j'SrSSKJr SSKrSSKJr SSKJrJrJ r J r J r J r J r SSKJr SSKJrJr SSKJr SS KJrJr SS KJrJr "S S \5r"S S\5r"SS\5rS\R<"\R?5SS9S3r \ "SS\ 55r!SSjr""SS5r#"SS5r$\ Sr%S S!Sjjr&S"Sjr'g)#udCellReader Protocol — read named cells off a table image and say what they print. A table printed as an image is read twice: once by the parse, once by the page scan. A cell the scan read is put to this agent with the table's image when the parse read something different there or read no cell there at all. A cell only the parse read, blank in the scan, is never asked about. The agent answers what the page prints, cell by cell. It is given both prior readings. They bracket the answer. A cell one reader gave as `$ 3.000.00` and the other as `S 3,000,00` prints `$ 3,000.00`, which is neither — each side has something the other lost. An agent reading the crop with nothing to check itself against could return `$ 4,010.00` and it would look exactly like a correct reading. It is asked about a whole table at once rather than a cell at a time. A number read out of a bare cell crop has lost its column header and its row label; read in place it sits among values of the same magnitude, where a separator in the wrong place is obvious. Cells are named by the address printed beside them in the grid it is shown, the same convention the structure correction uses, so the agent reads an address off a label rather than counting rows and columns. A failed call changes nothing. Every cell keeps the reading it arrived with, which is the scan's, and the failure is logged. ) annotationsN)Path)AnyDictListLiteralOptionalProtocolruntime_checkable)logger) BaseModelField)supports_sampling_temperature)LangSmithTracerusage_metadata_from)DEFAULT_LLM_MODEL get_settingsc^\rSrSr%Sr\"SS9rS\S'\"SS9rS\S'\"S S S 9r S \S 'Sr g ) CellQuestion*z7One cell to read, and what has already been read there.z'The cell's address in the grid, e.g. B3 descriptionstraddressz$What the page scan read in this cell scan_readNzCWhat the parse read in this cell; absent when it read no cell there)defaultr Optional[str] parse_read) __name__ __module__ __qualname____firstlineno____doc__rr__annotations__rr__static_attributes__r6/home/mande/repo/quber/src/quber/agents/cell_reader.pyrr*s<A%NOGSO'MNIsN %"g!J r'rcB\rSrSr%\"SS9rS\S'\"SS9rS\S'Srg ) CellValue4z;The address this value belongs to, copied from the questionrrrz3Exactly what the page prints in that cell, verbatimvaluerN) r r!r"r#rrr%r,r&rr'r(r*r*4s"%bcGSc#XYE3Yr'r*c.\rSrSr%\"\SS9rS\S'Srg) CellValues9z!One entry per address asked about)default_factoryrzList[CellValue]cellsrN) r r!r"r#rlistr1r%r&rr'r(r.r.9s"4EhiE?ir'r.aYou are looking at a cropped image of one table from a financial document, and a rendering of that table where every cell carries its address in square brackets. Two tools have read this table. They disagree about some cells, and for other cells only one of them produced a reading at all. You will be given a list of those cells by address, with what each tool read. For each address in the list, report exactly what the page prints in that cell. Rules: - Report the printed characters verbatim: currency symbols, thousands separators, decimal points, parentheses around negatives, percent signs, footnote markers, and minus signs or dashes, exactly as typeset. - The two prior readings are evidence, not options. Where both are wrong, report what the page prints even though it matches neither. Where the cell is legible and one of them is right, report that one. - A common failure in these readings is a thousands separator returned as a decimal point, so `19.543.903` where the page prints `19,543,903`. Look closely at separators and report what is printed. - If the page prints nothing in the cell, return an empty string for it. - Read only the cells you are asked about. Do not report any other cell, do not correct the table's structure, and never include an address tag in a value. - Return one entry per address you were given, using that same address. Return a JSON object conforming exactly to this schema: )indentuE Return only the JSON object — no prose, no markdown code fences. c.\rSrSrSSjrSrg) CellReader^c # g7fNr)self table_imageaddressed_grid questionss r( read_cellsCellReader.read_cells`ssrNr;bytesr<rr=List[CellQuestion]returnr.)r r!r"r#r>r&rr'r(r6r6^s' 25BT r'r6c/nUHVnSUR<3nUURbSUR<3OS- nURSURSU35 MX SR U5$)z@The cells to read, one per line, with the readings already made.z scan read z , parse read z, the parse read no cell herez- z:  )rrappendrjoin)r=linesqseens r(question_blockrKesv E AKK?+ 01 0HmALL+ ,Nm   r!))Btf-.  99U r'ch\rSrSrSrSrSSS\4S SjjrS SjrS SjrSr g) PydanticAICellReaderqzCellReader backed by pydantic-ai with an Anthropic model. Auth resolution mirrors the other agents: `ANTHROPIC_AUTH_TOKEN` (OAuth subscription) preferred over `ANTHROPIC_API_KEY`. gNcSSKJn SSKJn SSKJn SSKJn [5Rn U=(d U R=(d [nUb[U5(dSnU=(d U Rn U=(d U Rn U (aSSKJn U "X5n OU (a U"U S9nU"XS9n O [#S 5eXl X@lUcSOU"US 9nU"U [&[(US 9Ul[-S S 9Ulg)Nr)Agent)AnthropicModel)AnthropicProvider) ModelSettings)make_oauth_anthropic_model)api_key)providerztPydanticAICellReader: neither ANTHROPIC_AUTH_TOKEN nor ANTHROPIC_API_KEY is set. Provide one via env or constructor.) temperature) output_type system_promptmodel_settingszquber-cell-reader)run_name) pydantic_airPpydantic_ai.models.anthropicrQpydantic_ai.providers.anthropicrRpydantic_ai.settingsrSrllmmodelrranthropic_auth_tokenanthropic_api_keyquber.agents._oauth_gaterT RuntimeErrorrWr.CELL_READER_PROMPTagentrtracer)r:ra auth_tokenrUrWrPrQrRrS llm_settings resolved_auth resolved_keyrT anth_modelrVrZs r(__init__PydanticAICellReader.__init__|s &?E6#~)) @++@/@  "+H+O+OK"Gl&G&G @,"@"@  K3EIJ (>H'AJP   &!,!4-T_:` ",)   &/BC r'cLSS[S.SSUS.S[U5S.SSS./S./0$) Nmessagessystemrolecontentusertext)typerwimagez[table crop attached])rfrK)r:r<r=s r( trace_inputs!PydanticAICellReader.trace_inputssH !.@A"!'@!' 1JK!(2IJ    r'c# SSKJn U"USS9n[U5nURX#5nURR SXpR S9IShvN nURRX&U/5IShvN n U Rn SU R5S./[U R5[U R5S .UlSSS5IShvN U $NNgN !,IShvN (df  W $=f![ a4n ["R$"S [U5U 5 ['/S 9sSn A $Sn A ff=f7f) Nr) BinaryContentz image/png)data media_type cell_reader)ra assistantrs)rq cells_readusage_metadatazPcell_reader: LLM call failed; {} disputed cell(s) keep the scan's reading exc={}r1)r\r}rKrzrhllm_runrargrunoutputmodel_dump_jsonlenr1rusageoutputs Exceptionr errorr.) r:r;r<r=r}ryaskedinputsrresultrexcs r(r>PydanticAICellReader.read_cellss .;;Gy)"">= ({{**=& *SSWZ#zz~~~e.LMM*5&BXBXBZ![ \"%fll"3&9&,,&G TSMTMTSSM ( LLbI  B' '  (s*E(DC D!C&:C";AC& DC$DE D"C&$D&C>,C/ - C>9D=E>D D? )D:4D?5E:D??E)rgrarWrh) rarrirrUrrWzOptional[float]rCNone)r<rr=rBrCzDict[str, Any]r@) r r!r"r#r$DEFAULT_TEMPERATURErnrzr>r&rr'r(rMrMqs $$(!%': +D+D"+D +D % +D  +DZ  ( (25(BT( (r'rMc@\rSrSrSrSSSjjrS SjrSrg) MockCellReaderz,Returns canned values by address. For tests.Nc2U=(d 0Ul/Ulgr9)valuescalls)r:rs r(rnMockCellReader.__init__sl /1 r'c  # X4nURR[U55 [UVs/sHJnURUR ;dM[ URUR URS9PML snS9$s snf7f)N)rr,r)rrFr2r.rrr*)r:r;r<r=_rIs r(r>MockCellReader.read_cellss  ' $y/*#"A99 +K !))4;;qyy3IJ"  s1BB /B  B)rrr9)rzOptional[Dict[str, str]]rCrr@)r r!r"r#r$rnr>r&rr'r(rrs/62     25  BT    r'r)apimockoffcU=(d [5RRnUS:Xa [5$US:Xa [ 5$US:Xag[ SU<S35e)zEThe cell reader for this run, or None when the check is switched off.rrrNz#Unknown QUBER_CELL_READER_BACKEND: z. Expected api|mock|off.)rr`cell_reader_backendrMr ValueError)backendselecteds r(get_cell_readerrs]@,.,,@@H5#%%65 :8,F^_ ``r'c4[U5R5$)z@The bytes of a rendered table crop, for a caller holding a file.)r read_bytes)paths r(read_table_imagers : ""r')r=rBrCrr9)rzOptional[CellReaderBackend]rCzOptional[CellReader])rrrCrA)(r$ __future__rjsonpathlibrtypingrrrrr r r logurur pydanticr rquber.agents.factoryrquber.agents.langsmith_tracerrrquber.settingsrrrr*r.dumpsmodel_json_schemarfr6rKrMrCellReaderBackendrrrr'r(rs6# RRR%>N:9Z Z jj6J ( ( *15677B _(_(D  *01 a#r'