF.!>$>%7$%>>!%>>>>>>>>>>>!%>>>>>>!>>>>>>>>>>>%7>>>>>%7>>>>>>$>>>>>>>>>>>>>>>>>>>>>>>>>>>>>- 6$6K$$66 $66666666666 $666666 66666666666K66666K666666$6666666666666666666666666666666r   c                   K   | dz  }|                                  t          dd          }t          j        t                    5  t          |||d           d {V  d d d            d S # 1 swxY w Y   d S )Nz
no-holdoutX)r*   r+   rY   r<   )r/   r   pytestraisesFileNotFoundErrorr   )r   r9   r2   r5   s       r   $test_evaluate_missing_holdout_raisesr{   [   s      %GMMOOOLsCCCH	(	)	) G Gx.AFFFFFFFFFFG G G G G G G G G G G G G G G G G Gs   A--A14A1c           	       K   t          |           \  }}|dz  dz  }|                    t          j        ddddd          dz   d	
           t	          |||d           d {V }|d         }d}||k    }|slt          j        d|fd||f          t          j        |          t          j        |          dz  }	dd|	iz  }
t          t          j	        |
                    d x}x}}|d         }d}||k    }|slt          j        d|fd||f          t          j        |          t          j        |          dz  }	dd|	iz  }
t          t          j	        |
                    d x}x}}d S )Nr#   zeval-questions.jsonle001zWhat matters most?zRemain aligned with virtue.zcore-belief)idquestionexpectkindr   zutf-8)encodingrY   r<   capture_eval_questionsrZ   )z%(py1)s == %(py4)s)rD   py4zassert %(py6)sr_   r=   )
r6   r0   r   r   r   rK   rL   rM   rQ   rR   )r   r9   r5   r2   eval_questionsrB   rS   @py_assert3rT   @py_format5rn   s              r   ,test_evaluate_ingests_capture_eval_questionsr   d   s     %h//Hgv%(>>N
07%	 	
 	
 	      Hg~KKKKKKKKKF*+0q0+q0000000000+q00000+0000q000000000000000000000000000+#!#!##########!#########!#############################r   c                    | dz  }|                     t          j        ddd          dz              t          |dd           d S )Nr%   皙?ffffff?r>   rH   r         ?g?r0   r   r   r   r   r]   s     r   %test_check_regression_no_prior_passesr   ~   sO    (Gtz3s"K"KLLtSTTTgtT*****r   c                *   | dz  }|                     t          j        ddd          dz   t          j        ddd          z   dz              t          j        t
          d          5  t          |dd           d d d            d S # 1 swxY w Y   d S )	Nr%   g333333?r   r   r   r   zGroundedness regression)match)r0   r   r   rx   ry   RuntimeErrorr   r   s     r   1test_check_regression_raises_on_groundedness_dropr      s    (G
D>>??$F
*d4@@
A
A	BDH	I   
|+D	E	E	E / /'4.../ / / / / / / / / / / / / / / / / /s   )BBBc                    | dz  }|                     t          j        ddd          dz   t          j        ddd          z   dz              t          |dd           d S )Nr%   g=
ףp=?r   r   r   r   g\(\?r   r   s     r   )test_check_regression_ok_within_thresholdr      s|    (G
D>>??$F
*d4@@
A
A	BDH	I  
 gtT*****r   )r   r   r   r   )r   r   r   r    ),__doc__
__future__r   builtinsrN   _pytest.assertion.rewrite	assertionrewriterK   r   pathlibr   rx   compiler.stages.evalr   r   r   r   runtime.providers.faker
   shared.configr   shared.packager   __file__parentFIXTURESr   joinranger1   r6   fixturer9   markasynciorW   rq   ru   r{   r   r   r   r    r   r   <module>r      s5   E E " " " " " "                                 0 / / / / /             * * * * * *4>> '*4? ? ? ?
 ))??eeAhh?????   & # # #    ! ! ! 7 7 7 G G G $ $ $2+ + +/ / /+ + + + +r   