6|h/ dZddlZddlZddlZddlZddlmZmZmZm Z m Z m Z ddl m ZddlmZddlmZddlmZddlmZdedefd Zd ej6d ed eefd Zedddddde ej6dedeedeededed ej>fdZ deded eej6fdZ!e dZ"e dZ#dee"dee#d ee e"e#ffdZ$edddded e%d!ee&deed df d"Z'y)#zfBeta utility functions to assist in common eval workflows. These functions may change in the future. N) DefaultDictListOptionalSequenceTupleTypeVar) evaluation) warn_beta)Clientrun_dictid_mapc|d}|jD])\}}|jt|t|}+||d<|jdr ||d|d<|jdsi|d<|S)aConvert the IDs in the run dictionary using the provided ID map. Parameters: - run_dict (dict): The dictionary representing a run. - id_map (dict): The dictionary mapping old IDs to new IDs. Returns: - dict: The updated run dictionary. dotted_order parent_run_idextra)itemsreplacestrget)r r dokvs T/var/www/html/test/engine/venv/lib/python3.12/site-packages/langsmith/beta/_evals.py _convert_idsrs . !B (1 ZZAA '(!H^||O$$*8O+D$E! <<  Orootrun_to_example_mapreturnc|g}tj}|j|i}g}|r|j}|j hd}|j |dtj||d<||d|d<||d|d<|j r|j|j |j||r|Dcgc]}t||} }||j| dd<| Scc}w)a&Convert the root run and its child runs to a list of dictionaries. Parameters: - root (ls_schemas.Run): The root run to convert. - run_to_example_map (dict): The dictionary mapping run IDs to example IDs. Returns: - List[dict]: The list of converted run dictionaries. > session_id child_run_idsparent_run_ids)excludeidtrace_idrreference_example_id) uuiduuid4r%popdictr child_runsextendappendrr$) rrruns_r%r resultssrcsrc_dictrresults r_convert_root_runr4)sFEzz|HmmX &FG iik88$U8V!'HTNDJJL!Ix~/%hz&:; >> LL (x  07 7!l1f% 7F 7(:477(CF1I$% M8sC<F)test_project_nameclientload_child_runsinclude_outputsruns dataset_namer5r6r7r8c<|std||xstj}|j|}|r|Dcgc]}|jc}nd}|j |Dcgc]}|j c}||Dcgc]}|jc}|j|s|} n*|Dcgc]}|j|j|!} }|xs$dtjjdd}t|j|} | D cic]} | j| j} } | djr| djn| dj } | Dcgc]}t#|| D]}|}}}|j%||jd | j'd  }|D]i}|d |d z }t(j(j+t(j,j.|d <|d |z|d <|j0di|d|ik|j3|jt(j(j+t(j,j.}|Scc}wcc}wcc}wcc}wcc} wcc}}w)aConvert the following runs to a dataset + test. This makes it easy to sample prod runs into a new regression testing workflow and compare against a candidate system. Internally, this function does the following: 1. Create a dataset from the provided production run inputs. 2. Create a new test project. 3. Clone the production runs and re-upload against the dataset. Parameters: - runs (Sequence[ls_schemas.Run]): A sequence of runs to be executed as a test. - dataset_name (str): The name of the dataset to associate with the test runs. - client (Optional[Client]): An optional LangSmith client instance. If not provided, a new client will be created. - load_child_runs (bool): Whether to load child runs when copying runs. Defaults to False. Returns: - ls_schemas.TracerSession: The project containing the cloned runs. Examples: -------- .. code-block:: python import langsmith import random client = langsmith.Client() # Randomly sample 100 runs from a prod project runs = list(client.list_runs(project_name="My Project", execution_order=1)) sampled_runs = random.sample(runs, min(len(runs), 100)) runs_as_test(runs, dataset_name="Random Runs") # Select runs named "extractor" whose root traces received good feedback runs = client.list_runs( project_name="", filter='eq(name, "extractor")', trace_filter='and(eq(feedback_key, "user_score"), eq(feedback_score, 1))', ) runs_as_test(runs, dataset_name="Extraction Good") z1Expected a non-empty sequence of runs. Received: )r:N)inputsoutputssource_run_ids dataset_id)r7zprod-baseline-rz prod-baseline)whichdataset_version) project_namereference_dataset_idmetadataend_time start_time)tzrC)rF) ValueErrorrtget_cached_clientcreate_datasetr=create_examplesr<r$read_runr'r(hexlist list_examples source_run_id modified_at created_atr4create_project isoformatdatetimenowtimezoneutc create_runupdate_project)r9r:r5r6r7r8dsr2r= runs_to_copyexampleserrBroot_runr to_createprojectnew_runlatency_s rconvert_runs_to_testrhEsl NtfWXX  -r++-F   L  9B+:$'Qqyy'G "&'Q'&*++55   MQ GHFOOADD/O B  *T~djjl>N>NrPQ>R=S-TF((l(CDH9ABA!//144/BB#+A;#:#:  @V@V % )(4FG  I ##&UU$.88: $GE*% (== ( 1 1 5 59J9J9N9N 5 O %l3g= DGD2CD E  X..22h6G6G6K6K2L  A N_('+ C s$I?(JJ 1$JJ0JrCcd|j|}tjt}g}i}|D]M}|j||jj |n|j ||||j <O|jD]\}}t|d||_ |S)N)rCc|jSN)r)r2s rz%_load_nested_traces..s q~~r)key) list_runs collections defaultdictrQrr-r$rsortedr+) rCr6r9treemapr/all_runsrunrun_idr+s r_load_nested_tracesrvs     6Drs  HH &+9#4,JNNd8 (,#!!h :>> "hh } h V  h  hhh hVc6d:>>>R$ CL CL1$q'1$q'1d5A;6G1 &(# ' ' ' c] ' V  '  '  ' r