tjfQddlZddlZddlZddlmZmZddlmZmZm Z m Z m Z m Z ddl Z ddlmZddlmZddlmZddlmZmZmZmZmZdgZGd d eeZd e eefd efd Zd e eefd efdZd e eefd efdZGddeZ GddeZ!d efdZ"d efdZ#d efdZ$ded e%fdZ&dede e%d efdZ'ded efdZ(eddd Gd!deZ)dS)"N)ABCabstractmethod)AnyCallableDictListMappingOptional) deprecated)CallbackManagerForLLMRun)LLM) BaseModel ConfigDictField PrivateAttrmodel_validator Databricksc eZdZUdZeed<eed<dedededefdZdedefd Zdededefd Z e dded e e d efdefdZ edefdZd S)_DatabricksClientBasez0A base JSON API client that talks to Databricks.api_url api_tokenmethodurlrequestreturncdd|ji}tj||||}|jst d|jd|j|S)N AuthorizationzBearer )rrheadersjsonzHTTP z error: )rrequestsrok ValueError status_codetextr)selfrrrrresponses a/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/langchain_community/llms/databricks.pyrz_DatabricksClientBase.requestsv"$>dn$>$>?#sG'   { TRX%9RR8=RRSS S}}c0|d|dS)NGETr)r%rs r'_getz_DatabricksClientBase._get&s||E3---r(c0|d||S)NPOSTr+)r%rrs r'_postz_DatabricksClientBase._post)s||FC111r(Ntransform_output_fn.cdSN)r%rr0s r'postz_DatabricksClientBase.post,s cr(cdS)NFr3r%s r'llmz_DatabricksClientBase.llm1sur(r2)__name__ __module__ __qualname____doc__str__annotations__rrr,r/rr rr4propertyboolr7r3r(r'rrs:: LLLNNNccc......22s2s2222PT19(38:L1M ^TXr(rr&rc*|dddS)Nchoicesrr$r3r&s r'_transform_completionsrC6s I q !& ))r(c*|dddS)N candidatesrr$r3rBs r'_transform_llama2_chatrF:s L !! $V ,,r(c6|ddddS)NrArmessagecontentr3rBs r'_transform_chatrJ>s I q !) ,Y 77r(c"eZdZUdZeed<eed<eed<dZeed<dZe ed<dZ e eed <d effd Z e d e fd Zededeeefd efdZ ddede edefd efdZxZS) _DatabricksServingEndpointClientz:An API client that talks to a Databricks serving endpoint.host endpoint_namedatabricks_uriNclientFexternal_or_foundationtaskdatac tjdi| ddlm}||j|_n"#t $r}t d|d}~wwxYw|j|j}| dd dv|_ |j | d|_ dSdS) Nr)get_deploy_clientzMFailed to create the client. Please install mlflow with `pip install mlflow`. endpoint_type)external_modelfoundation_model_apirRr3) super__init__mlflow.deploymentsrUrOrP ImportError get_endpointrNgetlowerrQrR)r%rSrUeendpoint __class__s r'r[z)_DatabricksServingEndpointClient.__init__Ls  4     < < < < < <++D,?@@DKK   C   ;++D,>??&.ll?B&G&G&M&M&O&OT ' # 9  V,,DIII  s8 AAArc|jdvS)N) llm/v1/chatllm/v1/completions llama2/chat)rRr6s r'r7z$_DatabricksServingEndpointClient.llmasyPPPr(beforemodevaluescJd|vr|d}|d}d|d|d}||d<|S)NrrMrNhttps://z/serving-endpoints/z /invocationsr3)clsrkrMrNrs r' set_api_urlz,_DatabricksServingEndpointClient.set_api_urlesI F " "&>D"?3MUUU-UUUG 'F9  r(rr0.c|jrd|j|j|}|r ||S|jdkrt |S|jdkrt |S|Sd|gi}|j|j|}|d}t|tr|dn|}|jdkrt|S|r ||n|S)N)rbinputsrerfdataframe_records predictionsrrg) rQrPpredictrNrRrJrC isinstancelistrF)r%rr0respwrapped_requestr&predspreds r'r4z%_DatabricksServingEndpointClient.postos  & N;&&0B7&SSD" 1**4000yM))&t,,,222-d333K 3WI>O{**+O+H]+E)%66A588EDyM))-d3330CM&&t,,, Mr(r2)r8r9r:r;r<r=rPrrQr?rRr r[r>r7r classmethodrrorr4 __classcell__rcs@r'rLrLBsnDD IIIFC#(D(((D(3--s------*QTQQQXQ_(###c3hC[$#QUNNN19(38:L1MN NNNNNNNNr(rLceZdZUdZeed<eed<eed<ededeee fde fd Z dd e d e e d efde fdZ d S)#_DatabricksClusterDriverProxyClientzBAn API client that talks to a Databricks cluster driver proxy app.rM cluster_idcluster_driver_portrhrirkrc^d|vr(|d}|d}|d}d|d|d|}||d<|S)NrrMrrrmz/driver-proxy-api/o/0//r3)rnrkrMrportrs r'roz/_DatabricksClusterDriverProxyClient.set_api_urlsY F " "&>D -J/0DPPPZPP$PPG 'F9  r(Nrr0.cV||j|}|r ||n|Sr2)r/r)r%rr0rws r'r4z(_DatabricksClusterDriverProxyClient.posts5zz$,00,?I""4(((TIr(r2)r8r9r:r;r<r=rr{rrror rr4r3r(r'rrsLL IIIOOO_(###c3hC[$#QUJJJ19(38:L1MJ JJJJJJr(rc^ ddlm}|S#t$rtdwxYw)zgGet the notebook REPL context if running inside a Databricks notebook. Returns None otherwise. r get_contextzBCannot access dbruntime, not running inside a Databricks notebook.)!dbruntime.databricks_repl_contextrr]rs r'get_repl_contextrsU AAAAAA{}}     P    s,c<tjd}|sJ tj}|st dn$#t $r}t d|d}~wwxYw|ddd}|S)z{Get the default Databricks workspace hostname. Raises an error if the hostname cannot be automatically determined. DATABRICKS_HOSTz(context doesn't contain browserHostName.zshost was not set and cannot be automatically inferred. Set environment variable 'DATABRICKS_HOST'. Received error: Nrmzhttp://r)osgetenvrbrowserHostNamer" Exceptionlstriprstrip)rMras r'get_default_hostrs 9& ' 'D   #%%5D M !KLLL M   OKLOO   ;;z " " ) )) 4 4 ; ;C @ @D Ks$= AAActjdx}r|S tj}|st dn$#t $r}t d|d}~wwxYw|S)z{Get the default Databricks personal access token. Raises an error if the token cannot be automatically determined. DATABRICKS_TOKENz!context doesn't contain apiToken.zyapi_token was not set and cannot be automatically inferred. Set environment variable 'DATABRICKS_TOKEN'. Received error: N)rrrapiTokenr"r)rras r'get_default_api_tokenrsI0111y $&&/  B@AA A B     LHI L L    s$? A  AA rScxt|tsdSd}ttj||S)zJChecks if a data is a valid hexadecimal string using a regular expression.Fz^[0-9a-fA-F]+$)rur<r?rematch)rSpatterns r'_is_hex_stringrs8 dC uG $'' ( ((r(allow_dangerous_deserializationc|std ddl}n$#t$r}td|d}~wwxYw |t|S#t$r}td|d}~wwxYw)z3Loads a pickled function from a hexadecimal string.aWThis code relies on the pickle module. You will need to set allow_dangerous_deserialization=True if you want to opt-in to allow deserialization of data using pickle.Data can be compromised by a malicious actor if not handled properly to include a malicious payload that when deserialized with pickle can execute arbitrary code on your machine.rN*Please install cloudpickle>=2.0.0. Error: zFFailed to load the pickled function from a hexadecimal string. Error: )r" cloudpicklerloadsbytesfromhex)rSrrras r' _load_pickled_fn_from_hex_stringrs +   A   K KKKIaIIJJJK   t!4!4555     XUV X X    s' 949,A** B 4BB fnc ddl}n$#t$r}td|d}~wwxYw ||S#t$r}td|d}~wwxYw)z6Pickles a function and returns the hexadecimal string.rNrzFailed to pickle the function: )rrr"dumpshex)rrras r'_pickle_fn_to_hex_stringrsK KKKIaIIJJJK@  $$((*** @@@>1>>???@s' (#(&A A4A//A4z0.3.3z1.0z#databricks_langchain.ChatDatabricks)sinceremovalalternative_importc ~eZdZUdZeeZeed< ee Z eed< dZ e eed< dZ e eed< dZe eed< dZe eeefed < dZe eed < dZe ed efed < d Zeed< dZeed< dZeed< dZe eeed< dZe eed< eeZeeefed< dZe eed< dZ e!ed< e"Z#e$ed<e%dZ&e'deeeffdZ(e)de*d eeefdefd!Z+d"effd# Z,e'deeeffd$Z-e'de.eeffd%Z/e'defd&Z0 d+d'ede eed(e e1d)edef d*Z2xZ3S),ra Databricks serving endpoint or a cluster driver proxy app for LLM. It supports two endpoint types: * **Serving endpoint** (recommended for both production and development). We assume that an LLM was deployed to a serving endpoint. To wrap it as an LLM you must have "Can Query" permission to the endpoint. Set ``endpoint_name`` accordingly and do not set ``cluster_id`` and ``cluster_driver_port``. If the underlying model is a model registered by MLflow, the expected model signature is: * inputs:: [{"name": "prompt", "type": "string"}, {"name": "stop", "type": "list[string]"}] * outputs: ``[{"type": "string"}]`` If the underlying model is an external or foundation model, the response from the endpoint is automatically transformed to the expected format unless ``transform_output_fn`` is provided. * **Cluster driver proxy app** (recommended for interactive development). One can load an LLM on a Databricks interactive cluster and start a local HTTP server on the driver node to serve the model at ``/`` using HTTP POST method with JSON input/output. Please use a port number between ``[3000, 8000]`` and let the server listen to the driver IP address or simply ``0.0.0.0`` instead of localhost only. To wrap it as an LLM you must have "Can Attach To" permission to the cluster. Set ``cluster_id`` and ``cluster_driver_port`` and do not set ``endpoint_name``. The expected server schema (using JSON schema) is: * inputs:: {"type": "object", "properties": { "prompt": {"type": "string"}, "stop": {"type": "array", "items": {"type": "string"}}}, "required": ["prompt"]}` * outputs: ``{"type": "string"}`` If the endpoint model signature is different or you want to set extra params, you can use `transform_input_fn` and `transform_output_fn` to apply necessary transformations before and after the query. )default_factoryrMrNrNrr model_kwargstransform_input_fn.r0 databricksrOg temperaturenstop max_tokens extra_paramsrRFr_clientforbid)extrarch|j|jd}|jr |j|d<|j |j|d<|S)N)rrrr)rrrr)r%paramss r' _llm_paramszDatabricks._llm_paramssK +" "  9 '!YF6N ? &#'?F<  r(rhrirkcf|d}|d}|r|rtd|rd|d<nQ|rnN tjx}r||d<td#t$r}td|d}~wwxYw|d}|r|rtd|rd|d<n7|tdt |d krtd | |d x}rd |vs Jd d|vs Jd|S)NrrNz-Cannot set both endpoint_name and cluster_id.z"Context doesn't contain clusterId.zuNeither endpoint_name nor cluster_id was set. And the cluster_id cannot be automatically determined. Received error: rz6Cannot set both endpoint_name and cluster_driver_port.z+=F<( !EFFF    # ## %jj)>??  = UVV V  ,0F( ) ) (N $ % % * *R=PRRSS S !::n55 5< <///<0//---:.-- s )A33 B=BBrSc d|vrBt|dr-t|d|d|d<d|vrBt|dr-t|d|d|d<tjd i||j|jtd|jtj dt|j r4t|j |j|j |j|j|_dS|jr5|jr.t)|j |j|j|j|_dStd ) Nrr)rSrr0z.Cannot set both extra_params and extra_params.z-JMNN N   * MN"      ;Y."0#2Y DLLL_ !9 >Y.?$($< DLLLV r(c|j|j|j|j|j|j|j|j|j|j |j |j |j dnt|j |jdnt|jdS)zReturn default params.N)rMrNrrrOrrrrrrrRrr0)rMrNrrrOrrrrrrrRrrr0r6s r'_default_paramszDatabricks._default_paramssI!//#'#;"1 -+I/ -I&.#'$)$*ABB'/$(4)$*BCC'   r(c|jSr2)rr6s r'_identifying_paramszDatabricks._identifying_paramss ##r(cdS)zReturn type of llm.rr3r6s r' _llm_typezDatabricks._llm_types |r(r run_managerkwargsc :d|i}|jjr||j||jp|j|||r||d<|jr |jdi|}|j||jS)zAQueries the LLM endpoint with the given prompt and stop sequence.rr)r0r3) rr7updaterrrrr4r0)r%rrrrrs r'_callzDatabricks._call$s$,V"4 <  - NN4+ , , ,t(=D,=>>>v  #"GFO  " 9-d-8888G|  d>V WWWr()NN)4r8r9r:r;rrrMr<r=rrrNr rrrrrrrr0rOrfloatrrrrrdictrrRrr?rrrr model_configr>rrr{rr[rr rrr rr|r}s@r'rr s //b&6777D#777U+@AAAIsAAA$(M8C=''' !%J $$$*.#--- .2L(4S>*111 .2*111 9=(38"45<<<'NC&&&FK# AsJJJ7 $D(49 $$$ $J $$$3#(5#>#>#>L$sCx.>>>7D(3--2#T111&1[]]G "222:L T#s(^   X _(###*DcN*t***[$#*X,s,,,,,,\ c3h   X 0$WS#X%6$$$X$3X%):> XXXtCy!X67 X  X XXXXXXXXr()*rrrabcrrtypingrrrrr r r langchain_core._apir langchain_core.callbacksr langchain_core.language_modelsr pydanticrrrrr__all__rr<rCrFrJrLrrrrr?rrrrr3r(r'rsL ########????????????????******======...... .Is@*T#s(^*****-T#s(^-----8d38n88888FNFNFNFNFN'<FNFNFNRJJJJJ*?JJJ2  #     #(s&))))))  08      8 @ @c @ @ @ @   < kXkXkXkXkXkXkX  kXkXkXr(