-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathdocuments.py
More file actions
916 lines (769 loc) · 40 KB
/
documents.py
File metadata and controls
916 lines (769 loc) · 40 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
from __future__ import annotations
from typing import Dict, List, Union, Mapping, Iterable, cast
from datetime import datetime
from typing_extensions import Literal
import httpx
from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given
from ..._utils import extract_files, maybe_transform, deepcopy_minimal, async_maybe_transform
from ..._compat import cached_property
from ..._resource import SyncAPIResource, AsyncAPIResource
from ..._response import (
to_raw_response_wrapper,
to_streamed_response_wrapper,
async_to_raw_response_wrapper,
async_to_streamed_response_wrapper,
)
from ...pagination import SyncDocumentsPage, AsyncDocumentsPage
from ..._base_client import AsyncPaginator, make_request_options
from ...types.datastores import (
document_list_params,
document_ingest_params,
document_set_metadata_params,
document_get_parse_result_params,
)
from ...types.datastores.document_metadata import DocumentMetadata
from ...types.datastores.ingestion_response import IngestionResponse
from ...types.datastores.document_delete_response import DocumentDeleteResponse
from ...types.datastores.document_get_parse_result_response import DocumentGetParseResultResponse
__all__ = ["DocumentsResource", "AsyncDocumentsResource"]
class DocumentsResource(SyncAPIResource):
@cached_property
def with_raw_response(self) -> DocumentsResourceWithRawResponse:
"""
This property can be used as a prefix for any HTTP method call to return
the raw response object instead of the parsed content.
For more information, see https://www.github.com/ContextualAI/contextual-client-python#accessing-raw-response-data-eg-headers
"""
return DocumentsResourceWithRawResponse(self)
@cached_property
def with_streaming_response(self) -> DocumentsResourceWithStreamingResponse:
"""
An alternative to `.with_raw_response` that doesn't eagerly read the response body.
For more information, see https://www.github.com/ContextualAI/contextual-client-python#with_streaming_response
"""
return DocumentsResourceWithStreamingResponse(self)
def list(
self,
datastore_id: str,
*,
cursor: str | Omit = omit,
document_name_prefix: str | Omit = omit,
ingestion_job_status: List[Literal["pending", "processing", "retrying", "completed", "failed", "cancelled"]]
| Omit = omit,
limit: int | Omit = omit,
uploaded_after: Union[str, datetime] | Omit = omit,
uploaded_before: Union[str, datetime] | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> SyncDocumentsPage[DocumentMetadata]:
"""
Get list of documents in a given `Datastore`, including document `id`, `name`,
and ingestion job `status`.
Performs `cursor`-based pagination if the number of documents exceeds the
requested `limit`. The returned `cursor` can be passed to the next
`GET /datastores/{datastore_id}/documents` call to retrieve the next set of
documents.
Args:
datastore_id: Datastore ID of the datastore to retrieve documents for
cursor: Cursor from the previous call to list documents, used to retrieve the next set
of results
document_name_prefix: Filters documents with the given prefix.
ingestion_job_status: Filters documents whose ingestion job status matches (one of) the provided
status(es).
limit: Maximum number of documents to return
uploaded_after: Filters documents uploaded at or after specified timestamp.
uploaded_before: Filters documents uploaded at or before specified timestamp.
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
return self._get_api_list(
f"/datastores/{datastore_id}/documents",
page=SyncDocumentsPage[DocumentMetadata],
options=make_request_options(
extra_headers=extra_headers,
extra_query=extra_query,
extra_body=extra_body,
timeout=timeout,
query=maybe_transform(
{
"cursor": cursor,
"document_name_prefix": document_name_prefix,
"ingestion_job_status": ingestion_job_status,
"limit": limit,
"uploaded_after": uploaded_after,
"uploaded_before": uploaded_before,
},
document_list_params.DocumentListParams,
),
),
model=DocumentMetadata,
)
def delete(
self,
document_id: str,
*,
datastore_id: str,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentDeleteResponse:
"""Delete a given document from its `Datastore`.
This operation is irreversible.
Args:
datastore_id: Datastore ID of the datastore from which to delete the document
document_id: Document ID of the document to delete
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return self._delete(
f"/datastores/{datastore_id}/documents/{document_id}",
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=DocumentDeleteResponse,
)
def get_parse_result(
self,
document_id: str,
*,
datastore_id: str,
output_types: List[Literal["markdown-document", "markdown-per-page", "blocks-per-page"]] | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentGetParseResultResponse:
"""
Get the parse results that are generated during ingestion for a given document.
Retrieving parse results for existing documents ingested before the release of
this endpoint is not supported and will return a 404 error.
Args:
datastore_id: Datastore ID of the datastore from which to retrieve the document
document_id: Document ID of the document to retrieve details for
output_types: The desired output format(s) of the parsed file. Must be `markdown-document`,
`markdown-per-page`, and/or `blocks-per-page`. Specify multiple values to get
multiple formats in the response. `markdown-document` parses the whole document
into a single concatenated markdown output. `markdown-per-page` provides
markdown output per page. `blocks-per-page` provides a structured JSON
representation of the content blocks on each page, sorted by reading order.
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return self._get(
f"/datastores/{datastore_id}/documents/{document_id}/parse",
options=make_request_options(
extra_headers=extra_headers,
extra_query=extra_query,
extra_body=extra_body,
timeout=timeout,
query=maybe_transform(
{"output_types": output_types}, document_get_parse_result_params.DocumentGetParseResultParams
),
),
cast_to=DocumentGetParseResultResponse,
)
def ingest(
self,
datastore_id: str,
*,
file: FileTypes,
configuration: str | Omit = omit,
metadata: str | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> IngestionResponse:
"""Ingest a document into a given `Datastore`.
Ingestion is an asynchronous task.
Returns a document `id` which can be used to
track the status of the ingestion job through calls to the
`GET /datastores/{datastore_id}/documents/{document_id}/metadata` API.
This `id` can also be used to delete the document through the
`DELETE /datastores/{datastore_id}/documents/{document_id}` API.
`file` must be a PDF, HTML, DOC(X) or PPT(X) file. The filename must end with
one of the following extensions: `.pdf`, `.html`, `.htm`, `.mhtml`, `.doc`,
`.docx`, `.ppt`, `.pptx`.
Args:
datastore_id: Datastore ID of the datastore in which to ingest the document
file: File to ingest.
configuration: Overrides the datastore's default configuration for this specific document. This
allows applying optimized settings tailored to the document's characteristics
without changing the global datastore configuration.
metadata: Metadata request in stringified JSON format. `custom_metadata` is a flat
dictionary containing one or more key-value pairs, where each value must be a
primitive type (`str`, `bool`, `float`, or `int`). The default maximum metadata
fields that can be used is 15, contact support@contextual.ai if more is needed.
The combined size of the metadata must not exceed **2 KB** when encoded as JSON.
The strings with date format must stay in date format or be avoided if not in
date format. The `custom_metadata.url` or `link` field is automatically included
in returned attributions during query time, if provided.
**Example Request Body (as returned by `json.dumps`):**
```json
"{{
\"custom_metadata\": {{
\"topic\": \"science\",
\"difficulty\": 3
}}
}}"
```
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
body = deepcopy_minimal(
{
"file": file,
"configuration": configuration,
"metadata": metadata,
}
)
files = extract_files(cast(Mapping[str, object], body), paths=[["file"]])
# It should be noted that the actual Content-Type header that will be
# sent to the server will contain a `boundary` parameter, e.g.
# multipart/form-data; boundary=---abc--
extra_headers = {"Content-Type": "multipart/form-data", **(extra_headers or {})}
return self._post(
f"/datastores/{datastore_id}/documents",
body=maybe_transform(body, document_ingest_params.DocumentIngestParams),
files=files,
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=IngestionResponse,
)
def metadata(
self,
document_id: str,
*,
datastore_id: str,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentMetadata:
"""
Get details of a given document, including its `name` and ingestion job
`status`.
Args:
datastore_id: Datastore ID of the datastore from which to retrieve the document
document_id: Document ID of the document to retrieve details for
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return self._get(
f"/datastores/{datastore_id}/documents/{document_id}/metadata",
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=DocumentMetadata,
)
def set_metadata(
self,
document_id: str,
*,
datastore_id: str,
custom_metadata: Dict[str, Union[bool, float, str, Iterable[float]]] | Omit = omit,
custom_metadata_config: Dict[str, document_set_metadata_params.CustomMetadataConfig] | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentMetadata:
"""
Post details of a given document that will enrich the chunk and be added to the
context or just for filtering. If Just for filtering, start with "\\__" in the
key.
Args:
datastore_id: Datastore ID of the datastore from which to retrieve the document
document_id: Document ID of the document to retrieve details for
custom_metadata: Custom metadata for the document, provided by the user at ingestion time.Must be
a JSON-serializable dictionary with string keys and simple primitive values
(str, int, float, bool). The total size must not exceed 2 KB.The strings with
date format must stay in date format or be avodied if not in date format.The
'custom_metadata.url' field is automatically included in returned attributions
during query time, if provided.The default maximum metadata fields that can be
used is 15, contact support if more is needed.
custom_metadata_config: A dictionary mapping metadata field names to the configuration to use for each
field. If a metadata field is not present in the dictionary, the default
configuration will be used. If the dictionary is not provided, metadata will be
added in context for rerank and generation but will not be returned back to the
user in retrievals in query API. Limits: - Maximum characters per metadata field
(for prompt or rerank): **400** - Maximum number of metadata fields (for prompt
or retrieval): **10** Contact support@contextual.ai to request quota increases.
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return self._put(
f"/datastores/{datastore_id}/documents/{document_id}/metadata",
body=maybe_transform(
{
"custom_metadata": custom_metadata,
"custom_metadata_config": custom_metadata_config,
},
document_set_metadata_params.DocumentSetMetadataParams,
),
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=DocumentMetadata,
)
class AsyncDocumentsResource(AsyncAPIResource):
@cached_property
def with_raw_response(self) -> AsyncDocumentsResourceWithRawResponse:
"""
This property can be used as a prefix for any HTTP method call to return
the raw response object instead of the parsed content.
For more information, see https://www.github.com/ContextualAI/contextual-client-python#accessing-raw-response-data-eg-headers
"""
return AsyncDocumentsResourceWithRawResponse(self)
@cached_property
def with_streaming_response(self) -> AsyncDocumentsResourceWithStreamingResponse:
"""
An alternative to `.with_raw_response` that doesn't eagerly read the response body.
For more information, see https://www.github.com/ContextualAI/contextual-client-python#with_streaming_response
"""
return AsyncDocumentsResourceWithStreamingResponse(self)
def list(
self,
datastore_id: str,
*,
cursor: str | Omit = omit,
document_name_prefix: str | Omit = omit,
ingestion_job_status: List[Literal["pending", "processing", "retrying", "completed", "failed", "cancelled"]]
| Omit = omit,
limit: int | Omit = omit,
uploaded_after: Union[str, datetime] | Omit = omit,
uploaded_before: Union[str, datetime] | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> AsyncPaginator[DocumentMetadata, AsyncDocumentsPage[DocumentMetadata]]:
"""
Get list of documents in a given `Datastore`, including document `id`, `name`,
and ingestion job `status`.
Performs `cursor`-based pagination if the number of documents exceeds the
requested `limit`. The returned `cursor` can be passed to the next
`GET /datastores/{datastore_id}/documents` call to retrieve the next set of
documents.
Args:
datastore_id: Datastore ID of the datastore to retrieve documents for
cursor: Cursor from the previous call to list documents, used to retrieve the next set
of results
document_name_prefix: Filters documents with the given prefix.
ingestion_job_status: Filters documents whose ingestion job status matches (one of) the provided
status(es).
limit: Maximum number of documents to return
uploaded_after: Filters documents uploaded at or after specified timestamp.
uploaded_before: Filters documents uploaded at or before specified timestamp.
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
return self._get_api_list(
f"/datastores/{datastore_id}/documents",
page=AsyncDocumentsPage[DocumentMetadata],
options=make_request_options(
extra_headers=extra_headers,
extra_query=extra_query,
extra_body=extra_body,
timeout=timeout,
query=maybe_transform(
{
"cursor": cursor,
"document_name_prefix": document_name_prefix,
"ingestion_job_status": ingestion_job_status,
"limit": limit,
"uploaded_after": uploaded_after,
"uploaded_before": uploaded_before,
},
document_list_params.DocumentListParams,
),
),
model=DocumentMetadata,
)
async def delete(
self,
document_id: str,
*,
datastore_id: str,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentDeleteResponse:
"""Delete a given document from its `Datastore`.
This operation is irreversible.
Args:
datastore_id: Datastore ID of the datastore from which to delete the document
document_id: Document ID of the document to delete
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return await self._delete(
f"/datastores/{datastore_id}/documents/{document_id}",
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=DocumentDeleteResponse,
)
async def get_parse_result(
self,
document_id: str,
*,
datastore_id: str,
output_types: List[Literal["markdown-document", "markdown-per-page", "blocks-per-page"]] | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentGetParseResultResponse:
"""
Get the parse results that are generated during ingestion for a given document.
Retrieving parse results for existing documents ingested before the release of
this endpoint is not supported and will return a 404 error.
Args:
datastore_id: Datastore ID of the datastore from which to retrieve the document
document_id: Document ID of the document to retrieve details for
output_types: The desired output format(s) of the parsed file. Must be `markdown-document`,
`markdown-per-page`, and/or `blocks-per-page`. Specify multiple values to get
multiple formats in the response. `markdown-document` parses the whole document
into a single concatenated markdown output. `markdown-per-page` provides
markdown output per page. `blocks-per-page` provides a structured JSON
representation of the content blocks on each page, sorted by reading order.
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return await self._get(
f"/datastores/{datastore_id}/documents/{document_id}/parse",
options=make_request_options(
extra_headers=extra_headers,
extra_query=extra_query,
extra_body=extra_body,
timeout=timeout,
query=await async_maybe_transform(
{"output_types": output_types}, document_get_parse_result_params.DocumentGetParseResultParams
),
),
cast_to=DocumentGetParseResultResponse,
)
async def ingest(
self,
datastore_id: str,
*,
file: FileTypes,
configuration: str | Omit = omit,
metadata: str | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> IngestionResponse:
"""Ingest a document into a given `Datastore`.
Ingestion is an asynchronous task.
Returns a document `id` which can be used to
track the status of the ingestion job through calls to the
`GET /datastores/{datastore_id}/documents/{document_id}/metadata` API.
This `id` can also be used to delete the document through the
`DELETE /datastores/{datastore_id}/documents/{document_id}` API.
`file` must be a PDF, HTML, DOC(X) or PPT(X) file. The filename must end with
one of the following extensions: `.pdf`, `.html`, `.htm`, `.mhtml`, `.doc`,
`.docx`, `.ppt`, `.pptx`.
Args:
datastore_id: Datastore ID of the datastore in which to ingest the document
file: File to ingest.
configuration: Overrides the datastore's default configuration for this specific document. This
allows applying optimized settings tailored to the document's characteristics
without changing the global datastore configuration.
metadata: Metadata request in stringified JSON format. `custom_metadata` is a flat
dictionary containing one or more key-value pairs, where each value must be a
primitive type (`str`, `bool`, `float`, or `int`). The default maximum metadata
fields that can be used is 15, contact support@contextual.ai if more is needed.
The combined size of the metadata must not exceed **2 KB** when encoded as JSON.
The strings with date format must stay in date format or be avoided if not in
date format. The `custom_metadata.url` or `link` field is automatically included
in returned attributions during query time, if provided.
**Example Request Body (as returned by `json.dumps`):**
```json
"{{
\"custom_metadata\": {{
\"topic\": \"science\",
\"difficulty\": 3
}}
}}"
```
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
body = deepcopy_minimal(
{
"file": file,
"configuration": configuration,
"metadata": metadata,
}
)
files = extract_files(cast(Mapping[str, object], body), paths=[["file"]])
# It should be noted that the actual Content-Type header that will be
# sent to the server will contain a `boundary` parameter, e.g.
# multipart/form-data; boundary=---abc--
extra_headers = {"Content-Type": "multipart/form-data", **(extra_headers or {})}
return await self._post(
f"/datastores/{datastore_id}/documents",
body=await async_maybe_transform(body, document_ingest_params.DocumentIngestParams),
files=files,
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=IngestionResponse,
)
async def metadata(
self,
document_id: str,
*,
datastore_id: str,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentMetadata:
"""
Get details of a given document, including its `name` and ingestion job
`status`.
Args:
datastore_id: Datastore ID of the datastore from which to retrieve the document
document_id: Document ID of the document to retrieve details for
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return await self._get(
f"/datastores/{datastore_id}/documents/{document_id}/metadata",
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=DocumentMetadata,
)
async def set_metadata(
self,
document_id: str,
*,
datastore_id: str,
custom_metadata: Dict[str, Union[bool, float, str, Iterable[float]]] | Omit = omit,
custom_metadata_config: Dict[str, document_set_metadata_params.CustomMetadataConfig] | Omit = omit,
# Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
# The extra values given here take precedence over values defined on the client or passed to this method.
extra_headers: Headers | None = None,
extra_query: Query | None = None,
extra_body: Body | None = None,
timeout: float | httpx.Timeout | None | NotGiven = not_given,
) -> DocumentMetadata:
"""
Post details of a given document that will enrich the chunk and be added to the
context or just for filtering. If Just for filtering, start with "\\__" in the
key.
Args:
datastore_id: Datastore ID of the datastore from which to retrieve the document
document_id: Document ID of the document to retrieve details for
custom_metadata: Custom metadata for the document, provided by the user at ingestion time.Must be
a JSON-serializable dictionary with string keys and simple primitive values
(str, int, float, bool). The total size must not exceed 2 KB.The strings with
date format must stay in date format or be avodied if not in date format.The
'custom_metadata.url' field is automatically included in returned attributions
during query time, if provided.The default maximum metadata fields that can be
used is 15, contact support if more is needed.
custom_metadata_config: A dictionary mapping metadata field names to the configuration to use for each
field. If a metadata field is not present in the dictionary, the default
configuration will be used. If the dictionary is not provided, metadata will be
added in context for rerank and generation but will not be returned back to the
user in retrievals in query API. Limits: - Maximum characters per metadata field
(for prompt or rerank): **400** - Maximum number of metadata fields (for prompt
or retrieval): **10** Contact support@contextual.ai to request quota increases.
extra_headers: Send extra headers
extra_query: Add additional query parameters to the request
extra_body: Add additional JSON properties to the request
timeout: Override the client-level default timeout for this request, in seconds
"""
if not datastore_id:
raise ValueError(f"Expected a non-empty value for `datastore_id` but received {datastore_id!r}")
if not document_id:
raise ValueError(f"Expected a non-empty value for `document_id` but received {document_id!r}")
return await self._put(
f"/datastores/{datastore_id}/documents/{document_id}/metadata",
body=await async_maybe_transform(
{
"custom_metadata": custom_metadata,
"custom_metadata_config": custom_metadata_config,
},
document_set_metadata_params.DocumentSetMetadataParams,
),
options=make_request_options(
extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout
),
cast_to=DocumentMetadata,
)
class DocumentsResourceWithRawResponse:
def __init__(self, documents: DocumentsResource) -> None:
self._documents = documents
self.list = to_raw_response_wrapper(
documents.list,
)
self.delete = to_raw_response_wrapper(
documents.delete,
)
self.get_parse_result = to_raw_response_wrapper(
documents.get_parse_result,
)
self.ingest = to_raw_response_wrapper(
documents.ingest,
)
self.metadata = to_raw_response_wrapper(
documents.metadata,
)
self.set_metadata = to_raw_response_wrapper(
documents.set_metadata,
)
class AsyncDocumentsResourceWithRawResponse:
def __init__(self, documents: AsyncDocumentsResource) -> None:
self._documents = documents
self.list = async_to_raw_response_wrapper(
documents.list,
)
self.delete = async_to_raw_response_wrapper(
documents.delete,
)
self.get_parse_result = async_to_raw_response_wrapper(
documents.get_parse_result,
)
self.ingest = async_to_raw_response_wrapper(
documents.ingest,
)
self.metadata = async_to_raw_response_wrapper(
documents.metadata,
)
self.set_metadata = async_to_raw_response_wrapper(
documents.set_metadata,
)
class DocumentsResourceWithStreamingResponse:
def __init__(self, documents: DocumentsResource) -> None:
self._documents = documents
self.list = to_streamed_response_wrapper(
documents.list,
)
self.delete = to_streamed_response_wrapper(
documents.delete,
)
self.get_parse_result = to_streamed_response_wrapper(
documents.get_parse_result,
)
self.ingest = to_streamed_response_wrapper(
documents.ingest,
)
self.metadata = to_streamed_response_wrapper(
documents.metadata,
)
self.set_metadata = to_streamed_response_wrapper(
documents.set_metadata,
)
class AsyncDocumentsResourceWithStreamingResponse:
def __init__(self, documents: AsyncDocumentsResource) -> None:
self._documents = documents
self.list = async_to_streamed_response_wrapper(
documents.list,
)
self.delete = async_to_streamed_response_wrapper(
documents.delete,
)
self.get_parse_result = async_to_streamed_response_wrapper(
documents.get_parse_result,
)
self.ingest = async_to_streamed_response_wrapper(
documents.ingest,
)
self.metadata = async_to_streamed_response_wrapper(
documents.metadata,
)
self.set_metadata = async_to_streamed_response_wrapper(
documents.set_metadata,
)