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matttmattt
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Add support for trainings.list endpoint (#88)
Signed-off-by: Mattt Zmuda <mattt@replicate.com>
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‎replicate/training.py

Lines changed: 7 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -30,7 +30,13 @@ class TrainingCollection(Collection):
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model = Training
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def list(self) -> List[Training]:
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raise NotImplementedError()
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resp = self._client._request("GET", "/v1/trainings")
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# TODO: paginate
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trainings = resp.json()["results"]
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for training in trainings:
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# HACK: resolve this? make it lazy somehow?
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del training["version"]
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return [self.prepare_model(obj) for obj in trainings]
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def get(self, id: str) -> Training:
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resp = self._client._request(

‎tests/test_training.py

Lines changed: 175 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,175 @@
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import responses
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from responses import matchers
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from .factories import create_client, create_version
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@responses.activate
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def test_create_works_with_webhooks():
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client = create_client()
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version = create_version(client)
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rsp = responses.post(
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"https://api.replicate.com/v1/models/owner/model/versions/v1/trainings",
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match=[
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matchers.json_params_matcher(
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{
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"input": {"data": "..."},
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"destination": "new_owner/new_model",
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"webhook": "https://example.com/webhook",
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"webhook_events_filter": ["completed"],
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}
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),
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],
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json={
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"id": "t1",
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"version": "v1",
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"urls": {
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"get": "https://api.replicate.com/v1/trainings/t1",
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"cancel": "https://api.replicate.com/v1/trainings/t1/cancel",
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},
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"created_at": "2022-04-26T20:00:40.658234Z",
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"completed_at": "2022-04-26T20:02:27.648305Z",
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"source": "api",
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"status": "processing",
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"input": {"data": "..."},
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"output": None,
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"error": None,
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"logs": "",
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},
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)
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client.trainings.create(
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version=f"owner/model:{version.id}",
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input={"data": "..."},
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destination="new_owner/new_model",
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webhook="https://example.com/webhook",
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webhook_events_filter=["completed"],
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)
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assert rsp.call_count == 1
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@responses.activate
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def test_cancel():
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client = create_client()
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version = create_version(client)
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responses.post(
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"https://api.replicate.com/v1/models/owner/model/versions/v1/trainings",
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match=[
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matchers.json_params_matcher(
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{
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"input": {"data": "..."},
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"destination": "new_owner/new_model",
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"webhook": "https://example.com/webhook",
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"webhook_events_filter": ["completed"],
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}
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),
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],
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json={
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"id": "t1",
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"version": "v1",
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"urls": {
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"get": "https://api.replicate.com/v1/trainings/t1",
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"cancel": "https://api.replicate.com/v1/trainings/t1/cancel",
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},
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"created_at": "2022-04-26T20:00:40.658234Z",
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"completed_at": "2022-04-26T20:02:27.648305Z",
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"source": "api",
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"status": "processing",
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"input": {"data": "..."},
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"output": None,
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"error": None,
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"logs": "",
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},
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)
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training = client.trainings.create(
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version=f"owner/model:{version.id}",
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input={"data": "..."},
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destination="new_owner/new_model",
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webhook="https://example.com/webhook",
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webhook_events_filter=["completed"],
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)
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rsp = responses.post("https://api.replicate.com/v1/trainings/t1/cancel", json={})
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training.cancel()
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assert rsp.call_count == 1
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@responses.activate
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def test_async_timings():
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client = create_client()
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version = create_version(client)
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responses.post(
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"https://api.replicate.com/v1/models/owner/model/versions/v1/trainings",
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match=[
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matchers.json_params_matcher(
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{
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"input": {"data": "..."},
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"destination": "new_owner/new_model",
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"webhook": "https://example.com/webhook",
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"webhook_events_filter": ["completed"],
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}
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),
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],
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json={
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"id": "t1",
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"version": "v1",
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"urls": {
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"get": "https://api.replicate.com/v1/trainings/t1",
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"cancel": "https://api.replicate.com/v1/trainings/t1/cancel",
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},
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"created_at": "2022-04-26T20:00:40.658234Z",
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"source": "api",
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"status": "processing",
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"input": {"data": "..."},
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"output": None,
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"error": None,
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"logs": "",
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},
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)
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responses.get(
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"https://api.replicate.com/v1/trainings/t1",
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json={
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"id": "t1",
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"version": "v1",
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"urls": {
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"get": "https://api.replicate.com/v1/trainings/t1",
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"cancel": "https://api.replicate.com/v1/trainings/t1/cancel",
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},
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"created_at": "2022-04-26T20:00:40.658234Z",
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"completed_at": "2022-04-26T20:02:27.648305Z",
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"source": "api",
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"status": "succeeded",
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"input": {"data": "..."},
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"output": {
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"weights": "https://delivery.replicate.com/weights.tgz",
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"version": "v2",
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},
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"error": None,
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"logs": "",
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},
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)
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training = client.trainings.create(
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version=f"owner/model:{version.id}",
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input={"data": "..."},
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destination="new_owner/new_model",
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webhook="https://example.com/webhook",
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webhook_events_filter=["completed"],
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)
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assert training.created_at == "2022-04-26T20:00:40.658234Z"
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assert training.completed_at is None
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assert training.output is None
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# trainings don't have a wait method, so simulate it by calling reload
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training.reload()
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assert training.created_at == "2022-04-26T20:00:40.658234Z"
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assert training.completed_at == "2022-04-26T20:02:27.648305Z"
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assert training.output["weights"] == "https://delivery.replicate.com/weights.tgz"
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assert training.output["version"] == "v2"

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